From 646d541dc56496ffdbc52b57d1fe7a7a2ee3907a Mon Sep 17 00:00:00 2001
From:  <>
Date: Mon, 3 Mar 2025 08:18:34 +0000
Subject: [PATCH] Deployed ec17ea7 with MkDocs version: 1.6.1

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diff --git a/assets/blog/2022-10-03__what_if_common_bigquery_functions_were_available_ b/assets/blog/2022-10-03__what_if_common_bigquery_functions_were_available_
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diff --git a/assets/blog/2023-04-28_sending_notifications_from_bigquery_ b/assets/blog/2023-04-28_sending_notifications_from_bigquery_
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diff --git a/assets/blog/2023-06-16_run_any_python_code_in_bigquery__ b/assets/blog/2023-06-16_run_any_python_code_in_bigquery__
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diff --git a/assets/blog/2023-09-15_composable_cdp_are_dead_long_live_datawarehouse_co b/assets/blog/2023-09-15_composable_cdp_are_dead_long_live_datawarehouse_co
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diff --git a/assets/blog/2023-10-04_from_1400__to_1__a_month__my_best_bigquery_optimiz b/assets/blog/2023-10-04_from_1400__to_1__a_month__my_best_bigquery_optimiz
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diff --git a/assets/blog/2023-10-25_heres_what_i_do_when_i_cant_find_a_bigquery_functi b/assets/blog/2023-10-25_heres_what_i_do_when_i_cant_find_a_bigquery_functi
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diff --git a/assets/blog/2023-11-23_data_catalog_is_key_for_your_datamesh_strategy_why b/assets/blog/2023-11-23_data_catalog_is_key_for_your_datamesh_strategy_why
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diff --git a/assets/blog/2023-11-24_extract_info_from_a_phone_number_in_bigquery_ b/assets/blog/2023-11-24_extract_info_from_a_phone_number_in_bigquery_
new file mode 100644
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diff --git a/assets/blog/2023-12-21_get_the_country_of_an_ip_address_in_bigquery_ b/assets/blog/2023-12-21_get_the_country_of_an_ip_address_in_bigquery_
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diff --git a/assets/blog/2024-07-29_put_the_right_label_to_a_value b/assets/blog/2024-07-29_put_the_right_label_to_a_value
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diff --git a/assets/blog/2024-09-24__new_contribution_to_bigfunctions__refreshpowerbi b/assets/blog/2024-09-24__new_contribution_to_bigfunctions__refreshpowerbi
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diff --git a/assets/blog/2024-09-26_easiest_way_to_get_a_public_csv_file_into_bigquery b/assets/blog/2024-09-26_easiest_way_to_get_a_public_csv_file_into_bigquery
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diff --git a/assets/blog/2024-10-15__new_bigfunctions__loadfileurl_filetype_destinatio b/assets/blog/2024-10-15__new_bigfunctions__loadfileurl_filetype_destinatio
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diff --git a/assets/blog/2024-11-12_well_im_nowhere_near_kestra_and_their_10000_stars b/assets/blog/2024-11-12_well_im_nowhere_near_kestra_and_their_10000_stars
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diff --git a/assets/blog/2025-01-14_unifying_analytics_platform_what_if_you_could_have b/assets/blog/2025-01-14_unifying_analytics_platform_what_if_you_could_have
new file mode 100644
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g,i=n.pipe(jr(1));n.subscribe(({scrollable:c})=>{c&&r?e.setAttribute("tabindex","0"):e.removeAttribute("tabindex")});let a=[];if(Rn.default.isSupported()&&(e.closest(".copy")||B("content.code.copy")&&!e.closest(".no-copy"))){let c=e.closest("pre");c.id=`__code_${Da++}`;let l=Sn(c.id);c.insertBefore(l,e),B("content.tooltips")&&a.push(mt(l,{viewport$}))}let s=e.closest(".highlight");if(s instanceof HTMLElement){let c=In(s);if(typeof c!="undefined"&&(s.classList.contains("annotate")||B("content.code.annotate"))){let l=fr(c,e,t);a.push(ge(s).pipe(W(i),m(({width:f,height:u})=>f&&u),K(),v(f=>f?l:S)))}}return P(":scope > span[id]",e).length&&e.classList.add("md-code__content"),Na(e).pipe(w(c=>n.next(c)),_(()=>n.complete()),m(c=>$({ref:e},c)),Re(...a))});return B("content.lazy")?tt(e).pipe(b(n=>n),Te(1),v(()=>o)):o}function za(e,{target$:t,print$:r}){let o=!0;return O(t.pipe(m(n=>n.closest("details:not([open])")),b(n=>e===n),m(()=>({action:"open",reveal:!0}))),r.pipe(b(n=>n||!o),w(()=>o=e.open),m(n=>({action:n?"open":"close"}))))}function Fn(e,t){return C(()=>{let r=new g;return r.subscribe(({action:o,reveal:n})=>{e.toggleAttribute("open",o==="open"),n&&e.scrollIntoView()}),za(e,t).pipe(w(o=>r.next(o)),_(()=>r.complete()),m(o=>$({ref:e},o)))})}var Un=".node circle,.node ellipse,.node path,.node polygon,.node rect{fill:var(--md-mermaid-node-bg-color);stroke:var(--md-mermaid-node-fg-color)}marker{fill:var(--md-mermaid-edge-color)!important}.edgeLabel .label rect{fill:#0000}.flowchartTitleText{fill:var(--md-mermaid-label-fg-color)}.label{color:var(--md-mermaid-label-fg-color);font-family:var(--md-mermaid-font-family)}.label foreignObject{line-height:normal;overflow:visible}.label div .edgeLabel{color:var(--md-mermaid-label-fg-color)}.edgeLabel,.edgeLabel p,.label div .edgeLabel{background-color:var(--md-mermaid-label-bg-color)}.edgeLabel,.edgeLabel p{fill:var(--md-mermaid-label-bg-color);color:var(--md-mermaid-edge-color)}.edgePath .path,.flowchart-link{stroke:var(--md-mermaid-edge-color);stroke-width:.05rem}.edgePath .arrowheadPath{fill:var(--md-mermaid-edge-color);stroke:none}.cluster rect{fill:var(--md-default-fg-color--lightest);stroke:var(--md-default-fg-color--lighter)}.cluster span{color:var(--md-mermaid-label-fg-color);font-family:var(--md-mermaid-font-family)}g #flowchart-circleEnd,g #flowchart-circleStart,g #flowchart-crossEnd,g #flowchart-crossStart,g #flowchart-pointEnd,g #flowchart-pointStart{stroke:none}.classDiagramTitleText{fill:var(--md-mermaid-label-fg-color)}g.classGroup line,g.classGroup rect{fill:var(--md-mermaid-node-bg-color);stroke:var(--md-mermaid-node-fg-color)}g.classGroup text{fill:var(--md-mermaid-label-fg-color);font-family:var(--md-mermaid-font-family)}.classLabel .box{fill:var(--md-mermaid-label-bg-color);background-color:var(--md-mermaid-label-bg-color);opacity:1}.classLabel 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#statediagram-barbEnd{stroke:var(--md-mermaid-edge-color)}.entityTitleText{fill:var(--md-mermaid-label-fg-color)}.attributeBoxEven,.attributeBoxOdd{fill:var(--md-mermaid-node-bg-color);stroke:var(--md-mermaid-node-fg-color)}.entityBox{fill:var(--md-mermaid-label-bg-color);stroke:var(--md-mermaid-node-fg-color)}.entityLabel{fill:var(--md-mermaid-label-fg-color);font-family:var(--md-mermaid-font-family)}.relationshipLabelBox{fill:var(--md-mermaid-label-bg-color);fill-opacity:1;background-color:var(--md-mermaid-label-bg-color);opacity:1}.relationshipLabel{fill:var(--md-mermaid-label-fg-color)}.relationshipLine{stroke:var(--md-mermaid-edge-color)}defs #ONE_OR_MORE_END *,defs #ONE_OR_MORE_START *,defs #ONLY_ONE_END *,defs #ONLY_ONE_START *,defs #ZERO_OR_MORE_END *,defs #ZERO_OR_MORE_START *,defs #ZERO_OR_ONE_END *,defs #ZERO_OR_ONE_START *{stroke:var(--md-mermaid-edge-color)!important}defs #ZERO_OR_MORE_END circle,defs #ZERO_OR_MORE_START circle{fill:var(--md-mermaid-label-bg-color)}text:not([class]):last-child{fill:var(--md-mermaid-label-fg-color)}.actor{fill:var(--md-mermaid-sequence-actor-bg-color);stroke:var(--md-mermaid-sequence-actor-border-color)}text.actor>tspan{fill:var(--md-mermaid-sequence-actor-fg-color);font-family:var(--md-mermaid-font-family)}line{stroke:var(--md-mermaid-sequence-actor-line-color)}.actor-man circle,.actor-man 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path{fill:var(--md-mermaid-sequence-message-line-color);stroke:none}.loopLine{fill:var(--md-mermaid-sequence-loop-bg-color);stroke:var(--md-mermaid-sequence-loop-border-color)}.labelBox{fill:var(--md-mermaid-sequence-label-bg-color);stroke:none}.labelText,.labelText>span{fill:var(--md-mermaid-sequence-label-fg-color);font-family:var(--md-mermaid-font-family)}.sequenceNumber{fill:var(--md-mermaid-sequence-number-fg-color)}rect.rect{fill:var(--md-mermaid-sequence-box-bg-color);stroke:none}rect.rect+text.text{fill:var(--md-mermaid-sequence-box-fg-color)}defs #sequencenumber{fill:var(--md-mermaid-sequence-number-bg-color)!important}";var Gr,Qa=0;function Ka(){return typeof mermaid=="undefined"||mermaid instanceof Element?wt("https://unpkg.com/mermaid@11/dist/mermaid.min.js"):I(void 0)}function Wn(e){return 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g,p=s.pipe(Z(),ie(!0));z([s,ge(e),tt(e)]).pipe(W(p),Me(1,me)).subscribe({next([{active:c},l]){let f=De(c),{width:u}=ce(c);e.style.setProperty("--md-indicator-x",`${f.x}px`),e.style.setProperty("--md-indicator-width",`${u}px`);let d=pr(o);(f.x<d.x||f.x+u>d.x+l.width)&&o.scrollTo({left:Math.max(0,f.x-16),behavior:"smooth"})},complete(){e.style.removeProperty("--md-indicator-x"),e.style.removeProperty("--md-indicator-width")}}),z([Ne(o),ge(o)]).pipe(W(p)).subscribe(([c,l])=>{let f=Tt(o);i.hidden=c.x<16,a.hidden=c.x>f.width-l.width-16}),O(h(i,"click").pipe(m(()=>-1)),h(a,"click").pipe(m(()=>1))).pipe(W(p)).subscribe(c=>{let{width:l}=ce(o);o.scrollBy({left:l*c,behavior:"smooth"})}),r.pipe(W(p),b(c=>n.includes(c))).subscribe(c=>c.click()),o.classList.add("tabbed-labels--linked");for(let c of n){let l=R(`label[for="${c.id}"]`);l.replaceChildren(x("a",{href:`#${l.htmlFor}`,tabIndex:-1},...Array.from(l.childNodes))),h(l.firstElementChild,"click").pipe(W(p),b(f=>!(f.metaKey||f.ctrlKey)),w(f=>{f.preventDefault(),f.stopPropagation()})).subscribe(()=>{history.replaceState({},"",`#${l.htmlFor}`),l.click()})}return B("content.tabs.link")&&s.pipe(Ce(1),re(t)).subscribe(([{active:c},{offset:l}])=>{let f=c.innerText.trim();if(c.hasAttribute("data-md-switching"))c.removeAttribute("data-md-switching");else{let u=e.offsetTop-l.y;for(let y of P("[data-tabs]"))for(let L of P(":scope > input",y)){let X=R(`label[for="${L.id}"]`);if(X!==c&&X.innerText.trim()===f){X.setAttribute("data-md-switching",""),L.click();break}}window.scrollTo({top:e.offsetTop-u});let d=__md_get("__tabs")||[];__md_set("__tabs",[...new Set([f,...d])])}}),s.pipe(W(p)).subscribe(()=>{for(let c of P("audio, video",e))c.pause()}),Ya(n).pipe(w(c=>s.next(c)),_(()=>s.complete()),m(c=>$({ref:e},c)))}).pipe(Ke(se))}function zn(e,{viewport$:t,target$:r,print$:o}){return O(...P(".annotate:not(.highlight)",e).map(n=>Pn(n,{target$:r,print$:o})),...P("pre:not(.mermaid) > code",e).map(n=>jn(n,{target$:r,print$:o})),...P("pre.mermaid",e).map(n=>Wn(n)),...P("table:not([class])",e).map(n=>Dn(n)),...P("details",e).map(n=>Fn(n,{target$:r,print$:o})),...P("[data-tabs]",e).map(n=>Nn(n,{viewport$:t,target$:r})),...P("[title]",e).filter(()=>B("content.tooltips")).map(n=>mt(n,{viewport$:t})))}function Ba(e,{alert$:t}){return t.pipe(v(r=>O(I(!0),I(!1).pipe(Ge(2e3))).pipe(m(o=>({message:r,active:o})))))}function qn(e,t){let r=R(".md-typeset",e);return C(()=>{let o=new g;return o.subscribe(({message:n,active:i})=>{e.classList.toggle("md-dialog--active",i),r.textContent=n}),Ba(e,t).pipe(w(n=>o.next(n)),_(()=>o.complete()),m(n=>$({ref:e},n)))})}var Ga=0;function Ja(e,t){document.body.append(e);let{width:r}=ce(e);e.style.setProperty("--md-tooltip-width",`${r}px`),e.remove();let o=cr(t),n=typeof o!="undefined"?Ne(o):I({x:0,y:0}),i=O(et(t),Ht(t)).pipe(K());return z([i,n]).pipe(m(([a,s])=>{let{x:p,y:c}=De(t),l=ce(t),f=t.closest("table");return f&&t.parentElement&&(p+=f.offsetLeft+t.parentElement.offsetLeft,c+=f.offsetTop+t.parentElement.offsetTop),{active:a,offset:{x:p-s.x+l.width/2-r/2,y:c-s.y+l.height+8}}}))}function Qn(e){let t=e.title;if(!t.length)return S;let r=`__tooltip_${Ga++}`,o=Pt(r,"inline"),n=R(".md-typeset",o);return n.innerHTML=t,C(()=>{let i=new g;return i.subscribe({next({offset:a}){o.style.setProperty("--md-tooltip-x",`${a.x}px`),o.style.setProperty("--md-tooltip-y",`${a.y}px`)},complete(){o.style.removeProperty("--md-tooltip-x"),o.style.removeProperty("--md-tooltip-y")}}),O(i.pipe(b(({active:a})=>a)),i.pipe(_e(250),b(({active:a})=>!a))).subscribe({next({active:a}){a?(e.insertAdjacentElement("afterend",o),e.setAttribute("aria-describedby",r),e.removeAttribute("title")):(o.remove(),e.removeAttribute("aria-describedby"),e.setAttribute("title",t))},complete(){o.remove(),e.removeAttribute("aria-describedby"),e.setAttribute("title",t)}}),i.pipe(Me(16,me)).subscribe(({active:a})=>{o.classList.toggle("md-tooltip--active",a)}),i.pipe(pt(125,me),b(()=>!!e.offsetParent),m(()=>e.offsetParent.getBoundingClientRect()),m(({x:a})=>a)).subscribe({next(a){a?o.style.setProperty("--md-tooltip-0",`${-a}px`):o.style.removeProperty("--md-tooltip-0")},complete(){o.style.removeProperty("--md-tooltip-0")}}),Ja(o,e).pipe(w(a=>i.next(a)),_(()=>i.complete()),m(a=>$({ref:e},a)))}).pipe(Ke(se))}function Xa({viewport$:e}){if(!B("header.autohide"))return I(!1);let t=e.pipe(m(({offset:{y:n}})=>n),Be(2,1),m(([n,i])=>[n<i,i]),te(0)),r=z([e,t]).pipe(b(([{offset:n},[,i]])=>Math.abs(i-n.y)>100),m(([,[n]])=>n),K()),o=ze("search");return z([e,o]).pipe(m(([{offset:n},i])=>n.y>400&&!i),K(),v(n=>n?r:I(!1)),Q(!1))}function Kn(e,t){return C(()=>z([ge(e),Xa(t)])).pipe(m(([{height:r},o])=>({height:r,hidden:o})),K((r,o)=>r.height===o.height&&r.hidden===o.hidden),G(1))}function Yn(e,{header$:t,main$:r}){return C(()=>{let o=new g,n=o.pipe(Z(),ie(!0));o.pipe(te("active"),He(t)).subscribe(([{active:a},{hidden:s}])=>{e.classList.toggle("md-header--shadow",a&&!s),e.hidden=s});let i=ue(P("[title]",e)).pipe(b(()=>B("content.tooltips")),ne(a=>Qn(a)));return r.subscribe(o),t.pipe(W(n),m(a=>$({ref:e},a)),Re(i.pipe(W(n))))})}function Za(e,{viewport$:t,header$:r}){return mr(e,{viewport$:t,header$:r}).pipe(m(({offset:{y:o}})=>{let{height:n}=ce(e);return{active:o>=n}}),te("active"))}function Bn(e,t){return C(()=>{let r=new g;r.subscribe({next({active:n}){e.classList.toggle("md-header__title--active",n)},complete(){e.classList.remove("md-header__title--active")}});let o=fe(".md-content h1");return typeof o=="undefined"?S:Za(o,t).pipe(w(n=>r.next(n)),_(()=>r.complete()),m(n=>$({ref:e},n)))})}function Gn(e,{viewport$:t,header$:r}){let o=r.pipe(m(({height:i})=>i),K()),n=o.pipe(v(()=>ge(e).pipe(m(({height:i})=>({top:e.offsetTop,bottom:e.offsetTop+i})),te("bottom"))));return z([o,n,t]).pipe(m(([i,{top:a,bottom:s},{offset:{y:p},size:{height:c}}])=>(c=Math.max(0,c-Math.max(0,a-p,i)-Math.max(0,c+p-s)),{offset:a-i,height:c,active:a-i<=p})),K((i,a)=>i.offset===a.offset&&i.height===a.height&&i.active===a.active))}function es(e){let t=__md_get("__palette")||{index:e.findIndex(o=>matchMedia(o.getAttribute("data-md-color-media")).matches)},r=Math.max(0,Math.min(t.index,e.length-1));return I(...e).pipe(ne(o=>h(o,"change").pipe(m(()=>o))),Q(e[r]),m(o=>({index:e.indexOf(o),color:{media:o.getAttribute("data-md-color-media"),scheme:o.getAttribute("data-md-color-scheme"),primary:o.getAttribute("data-md-color-primary"),accent:o.getAttribute("data-md-color-accent")}})),G(1))}function Jn(e){let t=P("input",e),r=x("meta",{name:"theme-color"});document.head.appendChild(r);let o=x("meta",{name:"color-scheme"});document.head.appendChild(o);let n=$t("(prefers-color-scheme: light)");return C(()=>{let i=new g;return i.subscribe(a=>{if(document.body.setAttribute("data-md-color-switching",""),a.color.media==="(prefers-color-scheme)"){let s=matchMedia("(prefers-color-scheme: light)"),p=document.querySelector(s.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: 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c.length=0;return c})).subscribe(s=>e.innerHTML=s.join("").replace(/\s/g,"&nbsp;")),r.pipe(b(({mode:s})=>s==="search")).subscribe(s=>{switch(s.type){case"ArrowRight":e.innerText.length&&n.selectionStart===n.value.length&&(n.value=e.innerText);break}}),t.pipe(b(dr),m(({data:s})=>s)).pipe(w(s=>o.next(s)),_(()=>o.complete()),m(()=>({ref:e})))}function ui(e,{index$:t,keyboard$:r}){let o=xe();try{let n=ai(o.search,t),i=Se("search-query",e),a=Se("search-result",e);h(e,"click").pipe(b(({target:p})=>p instanceof Element&&!!p.closest("a"))).subscribe(()=>Je("search",!1)),r.pipe(b(({mode:p})=>p==="search")).subscribe(p=>{let c=Ie();switch(p.type){case"Enter":if(c===i){let l=new Map;for(let f of P(":first-child [href]",a)){let u=f.firstElementChild;l.set(f,parseFloat(u.getAttribute("data-md-score")))}if(l.size){let[[f]]=[...l].sort(([,u],[,d])=>d-u);f.click()}p.claim()}break;case"Escape":case"Tab":Je("search",!1),i.blur();break;case"ArrowUp":case"ArrowDown":if(typeof 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n){let{childNodes:c}=x("span",null,p);s.replaceWith(...Array.from(c))}return{ref:e,nodes:n}}))}function fs(e,{viewport$:t,main$:r}){let o=e.closest(".md-grid"),n=o.offsetTop-o.parentElement.offsetTop;return z([r,t]).pipe(m(([{offset:i,height:a},{offset:{y:s}}])=>(a=a+Math.min(n,Math.max(0,s-i))-n,{height:a,locked:s>=i+n})),K((i,a)=>i.height===a.height&&i.locked===a.locked))}function Zr(e,o){var n=o,{header$:t}=n,r=so(n,["header$"]);let i=R(".md-sidebar__scrollwrap",e),{y:a}=De(i);return C(()=>{let s=new g,p=s.pipe(Z(),ie(!0)),c=s.pipe(Me(0,me));return c.pipe(re(t)).subscribe({next([{height:l},{height:f}]){i.style.height=`${l-2*a}px`,e.style.top=`${f}px`},complete(){i.style.height="",e.style.top=""}}),c.pipe(Ae()).subscribe(()=>{for(let l of P(".md-nav__link--active[href]",e)){if(!l.clientHeight)continue;let f=l.closest(".md-sidebar__scrollwrap");if(typeof f!="undefined"){let u=l.offsetTop-f.offsetTop,{height:d}=ce(f);f.scrollTo({top:u-d/2})}}}),ue(P("label[tabindex]",e)).pipe(ne(l=>h(l,"click").pipe(ve(se),m(()=>l),W(p)))).subscribe(l=>{let f=R(`[id="${l.htmlFor}"]`);R(`[aria-labelledby="${l.id}"]`).setAttribute("aria-expanded",`${f.checked}`)}),fs(e,r).pipe(w(l=>s.next(l)),_(()=>s.complete()),m(l=>$({ref:e},l)))})}function hi(e,t){if(typeof t!="undefined"){let r=`https://api.github.com/repos/${e}/${t}`;return st(je(`${r}/releases/latest`).pipe(de(()=>S),m(o=>({version:o.tag_name})),Ve({})),je(r).pipe(de(()=>S),m(o=>({stars:o.stargazers_count,forks:o.forks_count})),Ve({}))).pipe(m(([o,n])=>$($({},o),n)))}else{let r=`https://api.github.com/users/${e}`;return je(r).pipe(m(o=>({repositories:o.public_repos})),Ve({}))}}function bi(e,t){let r=`https://${e}/api/v4/projects/${encodeURIComponent(t)}`;return st(je(`${r}/releases/permalink/latest`).pipe(de(()=>S),m(({tag_name:o})=>({version:o})),Ve({})),je(r).pipe(de(()=>S),m(({star_count:o,forks_count:n})=>({stars:o,forks:n})),Ve({}))).pipe(m(([o,n])=>$($({},o),n)))}function vi(e){let t=e.match(/^.+github\.com\/([^/]+)\/?([^/]+)?/i);if(t){let[,r,o]=t;return hi(r,o)}if(t=e.match(/^.+?([^/]*gitlab[^/]+)\/(.+?)\/?$/i),t){let[,r,o]=t;return bi(r,o)}return S}var us;function ds(e){return us||(us=C(()=>{let t=__md_get("__source",sessionStorage);if(t)return I(t);if(ae("consent").length){let o=__md_get("__consent");if(!(o&&o.github))return S}return vi(e.href).pipe(w(o=>__md_set("__source",o,sessionStorage)))}).pipe(de(()=>S),b(t=>Object.keys(t).length>0),m(t=>({facts:t})),G(1)))}function gi(e){let t=R(":scope > :last-child",e);return C(()=>{let r=new g;return r.subscribe(({facts:o})=>{t.appendChild(_n(o)),t.classList.add("md-source__repository--active")}),ds(e).pipe(w(o=>r.next(o)),_(()=>r.complete()),m(o=>$({ref:e},o)))})}function hs(e,{viewport$:t,header$:r}){return ge(document.body).pipe(v(()=>mr(e,{header$:r,viewport$:t})),m(({offset:{y:o}})=>({hidden:o>=10})),te("hidden"))}function yi(e,t){return C(()=>{let r=new g;return r.subscribe({next({hidden:o}){e.hidden=o},complete(){e.hidden=!1}}),(B("navigation.tabs.sticky")?I({hidden:!1}):hs(e,t)).pipe(w(o=>r.next(o)),_(()=>r.complete()),m(o=>$({ref:e},o)))})}function bs(e,{viewport$:t,header$:r}){let o=new Map,n=P(".md-nav__link",e);for(let s of n){let p=decodeURIComponent(s.hash.substring(1)),c=fe(`[id="${p}"]`);typeof c!="undefined"&&o.set(s,c)}let i=r.pipe(te("height"),m(({height:s})=>{let p=Se("main"),c=R(":scope > :first-child",p);return s+.8*(c.offsetTop-p.offsetTop)}),pe());return ge(document.body).pipe(te("height"),v(s=>C(()=>{let p=[];return I([...o].reduce((c,[l,f])=>{for(;p.length&&o.get(p[p.length-1]).tagName>=f.tagName;)p.pop();let u=f.offsetTop;for(;!u&&f.parentElement;)f=f.parentElement,u=f.offsetTop;let d=f.offsetParent;for(;d;d=d.offsetParent)u+=d.offsetTop;return c.set([...p=[...p,l]].reverse(),u)},new Map))}).pipe(m(p=>new Map([...p].sort(([,c],[,l])=>c-l))),He(i),v(([p,c])=>t.pipe(Fr(([l,f],{offset:{y:u},size:d})=>{let y=u+d.height>=Math.floor(s.height);for(;f.length;){let[,L]=f[0];if(L-c<u||y)l=[...l,f.shift()];else break}for(;l.length;){let[,L]=l[l.length-1];if(L-c>=u&&!y)f=[l.pop(),...f];else break}return[l,f]},[[],[...p]]),K((l,f)=>l[0]===f[0]&&l[1]===f[1])))))).pipe(m(([s,p])=>({prev:s.map(([c])=>c),next:p.map(([c])=>c)})),Q({prev:[],next:[]}),Be(2,1),m(([s,p])=>s.prev.length<p.prev.length?{prev:p.prev.slice(Math.max(0,s.prev.length-1),p.prev.length),next:[]}:{prev:p.prev.slice(-1),next:p.next.slice(0,p.next.length-s.next.length)}))}function xi(e,{viewport$:t,header$:r,main$:o,target$:n}){return C(()=>{let i=new g,a=i.pipe(Z(),ie(!0));if(i.subscribe(({prev:s,next:p})=>{for(let[c]of p)c.classList.remove("md-nav__link--passed"),c.classList.remove("md-nav__link--active");for(let[c,[l]]of s.entries())l.classList.add("md-nav__link--passed"),l.classList.toggle("md-nav__link--active",c===s.length-1)}),B("toc.follow")){let s=O(t.pipe(_e(1),m(()=>{})),t.pipe(_e(250),m(()=>"smooth")));i.pipe(b(({prev:p})=>p.length>0),He(o.pipe(ve(se))),re(s)).subscribe(([[{prev:p}],c])=>{let[l]=p[p.length-1];if(l.offsetHeight){let f=cr(l);if(typeof f!="undefined"){let u=l.offsetTop-f.offsetTop,{height:d}=ce(f);f.scrollTo({top:u-d/2,behavior:c})}}})}return B("navigation.tracking")&&t.pipe(W(a),te("offset"),_e(250),Ce(1),W(n.pipe(Ce(1))),ct({delay:250}),re(i)).subscribe(([,{prev:s}])=>{let p=ye(),c=s[s.length-1];if(c&&c.length){let[l]=c,{hash:f}=new URL(l.href);p.hash!==f&&(p.hash=f,history.replaceState({},"",`${p}`))}else p.hash="",history.replaceState({},"",`${p}`)}),bs(e,{viewport$:t,header$:r}).pipe(w(s=>i.next(s)),_(()=>i.complete()),m(s=>$({ref:e},s)))})}function vs(e,{viewport$:t,main$:r,target$:o}){let n=t.pipe(m(({offset:{y:a}})=>a),Be(2,1),m(([a,s])=>a>s&&s>0),K()),i=r.pipe(m(({active:a})=>a));return z([i,n]).pipe(m(([a,s])=>!(a&&s)),K(),W(o.pipe(Ce(1))),ie(!0),ct({delay:250}),m(a=>({hidden:a})))}function Ei(e,{viewport$:t,header$:r,main$:o,target$:n}){let i=new g,a=i.pipe(Z(),ie(!0));return i.subscribe({next({hidden:s}){e.hidden=s,s?(e.setAttribute("tabindex","-1"),e.blur()):e.removeAttribute("tabindex")},complete(){e.style.top="",e.hidden=!0,e.removeAttribute("tabindex")}}),r.pipe(W(a),te("height")).subscribe(({height:s})=>{e.style.top=`${s+16}px`}),h(e,"click").subscribe(s=>{s.preventDefault(),window.scrollTo({top:0})}),vs(e,{viewport$:t,main$:o,target$:n}).pipe(w(s=>i.next(s)),_(()=>i.complete()),m(s=>$({ref:e},s)))}function wi({document$:e,viewport$:t}){e.pipe(v(()=>P(".md-ellipsis")),ne(r=>tt(r).pipe(W(e.pipe(Ce(1))),b(o=>o),m(()=>r),Te(1))),b(r=>r.offsetWidth<r.scrollWidth),ne(r=>{let o=r.innerText,n=r.closest("a")||r;return n.title=o,B("content.tooltips")?mt(n,{viewport$:t}).pipe(W(e.pipe(Ce(1))),_(()=>n.removeAttribute("title"))):S})).subscribe(),B("content.tooltips")&&e.pipe(v(()=>P(".md-status")),ne(r=>mt(r,{viewport$:t}))).subscribe()}function Ti({document$:e,tablet$:t}){e.pipe(v(()=>P(".md-toggle--indeterminate")),w(r=>{r.indeterminate=!0,r.checked=!1}),ne(r=>h(r,"change").pipe(Vr(()=>r.classList.contains("md-toggle--indeterminate")),m(()=>r))),re(t)).subscribe(([r,o])=>{r.classList.remove("md-toggle--indeterminate"),o&&(r.checked=!1)})}function gs(){return/(iPad|iPhone|iPod)/.test(navigator.userAgent)}function Si({document$:e}){e.pipe(v(()=>P("[data-md-scrollfix]")),w(t=>t.removeAttribute("data-md-scrollfix")),b(gs),ne(t=>h(t,"touchstart").pipe(m(()=>t)))).subscribe(t=>{let r=t.scrollTop;r===0?t.scrollTop=1:r+t.offsetHeight===t.scrollHeight&&(t.scrollTop=r-1)})}function Oi({viewport$:e,tablet$:t}){z([ze("search"),t]).pipe(m(([r,o])=>r&&!o),v(r=>I(r).pipe(Ge(r?400:100))),re(e)).subscribe(([r,{offset:{y:o}}])=>{if(r)document.body.setAttribute("data-md-scrolllock",""),document.body.style.top=`-${o}px`;else{let n=-1*parseInt(document.body.style.top,10);document.body.removeAttribute("data-md-scrolllock"),document.body.style.top="",n&&window.scrollTo(0,n)}})}Object.entries||(Object.entries=function(e){let t=[];for(let r of Object.keys(e))t.push([r,e[r]]);return t});Object.values||(Object.values=function(e){let t=[];for(let r of Object.keys(e))t.push(e[r]);return t});typeof Element!="undefined"&&(Element.prototype.scrollTo||(Element.prototype.scrollTo=function(e,t){typeof e=="object"?(this.scrollLeft=e.left,this.scrollTop=e.top):(this.scrollLeft=e,this.scrollTop=t)}),Element.prototype.replaceWith||(Element.prototype.replaceWith=function(...e){let t=this.parentNode;if(t){e.length===0&&t.removeChild(this);for(let r=e.length-1;r>=0;r--){let o=e[r];typeof o=="string"?o=document.createTextNode(o):o.parentNode&&o.parentNode.removeChild(o),r?t.insertBefore(this.previousSibling,o):t.replaceChild(o,this)}}}));function ys(){return location.protocol==="file:"?wt(`${new URL("search/search_index.js",eo.base)}`).pipe(m(()=>__index),G(1)):je(new URL("search/search_index.json",eo.base))}document.documentElement.classList.remove("no-js");document.documentElement.classList.add("js");var ot=Go(),Ft=sn(),Ot=ln(Ft),to=an(),Oe=gn(),hr=$t("(min-width: 960px)"),Mi=$t("(min-width: 1220px)"),_i=mn(),eo=xe(),Ai=document.forms.namedItem("search")?ys():Ye,ro=new g;Zn({alert$:ro});var oo=new g;B("navigation.instant")&&oi({location$:Ft,viewport$:Oe,progress$:oo}).subscribe(ot);var Li;((Li=eo.version)==null?void 0:Li.provider)==="mike"&&ci({document$:ot});O(Ft,Ot).pipe(Ge(125)).subscribe(()=>{Je("drawer",!1),Je("search",!1)});to.pipe(b(({mode:e})=>e==="global")).subscribe(e=>{switch(e.type){case"p":case",":let t=fe("link[rel=prev]");typeof t!="undefined"&&lt(t);break;case"n":case".":let r=fe("link[rel=next]");typeof r!="undefined"&&lt(r);break;case"Enter":let o=Ie();o instanceof HTMLLabelElement&&o.click()}});wi({viewport$:Oe,document$:ot});Ti({document$:ot,tablet$:hr});Si({document$:ot});Oi({viewport$:Oe,tablet$:hr});var rt=Kn(Se("header"),{viewport$:Oe}),jt=ot.pipe(m(()=>Se("main")),v(e=>Gn(e,{viewport$:Oe,header$:rt})),G(1)),xs=O(...ae("consent").map(e=>En(e,{target$:Ot})),...ae("dialog").map(e=>qn(e,{alert$:ro})),...ae("palette").map(e=>Jn(e)),...ae("progress").map(e=>Xn(e,{progress$:oo})),...ae("search").map(e=>ui(e,{index$:Ai,keyboard$:to})),...ae("source").map(e=>gi(e))),Es=C(()=>O(...ae("announce").map(e=>xn(e)),...ae("content").map(e=>zn(e,{viewport$:Oe,target$:Ot,print$:_i})),...ae("content").map(e=>B("search.highlight")?di(e,{index$:Ai,location$:Ft}):S),...ae("header").map(e=>Yn(e,{viewport$:Oe,header$:rt,main$:jt})),...ae("header-title").map(e=>Bn(e,{viewport$:Oe,header$:rt})),...ae("sidebar").map(e=>e.getAttribute("data-md-type")==="navigation"?Nr(Mi,()=>Zr(e,{viewport$:Oe,header$:rt,main$:jt})):Nr(hr,()=>Zr(e,{viewport$:Oe,header$:rt,main$:jt}))),...ae("tabs").map(e=>yi(e,{viewport$:Oe,header$:rt})),...ae("toc").map(e=>xi(e,{viewport$:Oe,header$:rt,main$:jt,target$:Ot})),...ae("top").map(e=>Ei(e,{viewport$:Oe,header$:rt,main$:jt,target$:Ot})))),Ci=ot.pipe(v(()=>Es),Re(xs),G(1));Ci.subscribe();window.document$=ot;window.location$=Ft;window.target$=Ot;window.keyboard$=to;window.viewport$=Oe;window.tablet$=hr;window.screen$=Mi;window.print$=_i;window.alert$=ro;window.progress$=oo;window.component$=Ci;})();
+//# sourceMappingURL=bundle.c8b220af.min.js.map
+
diff --git a/assets/javascripts/bundle.c8b220af.min.js.map b/assets/javascripts/bundle.c8b220af.min.js.map
new file mode 100644
index 000000000..d835be56e
--- /dev/null
+++ b/assets/javascripts/bundle.c8b220af.min.js.map
@@ -0,0 +1,7 @@
+{
+  "version": 3,
+  "sources": ["node_modules/focus-visible/dist/focus-visible.js", "node_modules/escape-html/index.js", "node_modules/clipboard/dist/clipboard.js", "src/templates/assets/javascripts/bundle.ts", "node_modules/tslib/tslib.es6.mjs", "node_modules/rxjs/src/internal/util/isFunction.ts", "node_modules/rxjs/src/internal/util/createErrorClass.ts", "node_modules/rxjs/src/internal/util/UnsubscriptionError.ts", "node_modules/rxjs/src/internal/util/arrRemove.ts", "node_modules/rxjs/src/internal/Subscription.ts", "node_modules/rxjs/src/internal/config.ts", "node_modules/rxjs/src/internal/scheduler/timeoutProvider.ts", "node_modules/rxjs/src/internal/util/reportUnhandledError.ts", "node_modules/rxjs/src/internal/util/noop.ts", "node_modules/rxjs/src/internal/NotificationFactories.ts", "node_modules/rxjs/src/internal/util/errorContext.ts", "node_modules/rxjs/src/internal/Subscriber.ts", "node_modules/rxjs/src/internal/symbol/observable.ts", "node_modules/rxjs/src/internal/util/identity.ts", "node_modules/rxjs/src/internal/util/pipe.ts", "node_modules/rxjs/src/internal/Observable.ts", "node_modules/rxjs/src/internal/util/lift.ts", "node_modules/rxjs/src/internal/operators/OperatorSubscriber.ts", "node_modules/rxjs/src/internal/scheduler/animationFrameProvider.ts", "node_modules/rxjs/src/internal/util/ObjectUnsubscribedError.ts", "node_modules/rxjs/src/internal/Subject.ts", "node_modules/rxjs/src/internal/BehaviorSubject.ts", "node_modules/rxjs/src/internal/scheduler/dateTimestampProvider.ts", "node_modules/rxjs/src/internal/ReplaySubject.ts", "node_modules/rxjs/src/internal/scheduler/Action.ts", "node_modules/rxjs/src/internal/scheduler/intervalProvider.ts", "node_modules/rxjs/src/internal/scheduler/AsyncAction.ts", "node_modules/rxjs/src/internal/Scheduler.ts", "node_modules/rxjs/src/internal/scheduler/AsyncScheduler.ts", "node_modules/rxjs/src/internal/scheduler/async.ts", "node_modules/rxjs/src/internal/scheduler/QueueAction.ts", "node_modules/rxjs/src/internal/scheduler/QueueScheduler.ts", "node_modules/rxjs/src/internal/scheduler/queue.ts", "node_modules/rxjs/src/internal/scheduler/AnimationFrameAction.ts", "node_modules/rxjs/src/internal/scheduler/AnimationFrameScheduler.ts", "node_modules/rxjs/src/internal/scheduler/animationFrame.ts", "node_modules/rxjs/src/internal/observable/empty.ts", "node_modules/rxjs/src/internal/util/isScheduler.ts", "node_modules/rxjs/src/internal/util/args.ts", "node_modules/rxjs/src/internal/util/isArrayLike.ts", "node_modules/rxjs/src/internal/util/isPromise.ts", "node_modules/rxjs/src/internal/util/isInteropObservable.ts", "node_modules/rxjs/src/internal/util/isAsyncIterable.ts", "node_modules/rxjs/src/internal/util/throwUnobservableError.ts", "node_modules/rxjs/src/internal/symbol/iterator.ts", "node_modules/rxjs/src/internal/util/isIterable.ts", "node_modules/rxjs/src/internal/util/isReadableStreamLike.ts", "node_modules/rxjs/src/internal/observable/innerFrom.ts", "node_modules/rxjs/src/internal/util/executeSchedule.ts", "node_modules/rxjs/src/internal/operators/observeOn.ts", "node_modules/rxjs/src/internal/operators/subscribeOn.ts", "node_modules/rxjs/src/internal/scheduled/scheduleObservable.ts", "node_modules/rxjs/src/internal/scheduled/schedulePromise.ts", "node_modules/rxjs/src/internal/scheduled/scheduleArray.ts", "node_modules/rxjs/src/internal/scheduled/scheduleIterable.ts", "node_modules/rxjs/src/internal/scheduled/scheduleAsyncIterable.ts", "node_modules/rxjs/src/internal/scheduled/scheduleReadableStreamLike.ts", "node_modules/rxjs/src/internal/scheduled/scheduled.ts", "node_modules/rxjs/src/internal/observable/from.ts", "node_modules/rxjs/src/internal/observable/of.ts", "node_modules/rxjs/src/internal/observable/throwError.ts", "node_modules/rxjs/src/internal/util/EmptyError.ts", "node_modules/rxjs/src/internal/util/isDate.ts", "node_modules/rxjs/src/internal/operators/map.ts", "node_modules/rxjs/src/internal/util/mapOneOrManyArgs.ts", "node_modules/rxjs/src/internal/util/argsArgArrayOrObject.ts", "node_modules/rxjs/src/internal/util/createObject.ts", "node_modules/rxjs/src/internal/observable/combineLatest.ts", "node_modules/rxjs/src/internal/operators/mergeInternals.ts", "node_modules/rxjs/src/internal/operators/mergeMap.ts", "node_modules/rxjs/src/internal/operators/mergeAll.ts", "node_modules/rxjs/src/internal/operators/concatAll.ts", "node_modules/rxjs/src/internal/observable/concat.ts", "node_modules/rxjs/src/internal/observable/defer.ts", "node_modules/rxjs/src/internal/observable/fromEvent.ts", "node_modules/rxjs/src/internal/observable/fromEventPattern.ts", "node_modules/rxjs/src/internal/observable/timer.ts", "node_modules/rxjs/src/internal/observable/merge.ts", "node_modules/rxjs/src/internal/observable/never.ts", "node_modules/rxjs/src/internal/util/argsOrArgArray.ts", "node_modules/rxjs/src/internal/operators/filter.ts", "node_modules/rxjs/src/internal/observable/zip.ts", "node_modules/rxjs/src/internal/operators/audit.ts", "node_modules/rxjs/src/internal/operators/auditTime.ts", "node_modules/rxjs/src/internal/operators/bufferCount.ts", "node_modules/rxjs/src/internal/operators/catchError.ts", "node_modules/rxjs/src/internal/operators/scanInternals.ts", "node_modules/rxjs/src/internal/operators/combineLatest.ts", "node_modules/rxjs/src/internal/operators/combineLatestWith.ts", "node_modules/rxjs/src/internal/operators/debounce.ts", "node_modules/rxjs/src/internal/operators/debounceTime.ts", "node_modules/rxjs/src/internal/operators/defaultIfEmpty.ts", "node_modules/rxjs/src/internal/operators/take.ts", "node_modules/rxjs/src/internal/operators/ignoreElements.ts", "node_modules/rxjs/src/internal/operators/mapTo.ts", "node_modules/rxjs/src/internal/operators/delayWhen.ts", "node_modules/rxjs/src/internal/operators/delay.ts", "node_modules/rxjs/src/internal/operators/distinctUntilChanged.ts", "node_modules/rxjs/src/internal/operators/distinctUntilKeyChanged.ts", "node_modules/rxjs/src/internal/operators/throwIfEmpty.ts", "node_modules/rxjs/src/internal/operators/endWith.ts", "node_modules/rxjs/src/internal/operators/finalize.ts", "node_modules/rxjs/src/internal/operators/first.ts", "node_modules/rxjs/src/internal/operators/takeLast.ts", "node_modules/rxjs/src/internal/operators/merge.ts", "node_modules/rxjs/src/internal/operators/mergeWith.ts", "node_modules/rxjs/src/internal/operators/repeat.ts", "node_modules/rxjs/src/internal/operators/scan.ts", "node_modules/rxjs/src/internal/operators/share.ts", "node_modules/rxjs/src/internal/operators/shareReplay.ts", "node_modules/rxjs/src/internal/operators/skip.ts", "node_modules/rxjs/src/internal/operators/skipUntil.ts", "node_modules/rxjs/src/internal/operators/startWith.ts", "node_modules/rxjs/src/internal/operators/switchMap.ts", "node_modules/rxjs/src/internal/operators/takeUntil.ts", "node_modules/rxjs/src/internal/operators/takeWhile.ts", "node_modules/rxjs/src/internal/operators/tap.ts", "node_modules/rxjs/src/internal/operators/throttle.ts", "node_modules/rxjs/src/internal/operators/throttleTime.ts", "node_modules/rxjs/src/internal/operators/withLatestFrom.ts", "node_modules/rxjs/src/internal/operators/zip.ts", "node_modules/rxjs/src/internal/operators/zipWith.ts", "src/templates/assets/javascripts/browser/document/index.ts", "src/templates/assets/javascripts/browser/element/_/index.ts", "src/templates/assets/javascripts/browser/element/focus/index.ts", "src/templates/assets/javascripts/browser/element/hover/index.ts", "src/templates/assets/javascripts/utilities/h/index.ts", "src/templates/assets/javascripts/utilities/round/index.ts", "src/templates/assets/javascripts/browser/script/index.ts", "src/templates/assets/javascripts/browser/element/size/_/index.ts", "src/templates/assets/javascripts/browser/element/size/content/index.ts", "src/templates/assets/javascripts/browser/element/offset/_/index.ts", "src/templates/assets/javascripts/browser/element/offset/content/index.ts", "src/templates/assets/javascripts/browser/element/visibility/index.ts", "src/templates/assets/javascripts/browser/toggle/index.ts", "src/templates/assets/javascripts/browser/keyboard/index.ts", "src/templates/assets/javascripts/browser/location/_/index.ts", "src/templates/assets/javascripts/browser/location/hash/index.ts", "src/templates/assets/javascripts/browser/media/index.ts", "src/templates/assets/javascripts/browser/request/index.ts", "src/templates/assets/javascripts/browser/viewport/offset/index.ts", "src/templates/assets/javascripts/browser/viewport/size/index.ts", "src/templates/assets/javascripts/browser/viewport/_/index.ts", "src/templates/assets/javascripts/browser/viewport/at/index.ts", "src/templates/assets/javascripts/browser/worker/index.ts", "src/templates/assets/javascripts/_/index.ts", "src/templates/assets/javascripts/components/_/index.ts", "src/templates/assets/javascripts/components/announce/index.ts", "src/templates/assets/javascripts/components/consent/index.ts", "src/templates/assets/javascripts/templates/tooltip/index.tsx", "src/templates/assets/javascripts/templates/annotation/index.tsx", "src/templates/assets/javascripts/templates/clipboard/index.tsx", "src/templates/assets/javascripts/templates/search/index.tsx", "src/templates/assets/javascripts/templates/source/index.tsx", "src/templates/assets/javascripts/templates/tabbed/index.tsx", "src/templates/assets/javascripts/templates/table/index.tsx", "src/templates/assets/javascripts/templates/version/index.tsx", "src/templates/assets/javascripts/components/tooltip2/index.ts", "src/templates/assets/javascripts/components/content/annotation/_/index.ts", "src/templates/assets/javascripts/components/content/annotation/list/index.ts", "src/templates/assets/javascripts/components/content/annotation/block/index.ts", "src/templates/assets/javascripts/components/content/code/_/index.ts", "src/templates/assets/javascripts/components/content/details/index.ts", "src/templates/assets/javascripts/components/content/mermaid/index.css", "src/templates/assets/javascripts/components/content/mermaid/index.ts", "src/templates/assets/javascripts/components/content/table/index.ts", "src/templates/assets/javascripts/components/content/tabs/index.ts", "src/templates/assets/javascripts/components/content/_/index.ts", "src/templates/assets/javascripts/components/dialog/index.ts", "src/templates/assets/javascripts/components/tooltip/index.ts", "src/templates/assets/javascripts/components/header/_/index.ts", "src/templates/assets/javascripts/components/header/title/index.ts", "src/templates/assets/javascripts/components/main/index.ts", "src/templates/assets/javascripts/components/palette/index.ts", "src/templates/assets/javascripts/components/progress/index.ts", "src/templates/assets/javascripts/integrations/clipboard/index.ts", "src/templates/assets/javascripts/integrations/sitemap/index.ts", "src/templates/assets/javascripts/integrations/instant/index.ts", "src/templates/assets/javascripts/integrations/search/highlighter/index.ts", "src/templates/assets/javascripts/integrations/search/worker/message/index.ts", "src/templates/assets/javascripts/integrations/search/worker/_/index.ts", "src/templates/assets/javascripts/integrations/version/findurl/index.ts", "src/templates/assets/javascripts/integrations/version/index.ts", "src/templates/assets/javascripts/components/search/query/index.ts", "src/templates/assets/javascripts/components/search/result/index.ts", "src/templates/assets/javascripts/components/search/share/index.ts", "src/templates/assets/javascripts/components/search/suggest/index.ts", "src/templates/assets/javascripts/components/search/_/index.ts", "src/templates/assets/javascripts/components/search/highlight/index.ts", "src/templates/assets/javascripts/components/sidebar/index.ts", "src/templates/assets/javascripts/components/source/facts/github/index.ts", "src/templates/assets/javascripts/components/source/facts/gitlab/index.ts", "src/templates/assets/javascripts/components/source/facts/_/index.ts", "src/templates/assets/javascripts/components/source/_/index.ts", "src/templates/assets/javascripts/components/tabs/index.ts", "src/templates/assets/javascripts/components/toc/index.ts", "src/templates/assets/javascripts/components/top/index.ts", "src/templates/assets/javascripts/patches/ellipsis/index.ts", "src/templates/assets/javascripts/patches/indeterminate/index.ts", "src/templates/assets/javascripts/patches/scrollfix/index.ts", "src/templates/assets/javascripts/patches/scrolllock/index.ts", "src/templates/assets/javascripts/polyfills/index.ts"],
+  "sourcesContent": ["(function (global, factory) {\n  typeof exports === 'object' && typeof module !== 'undefined' ? factory() :\n  typeof define === 'function' && define.amd ? define(factory) :\n  (factory());\n}(this, (function () { 'use strict';\n\n  /**\n   * Applies the :focus-visible polyfill at the given scope.\n   * A scope in this case is either the top-level Document or a Shadow Root.\n   *\n   * @param {(Document|ShadowRoot)} scope\n   * @see https://github.com/WICG/focus-visible\n   */\n  function applyFocusVisiblePolyfill(scope) {\n    var hadKeyboardEvent = true;\n    var hadFocusVisibleRecently = false;\n    var hadFocusVisibleRecentlyTimeout = null;\n\n    var inputTypesAllowlist = {\n      text: true,\n      search: true,\n      url: true,\n      tel: true,\n      email: true,\n      password: true,\n      number: true,\n      date: true,\n      month: true,\n      week: true,\n      time: true,\n      datetime: true,\n      'datetime-local': true\n    };\n\n    /**\n     * Helper function for legacy browsers and iframes which sometimes focus\n     * elements like document, body, and non-interactive SVG.\n     * @param {Element} el\n     */\n    function isValidFocusTarget(el) {\n      if (\n        el &&\n        el !== document &&\n        el.nodeName !== 'HTML' &&\n        el.nodeName !== 'BODY' &&\n        'classList' in el &&\n        'contains' in el.classList\n      ) {\n        return true;\n      }\n      return false;\n    }\n\n    /**\n     * Computes whether the given element should automatically trigger the\n     * `focus-visible` class being added, i.e. whether it should always match\n     * `:focus-visible` when focused.\n     * @param {Element} el\n     * @return {boolean}\n     */\n    function focusTriggersKeyboardModality(el) {\n      var type = el.type;\n      var tagName = el.tagName;\n\n      if (tagName === 'INPUT' && inputTypesAllowlist[type] && !el.readOnly) {\n        return true;\n      }\n\n      if (tagName === 'TEXTAREA' && !el.readOnly) {\n        return true;\n      }\n\n      if (el.isContentEditable) {\n        return true;\n      }\n\n      return false;\n    }\n\n    /**\n     * Add the `focus-visible` class to the given element if it was not added by\n     * the author.\n     * @param {Element} el\n     */\n    function addFocusVisibleClass(el) {\n      if (el.classList.contains('focus-visible')) {\n        return;\n      }\n      el.classList.add('focus-visible');\n      el.setAttribute('data-focus-visible-added', '');\n    }\n\n    /**\n     * Remove the `focus-visible` class from the given element if it was not\n     * originally added by the author.\n     * @param {Element} el\n     */\n    function removeFocusVisibleClass(el) {\n      if (!el.hasAttribute('data-focus-visible-added')) {\n        return;\n      }\n      el.classList.remove('focus-visible');\n      el.removeAttribute('data-focus-visible-added');\n    }\n\n    /**\n     * If the most recent user interaction was via the keyboard;\n     * and the key press did not include a meta, alt/option, or control key;\n     * then the modality is keyboard. Otherwise, the modality is not keyboard.\n     * Apply `focus-visible` to any current active element and keep track\n     * of our keyboard modality state with `hadKeyboardEvent`.\n     * @param {KeyboardEvent} e\n     */\n    function onKeyDown(e) {\n      if (e.metaKey || e.altKey || e.ctrlKey) {\n        return;\n      }\n\n      if (isValidFocusTarget(scope.activeElement)) {\n        addFocusVisibleClass(scope.activeElement);\n      }\n\n      hadKeyboardEvent = true;\n    }\n\n    /**\n     * If at any point a user clicks with a pointing device, ensure that we change\n     * the modality away from keyboard.\n     * This avoids the situation where a user presses a key on an already focused\n     * element, and then clicks on a different element, focusing it with a\n     * pointing device, while we still think we're in keyboard modality.\n     * @param {Event} e\n     */\n    function onPointerDown(e) {\n      hadKeyboardEvent = false;\n    }\n\n    /**\n     * On `focus`, add the `focus-visible` class to the target if:\n     * - the target received focus as a result of keyboard navigation, or\n     * - the event target is an element that will likely require interaction\n     *   via the keyboard (e.g. a text box)\n     * @param {Event} e\n     */\n    function onFocus(e) {\n      // Prevent IE from focusing the document or HTML element.\n      if (!isValidFocusTarget(e.target)) {\n        return;\n      }\n\n      if (hadKeyboardEvent || focusTriggersKeyboardModality(e.target)) {\n        addFocusVisibleClass(e.target);\n      }\n    }\n\n    /**\n     * On `blur`, remove the `focus-visible` class from the target.\n     * @param {Event} e\n     */\n    function onBlur(e) {\n      if (!isValidFocusTarget(e.target)) {\n        return;\n      }\n\n      if (\n        e.target.classList.contains('focus-visible') ||\n        e.target.hasAttribute('data-focus-visible-added')\n      ) {\n        // To detect a tab/window switch, we look for a blur event followed\n        // rapidly by a visibility change.\n        // If we don't see a visibility change within 100ms, it's probably a\n        // regular focus change.\n        hadFocusVisibleRecently = true;\n        window.clearTimeout(hadFocusVisibleRecentlyTimeout);\n        hadFocusVisibleRecentlyTimeout = window.setTimeout(function() {\n          hadFocusVisibleRecently = false;\n        }, 100);\n        removeFocusVisibleClass(e.target);\n      }\n    }\n\n    /**\n     * If the user changes tabs, keep track of whether or not the previously\n     * focused element had .focus-visible.\n     * @param {Event} e\n     */\n    function onVisibilityChange(e) {\n      if (document.visibilityState === 'hidden') {\n        // If the tab becomes active again, the browser will handle calling focus\n        // on the element (Safari actually calls it twice).\n        // If this tab change caused a blur on an element with focus-visible,\n        // re-apply the class when the user switches back to the tab.\n        if (hadFocusVisibleRecently) {\n          hadKeyboardEvent = true;\n        }\n        addInitialPointerMoveListeners();\n      }\n    }\n\n    /**\n     * Add a group of listeners to detect usage of any pointing devices.\n     * These listeners will be added when the polyfill first loads, and anytime\n     * the window is blurred, so that they are active when the window regains\n     * focus.\n     */\n    function addInitialPointerMoveListeners() {\n      document.addEventListener('mousemove', onInitialPointerMove);\n      document.addEventListener('mousedown', onInitialPointerMove);\n      document.addEventListener('mouseup', onInitialPointerMove);\n      document.addEventListener('pointermove', onInitialPointerMove);\n      document.addEventListener('pointerdown', onInitialPointerMove);\n      document.addEventListener('pointerup', onInitialPointerMove);\n      document.addEventListener('touchmove', onInitialPointerMove);\n      document.addEventListener('touchstart', onInitialPointerMove);\n      document.addEventListener('touchend', onInitialPointerMove);\n    }\n\n    function removeInitialPointerMoveListeners() {\n      document.removeEventListener('mousemove', onInitialPointerMove);\n      document.removeEventListener('mousedown', onInitialPointerMove);\n      document.removeEventListener('mouseup', onInitialPointerMove);\n      document.removeEventListener('pointermove', onInitialPointerMove);\n      document.removeEventListener('pointerdown', onInitialPointerMove);\n      document.removeEventListener('pointerup', onInitialPointerMove);\n      document.removeEventListener('touchmove', onInitialPointerMove);\n      document.removeEventListener('touchstart', onInitialPointerMove);\n      document.removeEventListener('touchend', onInitialPointerMove);\n    }\n\n    /**\n     * When the polfyill first loads, assume the user is in keyboard modality.\n     * If any event is received from a pointing device (e.g. mouse, pointer,\n     * touch), turn off keyboard modality.\n     * This accounts for situations where focus enters the page from the URL bar.\n     * @param {Event} e\n     */\n    function onInitialPointerMove(e) {\n      // Work around a Safari quirk that fires a mousemove on <html> whenever the\n      // window blurs, even if you're tabbing out of the page. \u00AF\\_(\u30C4)_/\u00AF\n      if (e.target.nodeName && e.target.nodeName.toLowerCase() === 'html') {\n        return;\n      }\n\n      hadKeyboardEvent = false;\n      removeInitialPointerMoveListeners();\n    }\n\n    // For some kinds of state, we are interested in changes at the global scope\n    // only. For example, global pointer input, global key presses and global\n    // visibility change should affect the state at every scope:\n    document.addEventListener('keydown', onKeyDown, true);\n    document.addEventListener('mousedown', onPointerDown, true);\n    document.addEventListener('pointerdown', onPointerDown, true);\n    document.addEventListener('touchstart', onPointerDown, true);\n    document.addEventListener('visibilitychange', onVisibilityChange, true);\n\n    addInitialPointerMoveListeners();\n\n    // For focus and blur, we specifically care about state changes in the local\n    // scope. This is because focus / blur events that originate from within a\n    // shadow root are not re-dispatched from the host element if it was already\n    // the active element in its own scope:\n    scope.addEventListener('focus', onFocus, true);\n    scope.addEventListener('blur', onBlur, true);\n\n    // We detect that a node is a ShadowRoot by ensuring that it is a\n    // DocumentFragment and also has a host property. This check covers native\n    // implementation and polyfill implementation transparently. If we only cared\n    // about the native implementation, we could just check if the scope was\n    // an instance of a ShadowRoot.\n    if (scope.nodeType === Node.DOCUMENT_FRAGMENT_NODE && scope.host) {\n      // Since a ShadowRoot is a special kind of DocumentFragment, it does not\n      // have a root element to add a class to. So, we add this attribute to the\n      // host element instead:\n      scope.host.setAttribute('data-js-focus-visible', '');\n    } else if (scope.nodeType === Node.DOCUMENT_NODE) {\n      document.documentElement.classList.add('js-focus-visible');\n      document.documentElement.setAttribute('data-js-focus-visible', '');\n    }\n  }\n\n  // It is important to wrap all references to global window and document in\n  // these checks to support server-side rendering use cases\n  // @see https://github.com/WICG/focus-visible/issues/199\n  if (typeof window !== 'undefined' && typeof document !== 'undefined') {\n    // Make the polyfill helper globally available. This can be used as a signal\n    // to interested libraries that wish to coordinate with the polyfill for e.g.,\n    // applying the polyfill to a shadow root:\n    window.applyFocusVisiblePolyfill = applyFocusVisiblePolyfill;\n\n    // Notify interested libraries of the polyfill's presence, in case the\n    // polyfill was loaded lazily:\n    var event;\n\n    try {\n      event = new CustomEvent('focus-visible-polyfill-ready');\n    } catch (error) {\n      // IE11 does not support using CustomEvent as a constructor directly:\n      event = document.createEvent('CustomEvent');\n      event.initCustomEvent('focus-visible-polyfill-ready', false, false, {});\n    }\n\n    window.dispatchEvent(event);\n  }\n\n  if (typeof document !== 'undefined') {\n    // Apply the polyfill to the global document, so that no JavaScript\n    // coordination is required to use the polyfill in the top-level document:\n    applyFocusVisiblePolyfill(document);\n  }\n\n})));\n", "/*!\n * escape-html\n * Copyright(c) 2012-2013 TJ Holowaychuk\n * Copyright(c) 2015 Andreas Lubbe\n * Copyright(c) 2015 Tiancheng \"Timothy\" Gu\n * MIT Licensed\n */\n\n'use strict';\n\n/**\n * Module variables.\n * @private\n */\n\nvar matchHtmlRegExp = /[\"'&<>]/;\n\n/**\n * Module exports.\n * @public\n */\n\nmodule.exports = escapeHtml;\n\n/**\n * Escape special characters in the given string of html.\n *\n * @param  {string} string The string to escape for inserting into HTML\n * @return {string}\n * @public\n */\n\nfunction escapeHtml(string) {\n  var str = '' + string;\n  var match = matchHtmlRegExp.exec(str);\n\n  if (!match) {\n    return str;\n  }\n\n  var escape;\n  var html = '';\n  var index = 0;\n  var lastIndex = 0;\n\n  for (index = match.index; index < str.length; index++) {\n    switch (str.charCodeAt(index)) {\n      case 34: // \"\n        escape = '&quot;';\n        break;\n      case 38: // &\n        escape = '&amp;';\n        break;\n      case 39: // '\n        escape = '&#39;';\n        break;\n      case 60: // <\n        escape = '&lt;';\n        break;\n      case 62: // >\n        escape = '&gt;';\n        break;\n      default:\n        continue;\n    }\n\n    if (lastIndex !== index) {\n      html += str.substring(lastIndex, index);\n    }\n\n    lastIndex = index + 1;\n    html += escape;\n  }\n\n  return lastIndex !== index\n    ? html + str.substring(lastIndex, index)\n    : html;\n}\n", "/*!\n * clipboard.js v2.0.11\n * https://clipboardjs.com/\n *\n * Licensed MIT \u00A9 Zeno Rocha\n */\n(function webpackUniversalModuleDefinition(root, factory) {\n\tif(typeof exports === 'object' && typeof module === 'object')\n\t\tmodule.exports = factory();\n\telse if(typeof define === 'function' && define.amd)\n\t\tdefine([], factory);\n\telse if(typeof exports === 'object')\n\t\texports[\"ClipboardJS\"] = factory();\n\telse\n\t\troot[\"ClipboardJS\"] = factory();\n})(this, function() {\nreturn /******/ (function() { // webpackBootstrap\n/******/ \tvar __webpack_modules__ = ({\n\n/***/ 686:\n/***/ (function(__unused_webpack_module, __webpack_exports__, __webpack_require__) {\n\n\"use strict\";\n\n// EXPORTS\n__webpack_require__.d(__webpack_exports__, {\n  \"default\": function() { return /* binding */ clipboard; }\n});\n\n// EXTERNAL MODULE: ./node_modules/tiny-emitter/index.js\nvar tiny_emitter = __webpack_require__(279);\nvar tiny_emitter_default = /*#__PURE__*/__webpack_require__.n(tiny_emitter);\n// EXTERNAL MODULE: ./node_modules/good-listener/src/listen.js\nvar listen = __webpack_require__(370);\nvar listen_default = /*#__PURE__*/__webpack_require__.n(listen);\n// EXTERNAL MODULE: ./node_modules/select/src/select.js\nvar src_select = __webpack_require__(817);\nvar select_default = /*#__PURE__*/__webpack_require__.n(src_select);\n;// CONCATENATED MODULE: ./src/common/command.js\n/**\n * Executes a given operation type.\n * @param {String} type\n * @return {Boolean}\n */\nfunction command(type) {\n  try {\n    return document.execCommand(type);\n  } catch (err) {\n    return false;\n  }\n}\n;// CONCATENATED MODULE: ./src/actions/cut.js\n\n\n/**\n * Cut action wrapper.\n * @param {String|HTMLElement} target\n * @return {String}\n */\n\nvar ClipboardActionCut = function ClipboardActionCut(target) {\n  var selectedText = select_default()(target);\n  command('cut');\n  return selectedText;\n};\n\n/* harmony default export */ var actions_cut = (ClipboardActionCut);\n;// CONCATENATED MODULE: ./src/common/create-fake-element.js\n/**\n * Creates a fake textarea element with a value.\n * @param {String} value\n * @return {HTMLElement}\n */\nfunction createFakeElement(value) {\n  var isRTL = document.documentElement.getAttribute('dir') === 'rtl';\n  var fakeElement = document.createElement('textarea'); // Prevent zooming on iOS\n\n  fakeElement.style.fontSize = '12pt'; // Reset box model\n\n  fakeElement.style.border = '0';\n  fakeElement.style.padding = '0';\n  fakeElement.style.margin = '0'; // Move element out of screen horizontally\n\n  fakeElement.style.position = 'absolute';\n  fakeElement.style[isRTL ? 'right' : 'left'] = '-9999px'; // Move element to the same position vertically\n\n  var yPosition = window.pageYOffset || document.documentElement.scrollTop;\n  fakeElement.style.top = \"\".concat(yPosition, \"px\");\n  fakeElement.setAttribute('readonly', '');\n  fakeElement.value = value;\n  return fakeElement;\n}\n;// CONCATENATED MODULE: ./src/actions/copy.js\n\n\n\n/**\n * Create fake copy action wrapper using a fake element.\n * @param {String} target\n * @param {Object} options\n * @return {String}\n */\n\nvar fakeCopyAction = function fakeCopyAction(value, options) {\n  var fakeElement = createFakeElement(value);\n  options.container.appendChild(fakeElement);\n  var selectedText = select_default()(fakeElement);\n  command('copy');\n  fakeElement.remove();\n  return selectedText;\n};\n/**\n * Copy action wrapper.\n * @param {String|HTMLElement} target\n * @param {Object} options\n * @return {String}\n */\n\n\nvar ClipboardActionCopy = function ClipboardActionCopy(target) {\n  var options = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : {\n    container: document.body\n  };\n  var selectedText = '';\n\n  if (typeof target === 'string') {\n    selectedText = fakeCopyAction(target, options);\n  } else if (target instanceof HTMLInputElement && !['text', 'search', 'url', 'tel', 'password'].includes(target === null || target === void 0 ? void 0 : target.type)) {\n    // If input type doesn't support `setSelectionRange`. Simulate it. https://developer.mozilla.org/en-US/docs/Web/API/HTMLInputElement/setSelectionRange\n    selectedText = fakeCopyAction(target.value, options);\n  } else {\n    selectedText = select_default()(target);\n    command('copy');\n  }\n\n  return selectedText;\n};\n\n/* harmony default export */ var actions_copy = (ClipboardActionCopy);\n;// CONCATENATED MODULE: ./src/actions/default.js\nfunction _typeof(obj) { \"@babel/helpers - typeof\"; if (typeof Symbol === \"function\" && typeof Symbol.iterator === \"symbol\") { _typeof = function _typeof(obj) { return typeof obj; }; } else { _typeof = function _typeof(obj) { return obj && typeof Symbol === \"function\" && obj.constructor === Symbol && obj !== Symbol.prototype ? \"symbol\" : typeof obj; }; } return _typeof(obj); }\n\n\n\n/**\n * Inner function which performs selection from either `text` or `target`\n * properties and then executes copy or cut operations.\n * @param {Object} options\n */\n\nvar ClipboardActionDefault = function ClipboardActionDefault() {\n  var options = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : {};\n  // Defines base properties passed from constructor.\n  var _options$action = options.action,\n      action = _options$action === void 0 ? 'copy' : _options$action,\n      container = options.container,\n      target = options.target,\n      text = options.text; // Sets the `action` to be performed which can be either 'copy' or 'cut'.\n\n  if (action !== 'copy' && action !== 'cut') {\n    throw new Error('Invalid \"action\" value, use either \"copy\" or \"cut\"');\n  } // Sets the `target` property using an element that will be have its content copied.\n\n\n  if (target !== undefined) {\n    if (target && _typeof(target) === 'object' && target.nodeType === 1) {\n      if (action === 'copy' && target.hasAttribute('disabled')) {\n        throw new Error('Invalid \"target\" attribute. Please use \"readonly\" instead of \"disabled\" attribute');\n      }\n\n      if (action === 'cut' && (target.hasAttribute('readonly') || target.hasAttribute('disabled'))) {\n        throw new Error('Invalid \"target\" attribute. You can\\'t cut text from elements with \"readonly\" or \"disabled\" attributes');\n      }\n    } else {\n      throw new Error('Invalid \"target\" value, use a valid Element');\n    }\n  } // Define selection strategy based on `text` property.\n\n\n  if (text) {\n    return actions_copy(text, {\n      container: container\n    });\n  } // Defines which selection strategy based on `target` property.\n\n\n  if (target) {\n    return action === 'cut' ? actions_cut(target) : actions_copy(target, {\n      container: container\n    });\n  }\n};\n\n/* harmony default export */ var actions_default = (ClipboardActionDefault);\n;// CONCATENATED MODULE: ./src/clipboard.js\nfunction clipboard_typeof(obj) { \"@babel/helpers - typeof\"; if (typeof Symbol === \"function\" && typeof Symbol.iterator === \"symbol\") { clipboard_typeof = function _typeof(obj) { return typeof obj; }; } else { clipboard_typeof = function _typeof(obj) { return obj && typeof Symbol === \"function\" && obj.constructor === Symbol && obj !== Symbol.prototype ? \"symbol\" : typeof obj; }; } return clipboard_typeof(obj); }\n\nfunction _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError(\"Cannot call a class as a function\"); } }\n\nfunction _defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if (\"value\" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } }\n\nfunction _createClass(Constructor, protoProps, staticProps) { if (protoProps) _defineProperties(Constructor.prototype, protoProps); if (staticProps) _defineProperties(Constructor, staticProps); return Constructor; }\n\nfunction _inherits(subClass, superClass) { if (typeof superClass !== \"function\" && superClass !== null) { throw new TypeError(\"Super expression must either be null or a function\"); } subClass.prototype = Object.create(superClass && superClass.prototype, { constructor: { value: subClass, writable: true, configurable: true } }); if (superClass) _setPrototypeOf(subClass, superClass); }\n\nfunction _setPrototypeOf(o, p) { _setPrototypeOf = Object.setPrototypeOf || function _setPrototypeOf(o, p) { o.__proto__ = p; return o; }; return _setPrototypeOf(o, p); }\n\nfunction _createSuper(Derived) { var hasNativeReflectConstruct = _isNativeReflectConstruct(); return function _createSuperInternal() { var Super = _getPrototypeOf(Derived), result; if (hasNativeReflectConstruct) { var NewTarget = _getPrototypeOf(this).constructor; result = Reflect.construct(Super, arguments, NewTarget); } else { result = Super.apply(this, arguments); } return _possibleConstructorReturn(this, result); }; }\n\nfunction _possibleConstructorReturn(self, call) { if (call && (clipboard_typeof(call) === \"object\" || typeof call === \"function\")) { return call; } return _assertThisInitialized(self); }\n\nfunction _assertThisInitialized(self) { if (self === void 0) { throw new ReferenceError(\"this hasn't been initialised - super() hasn't been called\"); } return self; }\n\nfunction _isNativeReflectConstruct() { if (typeof Reflect === \"undefined\" || !Reflect.construct) return false; if (Reflect.construct.sham) return false; if (typeof Proxy === \"function\") return true; try { Date.prototype.toString.call(Reflect.construct(Date, [], function () {})); return true; } catch (e) { return false; } }\n\nfunction _getPrototypeOf(o) { _getPrototypeOf = Object.setPrototypeOf ? Object.getPrototypeOf : function _getPrototypeOf(o) { return o.__proto__ || Object.getPrototypeOf(o); }; return _getPrototypeOf(o); }\n\n\n\n\n\n\n/**\n * Helper function to retrieve attribute value.\n * @param {String} suffix\n * @param {Element} element\n */\n\nfunction getAttributeValue(suffix, element) {\n  var attribute = \"data-clipboard-\".concat(suffix);\n\n  if (!element.hasAttribute(attribute)) {\n    return;\n  }\n\n  return element.getAttribute(attribute);\n}\n/**\n * Base class which takes one or more elements, adds event listeners to them,\n * and instantiates a new `ClipboardAction` on each click.\n */\n\n\nvar Clipboard = /*#__PURE__*/function (_Emitter) {\n  _inherits(Clipboard, _Emitter);\n\n  var _super = _createSuper(Clipboard);\n\n  /**\n   * @param {String|HTMLElement|HTMLCollection|NodeList} trigger\n   * @param {Object} options\n   */\n  function Clipboard(trigger, options) {\n    var _this;\n\n    _classCallCheck(this, Clipboard);\n\n    _this = _super.call(this);\n\n    _this.resolveOptions(options);\n\n    _this.listenClick(trigger);\n\n    return _this;\n  }\n  /**\n   * Defines if attributes would be resolved using internal setter functions\n   * or custom functions that were passed in the constructor.\n   * @param {Object} options\n   */\n\n\n  _createClass(Clipboard, [{\n    key: \"resolveOptions\",\n    value: function resolveOptions() {\n      var options = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : {};\n      this.action = typeof options.action === 'function' ? options.action : this.defaultAction;\n      this.target = typeof options.target === 'function' ? options.target : this.defaultTarget;\n      this.text = typeof options.text === 'function' ? options.text : this.defaultText;\n      this.container = clipboard_typeof(options.container) === 'object' ? options.container : document.body;\n    }\n    /**\n     * Adds a click event listener to the passed trigger.\n     * @param {String|HTMLElement|HTMLCollection|NodeList} trigger\n     */\n\n  }, {\n    key: \"listenClick\",\n    value: function listenClick(trigger) {\n      var _this2 = this;\n\n      this.listener = listen_default()(trigger, 'click', function (e) {\n        return _this2.onClick(e);\n      });\n    }\n    /**\n     * Defines a new `ClipboardAction` on each click event.\n     * @param {Event} e\n     */\n\n  }, {\n    key: \"onClick\",\n    value: function onClick(e) {\n      var trigger = e.delegateTarget || e.currentTarget;\n      var action = this.action(trigger) || 'copy';\n      var text = actions_default({\n        action: action,\n        container: this.container,\n        target: this.target(trigger),\n        text: this.text(trigger)\n      }); // Fires an event based on the copy operation result.\n\n      this.emit(text ? 'success' : 'error', {\n        action: action,\n        text: text,\n        trigger: trigger,\n        clearSelection: function clearSelection() {\n          if (trigger) {\n            trigger.focus();\n          }\n\n          window.getSelection().removeAllRanges();\n        }\n      });\n    }\n    /**\n     * Default `action` lookup function.\n     * @param {Element} trigger\n     */\n\n  }, {\n    key: \"defaultAction\",\n    value: function defaultAction(trigger) {\n      return getAttributeValue('action', trigger);\n    }\n    /**\n     * Default `target` lookup function.\n     * @param {Element} trigger\n     */\n\n  }, {\n    key: \"defaultTarget\",\n    value: function defaultTarget(trigger) {\n      var selector = getAttributeValue('target', trigger);\n\n      if (selector) {\n        return document.querySelector(selector);\n      }\n    }\n    /**\n     * Allow fire programmatically a copy action\n     * @param {String|HTMLElement} target\n     * @param {Object} options\n     * @returns Text copied.\n     */\n\n  }, {\n    key: \"defaultText\",\n\n    /**\n     * Default `text` lookup function.\n     * @param {Element} trigger\n     */\n    value: function defaultText(trigger) {\n      return getAttributeValue('text', trigger);\n    }\n    /**\n     * Destroy lifecycle.\n     */\n\n  }, {\n    key: \"destroy\",\n    value: function destroy() {\n      this.listener.destroy();\n    }\n  }], [{\n    key: \"copy\",\n    value: function copy(target) {\n      var options = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : {\n        container: document.body\n      };\n      return actions_copy(target, options);\n    }\n    /**\n     * Allow fire programmatically a cut action\n     * @param {String|HTMLElement} target\n     * @returns Text cutted.\n     */\n\n  }, {\n    key: \"cut\",\n    value: function cut(target) {\n      return actions_cut(target);\n    }\n    /**\n     * Returns the support of the given action, or all actions if no action is\n     * given.\n     * @param {String} [action]\n     */\n\n  }, {\n    key: \"isSupported\",\n    value: function isSupported() {\n      var action = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : ['copy', 'cut'];\n      var actions = typeof action === 'string' ? [action] : action;\n      var support = !!document.queryCommandSupported;\n      actions.forEach(function (action) {\n        support = support && !!document.queryCommandSupported(action);\n      });\n      return support;\n    }\n  }]);\n\n  return Clipboard;\n}((tiny_emitter_default()));\n\n/* harmony default export */ var clipboard = (Clipboard);\n\n/***/ }),\n\n/***/ 828:\n/***/ (function(module) {\n\nvar DOCUMENT_NODE_TYPE = 9;\n\n/**\n * A polyfill for Element.matches()\n */\nif (typeof Element !== 'undefined' && !Element.prototype.matches) {\n    var proto = Element.prototype;\n\n    proto.matches = proto.matchesSelector ||\n                    proto.mozMatchesSelector ||\n                    proto.msMatchesSelector ||\n                    proto.oMatchesSelector ||\n                    proto.webkitMatchesSelector;\n}\n\n/**\n * Finds the closest parent that matches a selector.\n *\n * @param {Element} element\n * @param {String} selector\n * @return {Function}\n */\nfunction closest (element, selector) {\n    while (element && element.nodeType !== DOCUMENT_NODE_TYPE) {\n        if (typeof element.matches === 'function' &&\n            element.matches(selector)) {\n          return element;\n        }\n        element = element.parentNode;\n    }\n}\n\nmodule.exports = closest;\n\n\n/***/ }),\n\n/***/ 438:\n/***/ (function(module, __unused_webpack_exports, __webpack_require__) {\n\nvar closest = __webpack_require__(828);\n\n/**\n * Delegates event to a selector.\n *\n * @param {Element} element\n * @param {String} selector\n * @param {String} type\n * @param {Function} callback\n * @param {Boolean} useCapture\n * @return {Object}\n */\nfunction _delegate(element, selector, type, callback, useCapture) {\n    var listenerFn = listener.apply(this, arguments);\n\n    element.addEventListener(type, listenerFn, useCapture);\n\n    return {\n        destroy: function() {\n            element.removeEventListener(type, listenerFn, useCapture);\n        }\n    }\n}\n\n/**\n * Delegates event to a selector.\n *\n * @param {Element|String|Array} [elements]\n * @param {String} selector\n * @param {String} type\n * @param {Function} callback\n * @param {Boolean} useCapture\n * @return {Object}\n */\nfunction delegate(elements, selector, type, callback, useCapture) {\n    // Handle the regular Element usage\n    if (typeof elements.addEventListener === 'function') {\n        return _delegate.apply(null, arguments);\n    }\n\n    // Handle Element-less usage, it defaults to global delegation\n    if (typeof type === 'function') {\n        // Use `document` as the first parameter, then apply arguments\n        // This is a short way to .unshift `arguments` without running into deoptimizations\n        return _delegate.bind(null, document).apply(null, arguments);\n    }\n\n    // Handle Selector-based usage\n    if (typeof elements === 'string') {\n        elements = document.querySelectorAll(elements);\n    }\n\n    // Handle Array-like based usage\n    return Array.prototype.map.call(elements, function (element) {\n        return _delegate(element, selector, type, callback, useCapture);\n    });\n}\n\n/**\n * Finds closest match and invokes callback.\n *\n * @param {Element} element\n * @param {String} selector\n * @param {String} type\n * @param {Function} callback\n * @return {Function}\n */\nfunction listener(element, selector, type, callback) {\n    return function(e) {\n        e.delegateTarget = closest(e.target, selector);\n\n        if (e.delegateTarget) {\n            callback.call(element, e);\n        }\n    }\n}\n\nmodule.exports = delegate;\n\n\n/***/ }),\n\n/***/ 879:\n/***/ (function(__unused_webpack_module, exports) {\n\n/**\n * Check if argument is a HTML element.\n *\n * @param {Object} value\n * @return {Boolean}\n */\nexports.node = function(value) {\n    return value !== undefined\n        && value instanceof HTMLElement\n        && value.nodeType === 1;\n};\n\n/**\n * Check if argument is a list of HTML elements.\n *\n * @param {Object} value\n * @return {Boolean}\n */\nexports.nodeList = function(value) {\n    var type = Object.prototype.toString.call(value);\n\n    return value !== undefined\n        && (type === '[object NodeList]' || type === '[object HTMLCollection]')\n        && ('length' in value)\n        && (value.length === 0 || exports.node(value[0]));\n};\n\n/**\n * Check if argument is a string.\n *\n * @param {Object} value\n * @return {Boolean}\n */\nexports.string = function(value) {\n    return typeof value === 'string'\n        || value instanceof String;\n};\n\n/**\n * Check if argument is a function.\n *\n * @param {Object} value\n * @return {Boolean}\n */\nexports.fn = function(value) {\n    var type = Object.prototype.toString.call(value);\n\n    return type === '[object Function]';\n};\n\n\n/***/ }),\n\n/***/ 370:\n/***/ (function(module, __unused_webpack_exports, __webpack_require__) {\n\nvar is = __webpack_require__(879);\nvar delegate = __webpack_require__(438);\n\n/**\n * Validates all params and calls the right\n * listener function based on its target type.\n *\n * @param {String|HTMLElement|HTMLCollection|NodeList} target\n * @param {String} type\n * @param {Function} callback\n * @return {Object}\n */\nfunction listen(target, type, callback) {\n    if (!target && !type && !callback) {\n        throw new Error('Missing required arguments');\n    }\n\n    if (!is.string(type)) {\n        throw new TypeError('Second argument must be a String');\n    }\n\n    if (!is.fn(callback)) {\n        throw new TypeError('Third argument must be a Function');\n    }\n\n    if (is.node(target)) {\n        return listenNode(target, type, callback);\n    }\n    else if (is.nodeList(target)) {\n        return listenNodeList(target, type, callback);\n    }\n    else if (is.string(target)) {\n        return listenSelector(target, type, callback);\n    }\n    else {\n        throw new TypeError('First argument must be a String, HTMLElement, HTMLCollection, or NodeList');\n    }\n}\n\n/**\n * Adds an event listener to a HTML element\n * and returns a remove listener function.\n *\n * @param {HTMLElement} node\n * @param {String} type\n * @param {Function} callback\n * @return {Object}\n */\nfunction listenNode(node, type, callback) {\n    node.addEventListener(type, callback);\n\n    return {\n        destroy: function() {\n            node.removeEventListener(type, callback);\n        }\n    }\n}\n\n/**\n * Add an event listener to a list of HTML elements\n * and returns a remove listener function.\n *\n * @param {NodeList|HTMLCollection} nodeList\n * @param {String} type\n * @param {Function} callback\n * @return {Object}\n */\nfunction listenNodeList(nodeList, type, callback) {\n    Array.prototype.forEach.call(nodeList, function(node) {\n        node.addEventListener(type, callback);\n    });\n\n    return {\n        destroy: function() {\n            Array.prototype.forEach.call(nodeList, function(node) {\n                node.removeEventListener(type, callback);\n            });\n        }\n    }\n}\n\n/**\n * Add an event listener to a selector\n * and returns a remove listener function.\n *\n * @param {String} selector\n * @param {String} type\n * @param {Function} callback\n * @return {Object}\n */\nfunction listenSelector(selector, type, callback) {\n    return delegate(document.body, selector, type, callback);\n}\n\nmodule.exports = listen;\n\n\n/***/ }),\n\n/***/ 817:\n/***/ (function(module) {\n\nfunction select(element) {\n    var selectedText;\n\n    if (element.nodeName === 'SELECT') {\n        element.focus();\n\n        selectedText = element.value;\n    }\n    else if (element.nodeName === 'INPUT' || element.nodeName === 'TEXTAREA') {\n        var isReadOnly = element.hasAttribute('readonly');\n\n        if (!isReadOnly) {\n            element.setAttribute('readonly', '');\n        }\n\n        element.select();\n        element.setSelectionRange(0, element.value.length);\n\n        if (!isReadOnly) {\n            element.removeAttribute('readonly');\n        }\n\n        selectedText = element.value;\n    }\n    else {\n        if (element.hasAttribute('contenteditable')) {\n            element.focus();\n        }\n\n        var selection = window.getSelection();\n        var range = document.createRange();\n\n        range.selectNodeContents(element);\n        selection.removeAllRanges();\n        selection.addRange(range);\n\n        selectedText = selection.toString();\n    }\n\n    return selectedText;\n}\n\nmodule.exports = select;\n\n\n/***/ }),\n\n/***/ 279:\n/***/ (function(module) {\n\nfunction E () {\n  // Keep this empty so it's easier to inherit from\n  // (via https://github.com/lipsmack from https://github.com/scottcorgan/tiny-emitter/issues/3)\n}\n\nE.prototype = {\n  on: function (name, callback, ctx) {\n    var e = this.e || (this.e = {});\n\n    (e[name] || (e[name] = [])).push({\n      fn: callback,\n      ctx: ctx\n    });\n\n    return this;\n  },\n\n  once: function (name, callback, ctx) {\n    var self = this;\n    function listener () {\n      self.off(name, listener);\n      callback.apply(ctx, arguments);\n    };\n\n    listener._ = callback\n    return this.on(name, listener, ctx);\n  },\n\n  emit: function (name) {\n    var data = [].slice.call(arguments, 1);\n    var evtArr = ((this.e || (this.e = {}))[name] || []).slice();\n    var i = 0;\n    var len = evtArr.length;\n\n    for (i; i < len; i++) {\n      evtArr[i].fn.apply(evtArr[i].ctx, data);\n    }\n\n    return this;\n  },\n\n  off: function (name, callback) {\n    var e = this.e || (this.e = {});\n    var evts = e[name];\n    var liveEvents = [];\n\n    if (evts && callback) {\n      for (var i = 0, len = evts.length; i < len; i++) {\n        if (evts[i].fn !== callback && evts[i].fn._ !== callback)\n          liveEvents.push(evts[i]);\n      }\n    }\n\n    // Remove event from queue to prevent memory leak\n    // Suggested by https://github.com/lazd\n    // Ref: https://github.com/scottcorgan/tiny-emitter/commit/c6ebfaa9bc973b33d110a84a307742b7cf94c953#commitcomment-5024910\n\n    (liveEvents.length)\n      ? e[name] = liveEvents\n      : delete e[name];\n\n    return this;\n  }\n};\n\nmodule.exports = E;\nmodule.exports.TinyEmitter = E;\n\n\n/***/ })\n\n/******/ \t});\n/************************************************************************/\n/******/ \t// The module cache\n/******/ \tvar __webpack_module_cache__ = {};\n/******/ \t\n/******/ \t// The require function\n/******/ \tfunction __webpack_require__(moduleId) {\n/******/ \t\t// Check if module is in cache\n/******/ \t\tif(__webpack_module_cache__[moduleId]) {\n/******/ \t\t\treturn __webpack_module_cache__[moduleId].exports;\n/******/ \t\t}\n/******/ \t\t// Create a new module (and put it into the cache)\n/******/ \t\tvar module = __webpack_module_cache__[moduleId] = {\n/******/ \t\t\t// no module.id needed\n/******/ \t\t\t// no module.loaded needed\n/******/ \t\t\texports: {}\n/******/ \t\t};\n/******/ \t\n/******/ \t\t// Execute the module function\n/******/ \t\t__webpack_modules__[moduleId](module, module.exports, __webpack_require__);\n/******/ \t\n/******/ \t\t// Return the exports of the module\n/******/ \t\treturn module.exports;\n/******/ \t}\n/******/ \t\n/************************************************************************/\n/******/ \t/* webpack/runtime/compat get default export */\n/******/ \t!function() {\n/******/ \t\t// getDefaultExport function for compatibility with non-harmony modules\n/******/ \t\t__webpack_require__.n = function(module) {\n/******/ \t\t\tvar getter = module && module.__esModule ?\n/******/ \t\t\t\tfunction() { return module['default']; } :\n/******/ \t\t\t\tfunction() { return module; };\n/******/ \t\t\t__webpack_require__.d(getter, { a: getter });\n/******/ \t\t\treturn getter;\n/******/ \t\t};\n/******/ \t}();\n/******/ \t\n/******/ \t/* webpack/runtime/define property getters */\n/******/ \t!function() {\n/******/ \t\t// define getter functions for harmony exports\n/******/ \t\t__webpack_require__.d = function(exports, definition) {\n/******/ \t\t\tfor(var key in definition) {\n/******/ \t\t\t\tif(__webpack_require__.o(definition, key) && !__webpack_require__.o(exports, key)) {\n/******/ \t\t\t\t\tObject.defineProperty(exports, key, { enumerable: true, get: definition[key] });\n/******/ \t\t\t\t}\n/******/ \t\t\t}\n/******/ \t\t};\n/******/ \t}();\n/******/ \t\n/******/ \t/* webpack/runtime/hasOwnProperty shorthand */\n/******/ \t!function() {\n/******/ \t\t__webpack_require__.o = function(obj, prop) { return Object.prototype.hasOwnProperty.call(obj, prop); }\n/******/ \t}();\n/******/ \t\n/************************************************************************/\n/******/ \t// module exports must be returned from runtime so entry inlining is disabled\n/******/ \t// startup\n/******/ \t// Load entry module and return exports\n/******/ \treturn __webpack_require__(686);\n/******/ })()\n.default;\n});", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport \"focus-visible\"\n\nimport {\n  EMPTY,\n  NEVER,\n  Observable,\n  Subject,\n  defer,\n  delay,\n  filter,\n  map,\n  merge,\n  mergeWith,\n  shareReplay,\n  switchMap\n} from \"rxjs\"\n\nimport { configuration, feature } from \"./_\"\nimport {\n  at,\n  getActiveElement,\n  getOptionalElement,\n  requestJSON,\n  setLocation,\n  setToggle,\n  watchDocument,\n  watchKeyboard,\n  watchLocation,\n  watchLocationTarget,\n  watchMedia,\n  watchPrint,\n  watchScript,\n  watchViewport\n} from \"./browser\"\nimport {\n  getComponentElement,\n  getComponentElements,\n  mountAnnounce,\n  mountBackToTop,\n  mountConsent,\n  mountContent,\n  mountDialog,\n  mountHeader,\n  mountHeaderTitle,\n  mountPalette,\n  mountProgress,\n  mountSearch,\n  mountSearchHiglight,\n  mountSidebar,\n  mountSource,\n  mountTableOfContents,\n  mountTabs,\n  watchHeader,\n  watchMain\n} from \"./components\"\nimport {\n  SearchIndex,\n  setupClipboardJS,\n  setupInstantNavigation,\n  setupVersionSelector\n} from \"./integrations\"\nimport {\n  patchEllipsis,\n  patchIndeterminate,\n  patchScrollfix,\n  patchScrolllock\n} from \"./patches\"\nimport \"./polyfills\"\n\n/* ----------------------------------------------------------------------------\n * Functions - @todo refactor\n * ------------------------------------------------------------------------- */\n\n/**\n * Fetch search index\n *\n * @returns Search index observable\n */\nfunction fetchSearchIndex(): Observable<SearchIndex> {\n  if (location.protocol === \"file:\") {\n    return watchScript(\n      `${new URL(\"search/search_index.js\", config.base)}`\n    )\n      .pipe(\n        // @ts-ignore - @todo fix typings\n        map(() => __index),\n        shareReplay(1)\n      )\n  } else {\n    return requestJSON<SearchIndex>(\n      new URL(\"search/search_index.json\", config.base)\n    )\n  }\n}\n\n/* ----------------------------------------------------------------------------\n * Application\n * ------------------------------------------------------------------------- */\n\n/* Yay, JavaScript is available */\ndocument.documentElement.classList.remove(\"no-js\")\ndocument.documentElement.classList.add(\"js\")\n\n/* Set up navigation observables and subjects */\nconst document$ = watchDocument()\nconst location$ = watchLocation()\nconst target$   = watchLocationTarget(location$)\nconst keyboard$ = watchKeyboard()\n\n/* Set up media observables */\nconst viewport$ = watchViewport()\nconst tablet$   = watchMedia(\"(min-width: 960px)\")\nconst screen$   = watchMedia(\"(min-width: 1220px)\")\nconst print$    = watchPrint()\n\n/* Retrieve search index, if search is enabled */\nconst config = configuration()\nconst index$ = document.forms.namedItem(\"search\")\n  ? fetchSearchIndex()\n  : NEVER\n\n/* Set up Clipboard.js integration */\nconst alert$ = new Subject<string>()\nsetupClipboardJS({ alert$ })\n\n/* Set up progress indicator */\nconst progress$ = new Subject<number>()\n\n/* Set up instant navigation, if enabled */\nif (feature(\"navigation.instant\"))\n  setupInstantNavigation({ location$, viewport$, progress$ })\n    .subscribe(document$)\n\n/* Set up version selector */\nif (config.version?.provider === \"mike\")\n  setupVersionSelector({ document$ })\n\n/* Always close drawer and search on navigation */\nmerge(location$, target$)\n  .pipe(\n    delay(125)\n  )\n    .subscribe(() => {\n      setToggle(\"drawer\", false)\n      setToggle(\"search\", false)\n    })\n\n/* Set up global keyboard handlers */\nkeyboard$\n  .pipe(\n    filter(({ mode }) => mode === \"global\")\n  )\n    .subscribe(key => {\n      switch (key.type) {\n\n        /* Go to previous page */\n        case \"p\":\n        case \",\":\n          const prev = getOptionalElement<HTMLLinkElement>(\"link[rel=prev]\")\n          if (typeof prev !== \"undefined\")\n            setLocation(prev)\n          break\n\n        /* Go to next page */\n        case \"n\":\n        case \".\":\n          const next = getOptionalElement<HTMLLinkElement>(\"link[rel=next]\")\n          if (typeof next !== \"undefined\")\n            setLocation(next)\n          break\n\n        /* Expand navigation, see https://bit.ly/3ZjG5io */\n        case \"Enter\":\n          const active = getActiveElement()\n          if (active instanceof HTMLLabelElement)\n            active.click()\n      }\n    })\n\n/* Set up patches */\npatchEllipsis({ viewport$, document$ })\npatchIndeterminate({ document$, tablet$ })\npatchScrollfix({ document$ })\npatchScrolllock({ viewport$, tablet$ })\n\n/* Set up header and main area observable */\nconst header$ = watchHeader(getComponentElement(\"header\"), { viewport$ })\nconst main$ = document$\n  .pipe(\n    map(() => getComponentElement(\"main\")),\n    switchMap(el => watchMain(el, { viewport$, header$ })),\n    shareReplay(1)\n  )\n\n/* Set up control component observables */\nconst control$ = merge(\n\n  /* Consent */\n  ...getComponentElements(\"consent\")\n    .map(el => mountConsent(el, { target$ })),\n\n  /* Dialog */\n  ...getComponentElements(\"dialog\")\n    .map(el => mountDialog(el, { alert$ })),\n\n  /* Color palette */\n  ...getComponentElements(\"palette\")\n    .map(el => mountPalette(el)),\n\n  /* Progress bar */\n  ...getComponentElements(\"progress\")\n    .map(el => mountProgress(el, { progress$ })),\n\n  /* Search */\n  ...getComponentElements(\"search\")\n    .map(el => mountSearch(el, { index$, keyboard$ })),\n\n  /* Repository information */\n  ...getComponentElements(\"source\")\n    .map(el => mountSource(el))\n)\n\n/* Set up content component observables */\nconst content$ = defer(() => merge(\n\n  /* Announcement bar */\n  ...getComponentElements(\"announce\")\n    .map(el => mountAnnounce(el)),\n\n  /* Content */\n  ...getComponentElements(\"content\")\n    .map(el => mountContent(el, { viewport$, target$, print$ })),\n\n  /* Search highlighting */\n  ...getComponentElements(\"content\")\n    .map(el => feature(\"search.highlight\")\n      ? mountSearchHiglight(el, { index$, location$ })\n      : EMPTY\n    ),\n\n  /* Header */\n  ...getComponentElements(\"header\")\n    .map(el => mountHeader(el, { viewport$, header$, main$ })),\n\n  /* Header title */\n  ...getComponentElements(\"header-title\")\n    .map(el => mountHeaderTitle(el, { viewport$, header$ })),\n\n  /* Sidebar */\n  ...getComponentElements(\"sidebar\")\n    .map(el => el.getAttribute(\"data-md-type\") === \"navigation\"\n      ? at(screen$, () => mountSidebar(el, { viewport$, header$, main$ }))\n      : at(tablet$, () => mountSidebar(el, { viewport$, header$, main$ }))\n    ),\n\n  /* Navigation tabs */\n  ...getComponentElements(\"tabs\")\n    .map(el => mountTabs(el, { viewport$, header$ })),\n\n  /* Table of contents */\n  ...getComponentElements(\"toc\")\n    .map(el => mountTableOfContents(el, {\n      viewport$, header$, main$, target$\n    })),\n\n  /* Back-to-top button */\n  ...getComponentElements(\"top\")\n    .map(el => mountBackToTop(el, { viewport$, header$, main$, target$ }))\n))\n\n/* Set up component observables */\nconst component$ = document$\n  .pipe(\n    switchMap(() => content$),\n    mergeWith(control$),\n    shareReplay(1)\n  )\n\n/* Subscribe to all components */\ncomponent$.subscribe()\n\n/* ----------------------------------------------------------------------------\n * Exports\n * ------------------------------------------------------------------------- */\n\nwindow.document$  = document$          /* Document observable */\nwindow.location$  = location$          /* Location subject */\nwindow.target$    = target$            /* Location target observable */\nwindow.keyboard$  = keyboard$          /* Keyboard observable */\nwindow.viewport$  = viewport$          /* Viewport observable */\nwindow.tablet$    = tablet$            /* Media tablet observable */\nwindow.screen$    = screen$            /* Media screen observable */\nwindow.print$     = print$             /* Media print observable */\nwindow.alert$     = alert$             /* Alert subject */\nwindow.progress$  = progress$          /* Progress indicator subject */\nwindow.component$ = component$         /* Component observable */\n", "/******************************************************************************\nCopyright (c) Microsoft Corporation.\n\nPermission to use, copy, modify, and/or distribute this software for any\npurpose with or without fee is hereby granted.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\" AND THE AUTHOR DISCLAIMS ALL WARRANTIES WITH\nREGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED WARRANTIES OF MERCHANTABILITY\nAND FITNESS. IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR ANY SPECIAL, DIRECT,\nINDIRECT, OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES WHATSOEVER RESULTING FROM\nLOSS OF USE, DATA OR PROFITS, WHETHER IN AN ACTION OF CONTRACT, NEGLIGENCE OR\nOTHER TORTIOUS ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE OR\nPERFORMANCE OF THIS SOFTWARE.\n***************************************************************************** */\n/* global Reflect, Promise, SuppressedError, Symbol, Iterator */\n\nvar extendStatics = function(d, b) {\n  extendStatics = Object.setPrototypeOf ||\n      ({ __proto__: [] } instanceof Array && function (d, b) { d.__proto__ = b; }) ||\n      function (d, b) { for (var p in b) if (Object.prototype.hasOwnProperty.call(b, p)) d[p] = b[p]; };\n  return extendStatics(d, b);\n};\n\nexport function __extends(d, b) {\n  if (typeof b !== \"function\" && b !== null)\n      throw new TypeError(\"Class extends value \" + String(b) + \" is not a constructor or null\");\n  extendStatics(d, b);\n  function __() { this.constructor = d; }\n  d.prototype = b === null ? Object.create(b) : (__.prototype = b.prototype, new __());\n}\n\nexport var __assign = function() {\n  __assign = Object.assign || function __assign(t) {\n      for (var s, i = 1, n = arguments.length; i < n; i++) {\n          s = arguments[i];\n          for (var p in s) if (Object.prototype.hasOwnProperty.call(s, p)) t[p] = s[p];\n      }\n      return t;\n  }\n  return __assign.apply(this, arguments);\n}\n\nexport function __rest(s, e) {\n  var t = {};\n  for (var p in s) if (Object.prototype.hasOwnProperty.call(s, p) && e.indexOf(p) < 0)\n      t[p] = s[p];\n  if (s != null && typeof Object.getOwnPropertySymbols === \"function\")\n      for (var i = 0, p = Object.getOwnPropertySymbols(s); i < p.length; i++) {\n          if (e.indexOf(p[i]) < 0 && Object.prototype.propertyIsEnumerable.call(s, p[i]))\n              t[p[i]] = s[p[i]];\n      }\n  return t;\n}\n\nexport function __decorate(decorators, target, key, desc) {\n  var c = arguments.length, r = c < 3 ? target : desc === null ? desc = Object.getOwnPropertyDescriptor(target, key) : desc, d;\n  if (typeof Reflect === \"object\" && typeof Reflect.decorate === \"function\") r = Reflect.decorate(decorators, target, key, desc);\n  else for (var i = decorators.length - 1; i >= 0; i--) if (d = decorators[i]) r = (c < 3 ? d(r) : c > 3 ? d(target, key, r) : d(target, key)) || r;\n  return c > 3 && r && Object.defineProperty(target, key, r), r;\n}\n\nexport function __param(paramIndex, decorator) {\n  return function (target, key) { decorator(target, key, paramIndex); }\n}\n\nexport function __esDecorate(ctor, descriptorIn, decorators, contextIn, initializers, extraInitializers) {\n  function accept(f) { if (f !== void 0 && typeof f !== \"function\") throw new TypeError(\"Function expected\"); return f; }\n  var kind = contextIn.kind, key = kind === \"getter\" ? \"get\" : kind === \"setter\" ? \"set\" : \"value\";\n  var target = !descriptorIn && ctor ? contextIn[\"static\"] ? ctor : ctor.prototype : null;\n  var descriptor = descriptorIn || (target ? Object.getOwnPropertyDescriptor(target, contextIn.name) : {});\n  var _, done = false;\n  for (var i = decorators.length - 1; i >= 0; i--) {\n      var context = {};\n      for (var p in contextIn) context[p] = p === \"access\" ? {} : contextIn[p];\n      for (var p in contextIn.access) context.access[p] = contextIn.access[p];\n      context.addInitializer = function (f) { if (done) throw new TypeError(\"Cannot add initializers after decoration has completed\"); extraInitializers.push(accept(f || null)); };\n      var result = (0, decorators[i])(kind === \"accessor\" ? { get: descriptor.get, set: descriptor.set } : descriptor[key], context);\n      if (kind === \"accessor\") {\n          if (result === void 0) continue;\n          if (result === null || typeof result !== \"object\") throw new TypeError(\"Object expected\");\n          if (_ = accept(result.get)) descriptor.get = _;\n          if (_ = accept(result.set)) descriptor.set = _;\n          if (_ = accept(result.init)) initializers.unshift(_);\n      }\n      else if (_ = accept(result)) {\n          if (kind === \"field\") initializers.unshift(_);\n          else descriptor[key] = _;\n      }\n  }\n  if (target) Object.defineProperty(target, contextIn.name, descriptor);\n  done = true;\n};\n\nexport function __runInitializers(thisArg, initializers, value) {\n  var useValue = arguments.length > 2;\n  for (var i = 0; i < initializers.length; i++) {\n      value = useValue ? initializers[i].call(thisArg, value) : initializers[i].call(thisArg);\n  }\n  return useValue ? value : void 0;\n};\n\nexport function __propKey(x) {\n  return typeof x === \"symbol\" ? x : \"\".concat(x);\n};\n\nexport function __setFunctionName(f, name, prefix) {\n  if (typeof name === \"symbol\") name = name.description ? \"[\".concat(name.description, \"]\") : \"\";\n  return Object.defineProperty(f, \"name\", { configurable: true, value: prefix ? \"\".concat(prefix, \" \", name) : name });\n};\n\nexport function __metadata(metadataKey, metadataValue) {\n  if (typeof Reflect === \"object\" && typeof Reflect.metadata === \"function\") return Reflect.metadata(metadataKey, metadataValue);\n}\n\nexport function __awaiter(thisArg, _arguments, P, generator) {\n  function adopt(value) { return value instanceof P ? value : new P(function (resolve) { resolve(value); }); }\n  return new (P || (P = Promise))(function (resolve, reject) {\n      function fulfilled(value) { try { step(generator.next(value)); } catch (e) { reject(e); } }\n      function rejected(value) { try { step(generator[\"throw\"](value)); } catch (e) { reject(e); } }\n      function step(result) { result.done ? resolve(result.value) : adopt(result.value).then(fulfilled, rejected); }\n      step((generator = generator.apply(thisArg, _arguments || [])).next());\n  });\n}\n\nexport function __generator(thisArg, body) {\n  var _ = { label: 0, sent: function() { if (t[0] & 1) throw t[1]; return t[1]; }, trys: [], ops: [] }, f, y, t, g = Object.create((typeof Iterator === \"function\" ? Iterator : Object).prototype);\n  return g.next = verb(0), g[\"throw\"] = verb(1), g[\"return\"] = verb(2), typeof Symbol === \"function\" && (g[Symbol.iterator] = function() { return this; }), g;\n  function verb(n) { return function (v) { return step([n, v]); }; }\n  function step(op) {\n      if (f) throw new TypeError(\"Generator is already executing.\");\n      while (g && (g = 0, op[0] && (_ = 0)), _) try {\n          if (f = 1, y && (t = op[0] & 2 ? y[\"return\"] : op[0] ? y[\"throw\"] || ((t = y[\"return\"]) && t.call(y), 0) : y.next) && !(t = t.call(y, op[1])).done) return t;\n          if (y = 0, t) op = [op[0] & 2, t.value];\n          switch (op[0]) {\n              case 0: case 1: t = op; break;\n              case 4: _.label++; return { value: op[1], done: false };\n              case 5: _.label++; y = op[1]; op = [0]; continue;\n              case 7: op = _.ops.pop(); _.trys.pop(); continue;\n              default:\n                  if (!(t = _.trys, t = t.length > 0 && t[t.length - 1]) && (op[0] === 6 || op[0] === 2)) { _ = 0; continue; }\n                  if (op[0] === 3 && (!t || (op[1] > t[0] && op[1] < t[3]))) { _.label = op[1]; break; }\n                  if (op[0] === 6 && _.label < t[1]) { _.label = t[1]; t = op; break; }\n                  if (t && _.label < t[2]) { _.label = t[2]; _.ops.push(op); break; }\n                  if (t[2]) _.ops.pop();\n                  _.trys.pop(); continue;\n          }\n          op = body.call(thisArg, _);\n      } catch (e) { op = [6, e]; y = 0; } finally { f = t = 0; }\n      if (op[0] & 5) throw op[1]; return { value: op[0] ? op[1] : void 0, done: true };\n  }\n}\n\nexport var __createBinding = Object.create ? (function(o, m, k, k2) {\n  if (k2 === undefined) k2 = k;\n  var desc = Object.getOwnPropertyDescriptor(m, k);\n  if (!desc || (\"get\" in desc ? !m.__esModule : desc.writable || desc.configurable)) {\n      desc = { enumerable: true, get: function() { return m[k]; } };\n  }\n  Object.defineProperty(o, k2, desc);\n}) : (function(o, m, k, k2) {\n  if (k2 === undefined) k2 = k;\n  o[k2] = m[k];\n});\n\nexport function __exportStar(m, o) {\n  for (var p in m) if (p !== \"default\" && !Object.prototype.hasOwnProperty.call(o, p)) __createBinding(o, m, p);\n}\n\nexport function __values(o) {\n  var s = typeof Symbol === \"function\" && Symbol.iterator, m = s && o[s], i = 0;\n  if (m) return m.call(o);\n  if (o && typeof o.length === \"number\") return {\n      next: function () {\n          if (o && i >= o.length) o = void 0;\n          return { value: o && o[i++], done: !o };\n      }\n  };\n  throw new TypeError(s ? \"Object is not iterable.\" : \"Symbol.iterator is not defined.\");\n}\n\nexport function __read(o, n) {\n  var m = typeof Symbol === \"function\" && o[Symbol.iterator];\n  if (!m) return o;\n  var i = m.call(o), r, ar = [], e;\n  try {\n      while ((n === void 0 || n-- > 0) && !(r = i.next()).done) ar.push(r.value);\n  }\n  catch (error) { e = { error: error }; }\n  finally {\n      try {\n          if (r && !r.done && (m = i[\"return\"])) m.call(i);\n      }\n      finally { if (e) throw e.error; }\n  }\n  return ar;\n}\n\n/** @deprecated */\nexport function __spread() {\n  for (var ar = [], i = 0; i < arguments.length; i++)\n      ar = ar.concat(__read(arguments[i]));\n  return ar;\n}\n\n/** @deprecated */\nexport function __spreadArrays() {\n  for (var s = 0, i = 0, il = arguments.length; i < il; i++) s += arguments[i].length;\n  for (var r = Array(s), k = 0, i = 0; i < il; i++)\n      for (var a = arguments[i], j = 0, jl = a.length; j < jl; j++, k++)\n          r[k] = a[j];\n  return r;\n}\n\nexport function __spreadArray(to, from, pack) {\n  if (pack || arguments.length === 2) for (var i = 0, l = from.length, ar; i < l; i++) {\n      if (ar || !(i in from)) {\n          if (!ar) ar = Array.prototype.slice.call(from, 0, i);\n          ar[i] = from[i];\n      }\n  }\n  return to.concat(ar || Array.prototype.slice.call(from));\n}\n\nexport function __await(v) {\n  return this instanceof __await ? (this.v = v, this) : new __await(v);\n}\n\nexport function __asyncGenerator(thisArg, _arguments, generator) {\n  if (!Symbol.asyncIterator) throw new TypeError(\"Symbol.asyncIterator is not defined.\");\n  var g = generator.apply(thisArg, _arguments || []), i, q = [];\n  return i = Object.create((typeof AsyncIterator === \"function\" ? AsyncIterator : Object).prototype), verb(\"next\"), verb(\"throw\"), verb(\"return\", awaitReturn), i[Symbol.asyncIterator] = function () { return this; }, i;\n  function awaitReturn(f) { return function (v) { return Promise.resolve(v).then(f, reject); }; }\n  function verb(n, f) { if (g[n]) { i[n] = function (v) { return new Promise(function (a, b) { q.push([n, v, a, b]) > 1 || resume(n, v); }); }; if (f) i[n] = f(i[n]); } }\n  function resume(n, v) { try { step(g[n](v)); } catch (e) { settle(q[0][3], e); } }\n  function step(r) { r.value instanceof __await ? Promise.resolve(r.value.v).then(fulfill, reject) : settle(q[0][2], r); }\n  function fulfill(value) { resume(\"next\", value); }\n  function reject(value) { resume(\"throw\", value); }\n  function settle(f, v) { if (f(v), q.shift(), q.length) resume(q[0][0], q[0][1]); }\n}\n\nexport function __asyncDelegator(o) {\n  var i, p;\n  return i = {}, verb(\"next\"), verb(\"throw\", function (e) { throw e; }), verb(\"return\"), i[Symbol.iterator] = function () { return this; }, i;\n  function verb(n, f) { i[n] = o[n] ? function (v) { return (p = !p) ? { value: __await(o[n](v)), done: false } : f ? f(v) : v; } : f; }\n}\n\nexport function __asyncValues(o) {\n  if (!Symbol.asyncIterator) throw new TypeError(\"Symbol.asyncIterator is not defined.\");\n  var m = o[Symbol.asyncIterator], i;\n  return m ? m.call(o) : (o = typeof __values === \"function\" ? __values(o) : o[Symbol.iterator](), i = {}, verb(\"next\"), verb(\"throw\"), verb(\"return\"), i[Symbol.asyncIterator] = function () { return this; }, i);\n  function verb(n) { i[n] = o[n] && function (v) { return new Promise(function (resolve, reject) { v = o[n](v), settle(resolve, reject, v.done, v.value); }); }; }\n  function settle(resolve, reject, d, v) { Promise.resolve(v).then(function(v) { resolve({ value: v, done: d }); }, reject); }\n}\n\nexport function __makeTemplateObject(cooked, raw) {\n  if (Object.defineProperty) { Object.defineProperty(cooked, \"raw\", { value: raw }); } else { cooked.raw = raw; }\n  return cooked;\n};\n\nvar __setModuleDefault = Object.create ? (function(o, v) {\n  Object.defineProperty(o, \"default\", { enumerable: true, value: v });\n}) : function(o, v) {\n  o[\"default\"] = v;\n};\n\nexport function __importStar(mod) {\n  if (mod && mod.__esModule) return mod;\n  var result = {};\n  if (mod != null) for (var k in mod) if (k !== \"default\" && Object.prototype.hasOwnProperty.call(mod, k)) __createBinding(result, mod, k);\n  __setModuleDefault(result, mod);\n  return result;\n}\n\nexport function __importDefault(mod) {\n  return (mod && mod.__esModule) ? mod : { default: mod };\n}\n\nexport function __classPrivateFieldGet(receiver, state, kind, f) {\n  if (kind === \"a\" && !f) throw new TypeError(\"Private accessor was defined without a getter\");\n  if (typeof state === \"function\" ? receiver !== state || !f : !state.has(receiver)) throw new TypeError(\"Cannot read private member from an object whose class did not declare it\");\n  return kind === \"m\" ? f : kind === \"a\" ? f.call(receiver) : f ? f.value : state.get(receiver);\n}\n\nexport function __classPrivateFieldSet(receiver, state, value, kind, f) {\n  if (kind === \"m\") throw new TypeError(\"Private method is not writable\");\n  if (kind === \"a\" && !f) throw new TypeError(\"Private accessor was defined without a setter\");\n  if (typeof state === \"function\" ? receiver !== state || !f : !state.has(receiver)) throw new TypeError(\"Cannot write private member to an object whose class did not declare it\");\n  return (kind === \"a\" ? f.call(receiver, value) : f ? f.value = value : state.set(receiver, value)), value;\n}\n\nexport function __classPrivateFieldIn(state, receiver) {\n  if (receiver === null || (typeof receiver !== \"object\" && typeof receiver !== \"function\")) throw new TypeError(\"Cannot use 'in' operator on non-object\");\n  return typeof state === \"function\" ? receiver === state : state.has(receiver);\n}\n\nexport function __addDisposableResource(env, value, async) {\n  if (value !== null && value !== void 0) {\n    if (typeof value !== \"object\" && typeof value !== \"function\") throw new TypeError(\"Object expected.\");\n    var dispose, inner;\n    if (async) {\n      if (!Symbol.asyncDispose) throw new TypeError(\"Symbol.asyncDispose is not defined.\");\n      dispose = value[Symbol.asyncDispose];\n    }\n    if (dispose === void 0) {\n      if (!Symbol.dispose) throw new TypeError(\"Symbol.dispose is not defined.\");\n      dispose = value[Symbol.dispose];\n      if (async) inner = dispose;\n    }\n    if (typeof dispose !== \"function\") throw new TypeError(\"Object not disposable.\");\n    if (inner) dispose = function() { try { inner.call(this); } catch (e) { return Promise.reject(e); } };\n    env.stack.push({ value: value, dispose: dispose, async: async });\n  }\n  else if (async) {\n    env.stack.push({ async: true });\n  }\n  return value;\n}\n\nvar _SuppressedError = typeof SuppressedError === \"function\" ? SuppressedError : function (error, suppressed, message) {\n  var e = new Error(message);\n  return e.name = \"SuppressedError\", e.error = error, e.suppressed = suppressed, e;\n};\n\nexport function __disposeResources(env) {\n  function fail(e) {\n    env.error = env.hasError ? new _SuppressedError(e, env.error, \"An error was suppressed during disposal.\") : e;\n    env.hasError = true;\n  }\n  var r, s = 0;\n  function next() {\n    while (r = env.stack.pop()) {\n      try {\n        if (!r.async && s === 1) return s = 0, env.stack.push(r), Promise.resolve().then(next);\n        if (r.dispose) {\n          var result = r.dispose.call(r.value);\n          if (r.async) return s |= 2, Promise.resolve(result).then(next, function(e) { fail(e); return next(); });\n        }\n        else s |= 1;\n      }\n      catch (e) {\n        fail(e);\n      }\n    }\n    if (s === 1) return env.hasError ? Promise.reject(env.error) : Promise.resolve();\n    if (env.hasError) throw env.error;\n  }\n  return next();\n}\n\nexport default {\n  __extends,\n  __assign,\n  __rest,\n  __decorate,\n  __param,\n  __metadata,\n  __awaiter,\n  __generator,\n  __createBinding,\n  __exportStar,\n  __values,\n  __read,\n  __spread,\n  __spreadArrays,\n  __spreadArray,\n  __await,\n  __asyncGenerator,\n  __asyncDelegator,\n  __asyncValues,\n  __makeTemplateObject,\n  __importStar,\n  __importDefault,\n  __classPrivateFieldGet,\n  __classPrivateFieldSet,\n  __classPrivateFieldIn,\n  __addDisposableResource,\n  __disposeResources,\n};\n", "/**\n * Returns true if the object is a function.\n * @param value The value to check\n */\nexport function isFunction(value: any): value is (...args: any[]) => any {\n  return typeof value === 'function';\n}\n", "/**\n * Used to create Error subclasses until the community moves away from ES5.\n *\n * This is because compiling from TypeScript down to ES5 has issues with subclassing Errors\n * as well as other built-in types: https://github.com/Microsoft/TypeScript/issues/12123\n *\n * @param createImpl A factory function to create the actual constructor implementation. The returned\n * function should be a named function that calls `_super` internally.\n */\nexport function createErrorClass<T>(createImpl: (_super: any) => any): T {\n  const _super = (instance: any) => {\n    Error.call(instance);\n    instance.stack = new Error().stack;\n  };\n\n  const ctorFunc = createImpl(_super);\n  ctorFunc.prototype = Object.create(Error.prototype);\n  ctorFunc.prototype.constructor = ctorFunc;\n  return ctorFunc;\n}\n", "import { createErrorClass } from './createErrorClass';\n\nexport interface UnsubscriptionError extends Error {\n  readonly errors: any[];\n}\n\nexport interface UnsubscriptionErrorCtor {\n  /**\n   * @deprecated Internal implementation detail. Do not construct error instances.\n   * Cannot be tagged as internal: https://github.com/ReactiveX/rxjs/issues/6269\n   */\n  new (errors: any[]): UnsubscriptionError;\n}\n\n/**\n * An error thrown when one or more errors have occurred during the\n * `unsubscribe` of a {@link Subscription}.\n */\nexport const UnsubscriptionError: UnsubscriptionErrorCtor = createErrorClass(\n  (_super) =>\n    function UnsubscriptionErrorImpl(this: any, errors: (Error | string)[]) {\n      _super(this);\n      this.message = errors\n        ? `${errors.length} errors occurred during unsubscription:\n${errors.map((err, i) => `${i + 1}) ${err.toString()}`).join('\\n  ')}`\n        : '';\n      this.name = 'UnsubscriptionError';\n      this.errors = errors;\n    }\n);\n", "/**\n * Removes an item from an array, mutating it.\n * @param arr The array to remove the item from\n * @param item The item to remove\n */\nexport function arrRemove<T>(arr: T[] | undefined | null, item: T) {\n  if (arr) {\n    const index = arr.indexOf(item);\n    0 <= index && arr.splice(index, 1);\n  }\n}\n", "import { isFunction } from './util/isFunction';\nimport { UnsubscriptionError } from './util/UnsubscriptionError';\nimport { SubscriptionLike, TeardownLogic, Unsubscribable } from './types';\nimport { arrRemove } from './util/arrRemove';\n\n/**\n * Represents a disposable resource, such as the execution of an Observable. A\n * Subscription has one important method, `unsubscribe`, that takes no argument\n * and just disposes the resource held by the subscription.\n *\n * Additionally, subscriptions may be grouped together through the `add()`\n * method, which will attach a child Subscription to the current Subscription.\n * When a Subscription is unsubscribed, all its children (and its grandchildren)\n * will be unsubscribed as well.\n */\nexport class Subscription implements SubscriptionLike {\n  public static EMPTY = (() => {\n    const empty = new Subscription();\n    empty.closed = true;\n    return empty;\n  })();\n\n  /**\n   * A flag to indicate whether this Subscription has already been unsubscribed.\n   */\n  public closed = false;\n\n  private _parentage: Subscription[] | Subscription | null = null;\n\n  /**\n   * The list of registered finalizers to execute upon unsubscription. Adding and removing from this\n   * list occurs in the {@link #add} and {@link #remove} methods.\n   */\n  private _finalizers: Exclude<TeardownLogic, void>[] | null = null;\n\n  /**\n   * @param initialTeardown A function executed first as part of the finalization\n   * process that is kicked off when {@link #unsubscribe} is called.\n   */\n  constructor(private initialTeardown?: () => void) {}\n\n  /**\n   * Disposes the resources held by the subscription. May, for instance, cancel\n   * an ongoing Observable execution or cancel any other type of work that\n   * started when the Subscription was created.\n   */\n  unsubscribe(): void {\n    let errors: any[] | undefined;\n\n    if (!this.closed) {\n      this.closed = true;\n\n      // Remove this from it's parents.\n      const { _parentage } = this;\n      if (_parentage) {\n        this._parentage = null;\n        if (Array.isArray(_parentage)) {\n          for (const parent of _parentage) {\n            parent.remove(this);\n          }\n        } else {\n          _parentage.remove(this);\n        }\n      }\n\n      const { initialTeardown: initialFinalizer } = this;\n      if (isFunction(initialFinalizer)) {\n        try {\n          initialFinalizer();\n        } catch (e) {\n          errors = e instanceof UnsubscriptionError ? e.errors : [e];\n        }\n      }\n\n      const { _finalizers } = this;\n      if (_finalizers) {\n        this._finalizers = null;\n        for (const finalizer of _finalizers) {\n          try {\n            execFinalizer(finalizer);\n          } catch (err) {\n            errors = errors ?? [];\n            if (err instanceof UnsubscriptionError) {\n              errors = [...errors, ...err.errors];\n            } else {\n              errors.push(err);\n            }\n          }\n        }\n      }\n\n      if (errors) {\n        throw new UnsubscriptionError(errors);\n      }\n    }\n  }\n\n  /**\n   * Adds a finalizer to this subscription, so that finalization will be unsubscribed/called\n   * when this subscription is unsubscribed. If this subscription is already {@link #closed},\n   * because it has already been unsubscribed, then whatever finalizer is passed to it\n   * will automatically be executed (unless the finalizer itself is also a closed subscription).\n   *\n   * Closed Subscriptions cannot be added as finalizers to any subscription. Adding a closed\n   * subscription to a any subscription will result in no operation. (A noop).\n   *\n   * Adding a subscription to itself, or adding `null` or `undefined` will not perform any\n   * operation at all. (A noop).\n   *\n   * `Subscription` instances that are added to this instance will automatically remove themselves\n   * if they are unsubscribed. Functions and {@link Unsubscribable} objects that you wish to remove\n   * will need to be removed manually with {@link #remove}\n   *\n   * @param teardown The finalization logic to add to this subscription.\n   */\n  add(teardown: TeardownLogic): void {\n    // Only add the finalizer if it's not undefined\n    // and don't add a subscription to itself.\n    if (teardown && teardown !== this) {\n      if (this.closed) {\n        // If this subscription is already closed,\n        // execute whatever finalizer is handed to it automatically.\n        execFinalizer(teardown);\n      } else {\n        if (teardown instanceof Subscription) {\n          // We don't add closed subscriptions, and we don't add the same subscription\n          // twice. Subscription unsubscribe is idempotent.\n          if (teardown.closed || teardown._hasParent(this)) {\n            return;\n          }\n          teardown._addParent(this);\n        }\n        (this._finalizers = this._finalizers ?? []).push(teardown);\n      }\n    }\n  }\n\n  /**\n   * Checks to see if a this subscription already has a particular parent.\n   * This will signal that this subscription has already been added to the parent in question.\n   * @param parent the parent to check for\n   */\n  private _hasParent(parent: Subscription) {\n    const { _parentage } = this;\n    return _parentage === parent || (Array.isArray(_parentage) && _parentage.includes(parent));\n  }\n\n  /**\n   * Adds a parent to this subscription so it can be removed from the parent if it\n   * unsubscribes on it's own.\n   *\n   * NOTE: THIS ASSUMES THAT {@link _hasParent} HAS ALREADY BEEN CHECKED.\n   * @param parent The parent subscription to add\n   */\n  private _addParent(parent: Subscription) {\n    const { _parentage } = this;\n    this._parentage = Array.isArray(_parentage) ? (_parentage.push(parent), _parentage) : _parentage ? [_parentage, parent] : parent;\n  }\n\n  /**\n   * Called on a child when it is removed via {@link #remove}.\n   * @param parent The parent to remove\n   */\n  private _removeParent(parent: Subscription) {\n    const { _parentage } = this;\n    if (_parentage === parent) {\n      this._parentage = null;\n    } else if (Array.isArray(_parentage)) {\n      arrRemove(_parentage, parent);\n    }\n  }\n\n  /**\n   * Removes a finalizer from this subscription that was previously added with the {@link #add} method.\n   *\n   * Note that `Subscription` instances, when unsubscribed, will automatically remove themselves\n   * from every other `Subscription` they have been added to. This means that using the `remove` method\n   * is not a common thing and should be used thoughtfully.\n   *\n   * If you add the same finalizer instance of a function or an unsubscribable object to a `Subscription` instance\n   * more than once, you will need to call `remove` the same number of times to remove all instances.\n   *\n   * All finalizer instances are removed to free up memory upon unsubscription.\n   *\n   * @param teardown The finalizer to remove from this subscription\n   */\n  remove(teardown: Exclude<TeardownLogic, void>): void {\n    const { _finalizers } = this;\n    _finalizers && arrRemove(_finalizers, teardown);\n\n    if (teardown instanceof Subscription) {\n      teardown._removeParent(this);\n    }\n  }\n}\n\nexport const EMPTY_SUBSCRIPTION = Subscription.EMPTY;\n\nexport function isSubscription(value: any): value is Subscription {\n  return (\n    value instanceof Subscription ||\n    (value && 'closed' in value && isFunction(value.remove) && isFunction(value.add) && isFunction(value.unsubscribe))\n  );\n}\n\nfunction execFinalizer(finalizer: Unsubscribable | (() => void)) {\n  if (isFunction(finalizer)) {\n    finalizer();\n  } else {\n    finalizer.unsubscribe();\n  }\n}\n", "import { Subscriber } from './Subscriber';\nimport { ObservableNotification } from './types';\n\n/**\n * The {@link GlobalConfig} object for RxJS. It is used to configure things\n * like how to react on unhandled errors.\n */\nexport const config: GlobalConfig = {\n  onUnhandledError: null,\n  onStoppedNotification: null,\n  Promise: undefined,\n  useDeprecatedSynchronousErrorHandling: false,\n  useDeprecatedNextContext: false,\n};\n\n/**\n * The global configuration object for RxJS, used to configure things\n * like how to react on unhandled errors. Accessible via {@link config}\n * object.\n */\nexport interface GlobalConfig {\n  /**\n   * A registration point for unhandled errors from RxJS. These are errors that\n   * cannot were not handled by consuming code in the usual subscription path. For\n   * example, if you have this configured, and you subscribe to an observable without\n   * providing an error handler, errors from that subscription will end up here. This\n   * will _always_ be called asynchronously on another job in the runtime. This is because\n   * we do not want errors thrown in this user-configured handler to interfere with the\n   * behavior of the library.\n   */\n  onUnhandledError: ((err: any) => void) | null;\n\n  /**\n   * A registration point for notifications that cannot be sent to subscribers because they\n   * have completed, errored or have been explicitly unsubscribed. By default, next, complete\n   * and error notifications sent to stopped subscribers are noops. However, sometimes callers\n   * might want a different behavior. For example, with sources that attempt to report errors\n   * to stopped subscribers, a caller can configure RxJS to throw an unhandled error instead.\n   * This will _always_ be called asynchronously on another job in the runtime. This is because\n   * we do not want errors thrown in this user-configured handler to interfere with the\n   * behavior of the library.\n   */\n  onStoppedNotification: ((notification: ObservableNotification<any>, subscriber: Subscriber<any>) => void) | null;\n\n  /**\n   * The promise constructor used by default for {@link Observable#toPromise toPromise} and {@link Observable#forEach forEach}\n   * methods.\n   *\n   * @deprecated As of version 8, RxJS will no longer support this sort of injection of a\n   * Promise constructor. If you need a Promise implementation other than native promises,\n   * please polyfill/patch Promise as you see appropriate. Will be removed in v8.\n   */\n  Promise?: PromiseConstructorLike;\n\n  /**\n   * If true, turns on synchronous error rethrowing, which is a deprecated behavior\n   * in v6 and higher. This behavior enables bad patterns like wrapping a subscribe\n   * call in a try/catch block. It also enables producer interference, a nasty bug\n   * where a multicast can be broken for all observers by a downstream consumer with\n   * an unhandled error. DO NOT USE THIS FLAG UNLESS IT'S NEEDED TO BUY TIME\n   * FOR MIGRATION REASONS.\n   *\n   * @deprecated As of version 8, RxJS will no longer support synchronous throwing\n   * of unhandled errors. All errors will be thrown on a separate call stack to prevent bad\n   * behaviors described above. Will be removed in v8.\n   */\n  useDeprecatedSynchronousErrorHandling: boolean;\n\n  /**\n   * If true, enables an as-of-yet undocumented feature from v5: The ability to access\n   * `unsubscribe()` via `this` context in `next` functions created in observers passed\n   * to `subscribe`.\n   *\n   * This is being removed because the performance was severely problematic, and it could also cause\n   * issues when types other than POJOs are passed to subscribe as subscribers, as they will likely have\n   * their `this` context overwritten.\n   *\n   * @deprecated As of version 8, RxJS will no longer support altering the\n   * context of next functions provided as part of an observer to Subscribe. Instead,\n   * you will have access to a subscription or a signal or token that will allow you to do things like\n   * unsubscribe and test closed status. Will be removed in v8.\n   */\n  useDeprecatedNextContext: boolean;\n}\n", "import type { TimerHandle } from './timerHandle';\ntype SetTimeoutFunction = (handler: () => void, timeout?: number, ...args: any[]) => TimerHandle;\ntype ClearTimeoutFunction = (handle: TimerHandle) => void;\n\ninterface TimeoutProvider {\n  setTimeout: SetTimeoutFunction;\n  clearTimeout: ClearTimeoutFunction;\n  delegate:\n    | {\n        setTimeout: SetTimeoutFunction;\n        clearTimeout: ClearTimeoutFunction;\n      }\n    | undefined;\n}\n\nexport const timeoutProvider: TimeoutProvider = {\n  // When accessing the delegate, use the variable rather than `this` so that\n  // the functions can be called without being bound to the provider.\n  setTimeout(handler: () => void, timeout?: number, ...args) {\n    const { delegate } = timeoutProvider;\n    if (delegate?.setTimeout) {\n      return delegate.setTimeout(handler, timeout, ...args);\n    }\n    return setTimeout(handler, timeout, ...args);\n  },\n  clearTimeout(handle) {\n    const { delegate } = timeoutProvider;\n    return (delegate?.clearTimeout || clearTimeout)(handle as any);\n  },\n  delegate: undefined,\n};\n", "import { config } from '../config';\nimport { timeoutProvider } from '../scheduler/timeoutProvider';\n\n/**\n * Handles an error on another job either with the user-configured {@link onUnhandledError},\n * or by throwing it on that new job so it can be picked up by `window.onerror`, `process.on('error')`, etc.\n *\n * This should be called whenever there is an error that is out-of-band with the subscription\n * or when an error hits a terminal boundary of the subscription and no error handler was provided.\n *\n * @param err the error to report\n */\nexport function reportUnhandledError(err: any) {\n  timeoutProvider.setTimeout(() => {\n    const { onUnhandledError } = config;\n    if (onUnhandledError) {\n      // Execute the user-configured error handler.\n      onUnhandledError(err);\n    } else {\n      // Throw so it is picked up by the runtime's uncaught error mechanism.\n      throw err;\n    }\n  });\n}\n", "/* tslint:disable:no-empty */\nexport function noop() { }\n", "import { CompleteNotification, NextNotification, ErrorNotification } from './types';\n\n/**\n * A completion object optimized for memory use and created to be the\n * same \"shape\" as other notifications in v8.\n * @internal\n */\nexport const COMPLETE_NOTIFICATION = (() => createNotification('C', undefined, undefined) as CompleteNotification)();\n\n/**\n * Internal use only. Creates an optimized error notification that is the same \"shape\"\n * as other notifications.\n * @internal\n */\nexport function errorNotification(error: any): ErrorNotification {\n  return createNotification('E', undefined, error) as any;\n}\n\n/**\n * Internal use only. Creates an optimized next notification that is the same \"shape\"\n * as other notifications.\n * @internal\n */\nexport function nextNotification<T>(value: T) {\n  return createNotification('N', value, undefined) as NextNotification<T>;\n}\n\n/**\n * Ensures that all notifications created internally have the same \"shape\" in v8.\n *\n * TODO: This is only exported to support a crazy legacy test in `groupBy`.\n * @internal\n */\nexport function createNotification(kind: 'N' | 'E' | 'C', value: any, error: any) {\n  return {\n    kind,\n    value,\n    error,\n  };\n}\n", "import { config } from '../config';\n\nlet context: { errorThrown: boolean; error: any } | null = null;\n\n/**\n * Handles dealing with errors for super-gross mode. Creates a context, in which\n * any synchronously thrown errors will be passed to {@link captureError}. Which\n * will record the error such that it will be rethrown after the call back is complete.\n * TODO: Remove in v8\n * @param cb An immediately executed function.\n */\nexport function errorContext(cb: () => void) {\n  if (config.useDeprecatedSynchronousErrorHandling) {\n    const isRoot = !context;\n    if (isRoot) {\n      context = { errorThrown: false, error: null };\n    }\n    cb();\n    if (isRoot) {\n      const { errorThrown, error } = context!;\n      context = null;\n      if (errorThrown) {\n        throw error;\n      }\n    }\n  } else {\n    // This is the general non-deprecated path for everyone that\n    // isn't crazy enough to use super-gross mode (useDeprecatedSynchronousErrorHandling)\n    cb();\n  }\n}\n\n/**\n * Captures errors only in super-gross mode.\n * @param err the error to capture\n */\nexport function captureError(err: any) {\n  if (config.useDeprecatedSynchronousErrorHandling && context) {\n    context.errorThrown = true;\n    context.error = err;\n  }\n}\n", "import { isFunction } from './util/isFunction';\nimport { Observer, ObservableNotification } from './types';\nimport { isSubscription, Subscription } from './Subscription';\nimport { config } from './config';\nimport { reportUnhandledError } from './util/reportUnhandledError';\nimport { noop } from './util/noop';\nimport { nextNotification, errorNotification, COMPLETE_NOTIFICATION } from './NotificationFactories';\nimport { timeoutProvider } from './scheduler/timeoutProvider';\nimport { captureError } from './util/errorContext';\n\n/**\n * Implements the {@link Observer} interface and extends the\n * {@link Subscription} class. While the {@link Observer} is the public API for\n * consuming the values of an {@link Observable}, all Observers get converted to\n * a Subscriber, in order to provide Subscription-like capabilities such as\n * `unsubscribe`. Subscriber is a common type in RxJS, and crucial for\n * implementing operators, but it is rarely used as a public API.\n */\nexport class Subscriber<T> extends Subscription implements Observer<T> {\n  /**\n   * A static factory for a Subscriber, given a (potentially partial) definition\n   * of an Observer.\n   * @param next The `next` callback of an Observer.\n   * @param error The `error` callback of an\n   * Observer.\n   * @param complete The `complete` callback of an\n   * Observer.\n   * @return A Subscriber wrapping the (partially defined)\n   * Observer represented by the given arguments.\n   * @deprecated Do not use. Will be removed in v8. There is no replacement for this\n   * method, and there is no reason to be creating instances of `Subscriber` directly.\n   * If you have a specific use case, please file an issue.\n   */\n  static create<T>(next?: (x?: T) => void, error?: (e?: any) => void, complete?: () => void): Subscriber<T> {\n    return new SafeSubscriber(next, error, complete);\n  }\n\n  /** @deprecated Internal implementation detail, do not use directly. Will be made internal in v8. */\n  protected isStopped: boolean = false;\n  /** @deprecated Internal implementation detail, do not use directly. Will be made internal in v8. */\n  protected destination: Subscriber<any> | Observer<any>; // this `any` is the escape hatch to erase extra type param (e.g. R)\n\n  /**\n   * @deprecated Internal implementation detail, do not use directly. Will be made internal in v8.\n   * There is no reason to directly create an instance of Subscriber. This type is exported for typings reasons.\n   */\n  constructor(destination?: Subscriber<any> | Observer<any>) {\n    super();\n    if (destination) {\n      this.destination = destination;\n      // Automatically chain subscriptions together here.\n      // if destination is a Subscription, then it is a Subscriber.\n      if (isSubscription(destination)) {\n        destination.add(this);\n      }\n    } else {\n      this.destination = EMPTY_OBSERVER;\n    }\n  }\n\n  /**\n   * The {@link Observer} callback to receive notifications of type `next` from\n   * the Observable, with a value. The Observable may call this method 0 or more\n   * times.\n   * @param value The `next` value.\n   */\n  next(value: T): void {\n    if (this.isStopped) {\n      handleStoppedNotification(nextNotification(value), this);\n    } else {\n      this._next(value!);\n    }\n  }\n\n  /**\n   * The {@link Observer} callback to receive notifications of type `error` from\n   * the Observable, with an attached `Error`. Notifies the Observer that\n   * the Observable has experienced an error condition.\n   * @param err The `error` exception.\n   */\n  error(err?: any): void {\n    if (this.isStopped) {\n      handleStoppedNotification(errorNotification(err), this);\n    } else {\n      this.isStopped = true;\n      this._error(err);\n    }\n  }\n\n  /**\n   * The {@link Observer} callback to receive a valueless notification of type\n   * `complete` from the Observable. Notifies the Observer that the Observable\n   * has finished sending push-based notifications.\n   */\n  complete(): void {\n    if (this.isStopped) {\n      handleStoppedNotification(COMPLETE_NOTIFICATION, this);\n    } else {\n      this.isStopped = true;\n      this._complete();\n    }\n  }\n\n  unsubscribe(): void {\n    if (!this.closed) {\n      this.isStopped = true;\n      super.unsubscribe();\n      this.destination = null!;\n    }\n  }\n\n  protected _next(value: T): void {\n    this.destination.next(value);\n  }\n\n  protected _error(err: any): void {\n    try {\n      this.destination.error(err);\n    } finally {\n      this.unsubscribe();\n    }\n  }\n\n  protected _complete(): void {\n    try {\n      this.destination.complete();\n    } finally {\n      this.unsubscribe();\n    }\n  }\n}\n\n/**\n * This bind is captured here because we want to be able to have\n * compatibility with monoid libraries that tend to use a method named\n * `bind`. In particular, a library called Monio requires this.\n */\nconst _bind = Function.prototype.bind;\n\nfunction bind<Fn extends (...args: any[]) => any>(fn: Fn, thisArg: any): Fn {\n  return _bind.call(fn, thisArg);\n}\n\n/**\n * Internal optimization only, DO NOT EXPOSE.\n * @internal\n */\nclass ConsumerObserver<T> implements Observer<T> {\n  constructor(private partialObserver: Partial<Observer<T>>) {}\n\n  next(value: T): void {\n    const { partialObserver } = this;\n    if (partialObserver.next) {\n      try {\n        partialObserver.next(value);\n      } catch (error) {\n        handleUnhandledError(error);\n      }\n    }\n  }\n\n  error(err: any): void {\n    const { partialObserver } = this;\n    if (partialObserver.error) {\n      try {\n        partialObserver.error(err);\n      } catch (error) {\n        handleUnhandledError(error);\n      }\n    } else {\n      handleUnhandledError(err);\n    }\n  }\n\n  complete(): void {\n    const { partialObserver } = this;\n    if (partialObserver.complete) {\n      try {\n        partialObserver.complete();\n      } catch (error) {\n        handleUnhandledError(error);\n      }\n    }\n  }\n}\n\nexport class SafeSubscriber<T> extends Subscriber<T> {\n  constructor(\n    observerOrNext?: Partial<Observer<T>> | ((value: T) => void) | null,\n    error?: ((e?: any) => void) | null,\n    complete?: (() => void) | null\n  ) {\n    super();\n\n    let partialObserver: Partial<Observer<T>>;\n    if (isFunction(observerOrNext) || !observerOrNext) {\n      // The first argument is a function, not an observer. The next\n      // two arguments *could* be observers, or they could be empty.\n      partialObserver = {\n        next: (observerOrNext ?? undefined) as ((value: T) => void) | undefined,\n        error: error ?? undefined,\n        complete: complete ?? undefined,\n      };\n    } else {\n      // The first argument is a partial observer.\n      let context: any;\n      if (this && config.useDeprecatedNextContext) {\n        // This is a deprecated path that made `this.unsubscribe()` available in\n        // next handler functions passed to subscribe. This only exists behind a flag\n        // now, as it is *very* slow.\n        context = Object.create(observerOrNext);\n        context.unsubscribe = () => this.unsubscribe();\n        partialObserver = {\n          next: observerOrNext.next && bind(observerOrNext.next, context),\n          error: observerOrNext.error && bind(observerOrNext.error, context),\n          complete: observerOrNext.complete && bind(observerOrNext.complete, context),\n        };\n      } else {\n        // The \"normal\" path. Just use the partial observer directly.\n        partialObserver = observerOrNext;\n      }\n    }\n\n    // Wrap the partial observer to ensure it's a full observer, and\n    // make sure proper error handling is accounted for.\n    this.destination = new ConsumerObserver(partialObserver);\n  }\n}\n\nfunction handleUnhandledError(error: any) {\n  if (config.useDeprecatedSynchronousErrorHandling) {\n    captureError(error);\n  } else {\n    // Ideal path, we report this as an unhandled error,\n    // which is thrown on a new call stack.\n    reportUnhandledError(error);\n  }\n}\n\n/**\n * An error handler used when no error handler was supplied\n * to the SafeSubscriber -- meaning no error handler was supplied\n * do the `subscribe` call on our observable.\n * @param err The error to handle\n */\nfunction defaultErrorHandler(err: any) {\n  throw err;\n}\n\n/**\n * A handler for notifications that cannot be sent to a stopped subscriber.\n * @param notification The notification being sent.\n * @param subscriber The stopped subscriber.\n */\nfunction handleStoppedNotification(notification: ObservableNotification<any>, subscriber: Subscriber<any>) {\n  const { onStoppedNotification } = config;\n  onStoppedNotification && timeoutProvider.setTimeout(() => onStoppedNotification(notification, subscriber));\n}\n\n/**\n * The observer used as a stub for subscriptions where the user did not\n * pass any arguments to `subscribe`. Comes with the default error handling\n * behavior.\n */\nexport const EMPTY_OBSERVER: Readonly<Observer<any>> & { closed: true } = {\n  closed: true,\n  next: noop,\n  error: defaultErrorHandler,\n  complete: noop,\n};\n", "/**\n * Symbol.observable or a string \"@@observable\". Used for interop\n *\n * @deprecated We will no longer be exporting this symbol in upcoming versions of RxJS.\n * Instead polyfill and use Symbol.observable directly *or* use https://www.npmjs.com/package/symbol-observable\n */\nexport const observable: string | symbol = (() => (typeof Symbol === 'function' && Symbol.observable) || '@@observable')();\n", "/**\n * This function takes one parameter and just returns it. Simply put,\n * this is like `<T>(x: T): T => x`.\n *\n * ## Examples\n *\n * This is useful in some cases when using things like `mergeMap`\n *\n * ```ts\n * import { interval, take, map, range, mergeMap, identity } from 'rxjs';\n *\n * const source$ = interval(1000).pipe(take(5));\n *\n * const result$ = source$.pipe(\n *   map(i => range(i)),\n *   mergeMap(identity) // same as mergeMap(x => x)\n * );\n *\n * result$.subscribe({\n *   next: console.log\n * });\n * ```\n *\n * Or when you want to selectively apply an operator\n *\n * ```ts\n * import { interval, take, identity } from 'rxjs';\n *\n * const shouldLimit = () => Math.random() < 0.5;\n *\n * const source$ = interval(1000);\n *\n * const result$ = source$.pipe(shouldLimit() ? take(5) : identity);\n *\n * result$.subscribe({\n *   next: console.log\n * });\n * ```\n *\n * @param x Any value that is returned by this function\n * @returns The value passed as the first parameter to this function\n */\nexport function identity<T>(x: T): T {\n  return x;\n}\n", "import { identity } from './identity';\nimport { UnaryFunction } from '../types';\n\nexport function pipe(): typeof identity;\nexport function pipe<T, A>(fn1: UnaryFunction<T, A>): UnaryFunction<T, A>;\nexport function pipe<T, A, B>(fn1: UnaryFunction<T, A>, fn2: UnaryFunction<A, B>): UnaryFunction<T, B>;\nexport function pipe<T, A, B, C>(fn1: UnaryFunction<T, A>, fn2: UnaryFunction<A, B>, fn3: UnaryFunction<B, C>): UnaryFunction<T, C>;\nexport function pipe<T, A, B, C, D>(\n  fn1: UnaryFunction<T, A>,\n  fn2: UnaryFunction<A, B>,\n  fn3: UnaryFunction<B, C>,\n  fn4: UnaryFunction<C, D>\n): UnaryFunction<T, D>;\nexport function pipe<T, A, B, C, D, E>(\n  fn1: UnaryFunction<T, A>,\n  fn2: UnaryFunction<A, B>,\n  fn3: UnaryFunction<B, C>,\n  fn4: UnaryFunction<C, D>,\n  fn5: UnaryFunction<D, E>\n): UnaryFunction<T, E>;\nexport function pipe<T, A, B, C, D, E, F>(\n  fn1: UnaryFunction<T, A>,\n  fn2: UnaryFunction<A, B>,\n  fn3: UnaryFunction<B, C>,\n  fn4: UnaryFunction<C, D>,\n  fn5: UnaryFunction<D, E>,\n  fn6: UnaryFunction<E, F>\n): UnaryFunction<T, F>;\nexport function pipe<T, A, B, C, D, E, F, G>(\n  fn1: UnaryFunction<T, A>,\n  fn2: UnaryFunction<A, B>,\n  fn3: UnaryFunction<B, C>,\n  fn4: UnaryFunction<C, D>,\n  fn5: UnaryFunction<D, E>,\n  fn6: UnaryFunction<E, F>,\n  fn7: UnaryFunction<F, G>\n): UnaryFunction<T, G>;\nexport function pipe<T, A, B, C, D, E, F, G, H>(\n  fn1: UnaryFunction<T, A>,\n  fn2: UnaryFunction<A, B>,\n  fn3: UnaryFunction<B, C>,\n  fn4: UnaryFunction<C, D>,\n  fn5: UnaryFunction<D, E>,\n  fn6: UnaryFunction<E, F>,\n  fn7: UnaryFunction<F, G>,\n  fn8: UnaryFunction<G, H>\n): UnaryFunction<T, H>;\nexport function pipe<T, A, B, C, D, E, F, G, H, I>(\n  fn1: UnaryFunction<T, A>,\n  fn2: UnaryFunction<A, B>,\n  fn3: UnaryFunction<B, C>,\n  fn4: UnaryFunction<C, D>,\n  fn5: UnaryFunction<D, E>,\n  fn6: UnaryFunction<E, F>,\n  fn7: UnaryFunction<F, G>,\n  fn8: UnaryFunction<G, H>,\n  fn9: UnaryFunction<H, I>\n): UnaryFunction<T, I>;\nexport function pipe<T, A, B, C, D, E, F, G, H, I>(\n  fn1: UnaryFunction<T, A>,\n  fn2: UnaryFunction<A, B>,\n  fn3: UnaryFunction<B, C>,\n  fn4: UnaryFunction<C, D>,\n  fn5: UnaryFunction<D, E>,\n  fn6: UnaryFunction<E, F>,\n  fn7: UnaryFunction<F, G>,\n  fn8: UnaryFunction<G, H>,\n  fn9: UnaryFunction<H, I>,\n  ...fns: UnaryFunction<any, any>[]\n): UnaryFunction<T, unknown>;\n\n/**\n * pipe() can be called on one or more functions, each of which can take one argument (\"UnaryFunction\")\n * and uses it to return a value.\n * It returns a function that takes one argument, passes it to the first UnaryFunction, and then\n * passes the result to the next one, passes that result to the next one, and so on.  \n */\nexport function pipe(...fns: Array<UnaryFunction<any, any>>): UnaryFunction<any, any> {\n  return pipeFromArray(fns);\n}\n\n/** @internal */\nexport function pipeFromArray<T, R>(fns: Array<UnaryFunction<T, R>>): UnaryFunction<T, R> {\n  if (fns.length === 0) {\n    return identity as UnaryFunction<any, any>;\n  }\n\n  if (fns.length === 1) {\n    return fns[0];\n  }\n\n  return function piped(input: T): R {\n    return fns.reduce((prev: any, fn: UnaryFunction<T, R>) => fn(prev), input as any);\n  };\n}\n", "import { Operator } from './Operator';\nimport { SafeSubscriber, Subscriber } from './Subscriber';\nimport { isSubscription, Subscription } from './Subscription';\nimport { TeardownLogic, OperatorFunction, Subscribable, Observer } from './types';\nimport { observable as Symbol_observable } from './symbol/observable';\nimport { pipeFromArray } from './util/pipe';\nimport { config } from './config';\nimport { isFunction } from './util/isFunction';\nimport { errorContext } from './util/errorContext';\n\n/**\n * A representation of any set of values over any amount of time. This is the most basic building block\n * of RxJS.\n */\nexport class Observable<T> implements Subscribable<T> {\n  /**\n   * @deprecated Internal implementation detail, do not use directly. Will be made internal in v8.\n   */\n  source: Observable<any> | undefined;\n\n  /**\n   * @deprecated Internal implementation detail, do not use directly. Will be made internal in v8.\n   */\n  operator: Operator<any, T> | undefined;\n\n  /**\n   * @param subscribe The function that is called when the Observable is\n   * initially subscribed to. This function is given a Subscriber, to which new values\n   * can be `next`ed, or an `error` method can be called to raise an error, or\n   * `complete` can be called to notify of a successful completion.\n   */\n  constructor(subscribe?: (this: Observable<T>, subscriber: Subscriber<T>) => TeardownLogic) {\n    if (subscribe) {\n      this._subscribe = subscribe;\n    }\n  }\n\n  // HACK: Since TypeScript inherits static properties too, we have to\n  // fight against TypeScript here so Subject can have a different static create signature\n  /**\n   * Creates a new Observable by calling the Observable constructor\n   * @param subscribe the subscriber function to be passed to the Observable constructor\n   * @return A new observable.\n   * @deprecated Use `new Observable()` instead. Will be removed in v8.\n   */\n  static create: (...args: any[]) => any = <T>(subscribe?: (subscriber: Subscriber<T>) => TeardownLogic) => {\n    return new Observable<T>(subscribe);\n  };\n\n  /**\n   * Creates a new Observable, with this Observable instance as the source, and the passed\n   * operator defined as the new observable's operator.\n   * @param operator the operator defining the operation to take on the observable\n   * @return A new observable with the Operator applied.\n   * @deprecated Internal implementation detail, do not use directly. Will be made internal in v8.\n   * If you have implemented an operator using `lift`, it is recommended that you create an\n   * operator by simply returning `new Observable()` directly. See \"Creating new operators from\n   * scratch\" section here: https://rxjs.dev/guide/operators\n   */\n  lift<R>(operator?: Operator<T, R>): Observable<R> {\n    const observable = new Observable<R>();\n    observable.source = this;\n    observable.operator = operator;\n    return observable;\n  }\n\n  subscribe(observerOrNext?: Partial<Observer<T>> | ((value: T) => void)): Subscription;\n  /** @deprecated Instead of passing separate callback arguments, use an observer argument. Signatures taking separate callback arguments will be removed in v8. Details: https://rxjs.dev/deprecations/subscribe-arguments */\n  subscribe(next?: ((value: T) => void) | null, error?: ((error: any) => void) | null, complete?: (() => void) | null): Subscription;\n  /**\n   * Invokes an execution of an Observable and registers Observer handlers for notifications it will emit.\n   *\n   * <span class=\"informal\">Use it when you have all these Observables, but still nothing is happening.</span>\n   *\n   * `subscribe` is not a regular operator, but a method that calls Observable's internal `subscribe` function. It\n   * might be for example a function that you passed to Observable's constructor, but most of the time it is\n   * a library implementation, which defines what will be emitted by an Observable, and when it be will emitted. This means\n   * that calling `subscribe` is actually the moment when Observable starts its work, not when it is created, as it is often\n   * the thought.\n   *\n   * Apart from starting the execution of an Observable, this method allows you to listen for values\n   * that an Observable emits, as well as for when it completes or errors. You can achieve this in two\n   * of the following ways.\n   *\n   * The first way is creating an object that implements {@link Observer} interface. It should have methods\n   * defined by that interface, but note that it should be just a regular JavaScript object, which you can create\n   * yourself in any way you want (ES6 class, classic function constructor, object literal etc.). In particular, do\n   * not attempt to use any RxJS implementation details to create Observers - you don't need them. Remember also\n   * that your object does not have to implement all methods. If you find yourself creating a method that doesn't\n   * do anything, you can simply omit it. Note however, if the `error` method is not provided and an error happens,\n   * it will be thrown asynchronously. Errors thrown asynchronously cannot be caught using `try`/`catch`. Instead,\n   * use the {@link onUnhandledError} configuration option or use a runtime handler (like `window.onerror` or\n   * `process.on('error)`) to be notified of unhandled errors. Because of this, it's recommended that you provide\n   * an `error` method to avoid missing thrown errors.\n   *\n   * The second way is to give up on Observer object altogether and simply provide callback functions in place of its methods.\n   * This means you can provide three functions as arguments to `subscribe`, where the first function is equivalent\n   * of a `next` method, the second of an `error` method and the third of a `complete` method. Just as in case of an Observer,\n   * if you do not need to listen for something, you can omit a function by passing `undefined` or `null`,\n   * since `subscribe` recognizes these functions by where they were placed in function call. When it comes\n   * to the `error` function, as with an Observer, if not provided, errors emitted by an Observable will be thrown asynchronously.\n   *\n   * You can, however, subscribe with no parameters at all. This may be the case where you're not interested in terminal events\n   * and you also handled emissions internally by using operators (e.g. using `tap`).\n   *\n   * Whichever style of calling `subscribe` you use, in both cases it returns a Subscription object.\n   * This object allows you to call `unsubscribe` on it, which in turn will stop the work that an Observable does and will clean\n   * up all resources that an Observable used. Note that cancelling a subscription will not call `complete` callback\n   * provided to `subscribe` function, which is reserved for a regular completion signal that comes from an Observable.\n   *\n   * Remember that callbacks provided to `subscribe` are not guaranteed to be called asynchronously.\n   * It is an Observable itself that decides when these functions will be called. For example {@link of}\n   * by default emits all its values synchronously. Always check documentation for how given Observable\n   * will behave when subscribed and if its default behavior can be modified with a `scheduler`.\n   *\n   * #### Examples\n   *\n   * Subscribe with an {@link guide/observer Observer}\n   *\n   * ```ts\n   * import { of } from 'rxjs';\n   *\n   * const sumObserver = {\n   *   sum: 0,\n   *   next(value) {\n   *     console.log('Adding: ' + value);\n   *     this.sum = this.sum + value;\n   *   },\n   *   error() {\n   *     // We actually could just remove this method,\n   *     // since we do not really care about errors right now.\n   *   },\n   *   complete() {\n   *     console.log('Sum equals: ' + this.sum);\n   *   }\n   * };\n   *\n   * of(1, 2, 3) // Synchronously emits 1, 2, 3 and then completes.\n   *   .subscribe(sumObserver);\n   *\n   * // Logs:\n   * // 'Adding: 1'\n   * // 'Adding: 2'\n   * // 'Adding: 3'\n   * // 'Sum equals: 6'\n   * ```\n   *\n   * Subscribe with functions ({@link deprecations/subscribe-arguments deprecated})\n   *\n   * ```ts\n   * import { of } from 'rxjs'\n   *\n   * let sum = 0;\n   *\n   * of(1, 2, 3).subscribe(\n   *   value => {\n   *     console.log('Adding: ' + value);\n   *     sum = sum + value;\n   *   },\n   *   undefined,\n   *   () => console.log('Sum equals: ' + sum)\n   * );\n   *\n   * // Logs:\n   * // 'Adding: 1'\n   * // 'Adding: 2'\n   * // 'Adding: 3'\n   * // 'Sum equals: 6'\n   * ```\n   *\n   * Cancel a subscription\n   *\n   * ```ts\n   * import { interval } from 'rxjs';\n   *\n   * const subscription = interval(1000).subscribe({\n   *   next(num) {\n   *     console.log(num)\n   *   },\n   *   complete() {\n   *     // Will not be called, even when cancelling subscription.\n   *     console.log('completed!');\n   *   }\n   * });\n   *\n   * setTimeout(() => {\n   *   subscription.unsubscribe();\n   *   console.log('unsubscribed!');\n   * }, 2500);\n   *\n   * // Logs:\n   * // 0 after 1s\n   * // 1 after 2s\n   * // 'unsubscribed!' after 2.5s\n   * ```\n   *\n   * @param observerOrNext Either an {@link Observer} with some or all callback methods,\n   * or the `next` handler that is called for each value emitted from the subscribed Observable.\n   * @param error A handler for a terminal event resulting from an error. If no error handler is provided,\n   * the error will be thrown asynchronously as unhandled.\n   * @param complete A handler for a terminal event resulting from successful completion.\n   * @return A subscription reference to the registered handlers.\n   */\n  subscribe(\n    observerOrNext?: Partial<Observer<T>> | ((value: T) => void) | null,\n    error?: ((error: any) => void) | null,\n    complete?: (() => void) | null\n  ): Subscription {\n    const subscriber = isSubscriber(observerOrNext) ? observerOrNext : new SafeSubscriber(observerOrNext, error, complete);\n\n    errorContext(() => {\n      const { operator, source } = this;\n      subscriber.add(\n        operator\n          ? // We're dealing with a subscription in the\n            // operator chain to one of our lifted operators.\n            operator.call(subscriber, source)\n          : source\n          ? // If `source` has a value, but `operator` does not, something that\n            // had intimate knowledge of our API, like our `Subject`, must have\n            // set it. We're going to just call `_subscribe` directly.\n            this._subscribe(subscriber)\n          : // In all other cases, we're likely wrapping a user-provided initializer\n            // function, so we need to catch errors and handle them appropriately.\n            this._trySubscribe(subscriber)\n      );\n    });\n\n    return subscriber;\n  }\n\n  /** @internal */\n  protected _trySubscribe(sink: Subscriber<T>): TeardownLogic {\n    try {\n      return this._subscribe(sink);\n    } catch (err) {\n      // We don't need to return anything in this case,\n      // because it's just going to try to `add()` to a subscription\n      // above.\n      sink.error(err);\n    }\n  }\n\n  /**\n   * Used as a NON-CANCELLABLE means of subscribing to an observable, for use with\n   * APIs that expect promises, like `async/await`. You cannot unsubscribe from this.\n   *\n   * **WARNING**: Only use this with observables you *know* will complete. If the source\n   * observable does not complete, you will end up with a promise that is hung up, and\n   * potentially all of the state of an async function hanging out in memory. To avoid\n   * this situation, look into adding something like {@link timeout}, {@link take},\n   * {@link takeWhile}, or {@link takeUntil} amongst others.\n   *\n   * #### Example\n   *\n   * ```ts\n   * import { interval, take } from 'rxjs';\n   *\n   * const source$ = interval(1000).pipe(take(4));\n   *\n   * async function getTotal() {\n   *   let total = 0;\n   *\n   *   await source$.forEach(value => {\n   *     total += value;\n   *     console.log('observable -> ' + value);\n   *   });\n   *\n   *   return total;\n   * }\n   *\n   * getTotal().then(\n   *   total => console.log('Total: ' + total)\n   * );\n   *\n   * // Expected:\n   * // 'observable -> 0'\n   * // 'observable -> 1'\n   * // 'observable -> 2'\n   * // 'observable -> 3'\n   * // 'Total: 6'\n   * ```\n   *\n   * @param next A handler for each value emitted by the observable.\n   * @return A promise that either resolves on observable completion or\n   * rejects with the handled error.\n   */\n  forEach(next: (value: T) => void): Promise<void>;\n\n  /**\n   * @param next a handler for each value emitted by the observable\n   * @param promiseCtor a constructor function used to instantiate the Promise\n   * @return a promise that either resolves on observable completion or\n   *  rejects with the handled error\n   * @deprecated Passing a Promise constructor will no longer be available\n   * in upcoming versions of RxJS. This is because it adds weight to the library, for very\n   * little benefit. If you need this functionality, it is recommended that you either\n   * polyfill Promise, or you create an adapter to convert the returned native promise\n   * to whatever promise implementation you wanted. Will be removed in v8.\n   */\n  forEach(next: (value: T) => void, promiseCtor: PromiseConstructorLike): Promise<void>;\n\n  forEach(next: (value: T) => void, promiseCtor?: PromiseConstructorLike): Promise<void> {\n    promiseCtor = getPromiseCtor(promiseCtor);\n\n    return new promiseCtor<void>((resolve, reject) => {\n      const subscriber = new SafeSubscriber<T>({\n        next: (value) => {\n          try {\n            next(value);\n          } catch (err) {\n            reject(err);\n            subscriber.unsubscribe();\n          }\n        },\n        error: reject,\n        complete: resolve,\n      });\n      this.subscribe(subscriber);\n    }) as Promise<void>;\n  }\n\n  /** @internal */\n  protected _subscribe(subscriber: Subscriber<any>): TeardownLogic {\n    return this.source?.subscribe(subscriber);\n  }\n\n  /**\n   * An interop point defined by the es7-observable spec https://github.com/zenparsing/es-observable\n   * @return This instance of the observable.\n   */\n  [Symbol_observable]() {\n    return this;\n  }\n\n  /* tslint:disable:max-line-length */\n  pipe(): Observable<T>;\n  pipe<A>(op1: OperatorFunction<T, A>): Observable<A>;\n  pipe<A, B>(op1: OperatorFunction<T, A>, op2: OperatorFunction<A, B>): Observable<B>;\n  pipe<A, B, C>(op1: OperatorFunction<T, A>, op2: OperatorFunction<A, B>, op3: OperatorFunction<B, C>): Observable<C>;\n  pipe<A, B, C, D>(\n    op1: OperatorFunction<T, A>,\n    op2: OperatorFunction<A, B>,\n    op3: OperatorFunction<B, C>,\n    op4: OperatorFunction<C, D>\n  ): Observable<D>;\n  pipe<A, B, C, D, E>(\n    op1: OperatorFunction<T, A>,\n    op2: OperatorFunction<A, B>,\n    op3: OperatorFunction<B, C>,\n    op4: OperatorFunction<C, D>,\n    op5: OperatorFunction<D, E>\n  ): Observable<E>;\n  pipe<A, B, C, D, E, F>(\n    op1: OperatorFunction<T, A>,\n    op2: OperatorFunction<A, B>,\n    op3: OperatorFunction<B, C>,\n    op4: OperatorFunction<C, D>,\n    op5: OperatorFunction<D, E>,\n    op6: OperatorFunction<E, F>\n  ): Observable<F>;\n  pipe<A, B, C, D, E, F, G>(\n    op1: OperatorFunction<T, A>,\n    op2: OperatorFunction<A, B>,\n    op3: OperatorFunction<B, C>,\n    op4: OperatorFunction<C, D>,\n    op5: OperatorFunction<D, E>,\n    op6: OperatorFunction<E, F>,\n    op7: OperatorFunction<F, G>\n  ): Observable<G>;\n  pipe<A, B, C, D, E, F, G, H>(\n    op1: OperatorFunction<T, A>,\n    op2: OperatorFunction<A, B>,\n    op3: OperatorFunction<B, C>,\n    op4: OperatorFunction<C, D>,\n    op5: OperatorFunction<D, E>,\n    op6: OperatorFunction<E, F>,\n    op7: OperatorFunction<F, G>,\n    op8: OperatorFunction<G, H>\n  ): Observable<H>;\n  pipe<A, B, C, D, E, F, G, H, I>(\n    op1: OperatorFunction<T, A>,\n    op2: OperatorFunction<A, B>,\n    op3: OperatorFunction<B, C>,\n    op4: OperatorFunction<C, D>,\n    op5: OperatorFunction<D, E>,\n    op6: OperatorFunction<E, F>,\n    op7: OperatorFunction<F, G>,\n    op8: OperatorFunction<G, H>,\n    op9: OperatorFunction<H, I>\n  ): Observable<I>;\n  pipe<A, B, C, D, E, F, G, H, I>(\n    op1: OperatorFunction<T, A>,\n    op2: OperatorFunction<A, B>,\n    op3: OperatorFunction<B, C>,\n    op4: OperatorFunction<C, D>,\n    op5: OperatorFunction<D, E>,\n    op6: OperatorFunction<E, F>,\n    op7: OperatorFunction<F, G>,\n    op8: OperatorFunction<G, H>,\n    op9: OperatorFunction<H, I>,\n    ...operations: OperatorFunction<any, any>[]\n  ): Observable<unknown>;\n  /* tslint:enable:max-line-length */\n\n  /**\n   * Used to stitch together functional operators into a chain.\n   *\n   * ## Example\n   *\n   * ```ts\n   * import { interval, filter, map, scan } from 'rxjs';\n   *\n   * interval(1000)\n   *   .pipe(\n   *     filter(x => x % 2 === 0),\n   *     map(x => x + x),\n   *     scan((acc, x) => acc + x)\n   *   )\n   *   .subscribe(x => console.log(x));\n   * ```\n   *\n   * @return The Observable result of all the operators having been called\n   * in the order they were passed in.\n   */\n  pipe(...operations: OperatorFunction<any, any>[]): Observable<any> {\n    return pipeFromArray(operations)(this);\n  }\n\n  /* tslint:disable:max-line-length */\n  /** @deprecated Replaced with {@link firstValueFrom} and {@link lastValueFrom}. Will be removed in v8. Details: https://rxjs.dev/deprecations/to-promise */\n  toPromise(): Promise<T | undefined>;\n  /** @deprecated Replaced with {@link firstValueFrom} and {@link lastValueFrom}. Will be removed in v8. Details: https://rxjs.dev/deprecations/to-promise */\n  toPromise(PromiseCtor: typeof Promise): Promise<T | undefined>;\n  /** @deprecated Replaced with {@link firstValueFrom} and {@link lastValueFrom}. Will be removed in v8. Details: https://rxjs.dev/deprecations/to-promise */\n  toPromise(PromiseCtor: PromiseConstructorLike): Promise<T | undefined>;\n  /* tslint:enable:max-line-length */\n\n  /**\n   * Subscribe to this Observable and get a Promise resolving on\n   * `complete` with the last emission (if any).\n   *\n   * **WARNING**: Only use this with observables you *know* will complete. If the source\n   * observable does not complete, you will end up with a promise that is hung up, and\n   * potentially all of the state of an async function hanging out in memory. To avoid\n   * this situation, look into adding something like {@link timeout}, {@link take},\n   * {@link takeWhile}, or {@link takeUntil} amongst others.\n   *\n   * @param [promiseCtor] a constructor function used to instantiate\n   * the Promise\n   * @return A Promise that resolves with the last value emit, or\n   * rejects on an error. If there were no emissions, Promise\n   * resolves with undefined.\n   * @deprecated Replaced with {@link firstValueFrom} and {@link lastValueFrom}. Will be removed in v8. Details: https://rxjs.dev/deprecations/to-promise\n   */\n  toPromise(promiseCtor?: PromiseConstructorLike): Promise<T | undefined> {\n    promiseCtor = getPromiseCtor(promiseCtor);\n\n    return new promiseCtor((resolve, reject) => {\n      let value: T | undefined;\n      this.subscribe(\n        (x: T) => (value = x),\n        (err: any) => reject(err),\n        () => resolve(value)\n      );\n    }) as Promise<T | undefined>;\n  }\n}\n\n/**\n * Decides between a passed promise constructor from consuming code,\n * A default configured promise constructor, and the native promise\n * constructor and returns it. If nothing can be found, it will throw\n * an error.\n * @param promiseCtor The optional promise constructor to passed by consuming code\n */\nfunction getPromiseCtor(promiseCtor: PromiseConstructorLike | undefined) {\n  return promiseCtor ?? config.Promise ?? Promise;\n}\n\nfunction isObserver<T>(value: any): value is Observer<T> {\n  return value && isFunction(value.next) && isFunction(value.error) && isFunction(value.complete);\n}\n\nfunction isSubscriber<T>(value: any): value is Subscriber<T> {\n  return (value && value instanceof Subscriber) || (isObserver(value) && isSubscription(value));\n}\n", "import { Observable } from '../Observable';\nimport { Subscriber } from '../Subscriber';\nimport { OperatorFunction } from '../types';\nimport { isFunction } from './isFunction';\n\n/**\n * Used to determine if an object is an Observable with a lift function.\n */\nexport function hasLift(source: any): source is { lift: InstanceType<typeof Observable>['lift'] } {\n  return isFunction(source?.lift);\n}\n\n/**\n * Creates an `OperatorFunction`. Used to define operators throughout the library in a concise way.\n * @param init The logic to connect the liftedSource to the subscriber at the moment of subscription.\n */\nexport function operate<T, R>(\n  init: (liftedSource: Observable<T>, subscriber: Subscriber<R>) => (() => void) | void\n): OperatorFunction<T, R> {\n  return (source: Observable<T>) => {\n    if (hasLift(source)) {\n      return source.lift(function (this: Subscriber<R>, liftedSource: Observable<T>) {\n        try {\n          return init(liftedSource, this);\n        } catch (err) {\n          this.error(err);\n        }\n      });\n    }\n    throw new TypeError('Unable to lift unknown Observable type');\n  };\n}\n", "import { Subscriber } from '../Subscriber';\n\n/**\n * Creates an instance of an `OperatorSubscriber`.\n * @param destination The downstream subscriber.\n * @param onNext Handles next values, only called if this subscriber is not stopped or closed. Any\n * error that occurs in this function is caught and sent to the `error` method of this subscriber.\n * @param onError Handles errors from the subscription, any errors that occur in this handler are caught\n * and send to the `destination` error handler.\n * @param onComplete Handles completion notification from the subscription. Any errors that occur in\n * this handler are sent to the `destination` error handler.\n * @param onFinalize Additional teardown logic here. This will only be called on teardown if the\n * subscriber itself is not already closed. This is called after all other teardown logic is executed.\n */\nexport function createOperatorSubscriber<T>(\n  destination: Subscriber<any>,\n  onNext?: (value: T) => void,\n  onComplete?: () => void,\n  onError?: (err: any) => void,\n  onFinalize?: () => void\n): Subscriber<T> {\n  return new OperatorSubscriber(destination, onNext, onComplete, onError, onFinalize);\n}\n\n/**\n * A generic helper for allowing operators to be created with a Subscriber and\n * use closures to capture necessary state from the operator function itself.\n */\nexport class OperatorSubscriber<T> extends Subscriber<T> {\n  /**\n   * Creates an instance of an `OperatorSubscriber`.\n   * @param destination The downstream subscriber.\n   * @param onNext Handles next values, only called if this subscriber is not stopped or closed. Any\n   * error that occurs in this function is caught and sent to the `error` method of this subscriber.\n   * @param onError Handles errors from the subscription, any errors that occur in this handler are caught\n   * and send to the `destination` error handler.\n   * @param onComplete Handles completion notification from the subscription. Any errors that occur in\n   * this handler are sent to the `destination` error handler.\n   * @param onFinalize Additional finalization logic here. This will only be called on finalization if the\n   * subscriber itself is not already closed. This is called after all other finalization logic is executed.\n   * @param shouldUnsubscribe An optional check to see if an unsubscribe call should truly unsubscribe.\n   * NOTE: This currently **ONLY** exists to support the strange behavior of {@link groupBy}, where unsubscription\n   * to the resulting observable does not actually disconnect from the source if there are active subscriptions\n   * to any grouped observable. (DO NOT EXPOSE OR USE EXTERNALLY!!!)\n   */\n  constructor(\n    destination: Subscriber<any>,\n    onNext?: (value: T) => void,\n    onComplete?: () => void,\n    onError?: (err: any) => void,\n    private onFinalize?: () => void,\n    private shouldUnsubscribe?: () => boolean\n  ) {\n    // It's important - for performance reasons - that all of this class's\n    // members are initialized and that they are always initialized in the same\n    // order. This will ensure that all OperatorSubscriber instances have the\n    // same hidden class in V8. This, in turn, will help keep the number of\n    // hidden classes involved in property accesses within the base class as\n    // low as possible. If the number of hidden classes involved exceeds four,\n    // the property accesses will become megamorphic and performance penalties\n    // will be incurred - i.e. inline caches won't be used.\n    //\n    // The reasons for ensuring all instances have the same hidden class are\n    // further discussed in this blog post from Benedikt Meurer:\n    // https://benediktmeurer.de/2018/03/23/impact-of-polymorphism-on-component-based-frameworks-like-react/\n    super(destination);\n    this._next = onNext\n      ? function (this: OperatorSubscriber<T>, value: T) {\n          try {\n            onNext(value);\n          } catch (err) {\n            destination.error(err);\n          }\n        }\n      : super._next;\n    this._error = onError\n      ? function (this: OperatorSubscriber<T>, err: any) {\n          try {\n            onError(err);\n          } catch (err) {\n            // Send any errors that occur down stream.\n            destination.error(err);\n          } finally {\n            // Ensure finalization.\n            this.unsubscribe();\n          }\n        }\n      : super._error;\n    this._complete = onComplete\n      ? function (this: OperatorSubscriber<T>) {\n          try {\n            onComplete();\n          } catch (err) {\n            // Send any errors that occur down stream.\n            destination.error(err);\n          } finally {\n            // Ensure finalization.\n            this.unsubscribe();\n          }\n        }\n      : super._complete;\n  }\n\n  unsubscribe() {\n    if (!this.shouldUnsubscribe || this.shouldUnsubscribe()) {\n      const { closed } = this;\n      super.unsubscribe();\n      // Execute additional teardown if we have any and we didn't already do so.\n      !closed && this.onFinalize?.();\n    }\n  }\n}\n", "import { Subscription } from '../Subscription';\n\ninterface AnimationFrameProvider {\n  schedule(callback: FrameRequestCallback): Subscription;\n  requestAnimationFrame: typeof requestAnimationFrame;\n  cancelAnimationFrame: typeof cancelAnimationFrame;\n  delegate:\n    | {\n        requestAnimationFrame: typeof requestAnimationFrame;\n        cancelAnimationFrame: typeof cancelAnimationFrame;\n      }\n    | undefined;\n}\n\nexport const animationFrameProvider: AnimationFrameProvider = {\n  // When accessing the delegate, use the variable rather than `this` so that\n  // the functions can be called without being bound to the provider.\n  schedule(callback) {\n    let request = requestAnimationFrame;\n    let cancel: typeof cancelAnimationFrame | undefined = cancelAnimationFrame;\n    const { delegate } = animationFrameProvider;\n    if (delegate) {\n      request = delegate.requestAnimationFrame;\n      cancel = delegate.cancelAnimationFrame;\n    }\n    const handle = request((timestamp) => {\n      // Clear the cancel function. The request has been fulfilled, so\n      // attempting to cancel the request upon unsubscription would be\n      // pointless.\n      cancel = undefined;\n      callback(timestamp);\n    });\n    return new Subscription(() => cancel?.(handle));\n  },\n  requestAnimationFrame(...args) {\n    const { delegate } = animationFrameProvider;\n    return (delegate?.requestAnimationFrame || requestAnimationFrame)(...args);\n  },\n  cancelAnimationFrame(...args) {\n    const { delegate } = animationFrameProvider;\n    return (delegate?.cancelAnimationFrame || cancelAnimationFrame)(...args);\n  },\n  delegate: undefined,\n};\n", "import { createErrorClass } from './createErrorClass';\n\nexport interface ObjectUnsubscribedError extends Error {}\n\nexport interface ObjectUnsubscribedErrorCtor {\n  /**\n   * @deprecated Internal implementation detail. Do not construct error instances.\n   * Cannot be tagged as internal: https://github.com/ReactiveX/rxjs/issues/6269\n   */\n  new (): ObjectUnsubscribedError;\n}\n\n/**\n * An error thrown when an action is invalid because the object has been\n * unsubscribed.\n *\n * @see {@link Subject}\n * @see {@link BehaviorSubject}\n *\n * @class ObjectUnsubscribedError\n */\nexport const ObjectUnsubscribedError: ObjectUnsubscribedErrorCtor = createErrorClass(\n  (_super) =>\n    function ObjectUnsubscribedErrorImpl(this: any) {\n      _super(this);\n      this.name = 'ObjectUnsubscribedError';\n      this.message = 'object unsubscribed';\n    }\n);\n", "import { Operator } from './Operator';\nimport { Observable } from './Observable';\nimport { Subscriber } from './Subscriber';\nimport { Subscription, EMPTY_SUBSCRIPTION } from './Subscription';\nimport { Observer, SubscriptionLike, TeardownLogic } from './types';\nimport { ObjectUnsubscribedError } from './util/ObjectUnsubscribedError';\nimport { arrRemove } from './util/arrRemove';\nimport { errorContext } from './util/errorContext';\n\n/**\n * A Subject is a special type of Observable that allows values to be\n * multicasted to many Observers. Subjects are like EventEmitters.\n *\n * Every Subject is an Observable and an Observer. You can subscribe to a\n * Subject, and you can call next to feed values as well as error and complete.\n */\nexport class Subject<T> extends Observable<T> implements SubscriptionLike {\n  closed = false;\n\n  private currentObservers: Observer<T>[] | null = null;\n\n  /** @deprecated Internal implementation detail, do not use directly. Will be made internal in v8. */\n  observers: Observer<T>[] = [];\n  /** @deprecated Internal implementation detail, do not use directly. Will be made internal in v8. */\n  isStopped = false;\n  /** @deprecated Internal implementation detail, do not use directly. Will be made internal in v8. */\n  hasError = false;\n  /** @deprecated Internal implementation detail, do not use directly. Will be made internal in v8. */\n  thrownError: any = null;\n\n  /**\n   * Creates a \"subject\" by basically gluing an observer to an observable.\n   *\n   * @deprecated Recommended you do not use. Will be removed at some point in the future. Plans for replacement still under discussion.\n   */\n  static create: (...args: any[]) => any = <T>(destination: Observer<T>, source: Observable<T>): AnonymousSubject<T> => {\n    return new AnonymousSubject<T>(destination, source);\n  };\n\n  constructor() {\n    // NOTE: This must be here to obscure Observable's constructor.\n    super();\n  }\n\n  /** @deprecated Internal implementation detail, do not use directly. Will be made internal in v8. */\n  lift<R>(operator: Operator<T, R>): Observable<R> {\n    const subject = new AnonymousSubject(this, this);\n    subject.operator = operator as any;\n    return subject as any;\n  }\n\n  /** @internal */\n  protected _throwIfClosed() {\n    if (this.closed) {\n      throw new ObjectUnsubscribedError();\n    }\n  }\n\n  next(value: T) {\n    errorContext(() => {\n      this._throwIfClosed();\n      if (!this.isStopped) {\n        if (!this.currentObservers) {\n          this.currentObservers = Array.from(this.observers);\n        }\n        for (const observer of this.currentObservers) {\n          observer.next(value);\n        }\n      }\n    });\n  }\n\n  error(err: any) {\n    errorContext(() => {\n      this._throwIfClosed();\n      if (!this.isStopped) {\n        this.hasError = this.isStopped = true;\n        this.thrownError = err;\n        const { observers } = this;\n        while (observers.length) {\n          observers.shift()!.error(err);\n        }\n      }\n    });\n  }\n\n  complete() {\n    errorContext(() => {\n      this._throwIfClosed();\n      if (!this.isStopped) {\n        this.isStopped = true;\n        const { observers } = this;\n        while (observers.length) {\n          observers.shift()!.complete();\n        }\n      }\n    });\n  }\n\n  unsubscribe() {\n    this.isStopped = this.closed = true;\n    this.observers = this.currentObservers = null!;\n  }\n\n  get observed() {\n    return this.observers?.length > 0;\n  }\n\n  /** @internal */\n  protected _trySubscribe(subscriber: Subscriber<T>): TeardownLogic {\n    this._throwIfClosed();\n    return super._trySubscribe(subscriber);\n  }\n\n  /** @internal */\n  protected _subscribe(subscriber: Subscriber<T>): Subscription {\n    this._throwIfClosed();\n    this._checkFinalizedStatuses(subscriber);\n    return this._innerSubscribe(subscriber);\n  }\n\n  /** @internal */\n  protected _innerSubscribe(subscriber: Subscriber<any>) {\n    const { hasError, isStopped, observers } = this;\n    if (hasError || isStopped) {\n      return EMPTY_SUBSCRIPTION;\n    }\n    this.currentObservers = null;\n    observers.push(subscriber);\n    return new Subscription(() => {\n      this.currentObservers = null;\n      arrRemove(observers, subscriber);\n    });\n  }\n\n  /** @internal */\n  protected _checkFinalizedStatuses(subscriber: Subscriber<any>) {\n    const { hasError, thrownError, isStopped } = this;\n    if (hasError) {\n      subscriber.error(thrownError);\n    } else if (isStopped) {\n      subscriber.complete();\n    }\n  }\n\n  /**\n   * Creates a new Observable with this Subject as the source. You can do this\n   * to create custom Observer-side logic of the Subject and conceal it from\n   * code that uses the Observable.\n   * @return Observable that this Subject casts to.\n   */\n  asObservable(): Observable<T> {\n    const observable: any = new Observable<T>();\n    observable.source = this;\n    return observable;\n  }\n}\n\nexport class AnonymousSubject<T> extends Subject<T> {\n  constructor(\n    /** @deprecated Internal implementation detail, do not use directly. Will be made internal in v8. */\n    public destination?: Observer<T>,\n    source?: Observable<T>\n  ) {\n    super();\n    this.source = source;\n  }\n\n  next(value: T) {\n    this.destination?.next?.(value);\n  }\n\n  error(err: any) {\n    this.destination?.error?.(err);\n  }\n\n  complete() {\n    this.destination?.complete?.();\n  }\n\n  /** @internal */\n  protected _subscribe(subscriber: Subscriber<T>): Subscription {\n    return this.source?.subscribe(subscriber) ?? EMPTY_SUBSCRIPTION;\n  }\n}\n", "import { Subject } from './Subject';\nimport { Subscriber } from './Subscriber';\nimport { Subscription } from './Subscription';\n\n/**\n * A variant of Subject that requires an initial value and emits its current\n * value whenever it is subscribed to.\n */\nexport class BehaviorSubject<T> extends Subject<T> {\n  constructor(private _value: T) {\n    super();\n  }\n\n  get value(): T {\n    return this.getValue();\n  }\n\n  /** @internal */\n  protected _subscribe(subscriber: Subscriber<T>): Subscription {\n    const subscription = super._subscribe(subscriber);\n    !subscription.closed && subscriber.next(this._value);\n    return subscription;\n  }\n\n  getValue(): T {\n    const { hasError, thrownError, _value } = this;\n    if (hasError) {\n      throw thrownError;\n    }\n    this._throwIfClosed();\n    return _value;\n  }\n\n  next(value: T): void {\n    super.next((this._value = value));\n  }\n}\n", "import { TimestampProvider } from '../types';\n\ninterface DateTimestampProvider extends TimestampProvider {\n  delegate: TimestampProvider | undefined;\n}\n\nexport const dateTimestampProvider: DateTimestampProvider = {\n  now() {\n    // Use the variable rather than `this` so that the function can be called\n    // without being bound to the provider.\n    return (dateTimestampProvider.delegate || Date).now();\n  },\n  delegate: undefined,\n};\n", "import { Subject } from './Subject';\nimport { TimestampProvider } from './types';\nimport { Subscriber } from './Subscriber';\nimport { Subscription } from './Subscription';\nimport { dateTimestampProvider } from './scheduler/dateTimestampProvider';\n\n/**\n * A variant of {@link Subject} that \"replays\" old values to new subscribers by emitting them when they first subscribe.\n *\n * `ReplaySubject` has an internal buffer that will store a specified number of values that it has observed. Like `Subject`,\n * `ReplaySubject` \"observes\" values by having them passed to its `next` method. When it observes a value, it will store that\n * value for a time determined by the configuration of the `ReplaySubject`, as passed to its constructor.\n *\n * When a new subscriber subscribes to the `ReplaySubject` instance, it will synchronously emit all values in its buffer in\n * a First-In-First-Out (FIFO) manner. The `ReplaySubject` will also complete, if it has observed completion; and it will\n * error if it has observed an error.\n *\n * There are two main configuration items to be concerned with:\n *\n * 1. `bufferSize` - This will determine how many items are stored in the buffer, defaults to infinite.\n * 2. `windowTime` - The amount of time to hold a value in the buffer before removing it from the buffer.\n *\n * Both configurations may exist simultaneously. So if you would like to buffer a maximum of 3 values, as long as the values\n * are less than 2 seconds old, you could do so with a `new ReplaySubject(3, 2000)`.\n *\n * ### Differences with BehaviorSubject\n *\n * `BehaviorSubject` is similar to `new ReplaySubject(1)`, with a couple of exceptions:\n *\n * 1. `BehaviorSubject` comes \"primed\" with a single value upon construction.\n * 2. `ReplaySubject` will replay values, even after observing an error, where `BehaviorSubject` will not.\n *\n * @see {@link Subject}\n * @see {@link BehaviorSubject}\n * @see {@link shareReplay}\n */\nexport class ReplaySubject<T> extends Subject<T> {\n  private _buffer: (T | number)[] = [];\n  private _infiniteTimeWindow = true;\n\n  /**\n   * @param _bufferSize The size of the buffer to replay on subscription\n   * @param _windowTime The amount of time the buffered items will stay buffered\n   * @param _timestampProvider An object with a `now()` method that provides the current timestamp. This is used to\n   * calculate the amount of time something has been buffered.\n   */\n  constructor(\n    private _bufferSize = Infinity,\n    private _windowTime = Infinity,\n    private _timestampProvider: TimestampProvider = dateTimestampProvider\n  ) {\n    super();\n    this._infiniteTimeWindow = _windowTime === Infinity;\n    this._bufferSize = Math.max(1, _bufferSize);\n    this._windowTime = Math.max(1, _windowTime);\n  }\n\n  next(value: T): void {\n    const { isStopped, _buffer, _infiniteTimeWindow, _timestampProvider, _windowTime } = this;\n    if (!isStopped) {\n      _buffer.push(value);\n      !_infiniteTimeWindow && _buffer.push(_timestampProvider.now() + _windowTime);\n    }\n    this._trimBuffer();\n    super.next(value);\n  }\n\n  /** @internal */\n  protected _subscribe(subscriber: Subscriber<T>): Subscription {\n    this._throwIfClosed();\n    this._trimBuffer();\n\n    const subscription = this._innerSubscribe(subscriber);\n\n    const { _infiniteTimeWindow, _buffer } = this;\n    // We use a copy here, so reentrant code does not mutate our array while we're\n    // emitting it to a new subscriber.\n    const copy = _buffer.slice();\n    for (let i = 0; i < copy.length && !subscriber.closed; i += _infiniteTimeWindow ? 1 : 2) {\n      subscriber.next(copy[i] as T);\n    }\n\n    this._checkFinalizedStatuses(subscriber);\n\n    return subscription;\n  }\n\n  private _trimBuffer() {\n    const { _bufferSize, _timestampProvider, _buffer, _infiniteTimeWindow } = this;\n    // If we don't have an infinite buffer size, and we're over the length,\n    // use splice to truncate the old buffer values off. Note that we have to\n    // double the size for instances where we're not using an infinite time window\n    // because we're storing the values and the timestamps in the same array.\n    const adjustedBufferSize = (_infiniteTimeWindow ? 1 : 2) * _bufferSize;\n    _bufferSize < Infinity && adjustedBufferSize < _buffer.length && _buffer.splice(0, _buffer.length - adjustedBufferSize);\n\n    // Now, if we're not in an infinite time window, remove all values where the time is\n    // older than what is allowed.\n    if (!_infiniteTimeWindow) {\n      const now = _timestampProvider.now();\n      let last = 0;\n      // Search the array for the first timestamp that isn't expired and\n      // truncate the buffer up to that point.\n      for (let i = 1; i < _buffer.length && (_buffer[i] as number) <= now; i += 2) {\n        last = i;\n      }\n      last && _buffer.splice(0, last + 1);\n    }\n  }\n}\n", "import { Scheduler } from '../Scheduler';\nimport { Subscription } from '../Subscription';\nimport { SchedulerAction } from '../types';\n\n/**\n * A unit of work to be executed in a `scheduler`. An action is typically\n * created from within a {@link SchedulerLike} and an RxJS user does not need to concern\n * themselves about creating and manipulating an Action.\n *\n * ```ts\n * class Action<T> extends Subscription {\n *   new (scheduler: Scheduler, work: (state?: T) => void);\n *   schedule(state?: T, delay: number = 0): Subscription;\n * }\n * ```\n */\nexport class Action<T> extends Subscription {\n  constructor(scheduler: Scheduler, work: (this: SchedulerAction<T>, state?: T) => void) {\n    super();\n  }\n  /**\n   * Schedules this action on its parent {@link SchedulerLike} for execution. May be passed\n   * some context object, `state`. May happen at some point in the future,\n   * according to the `delay` parameter, if specified.\n   * @param state Some contextual data that the `work` function uses when called by the\n   * Scheduler.\n   * @param delay Time to wait before executing the work, where the time unit is implicit\n   * and defined by the Scheduler.\n   * @return A subscription in order to be able to unsubscribe the scheduled work.\n   */\n  public schedule(state?: T, delay: number = 0): Subscription {\n    return this;\n  }\n}\n", "import type { TimerHandle } from './timerHandle';\ntype SetIntervalFunction = (handler: () => void, timeout?: number, ...args: any[]) => TimerHandle;\ntype ClearIntervalFunction = (handle: TimerHandle) => void;\n\ninterface IntervalProvider {\n  setInterval: SetIntervalFunction;\n  clearInterval: ClearIntervalFunction;\n  delegate:\n    | {\n        setInterval: SetIntervalFunction;\n        clearInterval: ClearIntervalFunction;\n      }\n    | undefined;\n}\n\nexport const intervalProvider: IntervalProvider = {\n  // When accessing the delegate, use the variable rather than `this` so that\n  // the functions can be called without being bound to the provider.\n  setInterval(handler: () => void, timeout?: number, ...args) {\n    const { delegate } = intervalProvider;\n    if (delegate?.setInterval) {\n      return delegate.setInterval(handler, timeout, ...args);\n    }\n    return setInterval(handler, timeout, ...args);\n  },\n  clearInterval(handle) {\n    const { delegate } = intervalProvider;\n    return (delegate?.clearInterval || clearInterval)(handle as any);\n  },\n  delegate: undefined,\n};\n", "import { Action } from './Action';\nimport { SchedulerAction } from '../types';\nimport { Subscription } from '../Subscription';\nimport { AsyncScheduler } from './AsyncScheduler';\nimport { intervalProvider } from './intervalProvider';\nimport { arrRemove } from '../util/arrRemove';\nimport { TimerHandle } from './timerHandle';\n\nexport class AsyncAction<T> extends Action<T> {\n  public id: TimerHandle | undefined;\n  public state?: T;\n  // @ts-ignore: Property has no initializer and is not definitely assigned\n  public delay: number;\n  protected pending: boolean = false;\n\n  constructor(protected scheduler: AsyncScheduler, protected work: (this: SchedulerAction<T>, state?: T) => void) {\n    super(scheduler, work);\n  }\n\n  public schedule(state?: T, delay: number = 0): Subscription {\n    if (this.closed) {\n      return this;\n    }\n\n    // Always replace the current state with the new state.\n    this.state = state;\n\n    const id = this.id;\n    const scheduler = this.scheduler;\n\n    //\n    // Important implementation note:\n    //\n    // Actions only execute once by default, unless rescheduled from within the\n    // scheduled callback. This allows us to implement single and repeat\n    // actions via the same code path, without adding API surface area, as well\n    // as mimic traditional recursion but across asynchronous boundaries.\n    //\n    // However, JS runtimes and timers distinguish between intervals achieved by\n    // serial `setTimeout` calls vs. a single `setInterval` call. An interval of\n    // serial `setTimeout` calls can be individually delayed, which delays\n    // scheduling the next `setTimeout`, and so on. `setInterval` attempts to\n    // guarantee the interval callback will be invoked more precisely to the\n    // interval period, regardless of load.\n    //\n    // Therefore, we use `setInterval` to schedule single and repeat actions.\n    // If the action reschedules itself with the same delay, the interval is not\n    // canceled. If the action doesn't reschedule, or reschedules with a\n    // different delay, the interval will be canceled after scheduled callback\n    // execution.\n    //\n    if (id != null) {\n      this.id = this.recycleAsyncId(scheduler, id, delay);\n    }\n\n    // Set the pending flag indicating that this action has been scheduled, or\n    // has recursively rescheduled itself.\n    this.pending = true;\n\n    this.delay = delay;\n    // If this action has already an async Id, don't request a new one.\n    this.id = this.id ?? this.requestAsyncId(scheduler, this.id, delay);\n\n    return this;\n  }\n\n  protected requestAsyncId(scheduler: AsyncScheduler, _id?: TimerHandle, delay: number = 0): TimerHandle {\n    return intervalProvider.setInterval(scheduler.flush.bind(scheduler, this), delay);\n  }\n\n  protected recycleAsyncId(_scheduler: AsyncScheduler, id?: TimerHandle, delay: number | null = 0): TimerHandle | undefined {\n    // If this action is rescheduled with the same delay time, don't clear the interval id.\n    if (delay != null && this.delay === delay && this.pending === false) {\n      return id;\n    }\n    // Otherwise, if the action's delay time is different from the current delay,\n    // or the action has been rescheduled before it's executed, clear the interval id\n    if (id != null) {\n      intervalProvider.clearInterval(id);\n    }\n\n    return undefined;\n  }\n\n  /**\n   * Immediately executes this action and the `work` it contains.\n   */\n  public execute(state: T, delay: number): any {\n    if (this.closed) {\n      return new Error('executing a cancelled action');\n    }\n\n    this.pending = false;\n    const error = this._execute(state, delay);\n    if (error) {\n      return error;\n    } else if (this.pending === false && this.id != null) {\n      // Dequeue if the action didn't reschedule itself. Don't call\n      // unsubscribe(), because the action could reschedule later.\n      // For example:\n      // ```\n      // scheduler.schedule(function doWork(counter) {\n      //   /* ... I'm a busy worker bee ... */\n      //   var originalAction = this;\n      //   /* wait 100ms before rescheduling the action */\n      //   setTimeout(function () {\n      //     originalAction.schedule(counter + 1);\n      //   }, 100);\n      // }, 1000);\n      // ```\n      this.id = this.recycleAsyncId(this.scheduler, this.id, null);\n    }\n  }\n\n  protected _execute(state: T, _delay: number): any {\n    let errored: boolean = false;\n    let errorValue: any;\n    try {\n      this.work(state);\n    } catch (e) {\n      errored = true;\n      // HACK: Since code elsewhere is relying on the \"truthiness\" of the\n      // return here, we can't have it return \"\" or 0 or false.\n      // TODO: Clean this up when we refactor schedulers mid-version-8 or so.\n      errorValue = e ? e : new Error('Scheduled action threw falsy error');\n    }\n    if (errored) {\n      this.unsubscribe();\n      return errorValue;\n    }\n  }\n\n  unsubscribe() {\n    if (!this.closed) {\n      const { id, scheduler } = this;\n      const { actions } = scheduler;\n\n      this.work = this.state = this.scheduler = null!;\n      this.pending = false;\n\n      arrRemove(actions, this);\n      if (id != null) {\n        this.id = this.recycleAsyncId(scheduler, id, null);\n      }\n\n      this.delay = null!;\n      super.unsubscribe();\n    }\n  }\n}\n", "import { Action } from './scheduler/Action';\nimport { Subscription } from './Subscription';\nimport { SchedulerLike, SchedulerAction } from './types';\nimport { dateTimestampProvider } from './scheduler/dateTimestampProvider';\n\n/**\n * An execution context and a data structure to order tasks and schedule their\n * execution. Provides a notion of (potentially virtual) time, through the\n * `now()` getter method.\n *\n * Each unit of work in a Scheduler is called an `Action`.\n *\n * ```ts\n * class Scheduler {\n *   now(): number;\n *   schedule(work, delay?, state?): Subscription;\n * }\n * ```\n *\n * @deprecated Scheduler is an internal implementation detail of RxJS, and\n * should not be used directly. Rather, create your own class and implement\n * {@link SchedulerLike}. Will be made internal in v8.\n */\nexport class Scheduler implements SchedulerLike {\n  public static now: () => number = dateTimestampProvider.now;\n\n  constructor(private schedulerActionCtor: typeof Action, now: () => number = Scheduler.now) {\n    this.now = now;\n  }\n\n  /**\n   * A getter method that returns a number representing the current time\n   * (at the time this function was called) according to the scheduler's own\n   * internal clock.\n   * @return A number that represents the current time. May or may not\n   * have a relation to wall-clock time. May or may not refer to a time unit\n   * (e.g. milliseconds).\n   */\n  public now: () => number;\n\n  /**\n   * Schedules a function, `work`, for execution. May happen at some point in\n   * the future, according to the `delay` parameter, if specified. May be passed\n   * some context object, `state`, which will be passed to the `work` function.\n   *\n   * The given arguments will be processed an stored as an Action object in a\n   * queue of actions.\n   *\n   * @param work A function representing a task, or some unit of work to be\n   * executed by the Scheduler.\n   * @param delay Time to wait before executing the work, where the time unit is\n   * implicit and defined by the Scheduler itself.\n   * @param state Some contextual data that the `work` function uses when called\n   * by the Scheduler.\n   * @return A subscription in order to be able to unsubscribe the scheduled work.\n   */\n  public schedule<T>(work: (this: SchedulerAction<T>, state?: T) => void, delay: number = 0, state?: T): Subscription {\n    return new this.schedulerActionCtor<T>(this, work).schedule(state, delay);\n  }\n}\n", "import { Scheduler } from '../Scheduler';\nimport { Action } from './Action';\nimport { AsyncAction } from './AsyncAction';\nimport { TimerHandle } from './timerHandle';\n\nexport class AsyncScheduler extends Scheduler {\n  public actions: Array<AsyncAction<any>> = [];\n  /**\n   * A flag to indicate whether the Scheduler is currently executing a batch of\n   * queued actions.\n   * @internal\n   */\n  public _active: boolean = false;\n  /**\n   * An internal ID used to track the latest asynchronous task such as those\n   * coming from `setTimeout`, `setInterval`, `requestAnimationFrame`, and\n   * others.\n   * @internal\n   */\n  public _scheduled: TimerHandle | undefined;\n\n  constructor(SchedulerAction: typeof Action, now: () => number = Scheduler.now) {\n    super(SchedulerAction, now);\n  }\n\n  public flush(action: AsyncAction<any>): void {\n    const { actions } = this;\n\n    if (this._active) {\n      actions.push(action);\n      return;\n    }\n\n    let error: any;\n    this._active = true;\n\n    do {\n      if ((error = action.execute(action.state, action.delay))) {\n        break;\n      }\n    } while ((action = actions.shift()!)); // exhaust the scheduler queue\n\n    this._active = false;\n\n    if (error) {\n      while ((action = actions.shift()!)) {\n        action.unsubscribe();\n      }\n      throw error;\n    }\n  }\n}\n", "import { AsyncAction } from './AsyncAction';\nimport { AsyncScheduler } from './AsyncScheduler';\n\n/**\n *\n * Async Scheduler\n *\n * <span class=\"informal\">Schedule task as if you used setTimeout(task, duration)</span>\n *\n * `async` scheduler schedules tasks asynchronously, by putting them on the JavaScript\n * event loop queue. It is best used to delay tasks in time or to schedule tasks repeating\n * in intervals.\n *\n * If you just want to \"defer\" task, that is to perform it right after currently\n * executing synchronous code ends (commonly achieved by `setTimeout(deferredTask, 0)`),\n * better choice will be the {@link asapScheduler} scheduler.\n *\n * ## Examples\n * Use async scheduler to delay task\n * ```ts\n * import { asyncScheduler } from 'rxjs';\n *\n * const task = () => console.log('it works!');\n *\n * asyncScheduler.schedule(task, 2000);\n *\n * // After 2 seconds logs:\n * // \"it works!\"\n * ```\n *\n * Use async scheduler to repeat task in intervals\n * ```ts\n * import { asyncScheduler } from 'rxjs';\n *\n * function task(state) {\n *   console.log(state);\n *   this.schedule(state + 1, 1000); // `this` references currently executing Action,\n *                                   // which we reschedule with new state and delay\n * }\n *\n * asyncScheduler.schedule(task, 3000, 0);\n *\n * // Logs:\n * // 0 after 3s\n * // 1 after 4s\n * // 2 after 5s\n * // 3 after 6s\n * ```\n */\n\nexport const asyncScheduler = new AsyncScheduler(AsyncAction);\n\n/**\n * @deprecated Renamed to {@link asyncScheduler}. Will be removed in v8.\n */\nexport const async = asyncScheduler;\n", "import { AsyncAction } from './AsyncAction';\nimport { Subscription } from '../Subscription';\nimport { QueueScheduler } from './QueueScheduler';\nimport { SchedulerAction } from '../types';\nimport { TimerHandle } from './timerHandle';\n\nexport class QueueAction<T> extends AsyncAction<T> {\n  constructor(protected scheduler: QueueScheduler, protected work: (this: SchedulerAction<T>, state?: T) => void) {\n    super(scheduler, work);\n  }\n\n  public schedule(state?: T, delay: number = 0): Subscription {\n    if (delay > 0) {\n      return super.schedule(state, delay);\n    }\n    this.delay = delay;\n    this.state = state;\n    this.scheduler.flush(this);\n    return this;\n  }\n\n  public execute(state: T, delay: number): any {\n    return delay > 0 || this.closed ? super.execute(state, delay) : this._execute(state, delay);\n  }\n\n  protected requestAsyncId(scheduler: QueueScheduler, id?: TimerHandle, delay: number = 0): TimerHandle {\n    // If delay exists and is greater than 0, or if the delay is null (the\n    // action wasn't rescheduled) but was originally scheduled as an async\n    // action, then recycle as an async action.\n\n    if ((delay != null && delay > 0) || (delay == null && this.delay > 0)) {\n      return super.requestAsyncId(scheduler, id, delay);\n    }\n\n    // Otherwise flush the scheduler starting with this action.\n    scheduler.flush(this);\n\n    // HACK: In the past, this was returning `void`. However, `void` isn't a valid\n    // `TimerHandle`, and generally the return value here isn't really used. So the\n    // compromise is to return `0` which is both \"falsy\" and a valid `TimerHandle`,\n    // as opposed to refactoring every other instanceo of `requestAsyncId`.\n    return 0;\n  }\n}\n", "import { AsyncScheduler } from './AsyncScheduler';\n\nexport class QueueScheduler extends AsyncScheduler {\n}\n", "import { QueueAction } from './QueueAction';\nimport { QueueScheduler } from './QueueScheduler';\n\n/**\n *\n * Queue Scheduler\n *\n * <span class=\"informal\">Put every next task on a queue, instead of executing it immediately</span>\n *\n * `queue` scheduler, when used with delay, behaves the same as {@link asyncScheduler} scheduler.\n *\n * When used without delay, it schedules given task synchronously - executes it right when\n * it is scheduled. However when called recursively, that is when inside the scheduled task,\n * another task is scheduled with queue scheduler, instead of executing immediately as well,\n * that task will be put on a queue and wait for current one to finish.\n *\n * This means that when you execute task with `queue` scheduler, you are sure it will end\n * before any other task scheduled with that scheduler will start.\n *\n * ## Examples\n * Schedule recursively first, then do something\n * ```ts\n * import { queueScheduler } from 'rxjs';\n *\n * queueScheduler.schedule(() => {\n *   queueScheduler.schedule(() => console.log('second')); // will not happen now, but will be put on a queue\n *\n *   console.log('first');\n * });\n *\n * // Logs:\n * // \"first\"\n * // \"second\"\n * ```\n *\n * Reschedule itself recursively\n * ```ts\n * import { queueScheduler } from 'rxjs';\n *\n * queueScheduler.schedule(function(state) {\n *   if (state !== 0) {\n *     console.log('before', state);\n *     this.schedule(state - 1); // `this` references currently executing Action,\n *                               // which we reschedule with new state\n *     console.log('after', state);\n *   }\n * }, 0, 3);\n *\n * // In scheduler that runs recursively, you would expect:\n * // \"before\", 3\n * // \"before\", 2\n * // \"before\", 1\n * // \"after\", 1\n * // \"after\", 2\n * // \"after\", 3\n *\n * // But with queue it logs:\n * // \"before\", 3\n * // \"after\", 3\n * // \"before\", 2\n * // \"after\", 2\n * // \"before\", 1\n * // \"after\", 1\n * ```\n */\n\nexport const queueScheduler = new QueueScheduler(QueueAction);\n\n/**\n * @deprecated Renamed to {@link queueScheduler}. Will be removed in v8.\n */\nexport const queue = queueScheduler;\n", "import { AsyncAction } from './AsyncAction';\nimport { AnimationFrameScheduler } from './AnimationFrameScheduler';\nimport { SchedulerAction } from '../types';\nimport { animationFrameProvider } from './animationFrameProvider';\nimport { TimerHandle } from './timerHandle';\n\nexport class AnimationFrameAction<T> extends AsyncAction<T> {\n  constructor(protected scheduler: AnimationFrameScheduler, protected work: (this: SchedulerAction<T>, state?: T) => void) {\n    super(scheduler, work);\n  }\n\n  protected requestAsyncId(scheduler: AnimationFrameScheduler, id?: TimerHandle, delay: number = 0): TimerHandle {\n    // If delay is greater than 0, request as an async action.\n    if (delay !== null && delay > 0) {\n      return super.requestAsyncId(scheduler, id, delay);\n    }\n    // Push the action to the end of the scheduler queue.\n    scheduler.actions.push(this);\n    // If an animation frame has already been requested, don't request another\n    // one. If an animation frame hasn't been requested yet, request one. Return\n    // the current animation frame request id.\n    return scheduler._scheduled || (scheduler._scheduled = animationFrameProvider.requestAnimationFrame(() => scheduler.flush(undefined)));\n  }\n\n  protected recycleAsyncId(scheduler: AnimationFrameScheduler, id?: TimerHandle, delay: number = 0): TimerHandle | undefined {\n    // If delay exists and is greater than 0, or if the delay is null (the\n    // action wasn't rescheduled) but was originally scheduled as an async\n    // action, then recycle as an async action.\n    if (delay != null ? delay > 0 : this.delay > 0) {\n      return super.recycleAsyncId(scheduler, id, delay);\n    }\n    // If the scheduler queue has no remaining actions with the same async id,\n    // cancel the requested animation frame and set the scheduled flag to\n    // undefined so the next AnimationFrameAction will request its own.\n    const { actions } = scheduler;\n    if (id != null && id === scheduler._scheduled && actions[actions.length - 1]?.id !== id) {\n      animationFrameProvider.cancelAnimationFrame(id as number);\n      scheduler._scheduled = undefined;\n    }\n    // Return undefined so the action knows to request a new async id if it's rescheduled.\n    return undefined;\n  }\n}\n", "import { AsyncAction } from './AsyncAction';\nimport { AsyncScheduler } from './AsyncScheduler';\n\nexport class AnimationFrameScheduler extends AsyncScheduler {\n  public flush(action?: AsyncAction<any>): void {\n    this._active = true;\n    // The async id that effects a call to flush is stored in _scheduled.\n    // Before executing an action, it's necessary to check the action's async\n    // id to determine whether it's supposed to be executed in the current\n    // flush.\n    // Previous implementations of this method used a count to determine this,\n    // but that was unsound, as actions that are unsubscribed - i.e. cancelled -\n    // are removed from the actions array and that can shift actions that are\n    // scheduled to be executed in a subsequent flush into positions at which\n    // they are executed within the current flush.\n    let flushId;\n    if (action) {\n      flushId = action.id;\n    } else {\n      flushId = this._scheduled;\n      this._scheduled = undefined;\n    }\n\n    const { actions } = this;\n    let error: any;\n    action = action || actions.shift()!;\n\n    do {\n      if ((error = action.execute(action.state, action.delay))) {\n        break;\n      }\n    } while ((action = actions[0]) && action.id === flushId && actions.shift());\n\n    this._active = false;\n\n    if (error) {\n      while ((action = actions[0]) && action.id === flushId && actions.shift()) {\n        action.unsubscribe();\n      }\n      throw error;\n    }\n  }\n}\n", "import { AnimationFrameAction } from './AnimationFrameAction';\nimport { AnimationFrameScheduler } from './AnimationFrameScheduler';\n\n/**\n *\n * Animation Frame Scheduler\n *\n * <span class=\"informal\">Perform task when `window.requestAnimationFrame` would fire</span>\n *\n * When `animationFrame` scheduler is used with delay, it will fall back to {@link asyncScheduler} scheduler\n * behaviour.\n *\n * Without delay, `animationFrame` scheduler can be used to create smooth browser animations.\n * It makes sure scheduled task will happen just before next browser content repaint,\n * thus performing animations as efficiently as possible.\n *\n * ## Example\n * Schedule div height animation\n * ```ts\n * // html: <div style=\"background: #0ff;\"></div>\n * import { animationFrameScheduler } from 'rxjs';\n *\n * const div = document.querySelector('div');\n *\n * animationFrameScheduler.schedule(function(height) {\n *   div.style.height = height + \"px\";\n *\n *   this.schedule(height + 1);  // `this` references currently executing Action,\n *                               // which we reschedule with new state\n * }, 0, 0);\n *\n * // You will see a div element growing in height\n * ```\n */\n\nexport const animationFrameScheduler = new AnimationFrameScheduler(AnimationFrameAction);\n\n/**\n * @deprecated Renamed to {@link animationFrameScheduler}. Will be removed in v8.\n */\nexport const animationFrame = animationFrameScheduler;\n", "import { Observable } from '../Observable';\nimport { SchedulerLike } from '../types';\n\n/**\n * A simple Observable that emits no items to the Observer and immediately\n * emits a complete notification.\n *\n * <span class=\"informal\">Just emits 'complete', and nothing else.</span>\n *\n * ![](empty.png)\n *\n * A simple Observable that only emits the complete notification. It can be used\n * for composing with other Observables, such as in a {@link mergeMap}.\n *\n * ## Examples\n *\n * Log complete notification\n *\n * ```ts\n * import { EMPTY } from 'rxjs';\n *\n * EMPTY.subscribe({\n *   next: () => console.log('Next'),\n *   complete: () => console.log('Complete!')\n * });\n *\n * // Outputs\n * // Complete!\n * ```\n *\n * Emit the number 7, then complete\n *\n * ```ts\n * import { EMPTY, startWith } from 'rxjs';\n *\n * const result = EMPTY.pipe(startWith(7));\n * result.subscribe(x => console.log(x));\n *\n * // Outputs\n * // 7\n * ```\n *\n * Map and flatten only odd numbers to the sequence `'a'`, `'b'`, `'c'`\n *\n * ```ts\n * import { interval, mergeMap, of, EMPTY } from 'rxjs';\n *\n * const interval$ = interval(1000);\n * const result = interval$.pipe(\n *   mergeMap(x => x % 2 === 1 ? of('a', 'b', 'c') : EMPTY),\n * );\n * result.subscribe(x => console.log(x));\n *\n * // Results in the following to the console:\n * // x is equal to the count on the interval, e.g. (0, 1, 2, 3, ...)\n * // x will occur every 1000ms\n * // if x % 2 is equal to 1, print a, b, c (each on its own)\n * // if x % 2 is not equal to 1, nothing will be output\n * ```\n *\n * @see {@link Observable}\n * @see {@link NEVER}\n * @see {@link of}\n * @see {@link throwError}\n */\nexport const EMPTY = new Observable<never>((subscriber) => subscriber.complete());\n\n/**\n * @param scheduler A {@link SchedulerLike} to use for scheduling\n * the emission of the complete notification.\n * @deprecated Replaced with the {@link EMPTY} constant or {@link scheduled} (e.g. `scheduled([], scheduler)`). Will be removed in v8.\n */\nexport function empty(scheduler?: SchedulerLike) {\n  return scheduler ? emptyScheduled(scheduler) : EMPTY;\n}\n\nfunction emptyScheduled(scheduler: SchedulerLike) {\n  return new Observable<never>((subscriber) => scheduler.schedule(() => subscriber.complete()));\n}\n", "import { SchedulerLike } from '../types';\nimport { isFunction } from './isFunction';\n\nexport function isScheduler(value: any): value is SchedulerLike {\n  return value && isFunction(value.schedule);\n}\n", "import { SchedulerLike } from '../types';\nimport { isFunction } from './isFunction';\nimport { isScheduler } from './isScheduler';\n\nfunction last<T>(arr: T[]): T | undefined {\n  return arr[arr.length - 1];\n}\n\nexport function popResultSelector(args: any[]): ((...args: unknown[]) => unknown) | undefined {\n  return isFunction(last(args)) ? args.pop() : undefined;\n}\n\nexport function popScheduler(args: any[]): SchedulerLike | undefined {\n  return isScheduler(last(args)) ? args.pop() : undefined;\n}\n\nexport function popNumber(args: any[], defaultValue: number): number {\n  return typeof last(args) === 'number' ? args.pop()! : defaultValue;\n}\n", "export const isArrayLike = (<T>(x: any): x is ArrayLike<T> => x && typeof x.length === 'number' && typeof x !== 'function');", "import { isFunction } from \"./isFunction\";\n\n/**\n * Tests to see if the object is \"thennable\".\n * @param value the object to test\n */\nexport function isPromise(value: any): value is PromiseLike<any> {\n  return isFunction(value?.then);\n}\n", "import { InteropObservable } from '../types';\nimport { observable as Symbol_observable } from '../symbol/observable';\nimport { isFunction } from './isFunction';\n\n/** Identifies an input as being Observable (but not necessary an Rx Observable) */\nexport function isInteropObservable(input: any): input is InteropObservable<any> {\n  return isFunction(input[Symbol_observable]);\n}\n", "import { isFunction } from './isFunction';\n\nexport function isAsyncIterable<T>(obj: any): obj is AsyncIterable<T> {\n  return Symbol.asyncIterator && isFunction(obj?.[Symbol.asyncIterator]);\n}\n", "/**\n * Creates the TypeError to throw if an invalid object is passed to `from` or `scheduled`.\n * @param input The object that was passed.\n */\nexport function createInvalidObservableTypeError(input: any) {\n  // TODO: We should create error codes that can be looked up, so this can be less verbose.\n  return new TypeError(\n    `You provided ${\n      input !== null && typeof input === 'object' ? 'an invalid object' : `'${input}'`\n    } where a stream was expected. You can provide an Observable, Promise, ReadableStream, Array, AsyncIterable, or Iterable.`\n  );\n}\n", "export function getSymbolIterator(): symbol {\n  if (typeof Symbol !== 'function' || !Symbol.iterator) {\n    return '@@iterator' as any;\n  }\n\n  return Symbol.iterator;\n}\n\nexport const iterator = getSymbolIterator();\n", "import { iterator as Symbol_iterator } from '../symbol/iterator';\nimport { isFunction } from './isFunction';\n\n/** Identifies an input as being an Iterable */\nexport function isIterable(input: any): input is Iterable<any> {\n  return isFunction(input?.[Symbol_iterator]);\n}\n", "import { ReadableStreamLike } from '../types';\nimport { isFunction } from './isFunction';\n\nexport async function* readableStreamLikeToAsyncGenerator<T>(readableStream: ReadableStreamLike<T>): AsyncGenerator<T> {\n  const reader = readableStream.getReader();\n  try {\n    while (true) {\n      const { value, done } = await reader.read();\n      if (done) {\n        return;\n      }\n      yield value!;\n    }\n  } finally {\n    reader.releaseLock();\n  }\n}\n\nexport function isReadableStreamLike<T>(obj: any): obj is ReadableStreamLike<T> {\n  // We don't want to use instanceof checks because they would return\n  // false for instances from another Realm, like an <iframe>.\n  return isFunction(obj?.getReader);\n}\n", "import { isArrayLike } from '../util/isArrayLike';\nimport { isPromise } from '../util/isPromise';\nimport { Observable } from '../Observable';\nimport { ObservableInput, ObservedValueOf, ReadableStreamLike } from '../types';\nimport { isInteropObservable } from '../util/isInteropObservable';\nimport { isAsyncIterable } from '../util/isAsyncIterable';\nimport { createInvalidObservableTypeError } from '../util/throwUnobservableError';\nimport { isIterable } from '../util/isIterable';\nimport { isReadableStreamLike, readableStreamLikeToAsyncGenerator } from '../util/isReadableStreamLike';\nimport { Subscriber } from '../Subscriber';\nimport { isFunction } from '../util/isFunction';\nimport { reportUnhandledError } from '../util/reportUnhandledError';\nimport { observable as Symbol_observable } from '../symbol/observable';\n\nexport function innerFrom<O extends ObservableInput<any>>(input: O): Observable<ObservedValueOf<O>>;\nexport function innerFrom<T>(input: ObservableInput<T>): Observable<T> {\n  if (input instanceof Observable) {\n    return input;\n  }\n  if (input != null) {\n    if (isInteropObservable(input)) {\n      return fromInteropObservable(input);\n    }\n    if (isArrayLike(input)) {\n      return fromArrayLike(input);\n    }\n    if (isPromise(input)) {\n      return fromPromise(input);\n    }\n    if (isAsyncIterable(input)) {\n      return fromAsyncIterable(input);\n    }\n    if (isIterable(input)) {\n      return fromIterable(input);\n    }\n    if (isReadableStreamLike(input)) {\n      return fromReadableStreamLike(input);\n    }\n  }\n\n  throw createInvalidObservableTypeError(input);\n}\n\n/**\n * Creates an RxJS Observable from an object that implements `Symbol.observable`.\n * @param obj An object that properly implements `Symbol.observable`.\n */\nexport function fromInteropObservable<T>(obj: any) {\n  return new Observable((subscriber: Subscriber<T>) => {\n    const obs = obj[Symbol_observable]();\n    if (isFunction(obs.subscribe)) {\n      return obs.subscribe(subscriber);\n    }\n    // Should be caught by observable subscribe function error handling.\n    throw new TypeError('Provided object does not correctly implement Symbol.observable');\n  });\n}\n\n/**\n * Synchronously emits the values of an array like and completes.\n * This is exported because there are creation functions and operators that need to\n * make direct use of the same logic, and there's no reason to make them run through\n * `from` conditionals because we *know* they're dealing with an array.\n * @param array The array to emit values from\n */\nexport function fromArrayLike<T>(array: ArrayLike<T>) {\n  return new Observable((subscriber: Subscriber<T>) => {\n    // Loop over the array and emit each value. Note two things here:\n    // 1. We're making sure that the subscriber is not closed on each loop.\n    //    This is so we don't continue looping over a very large array after\n    //    something like a `take`, `takeWhile`, or other synchronous unsubscription\n    //    has already unsubscribed.\n    // 2. In this form, reentrant code can alter that array we're looping over.\n    //    This is a known issue, but considered an edge case. The alternative would\n    //    be to copy the array before executing the loop, but this has\n    //    performance implications.\n    for (let i = 0; i < array.length && !subscriber.closed; i++) {\n      subscriber.next(array[i]);\n    }\n    subscriber.complete();\n  });\n}\n\nexport function fromPromise<T>(promise: PromiseLike<T>) {\n  return new Observable((subscriber: Subscriber<T>) => {\n    promise\n      .then(\n        (value) => {\n          if (!subscriber.closed) {\n            subscriber.next(value);\n            subscriber.complete();\n          }\n        },\n        (err: any) => subscriber.error(err)\n      )\n      .then(null, reportUnhandledError);\n  });\n}\n\nexport function fromIterable<T>(iterable: Iterable<T>) {\n  return new Observable((subscriber: Subscriber<T>) => {\n    for (const value of iterable) {\n      subscriber.next(value);\n      if (subscriber.closed) {\n        return;\n      }\n    }\n    subscriber.complete();\n  });\n}\n\nexport function fromAsyncIterable<T>(asyncIterable: AsyncIterable<T>) {\n  return new Observable((subscriber: Subscriber<T>) => {\n    process(asyncIterable, subscriber).catch((err) => subscriber.error(err));\n  });\n}\n\nexport function fromReadableStreamLike<T>(readableStream: ReadableStreamLike<T>) {\n  return fromAsyncIterable(readableStreamLikeToAsyncGenerator(readableStream));\n}\n\nasync function process<T>(asyncIterable: AsyncIterable<T>, subscriber: Subscriber<T>) {\n  for await (const value of asyncIterable) {\n    subscriber.next(value);\n    // A side-effect may have closed our subscriber,\n    // check before the next iteration.\n    if (subscriber.closed) {\n      return;\n    }\n  }\n  subscriber.complete();\n}\n", "import { Subscription } from '../Subscription';\nimport { SchedulerAction, SchedulerLike } from '../types';\n\nexport function executeSchedule(\n  parentSubscription: Subscription,\n  scheduler: SchedulerLike,\n  work: () => void,\n  delay: number,\n  repeat: true\n): void;\nexport function executeSchedule(\n  parentSubscription: Subscription,\n  scheduler: SchedulerLike,\n  work: () => void,\n  delay?: number,\n  repeat?: false\n): Subscription;\n\nexport function executeSchedule(\n  parentSubscription: Subscription,\n  scheduler: SchedulerLike,\n  work: () => void,\n  delay = 0,\n  repeat = false\n): Subscription | void {\n  const scheduleSubscription = scheduler.schedule(function (this: SchedulerAction<any>) {\n    work();\n    if (repeat) {\n      parentSubscription.add(this.schedule(null, delay));\n    } else {\n      this.unsubscribe();\n    }\n  }, delay);\n\n  parentSubscription.add(scheduleSubscription);\n\n  if (!repeat) {\n    // Because user-land scheduler implementations are unlikely to properly reuse\n    // Actions for repeat scheduling, we can't trust that the returned subscription\n    // will control repeat subscription scenarios. So we're trying to avoid using them\n    // incorrectly within this library.\n    return scheduleSubscription;\n  }\n}\n", "/** @prettier */\nimport { MonoTypeOperatorFunction, SchedulerLike } from '../types';\nimport { executeSchedule } from '../util/executeSchedule';\nimport { operate } from '../util/lift';\nimport { createOperatorSubscriber } from './OperatorSubscriber';\n\n/**\n * Re-emits all notifications from source Observable with specified scheduler.\n *\n * <span class=\"informal\">Ensure a specific scheduler is used, from outside of an Observable.</span>\n *\n * `observeOn` is an operator that accepts a scheduler as a first parameter, which will be used to reschedule\n * notifications emitted by the source Observable. It might be useful, if you do not have control over\n * internal scheduler of a given Observable, but want to control when its values are emitted nevertheless.\n *\n * Returned Observable emits the same notifications (nexted values, complete and error events) as the source Observable,\n * but rescheduled with provided scheduler. Note that this doesn't mean that source Observables internal\n * scheduler will be replaced in any way. Original scheduler still will be used, but when the source Observable emits\n * notification, it will be immediately scheduled again - this time with scheduler passed to `observeOn`.\n * An anti-pattern would be calling `observeOn` on Observable that emits lots of values synchronously, to split\n * that emissions into asynchronous chunks. For this to happen, scheduler would have to be passed into the source\n * Observable directly (usually into the operator that creates it). `observeOn` simply delays notifications a\n * little bit more, to ensure that they are emitted at expected moments.\n *\n * As a matter of fact, `observeOn` accepts second parameter, which specifies in milliseconds with what delay notifications\n * will be emitted. The main difference between {@link delay} operator and `observeOn` is that `observeOn`\n * will delay all notifications - including error notifications - while `delay` will pass through error\n * from source Observable immediately when it is emitted. In general it is highly recommended to use `delay` operator\n * for any kind of delaying of values in the stream, while using `observeOn` to specify which scheduler should be used\n * for notification emissions in general.\n *\n * ## Example\n *\n * Ensure values in subscribe are called just before browser repaint\n *\n * ```ts\n * import { interval, observeOn, animationFrameScheduler } from 'rxjs';\n *\n * const someDiv = document.createElement('div');\n * someDiv.style.cssText = 'width: 200px;background: #09c';\n * document.body.appendChild(someDiv);\n * const intervals = interval(10);      // Intervals are scheduled\n *                                      // with async scheduler by default...\n * intervals.pipe(\n *   observeOn(animationFrameScheduler) // ...but we will observe on animationFrame\n * )                                    // scheduler to ensure smooth animation.\n * .subscribe(val => {\n *   someDiv.style.height = val + 'px';\n * });\n * ```\n *\n * @see {@link delay}\n *\n * @param scheduler Scheduler that will be used to reschedule notifications from source Observable.\n * @param delay Number of milliseconds that states with what delay every notification should be rescheduled.\n * @return A function that returns an Observable that emits the same\n * notifications as the source Observable, but with provided scheduler.\n */\nexport function observeOn<T>(scheduler: SchedulerLike, delay = 0): MonoTypeOperatorFunction<T> {\n  return operate((source, subscriber) => {\n    source.subscribe(\n      createOperatorSubscriber(\n        subscriber,\n        (value) => executeSchedule(subscriber, scheduler, () => subscriber.next(value), delay),\n        () => executeSchedule(subscriber, scheduler, () => subscriber.complete(), delay),\n        (err) => executeSchedule(subscriber, scheduler, () => subscriber.error(err), delay)\n      )\n    );\n  });\n}\n", "import { MonoTypeOperatorFunction, SchedulerLike } from '../types';\nimport { operate } from '../util/lift';\n\n/**\n * Asynchronously subscribes Observers to this Observable on the specified {@link SchedulerLike}.\n *\n * With `subscribeOn` you can decide what type of scheduler a specific Observable will be using when it is subscribed to.\n *\n * Schedulers control the speed and order of emissions to observers from an Observable stream.\n *\n * ![](subscribeOn.png)\n *\n * ## Example\n *\n * Given the following code:\n *\n * ```ts\n * import { of, merge } from 'rxjs';\n *\n * const a = of(1, 2, 3);\n * const b = of(4, 5, 6);\n *\n * merge(a, b).subscribe(console.log);\n *\n * // Outputs\n * // 1\n * // 2\n * // 3\n * // 4\n * // 5\n * // 6\n * ```\n *\n * Both Observable `a` and `b` will emit their values directly and synchronously once they are subscribed to.\n *\n * If we instead use the `subscribeOn` operator declaring that we want to use the {@link asyncScheduler} for values emitted by Observable `a`:\n *\n * ```ts\n * import { of, subscribeOn, asyncScheduler, merge } from 'rxjs';\n *\n * const a = of(1, 2, 3).pipe(subscribeOn(asyncScheduler));\n * const b = of(4, 5, 6);\n *\n * merge(a, b).subscribe(console.log);\n *\n * // Outputs\n * // 4\n * // 5\n * // 6\n * // 1\n * // 2\n * // 3\n * ```\n *\n * The reason for this is that Observable `b` emits its values directly and synchronously like before\n * but the emissions from `a` are scheduled on the event loop because we are now using the {@link asyncScheduler} for that specific Observable.\n *\n * @param scheduler The {@link SchedulerLike} to perform subscription actions on.\n * @param delay A delay to pass to the scheduler to delay subscriptions\n * @return A function that returns an Observable modified so that its\n * subscriptions happen on the specified {@link SchedulerLike}.\n */\nexport function subscribeOn<T>(scheduler: SchedulerLike, delay: number = 0): MonoTypeOperatorFunction<T> {\n  return operate((source, subscriber) => {\n    subscriber.add(scheduler.schedule(() => source.subscribe(subscriber), delay));\n  });\n}\n", "import { innerFrom } from '../observable/innerFrom';\nimport { observeOn } from '../operators/observeOn';\nimport { subscribeOn } from '../operators/subscribeOn';\nimport { InteropObservable, SchedulerLike } from '../types';\n\nexport function scheduleObservable<T>(input: InteropObservable<T>, scheduler: SchedulerLike) {\n  return innerFrom(input).pipe(subscribeOn(scheduler), observeOn(scheduler));\n}\n", "import { innerFrom } from '../observable/innerFrom';\nimport { observeOn } from '../operators/observeOn';\nimport { subscribeOn } from '../operators/subscribeOn';\nimport { SchedulerLike } from '../types';\n\nexport function schedulePromise<T>(input: PromiseLike<T>, scheduler: SchedulerLike) {\n  return innerFrom(input).pipe(subscribeOn(scheduler), observeOn(scheduler));\n}\n", "import { Observable } from '../Observable';\nimport { SchedulerLike } from '../types';\n\nexport function scheduleArray<T>(input: ArrayLike<T>, scheduler: SchedulerLike) {\n  return new Observable<T>((subscriber) => {\n    // The current array index.\n    let i = 0;\n    // Start iterating over the array like on a schedule.\n    return scheduler.schedule(function () {\n      if (i === input.length) {\n        // If we have hit the end of the array like in the\n        // previous job, we can complete.\n        subscriber.complete();\n      } else {\n        // Otherwise let's next the value at the current index,\n        // then increment our index.\n        subscriber.next(input[i++]);\n        // If the last emission didn't cause us to close the subscriber\n        // (via take or some side effect), reschedule the job and we'll\n        // make another pass.\n        if (!subscriber.closed) {\n          this.schedule();\n        }\n      }\n    });\n  });\n}\n", "import { Observable } from '../Observable';\nimport { SchedulerLike } from '../types';\nimport { iterator as Symbol_iterator } from '../symbol/iterator';\nimport { isFunction } from '../util/isFunction';\nimport { executeSchedule } from '../util/executeSchedule';\n\n/**\n * Used in {@link scheduled} to create an observable from an Iterable.\n * @param input The iterable to create an observable from\n * @param scheduler The scheduler to use\n */\nexport function scheduleIterable<T>(input: Iterable<T>, scheduler: SchedulerLike) {\n  return new Observable<T>((subscriber) => {\n    let iterator: Iterator<T, T>;\n\n    // Schedule the initial creation of the iterator from\n    // the iterable. This is so the code in the iterable is\n    // not called until the scheduled job fires.\n    executeSchedule(subscriber, scheduler, () => {\n      // Create the iterator.\n      iterator = (input as any)[Symbol_iterator]();\n\n      executeSchedule(\n        subscriber,\n        scheduler,\n        () => {\n          let value: T;\n          let done: boolean | undefined;\n          try {\n            // Pull the value out of the iterator\n            ({ value, done } = iterator.next());\n          } catch (err) {\n            // We got an error while pulling from the iterator\n            subscriber.error(err);\n            return;\n          }\n\n          if (done) {\n            // If it is \"done\" we just complete. This mimics the\n            // behavior of JavaScript's `for..of` consumption of\n            // iterables, which will not emit the value from an iterator\n            // result of `{ done: true: value: 'here' }`.\n            subscriber.complete();\n          } else {\n            // The iterable is not done, emit the value.\n            subscriber.next(value);\n          }\n        },\n        0,\n        true\n      );\n    });\n\n    // During finalization, if we see this iterator has a `return` method,\n    // then we know it is a Generator, and not just an Iterator. So we call\n    // the `return()` function. This will ensure that any `finally { }` blocks\n    // inside of the generator we can hit will be hit properly.\n    return () => isFunction(iterator?.return) && iterator.return();\n  });\n}\n", "import { SchedulerLike } from '../types';\nimport { Observable } from '../Observable';\nimport { executeSchedule } from '../util/executeSchedule';\n\nexport function scheduleAsyncIterable<T>(input: AsyncIterable<T>, scheduler: SchedulerLike) {\n  if (!input) {\n    throw new Error('Iterable cannot be null');\n  }\n  return new Observable<T>((subscriber) => {\n    executeSchedule(subscriber, scheduler, () => {\n      const iterator = input[Symbol.asyncIterator]();\n      executeSchedule(\n        subscriber,\n        scheduler,\n        () => {\n          iterator.next().then((result) => {\n            if (result.done) {\n              // This will remove the subscriptions from\n              // the parent subscription.\n              subscriber.complete();\n            } else {\n              subscriber.next(result.value);\n            }\n          });\n        },\n        0,\n        true\n      );\n    });\n  });\n}\n", "import { SchedulerLike, ReadableStreamLike } from '../types';\nimport { Observable } from '../Observable';\nimport { scheduleAsyncIterable } from './scheduleAsyncIterable';\nimport { readableStreamLikeToAsyncGenerator } from '../util/isReadableStreamLike';\n\nexport function scheduleReadableStreamLike<T>(input: ReadableStreamLike<T>, scheduler: SchedulerLike): Observable<T> {\n  return scheduleAsyncIterable(readableStreamLikeToAsyncGenerator(input), scheduler);\n}\n", "import { scheduleObservable } from './scheduleObservable';\nimport { schedulePromise } from './schedulePromise';\nimport { scheduleArray } from './scheduleArray';\nimport { scheduleIterable } from './scheduleIterable';\nimport { scheduleAsyncIterable } from './scheduleAsyncIterable';\nimport { isInteropObservable } from '../util/isInteropObservable';\nimport { isPromise } from '../util/isPromise';\nimport { isArrayLike } from '../util/isArrayLike';\nimport { isIterable } from '../util/isIterable';\nimport { ObservableInput, SchedulerLike } from '../types';\nimport { Observable } from '../Observable';\nimport { isAsyncIterable } from '../util/isAsyncIterable';\nimport { createInvalidObservableTypeError } from '../util/throwUnobservableError';\nimport { isReadableStreamLike } from '../util/isReadableStreamLike';\nimport { scheduleReadableStreamLike } from './scheduleReadableStreamLike';\n\n/**\n * Converts from a common {@link ObservableInput} type to an observable where subscription and emissions\n * are scheduled on the provided scheduler.\n *\n * @see {@link from}\n * @see {@link of}\n *\n * @param input The observable, array, promise, iterable, etc you would like to schedule\n * @param scheduler The scheduler to use to schedule the subscription and emissions from\n * the returned observable.\n */\nexport function scheduled<T>(input: ObservableInput<T>, scheduler: SchedulerLike): Observable<T> {\n  if (input != null) {\n    if (isInteropObservable(input)) {\n      return scheduleObservable(input, scheduler);\n    }\n    if (isArrayLike(input)) {\n      return scheduleArray(input, scheduler);\n    }\n    if (isPromise(input)) {\n      return schedulePromise(input, scheduler);\n    }\n    if (isAsyncIterable(input)) {\n      return scheduleAsyncIterable(input, scheduler);\n    }\n    if (isIterable(input)) {\n      return scheduleIterable(input, scheduler);\n    }\n    if (isReadableStreamLike(input)) {\n      return scheduleReadableStreamLike(input, scheduler);\n    }\n  }\n  throw createInvalidObservableTypeError(input);\n}\n", "import { Observable } from '../Observable';\nimport { ObservableInput, SchedulerLike, ObservedValueOf } from '../types';\nimport { scheduled } from '../scheduled/scheduled';\nimport { innerFrom } from './innerFrom';\n\nexport function from<O extends ObservableInput<any>>(input: O): Observable<ObservedValueOf<O>>;\n/** @deprecated The `scheduler` parameter will be removed in v8. Use `scheduled`. Details: https://rxjs.dev/deprecations/scheduler-argument */\nexport function from<O extends ObservableInput<any>>(input: O, scheduler: SchedulerLike | undefined): Observable<ObservedValueOf<O>>;\n\n/**\n * Creates an Observable from an Array, an array-like object, a Promise, an iterable object, or an Observable-like object.\n *\n * <span class=\"informal\">Converts almost anything to an Observable.</span>\n *\n * ![](from.png)\n *\n * `from` converts various other objects and data types into Observables. It also converts a Promise, an array-like, or an\n * <a href=\"https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Iteration_protocols#iterable\" target=\"_blank\">iterable</a>\n * object into an Observable that emits the items in that promise, array, or iterable. A String, in this context, is treated\n * as an array of characters. Observable-like objects (contains a function named with the ES2015 Symbol for Observable) can also be\n * converted through this operator.\n *\n * ## Examples\n *\n * Converts an array to an Observable\n *\n * ```ts\n * import { from } from 'rxjs';\n *\n * const array = [10, 20, 30];\n * const result = from(array);\n *\n * result.subscribe(x => console.log(x));\n *\n * // Logs:\n * // 10\n * // 20\n * // 30\n * ```\n *\n * Convert an infinite iterable (from a generator) to an Observable\n *\n * ```ts\n * import { from, take } from 'rxjs';\n *\n * function* generateDoubles(seed) {\n *    let i = seed;\n *    while (true) {\n *      yield i;\n *      i = 2 * i; // double it\n *    }\n * }\n *\n * const iterator = generateDoubles(3);\n * const result = from(iterator).pipe(take(10));\n *\n * result.subscribe(x => console.log(x));\n *\n * // Logs:\n * // 3\n * // 6\n * // 12\n * // 24\n * // 48\n * // 96\n * // 192\n * // 384\n * // 768\n * // 1536\n * ```\n *\n * With `asyncScheduler`\n *\n * ```ts\n * import { from, asyncScheduler } from 'rxjs';\n *\n * console.log('start');\n *\n * const array = [10, 20, 30];\n * const result = from(array, asyncScheduler);\n *\n * result.subscribe(x => console.log(x));\n *\n * console.log('end');\n *\n * // Logs:\n * // 'start'\n * // 'end'\n * // 10\n * // 20\n * // 30\n * ```\n *\n * @see {@link fromEvent}\n * @see {@link fromEventPattern}\n *\n * @param input A subscription object, a Promise, an Observable-like,\n * an Array, an iterable, or an array-like object to be converted.\n * @param scheduler An optional {@link SchedulerLike} on which to schedule the emission of values.\n * @return An Observable converted from {@link ObservableInput}.\n */\nexport function from<T>(input: ObservableInput<T>, scheduler?: SchedulerLike): Observable<T> {\n  return scheduler ? scheduled(input, scheduler) : innerFrom(input);\n}\n", "import { SchedulerLike, ValueFromArray } from '../types';\nimport { Observable } from '../Observable';\nimport { popScheduler } from '../util/args';\nimport { from } from './from';\n\n// Devs are more likely to pass null or undefined than they are a scheduler\n// without accompanying values. To make things easier for (naughty) devs who\n// use the `strictNullChecks: false` TypeScript compiler option, these\n// overloads with explicit null and undefined values are included.\n\nexport function of(value: null): Observable<null>;\nexport function of(value: undefined): Observable<undefined>;\n\n/** @deprecated The `scheduler` parameter will be removed in v8. Use `scheduled`. Details: https://rxjs.dev/deprecations/scheduler-argument */\nexport function of(scheduler: SchedulerLike): Observable<never>;\n/** @deprecated The `scheduler` parameter will be removed in v8. Use `scheduled`. Details: https://rxjs.dev/deprecations/scheduler-argument */\nexport function of<A extends readonly unknown[]>(...valuesAndScheduler: [...A, SchedulerLike]): Observable<ValueFromArray<A>>;\n\nexport function of(): Observable<never>;\n/** @deprecated Do not specify explicit type parameters. Signatures with type parameters that cannot be inferred will be removed in v8. */\nexport function of<T>(): Observable<T>;\nexport function of<T>(value: T): Observable<T>;\nexport function of<A extends readonly unknown[]>(...values: A): Observable<ValueFromArray<A>>;\n\n/**\n * Converts the arguments to an observable sequence.\n *\n * <span class=\"informal\">Each argument becomes a `next` notification.</span>\n *\n * ![](of.png)\n *\n * Unlike {@link from}, it does not do any flattening and emits each argument in whole\n * as a separate `next` notification.\n *\n * ## Examples\n *\n * Emit the values `10, 20, 30`\n *\n * ```ts\n * import { of } from 'rxjs';\n *\n * of(10, 20, 30)\n *   .subscribe({\n *     next: value => console.log('next:', value),\n *     error: err => console.log('error:', err),\n *     complete: () => console.log('the end'),\n *   });\n *\n * // Outputs\n * // next: 10\n * // next: 20\n * // next: 30\n * // the end\n * ```\n *\n * Emit the array `[1, 2, 3]`\n *\n * ```ts\n * import { of } from 'rxjs';\n *\n * of([1, 2, 3])\n *   .subscribe({\n *     next: value => console.log('next:', value),\n *     error: err => console.log('error:', err),\n *     complete: () => console.log('the end'),\n *   });\n *\n * // Outputs\n * // next: [1, 2, 3]\n * // the end\n * ```\n *\n * @see {@link from}\n * @see {@link range}\n *\n * @param args A comma separated list of arguments you want to be emitted.\n * @return An Observable that synchronously emits the arguments described\n * above and then immediately completes.\n */\nexport function of<T>(...args: Array<T | SchedulerLike>): Observable<T> {\n  const scheduler = popScheduler(args);\n  return from(args as T[], scheduler);\n}\n", "import { Observable } from '../Observable';\nimport { Subscriber } from '../Subscriber';\nimport { SchedulerLike } from '../types';\nimport { isFunction } from '../util/isFunction';\n\n/**\n * Creates an observable that will create an error instance and push it to the consumer as an error\n * immediately upon subscription.\n *\n * <span class=\"informal\">Just errors and does nothing else</span>\n *\n * ![](throw.png)\n *\n * This creation function is useful for creating an observable that will create an error and error every\n * time it is subscribed to. Generally, inside of most operators when you might want to return an errored\n * observable, this is unnecessary. In most cases, such as in the inner return of {@link concatMap},\n * {@link mergeMap}, {@link defer}, and many others, you can simply throw the error, and RxJS will pick\n * that up and notify the consumer of the error.\n *\n * ## Example\n *\n * Create a simple observable that will create a new error with a timestamp and log it\n * and the message every time you subscribe to it\n *\n * ```ts\n * import { throwError } from 'rxjs';\n *\n * let errorCount = 0;\n *\n * const errorWithTimestamp$ = throwError(() => {\n *   const error: any = new Error(`This is error number ${ ++errorCount }`);\n *   error.timestamp = Date.now();\n *   return error;\n * });\n *\n * errorWithTimestamp$.subscribe({\n *   error: err => console.log(err.timestamp, err.message)\n * });\n *\n * errorWithTimestamp$.subscribe({\n *   error: err => console.log(err.timestamp, err.message)\n * });\n *\n * // Logs the timestamp and a new error message for each subscription\n * ```\n *\n * ### Unnecessary usage\n *\n * Using `throwError` inside of an operator or creation function\n * with a callback, is usually not necessary\n *\n * ```ts\n * import { of, concatMap, timer, throwError } from 'rxjs';\n *\n * const delays$ = of(1000, 2000, Infinity, 3000);\n *\n * delays$.pipe(\n *   concatMap(ms => {\n *     if (ms < 10000) {\n *       return timer(ms);\n *     } else {\n *       // This is probably overkill.\n *       return throwError(() => new Error(`Invalid time ${ ms }`));\n *     }\n *   })\n * )\n * .subscribe({\n *   next: console.log,\n *   error: console.error\n * });\n * ```\n *\n * You can just throw the error instead\n *\n * ```ts\n * import { of, concatMap, timer } from 'rxjs';\n *\n * const delays$ = of(1000, 2000, Infinity, 3000);\n *\n * delays$.pipe(\n *   concatMap(ms => {\n *     if (ms < 10000) {\n *       return timer(ms);\n *     } else {\n *       // Cleaner and easier to read for most folks.\n *       throw new Error(`Invalid time ${ ms }`);\n *     }\n *   })\n * )\n * .subscribe({\n *   next: console.log,\n *   error: console.error\n * });\n * ```\n *\n * @param errorFactory A factory function that will create the error instance that is pushed.\n */\nexport function throwError(errorFactory: () => any): Observable<never>;\n\n/**\n * Returns an observable that will error with the specified error immediately upon subscription.\n *\n * @param error The error instance to emit\n * @deprecated Support for passing an error value will be removed in v8. Instead, pass a factory function to `throwError(() => new Error('test'))`. This is\n * because it will create the error at the moment it should be created and capture a more appropriate stack trace. If\n * for some reason you need to create the error ahead of time, you can still do that: `const err = new Error('test'); throwError(() => err);`.\n */\nexport function throwError(error: any): Observable<never>;\n\n/**\n * Notifies the consumer of an error using a given scheduler by scheduling it at delay `0` upon subscription.\n *\n * @param errorOrErrorFactory An error instance or error factory\n * @param scheduler A scheduler to use to schedule the error notification\n * @deprecated The `scheduler` parameter will be removed in v8.\n * Use `throwError` in combination with {@link observeOn}: `throwError(() => new Error('test')).pipe(observeOn(scheduler));`.\n * Details: https://rxjs.dev/deprecations/scheduler-argument\n */\nexport function throwError(errorOrErrorFactory: any, scheduler: SchedulerLike): Observable<never>;\n\nexport function throwError(errorOrErrorFactory: any, scheduler?: SchedulerLike): Observable<never> {\n  const errorFactory = isFunction(errorOrErrorFactory) ? errorOrErrorFactory : () => errorOrErrorFactory;\n  const init = (subscriber: Subscriber<never>) => subscriber.error(errorFactory());\n  return new Observable(scheduler ? (subscriber) => scheduler.schedule(init as any, 0, subscriber) : init);\n}\n", "import { createErrorClass } from './createErrorClass';\n\nexport interface EmptyError extends Error {}\n\nexport interface EmptyErrorCtor {\n  /**\n   * @deprecated Internal implementation detail. Do not construct error instances.\n   * Cannot be tagged as internal: https://github.com/ReactiveX/rxjs/issues/6269\n   */\n  new (): EmptyError;\n}\n\n/**\n * An error thrown when an Observable or a sequence was queried but has no\n * elements.\n *\n * @see {@link first}\n * @see {@link last}\n * @see {@link single}\n * @see {@link firstValueFrom}\n * @see {@link lastValueFrom}\n */\nexport const EmptyError: EmptyErrorCtor = createErrorClass(\n  (_super) =>\n    function EmptyErrorImpl(this: any) {\n      _super(this);\n      this.name = 'EmptyError';\n      this.message = 'no elements in sequence';\n    }\n);\n", "/**\n * Checks to see if a value is not only a `Date` object,\n * but a *valid* `Date` object that can be converted to a\n * number. For example, `new Date('blah')` is indeed an\n * `instanceof Date`, however it cannot be converted to a\n * number.\n */\nexport function isValidDate(value: any): value is Date {\n  return value instanceof Date && !isNaN(value as any);\n}\n", "import { OperatorFunction } from '../types';\nimport { operate } from '../util/lift';\nimport { createOperatorSubscriber } from './OperatorSubscriber';\n\nexport function map<T, R>(project: (value: T, index: number) => R): OperatorFunction<T, R>;\n/** @deprecated Use a closure instead of a `thisArg`. Signatures accepting a `thisArg` will be removed in v8. */\nexport function map<T, R, A>(project: (this: A, value: T, index: number) => R, thisArg: A): OperatorFunction<T, R>;\n\n/**\n * Applies a given `project` function to each value emitted by the source\n * Observable, and emits the resulting values as an Observable.\n *\n * <span class=\"informal\">Like [Array.prototype.map()](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Array/map),\n * it passes each source value through a transformation function to get\n * corresponding output values.</span>\n *\n * ![](map.png)\n *\n * Similar to the well known `Array.prototype.map` function, this operator\n * applies a projection to each value and emits that projection in the output\n * Observable.\n *\n * ## Example\n *\n * Map every click to the `clientX` position of that click\n *\n * ```ts\n * import { fromEvent, map } from 'rxjs';\n *\n * const clicks = fromEvent<PointerEvent>(document, 'click');\n * const positions = clicks.pipe(map(ev => ev.clientX));\n *\n * positions.subscribe(x => console.log(x));\n * ```\n *\n * @see {@link mapTo}\n * @see {@link pluck}\n *\n * @param project The function to apply to each `value` emitted by the source\n * Observable. The `index` parameter is the number `i` for the i-th emission\n * that has happened since the subscription, starting from the number `0`.\n * @param thisArg An optional argument to define what `this` is in the\n * `project` function.\n * @return A function that returns an Observable that emits the values from the\n * source Observable transformed by the given `project` function.\n */\nexport function map<T, R>(project: (value: T, index: number) => R, thisArg?: any): OperatorFunction<T, R> {\n  return operate((source, subscriber) => {\n    // The index of the value from the source. Used with projection.\n    let index = 0;\n    // Subscribe to the source, all errors and completions are sent along\n    // to the consumer.\n    source.subscribe(\n      createOperatorSubscriber(subscriber, (value: T) => {\n        // Call the projection function with the appropriate this context,\n        // and send the resulting value to the consumer.\n        subscriber.next(project.call(thisArg, value, index++));\n      })\n    );\n  });\n}\n", "import { OperatorFunction } from \"../types\";\nimport { map } from \"../operators/map\";\n\nconst { isArray } = Array;\n\nfunction callOrApply<T, R>(fn: ((...values: T[]) => R), args: T|T[]): R {\n    return isArray(args) ? fn(...args) : fn(args);\n}\n\n/**\n * Used in several -- mostly deprecated -- situations where we need to \n * apply a list of arguments or a single argument to a result selector.\n */\nexport function mapOneOrManyArgs<T, R>(fn: ((...values: T[]) => R)): OperatorFunction<T|T[], R> {\n    return map(args => callOrApply(fn, args))\n}", "const { isArray } = Array;\nconst { getPrototypeOf, prototype: objectProto, keys: getKeys } = Object;\n\n/**\n * Used in functions where either a list of arguments, a single array of arguments, or a\n * dictionary of arguments can be returned. Returns an object with an `args` property with\n * the arguments in an array, if it is a dictionary, it will also return the `keys` in another\n * property.\n */\nexport function argsArgArrayOrObject<T, O extends Record<string, T>>(args: T[] | [O] | [T[]]): { args: T[]; keys: string[] | null } {\n  if (args.length === 1) {\n    const first = args[0];\n    if (isArray(first)) {\n      return { args: first, keys: null };\n    }\n    if (isPOJO(first)) {\n      const keys = getKeys(first);\n      return {\n        args: keys.map((key) => first[key]),\n        keys,\n      };\n    }\n  }\n\n  return { args: args as T[], keys: null };\n}\n\nfunction isPOJO(obj: any): obj is object {\n  return obj && typeof obj === 'object' && getPrototypeOf(obj) === objectProto;\n}\n", "export function createObject(keys: string[], values: any[]) {\n  return keys.reduce((result, key, i) => ((result[key] = values[i]), result), {} as any);\n}\n", "import { Observable } from '../Observable';\nimport { ObservableInput, SchedulerLike, ObservedValueOf, ObservableInputTuple } from '../types';\nimport { argsArgArrayOrObject } from '../util/argsArgArrayOrObject';\nimport { Subscriber } from '../Subscriber';\nimport { from } from './from';\nimport { identity } from '../util/identity';\nimport { Subscription } from '../Subscription';\nimport { mapOneOrManyArgs } from '../util/mapOneOrManyArgs';\nimport { popResultSelector, popScheduler } from '../util/args';\nimport { createObject } from '../util/createObject';\nimport { createOperatorSubscriber } from '../operators/OperatorSubscriber';\nimport { AnyCatcher } from '../AnyCatcher';\nimport { executeSchedule } from '../util/executeSchedule';\n\n// combineLatest(any)\n// We put this first because we need to catch cases where the user has supplied\n// _exactly `any`_ as the argument. Since `any` literally matches _anything_,\n// we don't want it to randomly hit one of the other type signatures below,\n// as we have no idea at build-time what type we should be returning when given an any.\n\n/**\n * You have passed `any` here, we can't figure out if it is\n * an array or an object, so you're getting `unknown`. Use better types.\n * @param arg Something typed as `any`\n */\nexport function combineLatest<T extends AnyCatcher>(arg: T): Observable<unknown>;\n\n// combineLatest([a, b, c])\nexport function combineLatest(sources: []): Observable<never>;\nexport function combineLatest<A extends readonly unknown[]>(sources: readonly [...ObservableInputTuple<A>]): Observable<A>;\n/** @deprecated The `scheduler` parameter will be removed in v8. Use `scheduled` and `combineLatestAll`. Details: https://rxjs.dev/deprecations/scheduler-argument */\nexport function combineLatest<A extends readonly unknown[], R>(\n  sources: readonly [...ObservableInputTuple<A>],\n  resultSelector: (...values: A) => R,\n  scheduler: SchedulerLike\n): Observable<R>;\nexport function combineLatest<A extends readonly unknown[], R>(\n  sources: readonly [...ObservableInputTuple<A>],\n  resultSelector: (...values: A) => R\n): Observable<R>;\n/** @deprecated The `scheduler` parameter will be removed in v8. Use `scheduled` and `combineLatestAll`. Details: https://rxjs.dev/deprecations/scheduler-argument */\nexport function combineLatest<A extends readonly unknown[]>(\n  sources: readonly [...ObservableInputTuple<A>],\n  scheduler: SchedulerLike\n): Observable<A>;\n\n// combineLatest(a, b, c)\n/** @deprecated Pass an array of sources instead. The rest-parameters signature will be removed in v8. Details: https://rxjs.dev/deprecations/array-argument */\nexport function combineLatest<A extends readonly unknown[]>(...sources: [...ObservableInputTuple<A>]): Observable<A>;\n/** @deprecated The `scheduler` parameter will be removed in v8. Use `scheduled` and `combineLatestAll`. Details: https://rxjs.dev/deprecations/scheduler-argument */\nexport function combineLatest<A extends readonly unknown[], R>(\n  ...sourcesAndResultSelectorAndScheduler: [...ObservableInputTuple<A>, (...values: A) => R, SchedulerLike]\n): Observable<R>;\n/** @deprecated Pass an array of sources instead. The rest-parameters signature will be removed in v8. Details: https://rxjs.dev/deprecations/array-argument */\nexport function combineLatest<A extends readonly unknown[], R>(\n  ...sourcesAndResultSelector: [...ObservableInputTuple<A>, (...values: A) => R]\n): Observable<R>;\n/** @deprecated The `scheduler` parameter will be removed in v8. Use `scheduled` and `combineLatestAll`. Details: https://rxjs.dev/deprecations/scheduler-argument */\nexport function combineLatest<A extends readonly unknown[]>(\n  ...sourcesAndScheduler: [...ObservableInputTuple<A>, SchedulerLike]\n): Observable<A>;\n\n// combineLatest({a, b, c})\nexport function combineLatest(sourcesObject: { [K in any]: never }): Observable<never>;\nexport function combineLatest<T extends Record<string, ObservableInput<any>>>(\n  sourcesObject: T\n): Observable<{ [K in keyof T]: ObservedValueOf<T[K]> }>;\n\n/**\n * Combines multiple Observables to create an Observable whose values are\n * calculated from the latest values of each of its input Observables.\n *\n * <span class=\"informal\">Whenever any input Observable emits a value, it\n * computes a formula using the latest values from all the inputs, then emits\n * the output of that formula.</span>\n *\n * ![](combineLatest.png)\n *\n * `combineLatest` combines the values from all the Observables passed in the\n * observables array. This is done by subscribing to each Observable in order and,\n * whenever any Observable emits, collecting an array of the most recent\n * values from each Observable. So if you pass `n` Observables to this operator,\n * the returned Observable will always emit an array of `n` values, in an order\n * corresponding to the order of the passed Observables (the value from the first Observable\n * will be at index 0 of the array and so on).\n *\n * Static version of `combineLatest` accepts an array of Observables. Note that an array of\n * Observables is a good choice, if you don't know beforehand how many Observables\n * you will combine. Passing an empty array will result in an Observable that\n * completes immediately.\n *\n * To ensure the output array always has the same length, `combineLatest` will\n * actually wait for all input Observables to emit at least once,\n * before it starts emitting results. This means if some Observable emits\n * values before other Observables started emitting, all these values but the last\n * will be lost. On the other hand, if some Observable does not emit a value but\n * completes, resulting Observable will complete at the same moment without\n * emitting anything, since it will now be impossible to include a value from the\n * completed Observable in the resulting array. Also, if some input Observable does\n * not emit any value and never completes, `combineLatest` will also never emit\n * and never complete, since, again, it will wait for all streams to emit some\n * value.\n *\n * If at least one Observable was passed to `combineLatest` and all passed Observables\n * emitted something, the resulting Observable will complete when all combined\n * streams complete. So even if some Observable completes, the result of\n * `combineLatest` will still emit values when other Observables do. In case\n * of a completed Observable, its value from now on will always be the last\n * emitted value. On the other hand, if any Observable errors, `combineLatest`\n * will error immediately as well, and all other Observables will be unsubscribed.\n *\n * ## Examples\n *\n * Combine two timer Observables\n *\n * ```ts\n * import { timer, combineLatest } from 'rxjs';\n *\n * const firstTimer = timer(0, 1000); // emit 0, 1, 2... after every second, starting from now\n * const secondTimer = timer(500, 1000); // emit 0, 1, 2... after every second, starting 0,5s from now\n * const combinedTimers = combineLatest([firstTimer, secondTimer]);\n * combinedTimers.subscribe(value => console.log(value));\n * // Logs\n * // [0, 0] after 0.5s\n * // [1, 0] after 1s\n * // [1, 1] after 1.5s\n * // [2, 1] after 2s\n * ```\n *\n * Combine a dictionary of Observables\n *\n * ```ts\n * import { of, delay, startWith, combineLatest } from 'rxjs';\n *\n * const observables = {\n *   a: of(1).pipe(delay(1000), startWith(0)),\n *   b: of(5).pipe(delay(5000), startWith(0)),\n *   c: of(10).pipe(delay(10000), startWith(0))\n * };\n * const combined = combineLatest(observables);\n * combined.subscribe(value => console.log(value));\n * // Logs\n * // { a: 0, b: 0, c: 0 } immediately\n * // { a: 1, b: 0, c: 0 } after 1s\n * // { a: 1, b: 5, c: 0 } after 5s\n * // { a: 1, b: 5, c: 10 } after 10s\n * ```\n *\n * Combine an array of Observables\n *\n * ```ts\n * import { of, delay, startWith, combineLatest } from 'rxjs';\n *\n * const observables = [1, 5, 10].map(\n *   n => of(n).pipe(\n *     delay(n * 1000), // emit 0 and then emit n after n seconds\n *     startWith(0)\n *   )\n * );\n * const combined = combineLatest(observables);\n * combined.subscribe(value => console.log(value));\n * // Logs\n * // [0, 0, 0] immediately\n * // [1, 0, 0] after 1s\n * // [1, 5, 0] after 5s\n * // [1, 5, 10] after 10s\n * ```\n *\n * Use map operator to dynamically calculate the Body-Mass Index\n *\n * ```ts\n * import { of, combineLatest, map } from 'rxjs';\n *\n * const weight = of(70, 72, 76, 79, 75);\n * const height = of(1.76, 1.77, 1.78);\n * const bmi = combineLatest([weight, height]).pipe(\n *   map(([w, h]) => w / (h * h)),\n * );\n * bmi.subscribe(x => console.log('BMI is ' + x));\n *\n * // With output to console:\n * // BMI is 24.212293388429753\n * // BMI is 23.93948099205209\n * // BMI is 23.671253629592222\n * ```\n *\n * @see {@link combineLatestAll}\n * @see {@link merge}\n * @see {@link withLatestFrom}\n *\n * @param args Any number of `ObservableInput`s provided either as an array or as an object\n * to combine with each other. If the last parameter is the function, it will be used to project the\n * values from the combined latest values into a new value on the output Observable.\n * @return An Observable of projected values from the most recent values from each `ObservableInput`,\n * or an array of the most recent values from each `ObservableInput`.\n */\nexport function combineLatest<O extends ObservableInput<any>, R>(...args: any[]): Observable<R> | Observable<ObservedValueOf<O>[]> {\n  const scheduler = popScheduler(args);\n  const resultSelector = popResultSelector(args);\n\n  const { args: observables, keys } = argsArgArrayOrObject(args);\n\n  if (observables.length === 0) {\n    // If no observables are passed, or someone has passed an empty array\n    // of observables, or even an empty object POJO, we need to just\n    // complete (EMPTY), but we have to honor the scheduler provided if any.\n    return from([], scheduler as any);\n  }\n\n  const result = new Observable<ObservedValueOf<O>[]>(\n    combineLatestInit(\n      observables as ObservableInput<ObservedValueOf<O>>[],\n      scheduler,\n      keys\n        ? // A handler for scrubbing the array of args into a dictionary.\n          (values) => createObject(keys, values)\n        : // A passthrough to just return the array\n          identity\n    )\n  );\n\n  return resultSelector ? (result.pipe(mapOneOrManyArgs(resultSelector)) as Observable<R>) : result;\n}\n\nexport function combineLatestInit(\n  observables: ObservableInput<any>[],\n  scheduler?: SchedulerLike,\n  valueTransform: (values: any[]) => any = identity\n) {\n  return (subscriber: Subscriber<any>) => {\n    // The outer subscription. We're capturing this in a function\n    // because we may have to schedule it.\n    maybeSchedule(\n      scheduler,\n      () => {\n        const { length } = observables;\n        // A store for the values each observable has emitted so far. We match observable to value on index.\n        const values = new Array(length);\n        // The number of currently active subscriptions, as they complete, we decrement this number to see if\n        // we are all done combining values, so we can complete the result.\n        let active = length;\n        // The number of inner sources that still haven't emitted the first value\n        // We need to track this because all sources need to emit one value in order\n        // to start emitting values.\n        let remainingFirstValues = length;\n        // The loop to kick off subscription. We're keying everything on index `i` to relate the observables passed\n        // in to the slot in the output array or the key in the array of keys in the output dictionary.\n        for (let i = 0; i < length; i++) {\n          maybeSchedule(\n            scheduler,\n            () => {\n              const source = from(observables[i], scheduler as any);\n              let hasFirstValue = false;\n              source.subscribe(\n                createOperatorSubscriber(\n                  subscriber,\n                  (value) => {\n                    // When we get a value, record it in our set of values.\n                    values[i] = value;\n                    if (!hasFirstValue) {\n                      // If this is our first value, record that.\n                      hasFirstValue = true;\n                      remainingFirstValues--;\n                    }\n                    if (!remainingFirstValues) {\n                      // We're not waiting for any more\n                      // first values, so we can emit!\n                      subscriber.next(valueTransform(values.slice()));\n                    }\n                  },\n                  () => {\n                    if (!--active) {\n                      // We only complete the result if we have no more active\n                      // inner observables.\n                      subscriber.complete();\n                    }\n                  }\n                )\n              );\n            },\n            subscriber\n          );\n        }\n      },\n      subscriber\n    );\n  };\n}\n\n/**\n * A small utility to handle the couple of locations where we want to schedule if a scheduler was provided,\n * but we don't if there was no scheduler.\n */\nfunction maybeSchedule(scheduler: SchedulerLike | undefined, execute: () => void, subscription: Subscription) {\n  if (scheduler) {\n    executeSchedule(subscription, scheduler, execute);\n  } else {\n    execute();\n  }\n}\n", "import { Observable } from '../Observable';\nimport { innerFrom } from '../observable/innerFrom';\nimport { Subscriber } from '../Subscriber';\nimport { ObservableInput, SchedulerLike } from '../types';\nimport { executeSchedule } from '../util/executeSchedule';\nimport { createOperatorSubscriber } from './OperatorSubscriber';\n\n/**\n * A process embodying the general \"merge\" strategy. This is used in\n * `mergeMap` and `mergeScan` because the logic is otherwise nearly identical.\n * @param source The original source observable\n * @param subscriber The consumer subscriber\n * @param project The projection function to get our inner sources\n * @param concurrent The number of concurrent inner subscriptions\n * @param onBeforeNext Additional logic to apply before nexting to our consumer\n * @param expand If `true` this will perform an \"expand\" strategy, which differs only\n * in that it recurses, and the inner subscription must be schedule-able.\n * @param innerSubScheduler A scheduler to use to schedule inner subscriptions,\n * this is to support the expand strategy, mostly, and should be deprecated\n */\nexport function mergeInternals<T, R>(\n  source: Observable<T>,\n  subscriber: Subscriber<R>,\n  project: (value: T, index: number) => ObservableInput<R>,\n  concurrent: number,\n  onBeforeNext?: (innerValue: R) => void,\n  expand?: boolean,\n  innerSubScheduler?: SchedulerLike,\n  additionalFinalizer?: () => void\n) {\n  // Buffered values, in the event of going over our concurrency limit\n  const buffer: T[] = [];\n  // The number of active inner subscriptions.\n  let active = 0;\n  // An index to pass to our accumulator function\n  let index = 0;\n  // Whether or not the outer source has completed.\n  let isComplete = false;\n\n  /**\n   * Checks to see if we can complete our result or not.\n   */\n  const checkComplete = () => {\n    // If the outer has completed, and nothing is left in the buffer,\n    // and we don't have any active inner subscriptions, then we can\n    // Emit the state and complete.\n    if (isComplete && !buffer.length && !active) {\n      subscriber.complete();\n    }\n  };\n\n  // If we're under our concurrency limit, just start the inner subscription, otherwise buffer and wait.\n  const outerNext = (value: T) => (active < concurrent ? doInnerSub(value) : buffer.push(value));\n\n  const doInnerSub = (value: T) => {\n    // If we're expanding, we need to emit the outer values and the inner values\n    // as the inners will \"become outers\" in a way as they are recursively fed\n    // back to the projection mechanism.\n    expand && subscriber.next(value as any);\n\n    // Increment the number of active subscriptions so we can track it\n    // against our concurrency limit later.\n    active++;\n\n    // A flag used to show that the inner observable completed.\n    // This is checked during finalization to see if we should\n    // move to the next item in the buffer, if there is on.\n    let innerComplete = false;\n\n    // Start our inner subscription.\n    innerFrom(project(value, index++)).subscribe(\n      createOperatorSubscriber(\n        subscriber,\n        (innerValue) => {\n          // `mergeScan` has additional handling here. For example\n          // taking the inner value and updating state.\n          onBeforeNext?.(innerValue);\n\n          if (expand) {\n            // If we're expanding, then just recurse back to our outer\n            // handler. It will emit the value first thing.\n            outerNext(innerValue as any);\n          } else {\n            // Otherwise, emit the inner value.\n            subscriber.next(innerValue);\n          }\n        },\n        () => {\n          // Flag that we have completed, so we know to check the buffer\n          // during finalization.\n          innerComplete = true;\n        },\n        // Errors are passed to the destination.\n        undefined,\n        () => {\n          // During finalization, if the inner completed (it wasn't errored or\n          // cancelled), then we want to try the next item in the buffer if\n          // there is one.\n          if (innerComplete) {\n            // We have to wrap this in a try/catch because it happens during\n            // finalization, possibly asynchronously, and we want to pass\n            // any errors that happen (like in a projection function) to\n            // the outer Subscriber.\n            try {\n              // INNER SOURCE COMPLETE\n              // Decrement the active count to ensure that the next time\n              // we try to call `doInnerSub`, the number is accurate.\n              active--;\n              // If we have more values in the buffer, try to process those\n              // Note that this call will increment `active` ahead of the\n              // next conditional, if there were any more inner subscriptions\n              // to start.\n              while (buffer.length && active < concurrent) {\n                const bufferedValue = buffer.shift()!;\n                // Particularly for `expand`, we need to check to see if a scheduler was provided\n                // for when we want to start our inner subscription. Otherwise, we just start\n                // are next inner subscription.\n                if (innerSubScheduler) {\n                  executeSchedule(subscriber, innerSubScheduler, () => doInnerSub(bufferedValue));\n                } else {\n                  doInnerSub(bufferedValue);\n                }\n              }\n              // Check to see if we can complete, and complete if so.\n              checkComplete();\n            } catch (err) {\n              subscriber.error(err);\n            }\n          }\n        }\n      )\n    );\n  };\n\n  // Subscribe to our source observable.\n  source.subscribe(\n    createOperatorSubscriber(subscriber, outerNext, () => {\n      // Outer completed, make a note of it, and check to see if we can complete everything.\n      isComplete = true;\n      checkComplete();\n    })\n  );\n\n  // Additional finalization (for when the destination is torn down).\n  // Other finalization is added implicitly via subscription above.\n  return () => {\n    additionalFinalizer?.();\n  };\n}\n", "import { ObservableInput, OperatorFunction, ObservedValueOf } from '../types';\nimport { map } from './map';\nimport { innerFrom } from '../observable/innerFrom';\nimport { operate } from '../util/lift';\nimport { mergeInternals } from './mergeInternals';\nimport { isFunction } from '../util/isFunction';\n\n/* tslint:disable:max-line-length */\nexport function mergeMap<T, O extends ObservableInput<any>>(\n  project: (value: T, index: number) => O,\n  concurrent?: number\n): OperatorFunction<T, ObservedValueOf<O>>;\n/** @deprecated The `resultSelector` parameter will be removed in v8. Use an inner `map` instead. Details: https://rxjs.dev/deprecations/resultSelector */\nexport function mergeMap<T, O extends ObservableInput<any>>(\n  project: (value: T, index: number) => O,\n  resultSelector: undefined,\n  concurrent?: number\n): OperatorFunction<T, ObservedValueOf<O>>;\n/** @deprecated The `resultSelector` parameter will be removed in v8. Use an inner `map` instead. Details: https://rxjs.dev/deprecations/resultSelector */\nexport function mergeMap<T, R, O extends ObservableInput<any>>(\n  project: (value: T, index: number) => O,\n  resultSelector: (outerValue: T, innerValue: ObservedValueOf<O>, outerIndex: number, innerIndex: number) => R,\n  concurrent?: number\n): OperatorFunction<T, R>;\n/* tslint:enable:max-line-length */\n\n/**\n * Projects each source value to an Observable which is merged in the output\n * Observable.\n *\n * <span class=\"informal\">Maps each value to an Observable, then flattens all of\n * these inner Observables using {@link mergeAll}.</span>\n *\n * ![](mergeMap.png)\n *\n * Returns an Observable that emits items based on applying a function that you\n * supply to each item emitted by the source Observable, where that function\n * returns an Observable, and then merging those resulting Observables and\n * emitting the results of this merger.\n *\n * ## Example\n *\n * Map and flatten each letter to an Observable ticking every 1 second\n *\n * ```ts\n * import { of, mergeMap, interval, map } from 'rxjs';\n *\n * const letters = of('a', 'b', 'c');\n * const result = letters.pipe(\n *   mergeMap(x => interval(1000).pipe(map(i => x + i)))\n * );\n *\n * result.subscribe(x => console.log(x));\n *\n * // Results in the following:\n * // a0\n * // b0\n * // c0\n * // a1\n * // b1\n * // c1\n * // continues to list a, b, c every second with respective ascending integers\n * ```\n *\n * @see {@link concatMap}\n * @see {@link exhaustMap}\n * @see {@link merge}\n * @see {@link mergeAll}\n * @see {@link mergeMapTo}\n * @see {@link mergeScan}\n * @see {@link switchMap}\n *\n * @param project A function that, when applied to an item emitted by the source\n * Observable, returns an Observable.\n * @param concurrent Maximum number of `ObservableInput`s being subscribed to concurrently.\n * @return A function that returns an Observable that emits the result of\n * applying the projection function (and the optional deprecated\n * `resultSelector`) to each item emitted by the source Observable and merging\n * the results of the Observables obtained from this transformation.\n */\nexport function mergeMap<T, R, O extends ObservableInput<any>>(\n  project: (value: T, index: number) => O,\n  resultSelector?: ((outerValue: T, innerValue: ObservedValueOf<O>, outerIndex: number, innerIndex: number) => R) | number,\n  concurrent: number = Infinity\n): OperatorFunction<T, ObservedValueOf<O> | R> {\n  if (isFunction(resultSelector)) {\n    // DEPRECATED PATH\n    return mergeMap((a, i) => map((b: any, ii: number) => resultSelector(a, b, i, ii))(innerFrom(project(a, i))), concurrent);\n  } else if (typeof resultSelector === 'number') {\n    concurrent = resultSelector;\n  }\n\n  return operate((source, subscriber) => mergeInternals(source, subscriber, project, concurrent));\n}\n", "import { mergeMap } from './mergeMap';\nimport { identity } from '../util/identity';\nimport { OperatorFunction, ObservableInput, ObservedValueOf } from '../types';\n\n/**\n * Converts a higher-order Observable into a first-order Observable which\n * concurrently delivers all values that are emitted on the inner Observables.\n *\n * <span class=\"informal\">Flattens an Observable-of-Observables.</span>\n *\n * ![](mergeAll.png)\n *\n * `mergeAll` subscribes to an Observable that emits Observables, also known as\n * a higher-order Observable. Each time it observes one of these emitted inner\n * Observables, it subscribes to that and delivers all the values from the\n * inner Observable on the output Observable. The output Observable only\n * completes once all inner Observables have completed. Any error delivered by\n * a inner Observable will be immediately emitted on the output Observable.\n *\n * ## Examples\n *\n * Spawn a new interval Observable for each click event, and blend their outputs as one Observable\n *\n * ```ts\n * import { fromEvent, map, interval, mergeAll } from 'rxjs';\n *\n * const clicks = fromEvent(document, 'click');\n * const higherOrder = clicks.pipe(map(() => interval(1000)));\n * const firstOrder = higherOrder.pipe(mergeAll());\n *\n * firstOrder.subscribe(x => console.log(x));\n * ```\n *\n * Count from 0 to 9 every second for each click, but only allow 2 concurrent timers\n *\n * ```ts\n * import { fromEvent, map, interval, take, mergeAll } from 'rxjs';\n *\n * const clicks = fromEvent(document, 'click');\n * const higherOrder = clicks.pipe(\n *   map(() => interval(1000).pipe(take(10)))\n * );\n * const firstOrder = higherOrder.pipe(mergeAll(2));\n *\n * firstOrder.subscribe(x => console.log(x));\n * ```\n *\n * @see {@link combineLatestAll}\n * @see {@link concatAll}\n * @see {@link exhaustAll}\n * @see {@link merge}\n * @see {@link mergeMap}\n * @see {@link mergeMapTo}\n * @see {@link mergeScan}\n * @see {@link switchAll}\n * @see {@link switchMap}\n * @see {@link zipAll}\n *\n * @param concurrent Maximum number of inner Observables being subscribed to\n * concurrently.\n * @return A function that returns an Observable that emits values coming from\n * all the inner Observables emitted by the source Observable.\n */\nexport function mergeAll<O extends ObservableInput<any>>(concurrent: number = Infinity): OperatorFunction<O, ObservedValueOf<O>> {\n  return mergeMap(identity, concurrent);\n}\n", "import { mergeAll } from './mergeAll';\nimport { OperatorFunction, ObservableInput, ObservedValueOf } from '../types';\n\n/**\n * Converts a higher-order Observable into a first-order Observable by\n * concatenating the inner Observables in order.\n *\n * <span class=\"informal\">Flattens an Observable-of-Observables by putting one\n * inner Observable after the other.</span>\n *\n * ![](concatAll.svg)\n *\n * Joins every Observable emitted by the source (a higher-order Observable), in\n * a serial fashion. It subscribes to each inner Observable only after the\n * previous inner Observable has completed, and merges all of their values into\n * the returned observable.\n *\n * __Warning:__ If the source Observable emits Observables quickly and\n * endlessly, and the inner Observables it emits generally complete slower than\n * the source emits, you can run into memory issues as the incoming Observables\n * collect in an unbounded buffer.\n *\n * Note: `concatAll` is equivalent to `mergeAll` with concurrency parameter set\n * to `1`.\n *\n * ## Example\n *\n * For each click event, tick every second from 0 to 3, with no concurrency\n *\n * ```ts\n * import { fromEvent, map, interval, take, concatAll } from 'rxjs';\n *\n * const clicks = fromEvent(document, 'click');\n * const higherOrder = clicks.pipe(\n *   map(() => interval(1000).pipe(take(4)))\n * );\n * const firstOrder = higherOrder.pipe(concatAll());\n * firstOrder.subscribe(x => console.log(x));\n *\n * // Results in the following:\n * // (results are not concurrent)\n * // For every click on the \"document\" it will emit values 0 to 3 spaced\n * // on a 1000ms interval\n * // one click = 1000ms-> 0 -1000ms-> 1 -1000ms-> 2 -1000ms-> 3\n * ```\n *\n * @see {@link combineLatestAll}\n * @see {@link concat}\n * @see {@link concatMap}\n * @see {@link concatMapTo}\n * @see {@link exhaustAll}\n * @see {@link mergeAll}\n * @see {@link switchAll}\n * @see {@link switchMap}\n * @see {@link zipAll}\n *\n * @return A function that returns an Observable emitting values from all the\n * inner Observables concatenated.\n */\nexport function concatAll<O extends ObservableInput<any>>(): OperatorFunction<O, ObservedValueOf<O>> {\n  return mergeAll(1);\n}\n", "import { Observable } from '../Observable';\nimport { ObservableInputTuple, SchedulerLike } from '../types';\nimport { concatAll } from '../operators/concatAll';\nimport { popScheduler } from '../util/args';\nimport { from } from './from';\n\nexport function concat<T extends readonly unknown[]>(...inputs: [...ObservableInputTuple<T>]): Observable<T[number]>;\nexport function concat<T extends readonly unknown[]>(\n  ...inputsAndScheduler: [...ObservableInputTuple<T>, SchedulerLike]\n): Observable<T[number]>;\n\n/**\n * Creates an output Observable which sequentially emits all values from the first given\n * Observable and then moves on to the next.\n *\n * <span class=\"informal\">Concatenates multiple Observables together by\n * sequentially emitting their values, one Observable after the other.</span>\n *\n * ![](concat.png)\n *\n * `concat` joins multiple Observables together, by subscribing to them one at a time and\n * merging their results into the output Observable. You can pass either an array of\n * Observables, or put them directly as arguments. Passing an empty array will result\n * in Observable that completes immediately.\n *\n * `concat` will subscribe to first input Observable and emit all its values, without\n * changing or affecting them in any way. When that Observable completes, it will\n * subscribe to then next Observable passed and, again, emit its values. This will be\n * repeated, until the operator runs out of Observables. When last input Observable completes,\n * `concat` will complete as well. At any given moment only one Observable passed to operator\n * emits values. If you would like to emit values from passed Observables concurrently, check out\n * {@link merge} instead, especially with optional `concurrent` parameter. As a matter of fact,\n * `concat` is an equivalent of `merge` operator with `concurrent` parameter set to `1`.\n *\n * Note that if some input Observable never completes, `concat` will also never complete\n * and Observables following the one that did not complete will never be subscribed. On the other\n * hand, if some Observable simply completes immediately after it is subscribed, it will be\n * invisible for `concat`, which will just move on to the next Observable.\n *\n * If any Observable in chain errors, instead of passing control to the next Observable,\n * `concat` will error immediately as well. Observables that would be subscribed after\n * the one that emitted error, never will.\n *\n * If you pass to `concat` the same Observable many times, its stream of values\n * will be \"replayed\" on every subscription, which means you can repeat given Observable\n * as many times as you like. If passing the same Observable to `concat` 1000 times becomes tedious,\n * you can always use {@link repeat}.\n *\n * ## Examples\n *\n * Concatenate a timer counting from 0 to 3 with a synchronous sequence from 1 to 10\n *\n * ```ts\n * import { interval, take, range, concat } from 'rxjs';\n *\n * const timer = interval(1000).pipe(take(4));\n * const sequence = range(1, 10);\n * const result = concat(timer, sequence);\n * result.subscribe(x => console.log(x));\n *\n * // results in:\n * // 0 -1000ms-> 1 -1000ms-> 2 -1000ms-> 3 -immediate-> 1 ... 10\n * ```\n *\n * Concatenate 3 Observables\n *\n * ```ts\n * import { interval, take, concat } from 'rxjs';\n *\n * const timer1 = interval(1000).pipe(take(10));\n * const timer2 = interval(2000).pipe(take(6));\n * const timer3 = interval(500).pipe(take(10));\n *\n * const result = concat(timer1, timer2, timer3);\n * result.subscribe(x => console.log(x));\n *\n * // results in the following:\n * // (Prints to console sequentially)\n * // -1000ms-> 0 -1000ms-> 1 -1000ms-> ... 9\n * // -2000ms-> 0 -2000ms-> 1 -2000ms-> ... 5\n * // -500ms-> 0 -500ms-> 1 -500ms-> ... 9\n * ```\n *\n * Concatenate the same Observable to repeat it\n *\n * ```ts\n * import { interval, take, concat } from 'rxjs';\n *\n * const timer = interval(1000).pipe(take(2));\n *\n * concat(timer, timer) // concatenating the same Observable!\n *   .subscribe({\n *     next: value => console.log(value),\n *     complete: () => console.log('...and it is done!')\n *   });\n *\n * // Logs:\n * // 0 after 1s\n * // 1 after 2s\n * // 0 after 3s\n * // 1 after 4s\n * // '...and it is done!' also after 4s\n * ```\n *\n * @see {@link concatAll}\n * @see {@link concatMap}\n * @see {@link concatMapTo}\n * @see {@link startWith}\n * @see {@link endWith}\n *\n * @param args `ObservableInput`s to concatenate.\n */\nexport function concat(...args: any[]): Observable<unknown> {\n  return concatAll()(from(args, popScheduler(args)));\n}\n", "import { Observable } from '../Observable';\nimport { ObservedValueOf, ObservableInput } from '../types';\nimport { innerFrom } from './innerFrom';\n\n/**\n * Creates an Observable that, on subscribe, calls an Observable factory to\n * make an Observable for each new Observer.\n *\n * <span class=\"informal\">Creates the Observable lazily, that is, only when it\n * is subscribed.\n * </span>\n *\n * ![](defer.png)\n *\n * `defer` allows you to create an Observable only when the Observer\n * subscribes. It waits until an Observer subscribes to it, calls the given\n * factory function to get an Observable -- where a factory function typically\n * generates a new Observable -- and subscribes the Observer to this Observable.\n * In case the factory function returns a falsy value, then EMPTY is used as\n * Observable instead. Last but not least, an exception during the factory\n * function call is transferred to the Observer by calling `error`.\n *\n * ## Example\n *\n * Subscribe to either an Observable of clicks or an Observable of interval, at random\n *\n * ```ts\n * import { defer, fromEvent, interval } from 'rxjs';\n *\n * const clicksOrInterval = defer(() => {\n *   return Math.random() > 0.5\n *     ? fromEvent(document, 'click')\n *     : interval(1000);\n * });\n * clicksOrInterval.subscribe(x => console.log(x));\n *\n * // Results in the following behavior:\n * // If the result of Math.random() is greater than 0.5 it will listen\n * // for clicks anywhere on the \"document\"; when document is clicked it\n * // will log a MouseEvent object to the console. If the result is less\n * // than 0.5 it will emit ascending numbers, one every second(1000ms).\n * ```\n *\n * @see {@link Observable}\n *\n * @param observableFactory The Observable factory function to invoke for each\n * Observer that subscribes to the output Observable. May also return any\n * `ObservableInput`, which will be converted on the fly to an Observable.\n * @return An Observable whose Observers' subscriptions trigger an invocation of the\n * given Observable factory function.\n */\nexport function defer<R extends ObservableInput<any>>(observableFactory: () => R): Observable<ObservedValueOf<R>> {\n  return new Observable<ObservedValueOf<R>>((subscriber) => {\n    innerFrom(observableFactory()).subscribe(subscriber);\n  });\n}\n", "import { innerFrom } from '../observable/innerFrom';\nimport { Observable } from '../Observable';\nimport { mergeMap } from '../operators/mergeMap';\nimport { isArrayLike } from '../util/isArrayLike';\nimport { isFunction } from '../util/isFunction';\nimport { mapOneOrManyArgs } from '../util/mapOneOrManyArgs';\n\n// These constants are used to create handler registry functions using array mapping below.\nconst nodeEventEmitterMethods = ['addListener', 'removeListener'] as const;\nconst eventTargetMethods = ['addEventListener', 'removeEventListener'] as const;\nconst jqueryMethods = ['on', 'off'] as const;\n\nexport interface NodeStyleEventEmitter {\n  addListener(eventName: string | symbol, handler: NodeEventHandler): this;\n  removeListener(eventName: string | symbol, handler: NodeEventHandler): this;\n}\n\nexport type NodeEventHandler = (...args: any[]) => void;\n\n// For APIs that implement `addListener` and `removeListener` methods that may\n// not use the same arguments or return EventEmitter values\n// such as React Native\nexport interface NodeCompatibleEventEmitter {\n  addListener(eventName: string, handler: NodeEventHandler): void | {};\n  removeListener(eventName: string, handler: NodeEventHandler): void | {};\n}\n\n// Use handler types like those in @types/jquery. See:\n// https://github.com/DefinitelyTyped/DefinitelyTyped/blob/847731ba1d7fa6db6b911c0e43aa0afe596e7723/types/jquery/misc.d.ts#L6395\nexport interface JQueryStyleEventEmitter<TContext, T> {\n  on(eventName: string, handler: (this: TContext, t: T, ...args: any[]) => any): void;\n  off(eventName: string, handler: (this: TContext, t: T, ...args: any[]) => any): void;\n}\n\nexport interface EventListenerObject<E> {\n  handleEvent(evt: E): void;\n}\n\nexport interface HasEventTargetAddRemove<E> {\n  addEventListener(\n    type: string,\n    listener: ((evt: E) => void) | EventListenerObject<E> | null,\n    options?: boolean | AddEventListenerOptions\n  ): void;\n  removeEventListener(\n    type: string,\n    listener: ((evt: E) => void) | EventListenerObject<E> | null,\n    options?: EventListenerOptions | boolean\n  ): void;\n}\n\nexport interface EventListenerOptions {\n  capture?: boolean;\n  passive?: boolean;\n  once?: boolean;\n}\n\nexport interface AddEventListenerOptions extends EventListenerOptions {\n  once?: boolean;\n  passive?: boolean;\n}\n\nexport function fromEvent<T>(target: HasEventTargetAddRemove<T> | ArrayLike<HasEventTargetAddRemove<T>>, eventName: string): Observable<T>;\nexport function fromEvent<T, R>(\n  target: HasEventTargetAddRemove<T> | ArrayLike<HasEventTargetAddRemove<T>>,\n  eventName: string,\n  resultSelector: (event: T) => R\n): Observable<R>;\nexport function fromEvent<T>(\n  target: HasEventTargetAddRemove<T> | ArrayLike<HasEventTargetAddRemove<T>>,\n  eventName: string,\n  options: EventListenerOptions\n): Observable<T>;\nexport function fromEvent<T, R>(\n  target: HasEventTargetAddRemove<T> | ArrayLike<HasEventTargetAddRemove<T>>,\n  eventName: string,\n  options: EventListenerOptions,\n  resultSelector: (event: T) => R\n): Observable<R>;\n\nexport function fromEvent(target: NodeStyleEventEmitter | ArrayLike<NodeStyleEventEmitter>, eventName: string): Observable<unknown>;\n/** @deprecated Do not specify explicit type parameters. Signatures with type parameters that cannot be inferred will be removed in v8. */\nexport function fromEvent<T>(target: NodeStyleEventEmitter | ArrayLike<NodeStyleEventEmitter>, eventName: string): Observable<T>;\nexport function fromEvent<R>(\n  target: NodeStyleEventEmitter | ArrayLike<NodeStyleEventEmitter>,\n  eventName: string,\n  resultSelector: (...args: any[]) => R\n): Observable<R>;\n\nexport function fromEvent(\n  target: NodeCompatibleEventEmitter | ArrayLike<NodeCompatibleEventEmitter>,\n  eventName: string\n): Observable<unknown>;\n/** @deprecated Do not specify explicit type parameters. Signatures with type parameters that cannot be inferred will be removed in v8. */\nexport function fromEvent<T>(target: NodeCompatibleEventEmitter | ArrayLike<NodeCompatibleEventEmitter>, eventName: string): Observable<T>;\nexport function fromEvent<R>(\n  target: NodeCompatibleEventEmitter | ArrayLike<NodeCompatibleEventEmitter>,\n  eventName: string,\n  resultSelector: (...args: any[]) => R\n): Observable<R>;\n\nexport function fromEvent<T>(\n  target: JQueryStyleEventEmitter<any, T> | ArrayLike<JQueryStyleEventEmitter<any, T>>,\n  eventName: string\n): Observable<T>;\nexport function fromEvent<T, R>(\n  target: JQueryStyleEventEmitter<any, T> | ArrayLike<JQueryStyleEventEmitter<any, T>>,\n  eventName: string,\n  resultSelector: (value: T, ...args: any[]) => R\n): Observable<R>;\n\n/**\n * Creates an Observable that emits events of a specific type coming from the\n * given event target.\n *\n * <span class=\"informal\">Creates an Observable from DOM events, or Node.js\n * EventEmitter events or others.</span>\n *\n * ![](fromEvent.png)\n *\n * `fromEvent` accepts as a first argument event target, which is an object with methods\n * for registering event handler functions. As a second argument it takes string that indicates\n * type of event we want to listen for. `fromEvent` supports selected types of event targets,\n * which are described in detail below. If your event target does not match any of the ones listed,\n * you should use {@link fromEventPattern}, which can be used on arbitrary APIs.\n * When it comes to APIs supported by `fromEvent`, their methods for adding and removing event\n * handler functions have different names, but they all accept a string describing event type\n * and function itself, which will be called whenever said event happens.\n *\n * Every time resulting Observable is subscribed, event handler function will be registered\n * to event target on given event type. When that event fires, value\n * passed as a first argument to registered function will be emitted by output Observable.\n * When Observable is unsubscribed, function will be unregistered from event target.\n *\n * Note that if event target calls registered function with more than one argument, second\n * and following arguments will not appear in resulting stream. In order to get access to them,\n * you can pass to `fromEvent` optional project function, which will be called with all arguments\n * passed to event handler. Output Observable will then emit value returned by project function,\n * instead of the usual value.\n *\n * Remember that event targets listed below are checked via duck typing. It means that\n * no matter what kind of object you have and no matter what environment you work in,\n * you can safely use `fromEvent` on that object if it exposes described methods (provided\n * of course they behave as was described above). So for example if Node.js library exposes\n * event target which has the same method names as DOM EventTarget, `fromEvent` is still\n * a good choice.\n *\n * If the API you use is more callback then event handler oriented (subscribed\n * callback function fires only once and thus there is no need to manually\n * unregister it), you should use {@link bindCallback} or {@link bindNodeCallback}\n * instead.\n *\n * `fromEvent` supports following types of event targets:\n *\n * **DOM EventTarget**\n *\n * This is an object with `addEventListener` and `removeEventListener` methods.\n *\n * In the browser, `addEventListener` accepts - apart from event type string and event\n * handler function arguments - optional third parameter, which is either an object or boolean,\n * both used for additional configuration how and when passed function will be called. When\n * `fromEvent` is used with event target of that type, you can provide this values\n * as third parameter as well.\n *\n * **Node.js EventEmitter**\n *\n * An object with `addListener` and `removeListener` methods.\n *\n * **JQuery-style event target**\n *\n * An object with `on` and `off` methods\n *\n * **DOM NodeList**\n *\n * List of DOM Nodes, returned for example by `document.querySelectorAll` or `Node.childNodes`.\n *\n * Although this collection is not event target in itself, `fromEvent` will iterate over all Nodes\n * it contains and install event handler function in every of them. When returned Observable\n * is unsubscribed, function will be removed from all Nodes.\n *\n * **DOM HtmlCollection**\n *\n * Just as in case of NodeList it is a collection of DOM nodes. Here as well event handler function is\n * installed and removed in each of elements.\n *\n *\n * ## Examples\n *\n * Emit clicks happening on the DOM document\n *\n * ```ts\n * import { fromEvent } from 'rxjs';\n *\n * const clicks = fromEvent(document, 'click');\n * clicks.subscribe(x => console.log(x));\n *\n * // Results in:\n * // MouseEvent object logged to console every time a click\n * // occurs on the document.\n * ```\n *\n * Use `addEventListener` with capture option\n *\n * ```ts\n * import { fromEvent } from 'rxjs';\n *\n * const div = document.createElement('div');\n * div.style.cssText = 'width: 200px; height: 200px; background: #09c;';\n * document.body.appendChild(div);\n *\n * // note optional configuration parameter which will be passed to addEventListener\n * const clicksInDocument = fromEvent(document, 'click', { capture: true });\n * const clicksInDiv = fromEvent(div, 'click');\n *\n * clicksInDocument.subscribe(() => console.log('document'));\n * clicksInDiv.subscribe(() => console.log('div'));\n *\n * // By default events bubble UP in DOM tree, so normally\n * // when we would click on div in document\n * // \"div\" would be logged first and then \"document\".\n * // Since we specified optional `capture` option, document\n * // will catch event when it goes DOWN DOM tree, so console\n * // will log \"document\" and then \"div\".\n * ```\n *\n * @see {@link bindCallback}\n * @see {@link bindNodeCallback}\n * @see {@link fromEventPattern}\n *\n * @param target The DOM EventTarget, Node.js EventEmitter, JQuery-like event target,\n * NodeList or HTMLCollection to attach the event handler to.\n * @param eventName The event name of interest, being emitted by the `target`.\n * @param options Options to pass through to the underlying `addListener`,\n * `addEventListener` or `on` functions.\n * @param resultSelector A mapping function used to transform events. It takes the\n * arguments from the event handler and should return a single value.\n * @return An Observable emitting events registered through `target`'s\n * listener handlers.\n */\nexport function fromEvent<T>(\n  target: any,\n  eventName: string,\n  options?: EventListenerOptions | ((...args: any[]) => T),\n  resultSelector?: (...args: any[]) => T\n): Observable<T> {\n  if (isFunction(options)) {\n    resultSelector = options;\n    options = undefined;\n  }\n  if (resultSelector) {\n    return fromEvent<T>(target, eventName, options as EventListenerOptions).pipe(mapOneOrManyArgs(resultSelector));\n  }\n\n  // Figure out our add and remove methods. In order to do this,\n  // we are going to analyze the target in a preferred order, if\n  // the target matches a given signature, we take the two \"add\" and \"remove\"\n  // method names and apply them to a map to create opposite versions of the\n  // same function. This is because they all operate in duplicate pairs,\n  // `addListener(name, handler)`, `removeListener(name, handler)`, for example.\n  // The call only differs by method name, as to whether or not you're adding or removing.\n  const [add, remove] =\n    // If it is an EventTarget, we need to use a slightly different method than the other two patterns.\n    isEventTarget(target)\n      ? eventTargetMethods.map((methodName) => (handler: any) => target[methodName](eventName, handler, options as EventListenerOptions))\n      : // In all other cases, the call pattern is identical with the exception of the method names.\n      isNodeStyleEventEmitter(target)\n      ? nodeEventEmitterMethods.map(toCommonHandlerRegistry(target, eventName))\n      : isJQueryStyleEventEmitter(target)\n      ? jqueryMethods.map(toCommonHandlerRegistry(target, eventName))\n      : [];\n\n  // If add is falsy, it's because we didn't match a pattern above.\n  // Check to see if it is an ArrayLike, because if it is, we want to\n  // try to apply fromEvent to all of it's items. We do this check last,\n  // because there are may be some types that are both ArrayLike *and* implement\n  // event registry points, and we'd rather delegate to that when possible.\n  if (!add) {\n    if (isArrayLike(target)) {\n      return mergeMap((subTarget: any) => fromEvent(subTarget, eventName, options as EventListenerOptions))(\n        innerFrom(target)\n      ) as Observable<T>;\n    }\n  }\n\n  // If add is falsy and we made it here, it's because we didn't\n  // match any valid target objects above.\n  if (!add) {\n    throw new TypeError('Invalid event target');\n  }\n\n  return new Observable<T>((subscriber) => {\n    // The handler we are going to register. Forwards the event object, by itself, or\n    // an array of arguments to the event handler, if there is more than one argument,\n    // to the consumer.\n    const handler = (...args: any[]) => subscriber.next(1 < args.length ? args : args[0]);\n    // Do the work of adding the handler to the target.\n    add(handler);\n    // When we finalize, we want to remove the handler and free up memory.\n    return () => remove!(handler);\n  });\n}\n\n/**\n * Used to create `add` and `remove` functions to register and unregister event handlers\n * from a target in the most common handler pattern, where there are only two arguments.\n * (e.g.  `on(name, fn)`, `off(name, fn)`, `addListener(name, fn)`, or `removeListener(name, fn)`)\n * @param target The target we're calling methods on\n * @param eventName The event name for the event we're creating register or unregister functions for\n */\nfunction toCommonHandlerRegistry(target: any, eventName: string) {\n  return (methodName: string) => (handler: any) => target[methodName](eventName, handler);\n}\n\n/**\n * Checks to see if the target implements the required node-style EventEmitter methods\n * for adding and removing event handlers.\n * @param target the object to check\n */\nfunction isNodeStyleEventEmitter(target: any): target is NodeStyleEventEmitter {\n  return isFunction(target.addListener) && isFunction(target.removeListener);\n}\n\n/**\n * Checks to see if the target implements the required jQuery-style EventEmitter methods\n * for adding and removing event handlers.\n * @param target the object to check\n */\nfunction isJQueryStyleEventEmitter(target: any): target is JQueryStyleEventEmitter<any, any> {\n  return isFunction(target.on) && isFunction(target.off);\n}\n\n/**\n * Checks to see if the target implements the required EventTarget methods\n * for adding and removing event handlers.\n * @param target the object to check\n */\nfunction isEventTarget(target: any): target is HasEventTargetAddRemove<any> {\n  return isFunction(target.addEventListener) && isFunction(target.removeEventListener);\n}\n", "import { Observable } from '../Observable';\nimport { isFunction } from '../util/isFunction';\nimport { NodeEventHandler } from './fromEvent';\nimport { mapOneOrManyArgs } from '../util/mapOneOrManyArgs';\n\n/* tslint:disable:max-line-length */\nexport function fromEventPattern<T>(\n  addHandler: (handler: NodeEventHandler) => any,\n  removeHandler?: (handler: NodeEventHandler, signal?: any) => void\n): Observable<T>;\nexport function fromEventPattern<T>(\n  addHandler: (handler: NodeEventHandler) => any,\n  removeHandler?: (handler: NodeEventHandler, signal?: any) => void,\n  resultSelector?: (...args: any[]) => T\n): Observable<T>;\n/* tslint:enable:max-line-length */\n\n/**\n * Creates an Observable from an arbitrary API for registering event handlers.\n *\n * <span class=\"informal\">When that method for adding event handler was something {@link fromEvent}\n * was not prepared for.</span>\n *\n * ![](fromEventPattern.png)\n *\n * `fromEventPattern` allows you to convert into an Observable any API that supports registering handler functions\n * for events. It is similar to {@link fromEvent}, but far\n * more flexible. In fact, all use cases of {@link fromEvent} could be easily handled by\n * `fromEventPattern` (although in slightly more verbose way).\n *\n * This operator accepts as a first argument an `addHandler` function, which will be injected with\n * handler parameter. That handler is actually an event handler function that you now can pass\n * to API expecting it. `addHandler` will be called whenever Observable\n * returned by the operator is subscribed, so registering handler in API will not\n * necessarily happen when `fromEventPattern` is called.\n *\n * After registration, every time an event that we listen to happens,\n * Observable returned by `fromEventPattern` will emit value that event handler\n * function was called with. Note that if event handler was called with more\n * than one argument, second and following arguments will not appear in the Observable.\n *\n * If API you are using allows to unregister event handlers as well, you can pass to `fromEventPattern`\n * another function - `removeHandler` - as a second parameter. It will be injected\n * with the same handler function as before, which now you can use to unregister\n * it from the API. `removeHandler` will be called when consumer of resulting Observable\n * unsubscribes from it.\n *\n * In some APIs unregistering is actually handled differently. Method registering an event handler\n * returns some kind of token, which is later used to identify which function should\n * be unregistered or it itself has method that unregisters event handler.\n * If that is the case with your API, make sure token returned\n * by registering method is returned by `addHandler`. Then it will be passed\n * as a second argument to `removeHandler`, where you will be able to use it.\n *\n * If you need access to all event handler parameters (not only the first one),\n * or you need to transform them in any way, you can call `fromEventPattern` with optional\n * third parameter - project function which will accept all arguments passed to\n * event handler when it is called. Whatever is returned from project function will appear on\n * resulting stream instead of usual event handlers first argument. This means\n * that default project can be thought of as function that takes its first parameter\n * and ignores the rest.\n *\n * ## Examples\n *\n * Emits clicks happening on the DOM document\n *\n * ```ts\n * import { fromEventPattern } from 'rxjs';\n *\n * function addClickHandler(handler) {\n *   document.addEventListener('click', handler);\n * }\n *\n * function removeClickHandler(handler) {\n *   document.removeEventListener('click', handler);\n * }\n *\n * const clicks = fromEventPattern(\n *   addClickHandler,\n *   removeClickHandler\n * );\n * clicks.subscribe(x => console.log(x));\n *\n * // Whenever you click anywhere in the browser, DOM MouseEvent\n * // object will be logged.\n * ```\n *\n * Use with API that returns cancellation token\n *\n * ```ts\n * import { fromEventPattern } from 'rxjs';\n *\n * const token = someAPI.registerEventHandler(function() {});\n * someAPI.unregisterEventHandler(token); // this APIs cancellation method accepts\n *                                        // not handler itself, but special token.\n *\n * const someAPIObservable = fromEventPattern(\n *   function(handler) { return someAPI.registerEventHandler(handler); }, // Note that we return the token here...\n *   function(handler, token) { someAPI.unregisterEventHandler(token); }  // ...to then use it here.\n * );\n * ```\n *\n * Use with project function\n *\n * ```ts\n * import { fromEventPattern } from 'rxjs';\n *\n * someAPI.registerEventHandler((eventType, eventMessage) => {\n *   console.log(eventType, eventMessage); // Logs 'EVENT_TYPE' 'EVENT_MESSAGE' to console.\n * });\n *\n * const someAPIObservable = fromEventPattern(\n *   handler => someAPI.registerEventHandler(handler),\n *   handler => someAPI.unregisterEventHandler(handler)\n *   (eventType, eventMessage) => eventType + ' --- ' + eventMessage // without that function only 'EVENT_TYPE'\n * );                                                                // would be emitted by the Observable\n *\n * someAPIObservable.subscribe(value => console.log(value));\n *\n * // Logs:\n * // 'EVENT_TYPE --- EVENT_MESSAGE'\n * ```\n *\n * @see {@link fromEvent}\n * @see {@link bindCallback}\n * @see {@link bindNodeCallback}\n *\n * @param addHandler A function that takes a `handler` function as argument and attaches it\n * somehow to the actual source of events.\n * @param removeHandler A function that takes a `handler` function as an argument and removes\n * it from the event source. If `addHandler` returns some kind of token, `removeHandler` function\n * will have it as a second parameter.\n * @param resultSelector A function to transform results. It takes the arguments from the event\n * handler and should return a single value.\n * @return Observable which, when an event happens, emits first parameter passed to registered\n * event handler. Alternatively it emits whatever project function returns at that moment.\n */\nexport function fromEventPattern<T>(\n  addHandler: (handler: NodeEventHandler) => any,\n  removeHandler?: (handler: NodeEventHandler, signal?: any) => void,\n  resultSelector?: (...args: any[]) => T\n): Observable<T | T[]> {\n  if (resultSelector) {\n    return fromEventPattern<T>(addHandler, removeHandler).pipe(mapOneOrManyArgs(resultSelector));\n  }\n\n  return new Observable<T | T[]>((subscriber) => {\n    const handler = (...e: T[]) => subscriber.next(e.length === 1 ? e[0] : e);\n    const retValue = addHandler(handler);\n    return isFunction(removeHandler) ? () => removeHandler(handler, retValue) : undefined;\n  });\n}\n", "import { Observable } from '../Observable';\nimport { SchedulerLike } from '../types';\nimport { async as asyncScheduler } from '../scheduler/async';\nimport { isScheduler } from '../util/isScheduler';\nimport { isValidDate } from '../util/isDate';\n\n/**\n * Creates an observable that will wait for a specified time period, or exact date, before\n * emitting the number 0.\n *\n * <span class=\"informal\">Used to emit a notification after a delay.</span>\n *\n * This observable is useful for creating delays in code, or racing against other values\n * for ad-hoc timeouts.\n *\n * The `delay` is specified by default in milliseconds, however providing a custom scheduler could\n * create a different behavior.\n *\n * ## Examples\n *\n * Wait 3 seconds and start another observable\n *\n * You might want to use `timer` to delay subscription to an\n * observable by a set amount of time. Here we use a timer with\n * {@link concatMapTo} or {@link concatMap} in order to wait\n * a few seconds and start a subscription to a source.\n *\n * ```ts\n * import { of, timer, concatMap } from 'rxjs';\n *\n * // This could be any observable\n * const source = of(1, 2, 3);\n *\n * timer(3000)\n *   .pipe(concatMap(() => source))\n *   .subscribe(console.log);\n * ```\n *\n * Take all values until the start of the next minute\n *\n * Using a `Date` as the trigger for the first emission, you can\n * do things like wait until midnight to fire an event, or in this case,\n * wait until a new minute starts (chosen so the example wouldn't take\n * too long to run) in order to stop watching a stream. Leveraging\n * {@link takeUntil}.\n *\n * ```ts\n * import { interval, takeUntil, timer } from 'rxjs';\n *\n * // Build a Date object that marks the\n * // next minute.\n * const currentDate = new Date();\n * const startOfNextMinute = new Date(\n *   currentDate.getFullYear(),\n *   currentDate.getMonth(),\n *   currentDate.getDate(),\n *   currentDate.getHours(),\n *   currentDate.getMinutes() + 1\n * );\n *\n * // This could be any observable stream\n * const source = interval(1000);\n *\n * const result = source.pipe(\n *   takeUntil(timer(startOfNextMinute))\n * );\n *\n * result.subscribe(console.log);\n * ```\n *\n * ### Known Limitations\n *\n * - The {@link asyncScheduler} uses `setTimeout` which has limitations for how far in the future it can be scheduled.\n *\n * - If a `scheduler` is provided that returns a timestamp other than an epoch from `now()`, and\n * a `Date` object is passed to the `dueTime` argument, the calculation for when the first emission\n * should occur will be incorrect. In this case, it would be best to do your own calculations\n * ahead of time, and pass a `number` in as the `dueTime`.\n *\n * @param due If a `number`, the amount of time in milliseconds to wait before emitting.\n * If a `Date`, the exact time at which to emit.\n * @param scheduler The scheduler to use to schedule the delay. Defaults to {@link asyncScheduler}.\n */\nexport function timer(due: number | Date, scheduler?: SchedulerLike): Observable<0>;\n\n/**\n * Creates an observable that starts an interval after a specified delay, emitting incrementing numbers -- starting at `0` --\n * on each interval after words.\n *\n * The `delay` and `intervalDuration` are specified by default in milliseconds, however providing a custom scheduler could\n * create a different behavior.\n *\n * ## Example\n *\n * ### Start an interval that starts right away\n *\n * Since {@link interval} waits for the passed delay before starting,\n * sometimes that's not ideal. You may want to start an interval immediately.\n * `timer` works well for this. Here we have both side-by-side so you can\n * see them in comparison.\n *\n * Note that this observable will never complete.\n *\n * ```ts\n * import { timer, interval } from 'rxjs';\n *\n * timer(0, 1000).subscribe(n => console.log('timer', n));\n * interval(1000).subscribe(n => console.log('interval', n));\n * ```\n *\n * ### Known Limitations\n *\n * - The {@link asyncScheduler} uses `setTimeout` which has limitations for how far in the future it can be scheduled.\n *\n * - If a `scheduler` is provided that returns a timestamp other than an epoch from `now()`, and\n * a `Date` object is passed to the `dueTime` argument, the calculation for when the first emission\n * should occur will be incorrect. In this case, it would be best to do your own calculations\n * ahead of time, and pass a `number` in as the `startDue`.\n * @param startDue If a `number`, is the time to wait before starting the interval.\n * If a `Date`, is the exact time at which to start the interval.\n * @param intervalDuration The delay between each value emitted in the interval. Passing a\n * negative number here will result in immediate completion after the first value is emitted, as though\n * no `intervalDuration` was passed at all.\n * @param scheduler The scheduler to use to schedule the delay. Defaults to {@link asyncScheduler}.\n */\nexport function timer(startDue: number | Date, intervalDuration: number, scheduler?: SchedulerLike): Observable<number>;\n\n/**\n * @deprecated The signature allowing `undefined` to be passed for `intervalDuration` will be removed in v8. Use the `timer(dueTime, scheduler?)` signature instead.\n */\nexport function timer(dueTime: number | Date, unused: undefined, scheduler?: SchedulerLike): Observable<0>;\n\nexport function timer(\n  dueTime: number | Date = 0,\n  intervalOrScheduler?: number | SchedulerLike,\n  scheduler: SchedulerLike = asyncScheduler\n): Observable<number> {\n  // Since negative intervalDuration is treated as though no\n  // interval was specified at all, we start with a negative number.\n  let intervalDuration = -1;\n\n  if (intervalOrScheduler != null) {\n    // If we have a second argument, and it's a scheduler,\n    // override the scheduler we had defaulted. Otherwise,\n    // it must be an interval.\n    if (isScheduler(intervalOrScheduler)) {\n      scheduler = intervalOrScheduler;\n    } else {\n      // Note that this *could* be negative, in which case\n      // it's like not passing an intervalDuration at all.\n      intervalDuration = intervalOrScheduler;\n    }\n  }\n\n  return new Observable((subscriber) => {\n    // If a valid date is passed, calculate how long to wait before\n    // executing the first value... otherwise, if it's a number just schedule\n    // that many milliseconds (or scheduler-specified unit size) in the future.\n    let due = isValidDate(dueTime) ? +dueTime - scheduler!.now() : dueTime;\n\n    if (due < 0) {\n      // Ensure we don't schedule in the future.\n      due = 0;\n    }\n\n    // The incrementing value we emit.\n    let n = 0;\n\n    // Start the timer.\n    return scheduler.schedule(function () {\n      if (!subscriber.closed) {\n        // Emit the next value and increment.\n        subscriber.next(n++);\n\n        if (0 <= intervalDuration) {\n          // If we have a interval after the initial timer,\n          // reschedule with the period.\n          this.schedule(undefined, intervalDuration);\n        } else {\n          // We didn't have an interval. So just complete.\n          subscriber.complete();\n        }\n      }\n    }, due);\n  });\n}\n", "import { Observable } from '../Observable';\nimport { ObservableInput, ObservableInputTuple, SchedulerLike } from '../types';\nimport { mergeAll } from '../operators/mergeAll';\nimport { innerFrom } from './innerFrom';\nimport { EMPTY } from './empty';\nimport { popNumber, popScheduler } from '../util/args';\nimport { from } from './from';\n\nexport function merge<A extends readonly unknown[]>(...sources: [...ObservableInputTuple<A>]): Observable<A[number]>;\nexport function merge<A extends readonly unknown[]>(...sourcesAndConcurrency: [...ObservableInputTuple<A>, number?]): Observable<A[number]>;\n/** @deprecated The `scheduler` parameter will be removed in v8. Use `scheduled` and `mergeAll`. Details: https://rxjs.dev/deprecations/scheduler-argument */\nexport function merge<A extends readonly unknown[]>(\n  ...sourcesAndScheduler: [...ObservableInputTuple<A>, SchedulerLike?]\n): Observable<A[number]>;\n/** @deprecated The `scheduler` parameter will be removed in v8. Use `scheduled` and `mergeAll`. Details: https://rxjs.dev/deprecations/scheduler-argument */\nexport function merge<A extends readonly unknown[]>(\n  ...sourcesAndConcurrencyAndScheduler: [...ObservableInputTuple<A>, number?, SchedulerLike?]\n): Observable<A[number]>;\n\n/**\n * Creates an output Observable which concurrently emits all values from every\n * given input Observable.\n *\n * <span class=\"informal\">Flattens multiple Observables together by blending\n * their values into one Observable.</span>\n *\n * ![](merge.png)\n *\n * `merge` subscribes to each given input Observable (as arguments), and simply\n * forwards (without doing any transformation) all the values from all the input\n * Observables to the output Observable. The output Observable only completes\n * once all input Observables have completed. Any error delivered by an input\n * Observable will be immediately emitted on the output Observable.\n *\n * ## Examples\n *\n * Merge together two Observables: 1s interval and clicks\n *\n * ```ts\n * import { merge, fromEvent, interval } from 'rxjs';\n *\n * const clicks = fromEvent(document, 'click');\n * const timer = interval(1000);\n * const clicksOrTimer = merge(clicks, timer);\n * clicksOrTimer.subscribe(x => console.log(x));\n *\n * // Results in the following:\n * // timer will emit ascending values, one every second(1000ms) to console\n * // clicks logs MouseEvents to console every time the \"document\" is clicked\n * // Since the two streams are merged you see these happening\n * // as they occur.\n * ```\n *\n * Merge together 3 Observables, but run only 2 concurrently\n *\n * ```ts\n * import { interval, take, merge } from 'rxjs';\n *\n * const timer1 = interval(1000).pipe(take(10));\n * const timer2 = interval(2000).pipe(take(6));\n * const timer3 = interval(500).pipe(take(10));\n *\n * const concurrent = 2; // the argument\n * const merged = merge(timer1, timer2, timer3, concurrent);\n * merged.subscribe(x => console.log(x));\n *\n * // Results in the following:\n * // - First timer1 and timer2 will run concurrently\n * // - timer1 will emit a value every 1000ms for 10 iterations\n * // - timer2 will emit a value every 2000ms for 6 iterations\n * // - after timer1 hits its max iteration, timer2 will\n * //   continue, and timer3 will start to run concurrently with timer2\n * // - when timer2 hits its max iteration it terminates, and\n * //   timer3 will continue to emit a value every 500ms until it is complete\n * ```\n *\n * @see {@link mergeAll}\n * @see {@link mergeMap}\n * @see {@link mergeMapTo}\n * @see {@link mergeScan}\n *\n * @param args `ObservableInput`s to merge together. If the last parameter\n * is of type number, `merge` will use it to limit number of concurrently\n * subscribed `ObservableInput`s. If the last parameter is {@link SchedulerLike},\n * it will be used for scheduling the emission of values.\n * @return An Observable that emits items that are the result of every input Observable.\n */\nexport function merge(...args: (ObservableInput<unknown> | number | SchedulerLike)[]): Observable<unknown> {\n  const scheduler = popScheduler(args);\n  const concurrent = popNumber(args, Infinity);\n  const sources = args as ObservableInput<unknown>[];\n  return !sources.length\n    ? // No source provided\n      EMPTY\n    : sources.length === 1\n    ? // One source? Just return it.\n      innerFrom(sources[0])\n    : // Merge all sources\n      mergeAll(concurrent)(from(sources, scheduler));\n}\n", "import { Observable } from '../Observable';\nimport { noop } from '../util/noop';\n\n/**\n * An Observable that emits no items to the Observer and never completes.\n *\n * ![](never.png)\n *\n * A simple Observable that emits neither values nor errors nor the completion\n * notification. It can be used for testing purposes or for composing with other\n * Observables. Please note that by never emitting a complete notification, this\n * Observable keeps the subscription from being disposed automatically.\n * Subscriptions need to be manually disposed.\n *\n * ##  Example\n *\n * Emit the number 7, then never emit anything else (not even complete)\n *\n * ```ts\n * import { NEVER, startWith } from 'rxjs';\n *\n * const info = () => console.log('Will not be called');\n *\n * const result = NEVER.pipe(startWith(7));\n * result.subscribe({\n *   next: x => console.log(x),\n *   error: info,\n *   complete: info\n * });\n * ```\n *\n * @see {@link Observable}\n * @see {@link EMPTY}\n * @see {@link of}\n * @see {@link throwError}\n */\nexport const NEVER = new Observable<never>(noop);\n\n/**\n * @deprecated Replaced with the {@link NEVER} constant. Will be removed in v8.\n */\nexport function never() {\n  return NEVER;\n}\n", "const { isArray } = Array;\n\n/**\n * Used in operators and functions that accept either a list of arguments, or an array of arguments\n * as a single argument.\n */\nexport function argsOrArgArray<T>(args: (T | T[])[]): T[] {\n  return args.length === 1 && isArray(args[0]) ? args[0] : (args as T[]);\n}\n", "import { OperatorFunction, MonoTypeOperatorFunction, TruthyTypesOf } from '../types';\nimport { operate } from '../util/lift';\nimport { createOperatorSubscriber } from './OperatorSubscriber';\n\n/** @deprecated Use a closure instead of a `thisArg`. Signatures accepting a `thisArg` will be removed in v8. */\nexport function filter<T, S extends T, A>(predicate: (this: A, value: T, index: number) => value is S, thisArg: A): OperatorFunction<T, S>;\nexport function filter<T, S extends T>(predicate: (value: T, index: number) => value is S): OperatorFunction<T, S>;\nexport function filter<T>(predicate: BooleanConstructor): OperatorFunction<T, TruthyTypesOf<T>>;\n/** @deprecated Use a closure instead of a `thisArg`. Signatures accepting a `thisArg` will be removed in v8. */\nexport function filter<T, A>(predicate: (this: A, value: T, index: number) => boolean, thisArg: A): MonoTypeOperatorFunction<T>;\nexport function filter<T>(predicate: (value: T, index: number) => boolean): MonoTypeOperatorFunction<T>;\n\n/**\n * Filter items emitted by the source Observable by only emitting those that\n * satisfy a specified predicate.\n *\n * <span class=\"informal\">Like\n * [Array.prototype.filter()](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Array/filter),\n * it only emits a value from the source if it passes a criterion function.</span>\n *\n * ![](filter.png)\n *\n * Similar to the well-known `Array.prototype.filter` method, this operator\n * takes values from the source Observable, passes them through a `predicate`\n * function and only emits those values that yielded `true`.\n *\n * ## Example\n *\n * Emit only click events whose target was a DIV element\n *\n * ```ts\n * import { fromEvent, filter } from 'rxjs';\n *\n * const div = document.createElement('div');\n * div.style.cssText = 'width: 200px; height: 200px; background: #09c;';\n * document.body.appendChild(div);\n *\n * const clicks = fromEvent(document, 'click');\n * const clicksOnDivs = clicks.pipe(filter(ev => (<HTMLElement>ev.target).tagName === 'DIV'));\n * clicksOnDivs.subscribe(x => console.log(x));\n * ```\n *\n * @see {@link distinct}\n * @see {@link distinctUntilChanged}\n * @see {@link distinctUntilKeyChanged}\n * @see {@link ignoreElements}\n * @see {@link partition}\n * @see {@link skip}\n *\n * @param predicate A function that\n * evaluates each value emitted by the source Observable. If it returns `true`,\n * the value is emitted, if `false` the value is not passed to the output\n * Observable. The `index` parameter is the number `i` for the i-th source\n * emission that has happened since the subscription, starting from the number\n * `0`.\n * @param thisArg An optional argument to determine the value of `this`\n * in the `predicate` function.\n * @return A function that returns an Observable that emits items from the\n * source Observable that satisfy the specified `predicate`.\n */\nexport function filter<T>(predicate: (value: T, index: number) => boolean, thisArg?: any): MonoTypeOperatorFunction<T> {\n  return operate((source, subscriber) => {\n    // An index passed to our predicate function on each call.\n    let index = 0;\n\n    // Subscribe to the source, all errors and completions are\n    // forwarded to the consumer.\n    source.subscribe(\n      // Call the predicate with the appropriate `this` context,\n      // if the predicate returns `true`, then send the value\n      // to the consumer.\n      createOperatorSubscriber(subscriber, (value) => predicate.call(thisArg, value, index++) && subscriber.next(value))\n    );\n  });\n}\n", "import { Observable } from '../Observable';\nimport { ObservableInputTuple } from '../types';\nimport { innerFrom } from './innerFrom';\nimport { argsOrArgArray } from '../util/argsOrArgArray';\nimport { EMPTY } from './empty';\nimport { createOperatorSubscriber } from '../operators/OperatorSubscriber';\nimport { popResultSelector } from '../util/args';\n\nexport function zip<A extends readonly unknown[]>(sources: [...ObservableInputTuple<A>]): Observable<A>;\nexport function zip<A extends readonly unknown[], R>(\n  sources: [...ObservableInputTuple<A>],\n  resultSelector: (...values: A) => R\n): Observable<R>;\nexport function zip<A extends readonly unknown[]>(...sources: [...ObservableInputTuple<A>]): Observable<A>;\nexport function zip<A extends readonly unknown[], R>(\n  ...sourcesAndResultSelector: [...ObservableInputTuple<A>, (...values: A) => R]\n): Observable<R>;\n\n/**\n * Combines multiple Observables to create an Observable whose values are calculated from the values, in order, of each\n * of its input Observables.\n *\n * If the last parameter is a function, this function is used to compute the created value from the input values.\n * Otherwise, an array of the input values is returned.\n *\n * ## Example\n *\n * Combine age and name from different sources\n *\n * ```ts\n * import { of, zip, map } from 'rxjs';\n *\n * const age$ = of(27, 25, 29);\n * const name$ = of('Foo', 'Bar', 'Beer');\n * const isDev$ = of(true, true, false);\n *\n * zip(age$, name$, isDev$).pipe(\n *   map(([age, name, isDev]) => ({ age, name, isDev }))\n * )\n * .subscribe(x => console.log(x));\n *\n * // Outputs\n * // { age: 27, name: 'Foo', isDev: true }\n * // { age: 25, name: 'Bar', isDev: true }\n * // { age: 29, name: 'Beer', isDev: false }\n * ```\n *\n * @param args Any number of `ObservableInput`s provided either as an array or as an object\n * to combine with each other.\n * @return An Observable of array values of the values emitted at the same index from each\n * individual `ObservableInput`.\n */\nexport function zip(...args: unknown[]): Observable<unknown> {\n  const resultSelector = popResultSelector(args);\n\n  const sources = argsOrArgArray(args) as Observable<unknown>[];\n\n  return sources.length\n    ? new Observable<unknown[]>((subscriber) => {\n        // A collection of buffers of values from each source.\n        // Keyed by the same index with which the sources were passed in.\n        let buffers: unknown[][] = sources.map(() => []);\n\n        // An array of flags of whether or not the sources have completed.\n        // This is used to check to see if we should complete the result.\n        // Keyed by the same index with which the sources were passed in.\n        let completed = sources.map(() => false);\n\n        // When everything is done, release the arrays above.\n        subscriber.add(() => {\n          buffers = completed = null!;\n        });\n\n        // Loop over our sources and subscribe to each one. The index `i` is\n        // especially important here, because we use it in closures below to\n        // access the related buffers and completion properties\n        for (let sourceIndex = 0; !subscriber.closed && sourceIndex < sources.length; sourceIndex++) {\n          innerFrom(sources[sourceIndex]).subscribe(\n            createOperatorSubscriber(\n              subscriber,\n              (value) => {\n                buffers[sourceIndex].push(value);\n                // if every buffer has at least one value in it, then we\n                // can shift out the oldest value from each buffer and emit\n                // them as an array.\n                if (buffers.every((buffer) => buffer.length)) {\n                  const result: any = buffers.map((buffer) => buffer.shift()!);\n                  // Emit the array. If theres' a result selector, use that.\n                  subscriber.next(resultSelector ? resultSelector(...result) : result);\n                  // If any one of the sources is both complete and has an empty buffer\n                  // then we complete the result. This is because we cannot possibly have\n                  // any more values to zip together.\n                  if (buffers.some((buffer, i) => !buffer.length && completed[i])) {\n                    subscriber.complete();\n                  }\n                }\n              },\n              () => {\n                // This source completed. Mark it as complete so we can check it later\n                // if we have to.\n                completed[sourceIndex] = true;\n                // But, if this complete source has nothing in its buffer, then we\n                // can complete the result, because we can't possibly have any more\n                // values from this to zip together with the other values.\n                !buffers[sourceIndex].length && subscriber.complete();\n              }\n            )\n          );\n        }\n\n        // When everything is done, release the arrays above.\n        return () => {\n          buffers = completed = null!;\n        };\n      })\n    : EMPTY;\n}\n", "import { Subscriber } from '../Subscriber';\nimport { MonoTypeOperatorFunction, ObservableInput } from '../types';\n\nimport { operate } from '../util/lift';\nimport { innerFrom } from '../observable/innerFrom';\nimport { createOperatorSubscriber } from './OperatorSubscriber';\n\n/**\n * Ignores source values for a duration determined by another Observable, then\n * emits the most recent value from the source Observable, then repeats this\n * process.\n *\n * <span class=\"informal\">It's like {@link auditTime}, but the silencing\n * duration is determined by a second Observable.</span>\n *\n * ![](audit.svg)\n *\n * `audit` is similar to `throttle`, but emits the last value from the silenced\n * time window, instead of the first value. `audit` emits the most recent value\n * from the source Observable on the output Observable as soon as its internal\n * timer becomes disabled, and ignores source values while the timer is enabled.\n * Initially, the timer is disabled. As soon as the first source value arrives,\n * the timer is enabled by calling the `durationSelector` function with the\n * source value, which returns the \"duration\" Observable. When the duration\n * Observable emits a value, the timer is disabled, then the most\n * recent source value is emitted on the output Observable, and this process\n * repeats for the next source value.\n *\n * ## Example\n *\n * Emit clicks at a rate of at most one click per second\n *\n * ```ts\n * import { fromEvent, audit, interval } from 'rxjs';\n *\n * const clicks = fromEvent(document, 'click');\n * const result = clicks.pipe(audit(ev => interval(1000)));\n * result.subscribe(x => console.log(x));\n * ```\n *\n * @see {@link auditTime}\n * @see {@link debounce}\n * @see {@link delayWhen}\n * @see {@link sample}\n * @see {@link throttle}\n *\n * @param durationSelector A function\n * that receives a value from the source Observable, for computing the silencing\n * duration, returned as an Observable or a Promise.\n * @return A function that returns an Observable that performs rate-limiting of\n * emissions from the source Observable.\n */\nexport function audit<T>(durationSelector: (value: T) => ObservableInput<any>): MonoTypeOperatorFunction<T> {\n  return operate((source, subscriber) => {\n    let hasValue = false;\n    let lastValue: T | null = null;\n    let durationSubscriber: Subscriber<any> | null = null;\n    let isComplete = false;\n\n    const endDuration = () => {\n      durationSubscriber?.unsubscribe();\n      durationSubscriber = null;\n      if (hasValue) {\n        hasValue = false;\n        const value = lastValue!;\n        lastValue = null;\n        subscriber.next(value);\n      }\n      isComplete && subscriber.complete();\n    };\n\n    const cleanupDuration = () => {\n      durationSubscriber = null;\n      isComplete && subscriber.complete();\n    };\n\n    source.subscribe(\n      createOperatorSubscriber(\n        subscriber,\n        (value) => {\n          hasValue = true;\n          lastValue = value;\n          if (!durationSubscriber) {\n            innerFrom(durationSelector(value)).subscribe(\n              (durationSubscriber = createOperatorSubscriber(subscriber, endDuration, cleanupDuration))\n            );\n          }\n        },\n        () => {\n          isComplete = true;\n          (!hasValue || !durationSubscriber || durationSubscriber.closed) && subscriber.complete();\n        }\n      )\n    );\n  });\n}\n", "import { asyncScheduler } from '../scheduler/async';\nimport { audit } from './audit';\nimport { timer } from '../observable/timer';\nimport { MonoTypeOperatorFunction, SchedulerLike } from '../types';\n\n/**\n * Ignores source values for `duration` milliseconds, then emits the most recent\n * value from the source Observable, then repeats this process.\n *\n * <span class=\"informal\">When it sees a source value, it ignores that plus\n * the next ones for `duration` milliseconds, and then it emits the most recent\n * value from the source.</span>\n *\n * ![](auditTime.png)\n *\n * `auditTime` is similar to `throttleTime`, but emits the last value from the\n * silenced time window, instead of the first value. `auditTime` emits the most\n * recent value from the source Observable on the output Observable as soon as\n * its internal timer becomes disabled, and ignores source values while the\n * timer is enabled. Initially, the timer is disabled. As soon as the first\n * source value arrives, the timer is enabled. After `duration` milliseconds (or\n * the time unit determined internally by the optional `scheduler`) has passed,\n * the timer is disabled, then the most recent source value is emitted on the\n * output Observable, and this process repeats for the next source value.\n * Optionally takes a {@link SchedulerLike} for managing timers.\n *\n * ## Example\n *\n * Emit clicks at a rate of at most one click per second\n *\n * ```ts\n * import { fromEvent, auditTime } from 'rxjs';\n *\n * const clicks = fromEvent(document, 'click');\n * const result = clicks.pipe(auditTime(1000));\n * result.subscribe(x => console.log(x));\n * ```\n *\n * @see {@link audit}\n * @see {@link debounceTime}\n * @see {@link delay}\n * @see {@link sampleTime}\n * @see {@link throttleTime}\n *\n * @param duration Time to wait before emitting the most recent source value,\n * measured in milliseconds or the time unit determined internally by the\n * optional `scheduler`.\n * @param scheduler The {@link SchedulerLike} to use for managing the timers\n * that handle the rate-limiting behavior.\n * @return A function that returns an Observable that performs rate-limiting of\n * emissions from the source Observable.\n */\nexport function auditTime<T>(duration: number, scheduler: SchedulerLike = asyncScheduler): MonoTypeOperatorFunction<T> {\n  return audit(() => timer(duration, scheduler));\n}\n", "import { OperatorFunction } from '../types';\nimport { operate } from '../util/lift';\nimport { createOperatorSubscriber } from './OperatorSubscriber';\nimport { arrRemove } from '../util/arrRemove';\n\n/**\n * Buffers the source Observable values until the size hits the maximum\n * `bufferSize` given.\n *\n * <span class=\"informal\">Collects values from the past as an array, and emits\n * that array only when its size reaches `bufferSize`.</span>\n *\n * ![](bufferCount.png)\n *\n * Buffers a number of values from the source Observable by `bufferSize` then\n * emits the buffer and clears it, and starts a new buffer each\n * `startBufferEvery` values. If `startBufferEvery` is not provided or is\n * `null`, then new buffers are started immediately at the start of the source\n * and when each buffer closes and is emitted.\n *\n * ## Examples\n *\n * Emit the last two click events as an array\n *\n * ```ts\n * import { fromEvent, bufferCount } from 'rxjs';\n *\n * const clicks = fromEvent(document, 'click');\n * const buffered = clicks.pipe(bufferCount(2));\n * buffered.subscribe(x => console.log(x));\n * ```\n *\n * On every click, emit the last two click events as an array\n *\n * ```ts\n * import { fromEvent, bufferCount } from 'rxjs';\n *\n * const clicks = fromEvent(document, 'click');\n * const buffered = clicks.pipe(bufferCount(2, 1));\n * buffered.subscribe(x => console.log(x));\n * ```\n *\n * @see {@link buffer}\n * @see {@link bufferTime}\n * @see {@link bufferToggle}\n * @see {@link bufferWhen}\n * @see {@link pairwise}\n * @see {@link windowCount}\n *\n * @param bufferSize The maximum size of the buffer emitted.\n * @param startBufferEvery Interval at which to start a new buffer.\n * For example if `startBufferEvery` is `2`, then a new buffer will be started\n * on every other value from the source. A new buffer is started at the\n * beginning of the source by default.\n * @return A function that returns an Observable of arrays of buffered values.\n */\nexport function bufferCount<T>(bufferSize: number, startBufferEvery: number | null = null): OperatorFunction<T, T[]> {\n  // If no `startBufferEvery` value was supplied, then we're\n  // opening and closing on the bufferSize itself.\n  startBufferEvery = startBufferEvery ?? bufferSize;\n\n  return operate((source, subscriber) => {\n    let buffers: T[][] = [];\n    let count = 0;\n\n    source.subscribe(\n      createOperatorSubscriber(\n        subscriber,\n        (value) => {\n          let toEmit: T[][] | null = null;\n\n          // Check to see if we need to start a buffer.\n          // This will start one at the first value, and then\n          // a new one every N after that.\n          if (count++ % startBufferEvery! === 0) {\n            buffers.push([]);\n          }\n\n          // Push our value into our active buffers.\n          for (const buffer of buffers) {\n            buffer.push(value);\n            // Check to see if we're over the bufferSize\n            // if we are, record it so we can emit it later.\n            // If we emitted it now and removed it, it would\n            // mutate the `buffers` array while we're looping\n            // over it.\n            if (bufferSize <= buffer.length) {\n              toEmit = toEmit ?? [];\n              toEmit.push(buffer);\n            }\n          }\n\n          if (toEmit) {\n            // We have found some buffers that are over the\n            // `bufferSize`. Emit them, and remove them from our\n            // buffers list.\n            for (const buffer of toEmit) {\n              arrRemove(buffers, buffer);\n              subscriber.next(buffer);\n            }\n          }\n        },\n        () => {\n          // When the source completes, emit all of our\n          // active buffers.\n          for (const buffer of buffers) {\n            subscriber.next(buffer);\n          }\n          subscriber.complete();\n        },\n        // Pass all errors through to consumer.\n        undefined,\n        () => {\n          // Clean up our memory when we finalize\n          buffers = null!;\n        }\n      )\n    );\n  });\n}\n", "import { Observable } from '../Observable';\n\nimport { ObservableInput, OperatorFunction, ObservedValueOf } from '../types';\nimport { Subscription } from '../Subscription';\nimport { innerFrom } from '../observable/innerFrom';\nimport { createOperatorSubscriber } from './OperatorSubscriber';\nimport { operate } from '../util/lift';\n\nexport function catchError<T, O extends ObservableInput<any>>(\n  selector: (err: any, caught: Observable<T>) => O\n): OperatorFunction<T, T | ObservedValueOf<O>>;\n\n/**\n * Catches errors on the observable to be handled by returning a new observable or throwing an error.\n *\n * <span class=\"informal\">\n * It only listens to the error channel and ignores notifications.\n * Handles errors from the source observable, and maps them to a new observable.\n * The error may also be rethrown, or a new error can be thrown to emit an error from the result.\n * </span>\n *\n * ![](catch.png)\n *\n * This operator handles errors, but forwards along all other events to the resulting observable.\n * If the source observable terminates with an error, it will map that error to a new observable,\n * subscribe to it, and forward all of its events to the resulting observable.\n *\n * ## Examples\n *\n * Continue with a different Observable when there's an error\n *\n * ```ts\n * import { of, map, catchError } from 'rxjs';\n *\n * of(1, 2, 3, 4, 5)\n *   .pipe(\n *     map(n => {\n *       if (n === 4) {\n *         throw 'four!';\n *       }\n *       return n;\n *     }),\n *     catchError(err => of('I', 'II', 'III', 'IV', 'V'))\n *   )\n *   .subscribe(x => console.log(x));\n *   // 1, 2, 3, I, II, III, IV, V\n * ```\n *\n * Retry the caught source Observable again in case of error, similar to `retry()` operator\n *\n * ```ts\n * import { of, map, catchError, take } from 'rxjs';\n *\n * of(1, 2, 3, 4, 5)\n *   .pipe(\n *     map(n => {\n *       if (n === 4) {\n *         throw 'four!';\n *       }\n *       return n;\n *     }),\n *     catchError((err, caught) => caught),\n *     take(30)\n *   )\n *   .subscribe(x => console.log(x));\n *   // 1, 2, 3, 1, 2, 3, ...\n * ```\n *\n * Throw a new error when the source Observable throws an error\n *\n * ```ts\n * import { of, map, catchError } from 'rxjs';\n *\n * of(1, 2, 3, 4, 5)\n *   .pipe(\n *     map(n => {\n *       if (n === 4) {\n *         throw 'four!';\n *       }\n *       return n;\n *     }),\n *     catchError(err => {\n *       throw 'error in source. Details: ' + err;\n *     })\n *   )\n *   .subscribe({\n *     next: x => console.log(x),\n *     error: err => console.log(err)\n *   });\n *   // 1, 2, 3, error in source. Details: four!\n * ```\n *\n * @see {@link onErrorResumeNext}\n * @see {@link repeat}\n * @see {@link repeatWhen}\n * @see {@link retry }\n * @see {@link retryWhen}\n *\n * @param selector A function that takes as arguments `err`, which is the error, and `caught`, which\n * is the source observable, in case you'd like to \"retry\" that observable by returning it again.\n * Whatever observable is returned by the `selector` will be used to continue the observable chain.\n * @return A function that returns an Observable that originates from either\n * the source or the Observable returned by the `selector` function.\n */\nexport function catchError<T, O extends ObservableInput<any>>(\n  selector: (err: any, caught: Observable<T>) => O\n): OperatorFunction<T, T | ObservedValueOf<O>> {\n  return operate((source, subscriber) => {\n    let innerSub: Subscription | null = null;\n    let syncUnsub = false;\n    let handledResult: Observable<ObservedValueOf<O>>;\n\n    innerSub = source.subscribe(\n      createOperatorSubscriber(subscriber, undefined, undefined, (err) => {\n        handledResult = innerFrom(selector(err, catchError(selector)(source)));\n        if (innerSub) {\n          innerSub.unsubscribe();\n          innerSub = null;\n          handledResult.subscribe(subscriber);\n        } else {\n          // We don't have an innerSub yet, that means the error was synchronous\n          // because the subscribe call hasn't returned yet.\n          syncUnsub = true;\n        }\n      })\n    );\n\n    if (syncUnsub) {\n      // We have a synchronous error, we need to make sure to\n      // finalize right away. This ensures that callbacks in the `finalize` operator are called\n      // at the right time, and that finalization occurs at the expected\n      // time between the source error and the subscription to the\n      // next observable.\n      innerSub.unsubscribe();\n      innerSub = null;\n      handledResult!.subscribe(subscriber);\n    }\n  });\n}\n", "import { Observable } from '../Observable';\nimport { Subscriber } from '../Subscriber';\nimport { createOperatorSubscriber } from './OperatorSubscriber';\n\n/**\n * A basic scan operation. This is used for `scan` and `reduce`.\n * @param accumulator The accumulator to use\n * @param seed The seed value for the state to accumulate\n * @param hasSeed Whether or not a seed was provided\n * @param emitOnNext Whether or not to emit the state on next\n * @param emitBeforeComplete Whether or not to emit the before completion\n */\n\nexport function scanInternals<V, A, S>(\n  accumulator: (acc: V | A | S, value: V, index: number) => A,\n  seed: S,\n  hasSeed: boolean,\n  emitOnNext: boolean,\n  emitBeforeComplete?: undefined | true\n) {\n  return (source: Observable<V>, subscriber: Subscriber<any>) => {\n    // Whether or not we have state yet. This will only be\n    // false before the first value arrives if we didn't get\n    // a seed value.\n    let hasState = hasSeed;\n    // The state that we're tracking, starting with the seed,\n    // if there is one, and then updated by the return value\n    // from the accumulator on each emission.\n    let state: any = seed;\n    // An index to pass to the accumulator function.\n    let index = 0;\n\n    // Subscribe to our source. All errors and completions are passed through.\n    source.subscribe(\n      createOperatorSubscriber(\n        subscriber,\n        (value) => {\n          // Always increment the index.\n          const i = index++;\n          // Set the state\n          state = hasState\n            ? // We already have state, so we can get the new state from the accumulator\n              accumulator(state, value, i)\n            : // We didn't have state yet, a seed value was not provided, so\n\n              // we set the state to the first value, and mark that we have state now\n              ((hasState = true), value);\n\n          // Maybe send it to the consumer.\n          emitOnNext && subscriber.next(state);\n        },\n        // If an onComplete was given, call it, otherwise\n        // just pass through the complete notification to the consumer.\n        emitBeforeComplete &&\n          (() => {\n            hasState && subscriber.next(state);\n            subscriber.complete();\n          })\n      )\n    );\n  };\n}\n", "import { combineLatestInit } from '../observable/combineLatest';\nimport { ObservableInput, ObservableInputTuple, OperatorFunction } from '../types';\nimport { operate } from '../util/lift';\nimport { argsOrArgArray } from '../util/argsOrArgArray';\nimport { mapOneOrManyArgs } from '../util/mapOneOrManyArgs';\nimport { pipe } from '../util/pipe';\nimport { popResultSelector } from '../util/args';\n\n/** @deprecated Replaced with {@link combineLatestWith}. Will be removed in v8. */\nexport function combineLatest<T, A extends readonly unknown[], R>(\n  sources: [...ObservableInputTuple<A>],\n  project: (...values: [T, ...A]) => R\n): OperatorFunction<T, R>;\n/** @deprecated Replaced with {@link combineLatestWith}. Will be removed in v8. */\nexport function combineLatest<T, A extends readonly unknown[], R>(sources: [...ObservableInputTuple<A>]): OperatorFunction<T, [T, ...A]>;\n\n/** @deprecated Replaced with {@link combineLatestWith}. Will be removed in v8. */\nexport function combineLatest<T, A extends readonly unknown[], R>(\n  ...sourcesAndProject: [...ObservableInputTuple<A>, (...values: [T, ...A]) => R]\n): OperatorFunction<T, R>;\n/** @deprecated Replaced with {@link combineLatestWith}. Will be removed in v8. */\nexport function combineLatest<T, A extends readonly unknown[], R>(...sources: [...ObservableInputTuple<A>]): OperatorFunction<T, [T, ...A]>;\n\n/**\n * @deprecated Replaced with {@link combineLatestWith}. Will be removed in v8.\n */\nexport function combineLatest<T, R>(...args: (ObservableInput<any> | ((...values: any[]) => R))[]): OperatorFunction<T, unknown> {\n  const resultSelector = popResultSelector(args);\n  return resultSelector\n    ? pipe(combineLatest(...(args as Array<ObservableInput<any>>)), mapOneOrManyArgs(resultSelector))\n    : operate((source, subscriber) => {\n        combineLatestInit([source, ...argsOrArgArray(args)])(subscriber);\n      });\n}\n", "import { ObservableInputTuple, OperatorFunction, Cons } from '../types';\nimport { combineLatest } from './combineLatest';\n\n/**\n * Create an observable that combines the latest values from all passed observables and the source\n * into arrays and emits them.\n *\n * Returns an observable, that when subscribed to, will subscribe to the source observable and all\n * sources provided as arguments. Once all sources emit at least one value, all of the latest values\n * will be emitted as an array. After that, every time any source emits a value, all of the latest values\n * will be emitted as an array.\n *\n * This is a useful operator for eagerly calculating values based off of changed inputs.\n *\n * ## Example\n *\n * Simple concatenation of values from two inputs\n *\n * ```ts\n * import { fromEvent, combineLatestWith, map } from 'rxjs';\n *\n * // Setup: Add two inputs to the page\n * const input1 = document.createElement('input');\n * document.body.appendChild(input1);\n * const input2 = document.createElement('input');\n * document.body.appendChild(input2);\n *\n * // Get streams of changes\n * const input1Changes$ = fromEvent(input1, 'change');\n * const input2Changes$ = fromEvent(input2, 'change');\n *\n * // Combine the changes by adding them together\n * input1Changes$.pipe(\n *   combineLatestWith(input2Changes$),\n *   map(([e1, e2]) => (<HTMLInputElement>e1.target).value + ' - ' + (<HTMLInputElement>e2.target).value)\n * )\n * .subscribe(x => console.log(x));\n * ```\n *\n * @param otherSources the other sources to subscribe to.\n * @return A function that returns an Observable that emits the latest\n * emissions from both source and provided Observables.\n */\nexport function combineLatestWith<T, A extends readonly unknown[]>(\n  ...otherSources: [...ObservableInputTuple<A>]\n): OperatorFunction<T, Cons<T, A>> {\n  return combineLatest(...otherSources);\n}\n", "import { Subscriber } from '../Subscriber';\nimport { MonoTypeOperatorFunction, ObservableInput } from '../types';\nimport { operate } from '../util/lift';\nimport { noop } from '../util/noop';\nimport { createOperatorSubscriber } from './OperatorSubscriber';\nimport { innerFrom } from '../observable/innerFrom';\n\n/**\n * Emits a notification from the source Observable only after a particular time span\n * determined by another Observable has passed without another source emission.\n *\n * <span class=\"informal\">It's like {@link debounceTime}, but the time span of\n * emission silence is determined by a second Observable.</span>\n *\n * ![](debounce.svg)\n *\n * `debounce` delays notifications emitted by the source Observable, but drops previous\n * pending delayed emissions if a new notification arrives on the source Observable.\n * This operator keeps track of the most recent notification from the source\n * Observable, and spawns a duration Observable by calling the\n * `durationSelector` function. The notification is emitted only when the duration\n * Observable emits a next notification, and if no other notification was emitted on\n * the source Observable since the duration Observable was spawned. If a new\n * notification appears before the duration Observable emits, the previous notification will\n * not be emitted and a new duration is scheduled from `durationSelector` is scheduled.\n * If the completing event happens during the scheduled duration the last cached notification\n * is emitted before the completion event is forwarded to the output observable.\n * If the error event happens during the scheduled duration or after it only the error event is\n * forwarded to the output observable. The cache notification is not emitted in this case.\n *\n * Like {@link debounceTime}, this is a rate-limiting operator, and also a\n * delay-like operator since output emissions do not necessarily occur at the\n * same time as they did on the source Observable.\n *\n * ## Example\n *\n * Emit the most recent click after a burst of clicks\n *\n * ```ts\n * import { fromEvent, scan, debounce, interval } from 'rxjs';\n *\n * const clicks = fromEvent(document, 'click');\n * const result = clicks.pipe(\n *   scan(i => ++i, 1),\n *   debounce(i => interval(200 * i))\n * );\n * result.subscribe(x => console.log(x));\n * ```\n *\n * @see {@link audit}\n * @see {@link auditTime}\n * @see {@link debounceTime}\n * @see {@link delay}\n * @see {@link sample}\n * @see {@link sampleTime}\n * @see {@link throttle}\n * @see {@link throttleTime}\n *\n * @param durationSelector A function\n * that receives a value from the source Observable, for computing the timeout\n * duration for each source value, returned as an Observable or a Promise.\n * @return A function that returns an Observable that delays the emissions of\n * the source Observable by the specified duration Observable returned by\n * `durationSelector`, and may drop some values if they occur too frequently.\n */\nexport function debounce<T>(durationSelector: (value: T) => ObservableInput<any>): MonoTypeOperatorFunction<T> {\n  return operate((source, subscriber) => {\n    let hasValue = false;\n    let lastValue: T | null = null;\n    // The subscriber/subscription for the current debounce, if there is one.\n    let durationSubscriber: Subscriber<any> | null = null;\n\n    const emit = () => {\n      // Unsubscribe any current debounce subscription we have,\n      // we only cared about the first notification from it, and we\n      // want to clean that subscription up as soon as possible.\n      durationSubscriber?.unsubscribe();\n      durationSubscriber = null;\n      if (hasValue) {\n        // We have a value! Free up memory first, then emit the value.\n        hasValue = false;\n        const value = lastValue!;\n        lastValue = null;\n        subscriber.next(value);\n      }\n    };\n\n    source.subscribe(\n      createOperatorSubscriber(\n        subscriber,\n        (value: T) => {\n          // Cancel any pending debounce duration. We don't\n          // need to null it out here yet tho, because we're just going\n          // to create another one in a few lines.\n          durationSubscriber?.unsubscribe();\n          hasValue = true;\n          lastValue = value;\n          // Capture our duration subscriber, so we can unsubscribe it when we're notified\n          // and we're going to emit the value.\n          durationSubscriber = createOperatorSubscriber(subscriber, emit, noop);\n          // Subscribe to the duration.\n          innerFrom(durationSelector(value)).subscribe(durationSubscriber);\n        },\n        () => {\n          // Source completed.\n          // Emit any pending debounced values then complete\n          emit();\n          subscriber.complete();\n        },\n        // Pass all errors through to consumer\n        undefined,\n        () => {\n          // Finalization.\n          lastValue = durationSubscriber = null;\n        }\n      )\n    );\n  });\n}\n", "import { asyncScheduler } from '../scheduler/async';\nimport { Subscription } from '../Subscription';\nimport { MonoTypeOperatorFunction, SchedulerAction, SchedulerLike } from '../types';\nimport { operate } from '../util/lift';\nimport { createOperatorSubscriber } from './OperatorSubscriber';\n\n/**\n * Emits a notification from the source Observable only after a particular time span\n * has passed without another source emission.\n *\n * <span class=\"informal\">It's like {@link delay}, but passes only the most\n * recent notification from each burst of emissions.</span>\n *\n * ![](debounceTime.png)\n *\n * `debounceTime` delays notifications emitted by the source Observable, but drops\n * previous pending delayed emissions if a new notification arrives on the source\n * Observable. This operator keeps track of the most recent notification from the\n * source Observable, and emits that only when `dueTime` has passed\n * without any other notification appearing on the source Observable. If a new value\n * appears before `dueTime` silence occurs, the previous notification will be dropped\n * and will not be emitted and a new `dueTime` is scheduled.\n * If the completing event happens during `dueTime` the last cached notification\n * is emitted before the completion event is forwarded to the output observable.\n * If the error event happens during `dueTime` or after it only the error event is\n * forwarded to the output observable. The cache notification is not emitted in this case.\n *\n * This is a rate-limiting operator, because it is impossible for more than one\n * notification to be emitted in any time window of duration `dueTime`, but it is also\n * a delay-like operator since output emissions do not occur at the same time as\n * they did on the source Observable. Optionally takes a {@link SchedulerLike} for\n * managing timers.\n *\n * ## Example\n *\n * Emit the most recent click after a burst of clicks\n *\n * ```ts\n * import { fromEvent, debounceTime } from 'rxjs';\n *\n * const clicks = fromEvent(document, 'click');\n * const result = clicks.pipe(debounceTime(1000));\n * result.subscribe(x => console.log(x));\n * ```\n *\n * @see {@link audit}\n * @see {@link auditTime}\n * @see {@link debounce}\n * @see {@link sample}\n * @see {@link sampleTime}\n * @see {@link throttle}\n * @see {@link throttleTime}\n *\n * @param dueTime The timeout duration in milliseconds (or the time unit determined\n * internally by the optional `scheduler`) for the window of time required to wait\n * for emission silence before emitting the most recent source value.\n * @param scheduler The {@link SchedulerLike} to use for managing the timers that\n * handle the timeout for each value.\n * @return A function that returns an Observable that delays the emissions of\n * the source Observable by the specified `dueTime`, and may drop some values\n * if they occur too frequently.\n */\nexport function debounceTime<T>(dueTime: number, scheduler: SchedulerLike = asyncScheduler): MonoTypeOperatorFunction<T> {\n  return operate((source, subscriber) => {\n    let activeTask: Subscription | null = null;\n    let lastValue: T | null = null;\n    let lastTime: number | null = null;\n\n    const emit = () => {\n      if (activeTask) {\n        // We have a value! Free up memory first, then emit the value.\n        activeTask.unsubscribe();\n        activeTask = null;\n        const value = lastValue!;\n        lastValue = null;\n        subscriber.next(value);\n      }\n    };\n    function emitWhenIdle(this: SchedulerAction<unknown>) {\n      // This is called `dueTime` after the first value\n      // but we might have received new values during this window!\n\n      const targetTime = lastTime! + dueTime;\n      const now = scheduler.now();\n      if (now < targetTime) {\n        // On that case, re-schedule to the new target\n        activeTask = this.schedule(undefined, targetTime - now);\n        subscriber.add(activeTask);\n        return;\n      }\n\n      emit();\n    }\n\n    source.subscribe(\n      createOperatorSubscriber(\n        subscriber,\n        (value: T) => {\n          lastValue = value;\n          lastTime = scheduler.now();\n\n          // Only set up a task if it's not already up\n          if (!activeTask) {\n            activeTask = scheduler.schedule(emitWhenIdle, dueTime);\n            subscriber.add(activeTask);\n          }\n        },\n        () => {\n          // Source completed.\n          // Emit any pending debounced values then complete\n          emit();\n          subscriber.complete();\n        },\n        // Pass all errors through to consumer.\n        undefined,\n        () => {\n          // Finalization.\n          lastValue = activeTask = null;\n        }\n      )\n    );\n  });\n}\n", "import { OperatorFunction } from '../types';\nimport { operate } from '../util/lift';\nimport { createOperatorSubscriber } from './OperatorSubscriber';\n\n/**\n * Emits a given value if the source Observable completes without emitting any\n * `next` value, otherwise mirrors the source Observable.\n *\n * <span class=\"informal\">If the source Observable turns out to be empty, then\n * this operator will emit a default value.</span>\n *\n * ![](defaultIfEmpty.png)\n *\n * `defaultIfEmpty` emits the values emitted by the source Observable or a\n * specified default value if the source Observable is empty (completes without\n * having emitted any `next` value).\n *\n * ## Example\n *\n * If no clicks happen in 5 seconds, then emit 'no clicks'\n *\n * ```ts\n * import { fromEvent, takeUntil, interval, defaultIfEmpty } from 'rxjs';\n *\n * const clicks = fromEvent(document, 'click');\n * const clicksBeforeFive = clicks.pipe(takeUntil(interval(5000)));\n * const result = clicksBeforeFive.pipe(defaultIfEmpty('no clicks'));\n * result.subscribe(x => console.log(x));\n * ```\n *\n * @see {@link empty}\n * @see {@link last}\n *\n * @param defaultValue The default value used if the source\n * Observable is empty.\n * @return A function that returns an Observable that emits either the\n * specified `defaultValue` if the source Observable emits no items, or the\n * values emitted by the source Observable.\n */\nexport function defaultIfEmpty<T, R>(defaultValue: R): OperatorFunction<T, T | R> {\n  return operate((source, subscriber) => {\n    let hasValue = false;\n    source.subscribe(\n      createOperatorSubscriber(\n        subscriber,\n        (value) => {\n          hasValue = true;\n          subscriber.next(value);\n        },\n        () => {\n          if (!hasValue) {\n            subscriber.next(defaultValue!);\n          }\n          subscriber.complete();\n        }\n      )\n    );\n  });\n}\n", "import { MonoTypeOperatorFunction } from '../types';\nimport { EMPTY } from '../observable/empty';\nimport { operate } from '../util/lift';\nimport { createOperatorSubscriber } from './OperatorSubscriber';\n\n/**\n * Emits only the first `count` values emitted by the source Observable.\n *\n * <span class=\"informal\">Takes the first `count` values from the source, then\n * completes.</span>\n *\n * ![](take.png)\n *\n * `take` returns an Observable that emits only the first `count` values emitted\n * by the source Observable. If the source emits fewer than `count` values then\n * all of its values are emitted. After that, it completes, regardless if the\n * source completes.\n *\n * ## Example\n *\n * Take the first 5 seconds of an infinite 1-second interval Observable\n *\n * ```ts\n * import { interval, take } from 'rxjs';\n *\n * const intervalCount = interval(1000);\n * const takeFive = intervalCount.pipe(take(5));\n * takeFive.subscribe(x => console.log(x));\n *\n * // Logs:\n * // 0\n * // 1\n * // 2\n * // 3\n * // 4\n * ```\n *\n * @see {@link takeLast}\n * @see {@link takeUntil}\n * @see {@link takeWhile}\n * @see {@link skip}\n *\n * @param count The maximum number of `next` values to emit.\n * @return A function that returns an Observable that emits only the first\n * `count` values emitted by the source Observable, or all of the values from\n * the source if the source emits fewer than `count` values.\n */\nexport function take<T>(count: number): MonoTypeOperatorFunction<T> {\n  return count <= 0\n    ? // If we are taking no values, that's empty.\n      () => EMPTY\n    : operate((source, subscriber) => {\n        let seen = 0;\n        source.subscribe(\n          createOperatorSubscriber(subscriber, (value) => {\n            // Increment the number of values we have seen,\n            // then check it against the allowed count to see\n            // if we are still letting values through.\n            if (++seen <= count) {\n              subscriber.next(value);\n              // If we have met or passed our allowed count,\n              // we need to complete. We have to do <= here,\n              // because re-entrant code will increment `seen` twice.\n              if (count <= seen) {\n                subscriber.complete();\n              }\n            }\n          })\n        );\n      });\n}\n", "import { OperatorFunction } from '../types';\nimport { operate } from '../util/lift';\nimport { createOperatorSubscriber } from './OperatorSubscriber';\nimport { noop } from '../util/noop';\n\n/**\n * Ignores all items emitted by the source Observable and only passes calls of `complete` or `error`.\n *\n * ![](ignoreElements.png)\n *\n * The `ignoreElements` operator suppresses all items emitted by the source Observable,\n * but allows its termination notification (either `error` or `complete`) to pass through unchanged.\n *\n * If you do not care about the items being emitted by an Observable, but you do want to be notified\n * when it completes or when it terminates with an error, you can apply the `ignoreElements` operator\n * to the Observable, which will ensure that it will never call its observers\u2019 `next` handlers.\n *\n * ## Example\n *\n * Ignore all `next` emissions from the source\n *\n * ```ts\n * import { of, ignoreElements } from 'rxjs';\n *\n * of('you', 'talking', 'to', 'me')\n *   .pipe(ignoreElements())\n *   .subscribe({\n *     next: word => console.log(word),\n *     error: err => console.log('error:', err),\n *     complete: () => console.log('the end'),\n *   });\n *\n * // result:\n * // 'the end'\n * ```\n *\n * @return A function that returns an empty Observable that only calls\n * `complete` or `error`, based on which one is called by the source\n * Observable.\n */\nexport function ignoreElements(): OperatorFunction<unknown, never> {\n  return operate((source, subscriber) => {\n    source.subscribe(createOperatorSubscriber(subscriber, noop));\n  });\n}\n", "import { OperatorFunction } from '../types';\nimport { map } from './map';\n\n/** @deprecated To be removed in v9. Use {@link map} instead: `map(() => value)`. */\nexport function mapTo<R>(value: R): OperatorFunction<unknown, R>;\n/**\n * @deprecated Do not specify explicit type parameters. Signatures with type parameters\n * that cannot be inferred will be removed in v8. `mapTo` itself will be removed in v9,\n * use {@link map} instead: `map(() => value)`.\n * */\nexport function mapTo<T, R>(value: R): OperatorFunction<T, R>;\n\n/**\n * Emits the given constant value on the output Observable every time the source\n * Observable emits a value.\n *\n * <span class=\"informal\">Like {@link map}, but it maps every source value to\n * the same output value every time.</span>\n *\n * ![](mapTo.png)\n *\n * Takes a constant `value` as argument, and emits that whenever the source\n * Observable emits a value. In other words, ignores the actual source value,\n * and simply uses the emission moment to know when to emit the given `value`.\n *\n * ## Example\n *\n * Map every click to the string `'Hi'`\n *\n * ```ts\n * import { fromEvent, mapTo } from 'rxjs';\n *\n * const clicks = fromEvent(document, 'click');\n * const greetings = clicks.pipe(mapTo('Hi'));\n *\n * greetings.subscribe(x => console.log(x));\n * ```\n *\n * @see {@link map}\n *\n * @param value The value to map each source value to.\n * @return A function that returns an Observable that emits the given `value`\n * every time the source Observable emits.\n * @deprecated To be removed in v9. Use {@link map} instead: `map(() => value)`.\n */\nexport function mapTo<R>(value: R): OperatorFunction<unknown, R> {\n  return map(() => value);\n}\n", "import { Observable } from '../Observable';\nimport { MonoTypeOperatorFunction, ObservableInput } from '../types';\nimport { concat } from '../observable/concat';\nimport { take } from './take';\nimport { ignoreElements } from './ignoreElements';\nimport { mapTo } from './mapTo';\nimport { mergeMap } from './mergeMap';\nimport { innerFrom } from '../observable/innerFrom';\n\n/** @deprecated The `subscriptionDelay` parameter will be removed in v8. */\nexport function delayWhen<T>(\n  delayDurationSelector: (value: T, index: number) => ObservableInput<any>,\n  subscriptionDelay: Observable<any>\n): MonoTypeOperatorFunction<T>;\nexport function delayWhen<T>(delayDurationSelector: (value: T, index: number) => ObservableInput<any>): MonoTypeOperatorFunction<T>;\n\n/**\n * Delays the emission of items from the source Observable by a given time span\n * determined by the emissions of another Observable.\n *\n * <span class=\"informal\">It's like {@link delay}, but the time span of the\n * delay duration is determined by a second Observable.</span>\n *\n * ![](delayWhen.png)\n *\n * `delayWhen` operator shifts each emitted value from the source Observable by\n * a time span determined by another Observable. When the source emits a value,\n * the `delayDurationSelector` function is called with the value emitted from\n * the source Observable as the first argument to the `delayDurationSelector`.\n * The `delayDurationSelector` function should return an {@link ObservableInput},\n * that is internally converted to an Observable that is called the \"duration\"\n * Observable.\n *\n * The source value is emitted on the output Observable only when the \"duration\"\n * Observable emits ({@link guide/glossary-and-semantics#next next}s) any value.\n * Upon that, the \"duration\" Observable gets unsubscribed.\n *\n * Before RxJS V7, the {@link guide/glossary-and-semantics#complete completion}\n * of the \"duration\" Observable would have been triggering the emission of the\n * source value to the output Observable, but with RxJS V7, this is not the case\n * anymore.\n *\n * Only next notifications (from the \"duration\" Observable) trigger values from\n * the source Observable to be passed to the output Observable. If the \"duration\"\n * Observable only emits the complete notification (without next), the value\n * emitted by the source Observable will never get to the output Observable - it\n * will be swallowed. If the \"duration\" Observable errors, the error will be\n * propagated to the output Observable.\n *\n * Optionally, `delayWhen` takes a second argument, `subscriptionDelay`, which\n * is an Observable. When `subscriptionDelay` emits its first value or\n * completes, the source Observable is subscribed to and starts behaving like\n * described in the previous paragraph. If `subscriptionDelay` is not provided,\n * `delayWhen` will subscribe to the source Observable as soon as the output\n * Observable is subscribed.\n *\n * ## Example\n *\n * Delay each click by a random amount of time, between 0 and 5 seconds\n *\n * ```ts\n * import { fromEvent, delayWhen, interval } from 'rxjs';\n *\n * const clicks = fromEvent(document, 'click');\n * const delayedClicks = clicks.pipe(\n *   delayWhen(() => interval(Math.random() * 5000))\n * );\n * delayedClicks.subscribe(x => console.log(x));\n * ```\n *\n * @see {@link delay}\n * @see {@link throttle}\n * @see {@link throttleTime}\n * @see {@link debounce}\n * @see {@link debounceTime}\n * @see {@link sample}\n * @see {@link sampleTime}\n * @see {@link audit}\n * @see {@link auditTime}\n *\n * @param delayDurationSelector A function that returns an `ObservableInput` for\n * each `value` emitted by the source Observable, which is then used to delay the\n * emission of that `value` on the output Observable until the `ObservableInput`\n * returned from this function emits a next value. When called, beside `value`,\n * this function receives a zero-based `index` of the emission order.\n * @param subscriptionDelay An Observable that triggers the subscription to the\n * source Observable once it emits any value.\n * @return A function that returns an Observable that delays the emissions of\n * the source Observable by an amount of time specified by the Observable\n * returned by `delayDurationSelector`.\n */\nexport function delayWhen<T>(\n  delayDurationSelector: (value: T, index: number) => ObservableInput<any>,\n  subscriptionDelay?: Observable<any>\n): MonoTypeOperatorFunction<T> {\n  if (subscriptionDelay) {\n    // DEPRECATED PATH\n    return (source: Observable<T>) =>\n      concat(subscriptionDelay.pipe(take(1), ignoreElements()), source.pipe(delayWhen(delayDurationSelector)));\n  }\n\n  return mergeMap((value, index) => innerFrom(delayDurationSelector(value, index)).pipe(take(1), mapTo(value)));\n}\n", "import { asyncScheduler } from '../scheduler/async';\nimport { MonoTypeOperatorFunction, SchedulerLike } from '../types';\nimport { delayWhen } from './delayWhen';\nimport { timer } from '../observable/timer';\n\n/**\n * Delays the emission of items from the source Observable by a given timeout or\n * until a given Date.\n *\n * <span class=\"informal\">Time shifts each item by some specified amount of\n * milliseconds.</span>\n *\n * ![](delay.svg)\n *\n * If the delay argument is a Number, this operator time shifts the source\n * Observable by that amount of time expressed in milliseconds. The relative\n * time intervals between the values are preserved.\n *\n * If the delay argument is a Date, this operator time shifts the start of the\n * Observable execution until the given date occurs.\n *\n * ## Examples\n *\n * Delay each click by one second\n *\n * ```ts\n * import { fromEvent, delay } from 'rxjs';\n *\n * const clicks = fromEvent(document, 'click');\n * const delayedClicks = clicks.pipe(delay(1000)); // each click emitted after 1 second\n * delayedClicks.subscribe(x => console.log(x));\n * ```\n *\n * Delay all clicks until a future date happens\n *\n * ```ts\n * import { fromEvent, delay } from 'rxjs';\n *\n * const clicks = fromEvent(document, 'click');\n * const date = new Date('March 15, 2050 12:00:00'); // in the future\n * const delayedClicks = clicks.pipe(delay(date)); // click emitted only after that date\n * delayedClicks.subscribe(x => console.log(x));\n * ```\n *\n * @see {@link delayWhen}\n * @see {@link throttle}\n * @see {@link throttleTime}\n * @see {@link debounce}\n * @see {@link debounceTime}\n * @see {@link sample}\n * @see {@link sampleTime}\n * @see {@link audit}\n * @see {@link auditTime}\n *\n * @param due The delay duration in milliseconds (a `number`) or a `Date` until\n * which the emission of the source items is delayed.\n * @param scheduler The {@link SchedulerLike} to use for managing the timers\n * that handle the time-shift for each item.\n * @return A function that returns an Observable that delays the emissions of\n * the source Observable by the specified timeout or Date.\n */\nexport function delay<T>(due: number | Date, scheduler: SchedulerLike = asyncScheduler): MonoTypeOperatorFunction<T> {\n  const duration = timer(due, scheduler);\n  return delayWhen(() => duration);\n}\n", "import { MonoTypeOperatorFunction } from '../types';\nimport { identity } from '../util/identity';\nimport { operate } from '../util/lift';\nimport { createOperatorSubscriber } from './OperatorSubscriber';\n\nexport function distinctUntilChanged<T>(comparator?: (previous: T, current: T) => boolean): MonoTypeOperatorFunction<T>;\nexport function distinctUntilChanged<T, K>(\n  comparator: (previous: K, current: K) => boolean,\n  keySelector: (value: T) => K\n): MonoTypeOperatorFunction<T>;\n\n/**\n * Returns a result {@link Observable} that emits all values pushed by the source observable if they\n * are distinct in comparison to the last value the result observable emitted.\n *\n * When provided without parameters or with the first parameter (`{@link distinctUntilChanged#comparator comparator}`),\n * it behaves like this:\n *\n * 1. It will always emit the first value from the source.\n * 2. For all subsequent values pushed by the source, they will be compared to the previously emitted values\n *    using the provided `comparator` or an `===` equality check.\n * 3. If the value pushed by the source is determined to be unequal by this check, that value is emitted and\n *    becomes the new \"previously emitted value\" internally.\n *\n * When the second parameter (`{@link distinctUntilChanged#keySelector keySelector}`) is provided, the behavior\n * changes:\n *\n * 1. It will always emit the first value from the source.\n * 2. The `keySelector` will be run against all values, including the first value.\n * 3. For all values after the first, the selected key will be compared against the key selected from\n *    the previously emitted value using the `comparator`.\n * 4. If the keys are determined to be unequal by this check, the value (not the key), is emitted\n *    and the selected key from that value is saved for future comparisons against other keys.\n *\n * ## Examples\n *\n * A very basic example with no `{@link distinctUntilChanged#comparator comparator}`. Note that `1` is emitted more than once,\n * because it's distinct in comparison to the _previously emitted_ value,\n * not in comparison to _all other emitted values_.\n *\n * ```ts\n * import { of, distinctUntilChanged } from 'rxjs';\n *\n * of(1, 1, 1, 2, 2, 2, 1, 1, 3, 3)\n *   .pipe(distinctUntilChanged())\n *   .subscribe(console.log);\n * // Logs: 1, 2, 1, 3\n * ```\n *\n * With a `{@link distinctUntilChanged#comparator comparator}`, you can do custom comparisons. Let's say\n * you only want to emit a value when all of its components have\n * changed:\n *\n * ```ts\n * import { of, distinctUntilChanged } from 'rxjs';\n *\n * const totallyDifferentBuilds$ = of(\n *   { engineVersion: '1.1.0', transmissionVersion: '1.2.0' },\n *   { engineVersion: '1.1.0', transmissionVersion: '1.4.0' },\n *   { engineVersion: '1.3.0', transmissionVersion: '1.4.0' },\n *   { engineVersion: '1.3.0', transmissionVersion: '1.5.0' },\n *   { engineVersion: '2.0.0', transmissionVersion: '1.5.0' }\n * ).pipe(\n *   distinctUntilChanged((prev, curr) => {\n *     return (\n *       prev.engineVersion === curr.engineVersion ||\n *       prev.transmissionVersion === curr.transmissionVersion\n *     );\n *   })\n * );\n *\n * totallyDifferentBuilds$.subscribe(console.log);\n *\n * // Logs:\n * // { engineVersion: '1.1.0', transmissionVersion: '1.2.0' }\n * // { engineVersion: '1.3.0', transmissionVersion: '1.4.0' }\n * // { engineVersion: '2.0.0', transmissionVersion: '1.5.0' }\n * ```\n *\n * You can also provide a custom `{@link distinctUntilChanged#comparator comparator}` to check that emitted\n * changes are only in one direction. Let's say you only want to get\n * the next record temperature:\n *\n * ```ts\n * import { of, distinctUntilChanged } from 'rxjs';\n *\n * const temps$ = of(30, 31, 20, 34, 33, 29, 35, 20);\n *\n * const recordHighs$ = temps$.pipe(\n *   distinctUntilChanged((prevHigh, temp) => {\n *     // If the current temp is less than\n *     // or the same as the previous record,\n *     // the record hasn't changed.\n *     return temp <= prevHigh;\n *   })\n * );\n *\n * recordHighs$.subscribe(console.log);\n * // Logs: 30, 31, 34, 35\n * ```\n *\n * Selecting update events only when the `updatedBy` field shows\n * the account changed hands.\n *\n * ```ts\n * import { of, distinctUntilChanged } from 'rxjs';\n *\n * // A stream of updates to a given account\n * const accountUpdates$ = of(\n *   { updatedBy: 'blesh', data: [] },\n *   { updatedBy: 'blesh', data: [] },\n *   { updatedBy: 'ncjamieson', data: [] },\n *   { updatedBy: 'ncjamieson', data: [] },\n *   { updatedBy: 'blesh', data: [] }\n * );\n *\n * // We only want the events where it changed hands\n * const changedHands$ = accountUpdates$.pipe(\n *   distinctUntilChanged(undefined, update => update.updatedBy)\n * );\n *\n * changedHands$.subscribe(console.log);\n * // Logs:\n * // { updatedBy: 'blesh', data: Array[0] }\n * // { updatedBy: 'ncjamieson', data: Array[0] }\n * // { updatedBy: 'blesh', data: Array[0] }\n * ```\n *\n * @see {@link distinct}\n * @see {@link distinctUntilKeyChanged}\n *\n * @param comparator A function used to compare the previous and current keys for\n * equality. Defaults to a `===` check.\n * @param keySelector Used to select a key value to be passed to the `comparator`.\n *\n * @return A function that returns an Observable that emits items from the\n * source Observable with distinct values.\n */\nexport function distinctUntilChanged<T, K>(\n  comparator?: (previous: K, current: K) => boolean,\n  keySelector: (value: T) => K = identity as (value: T) => K\n): MonoTypeOperatorFunction<T> {\n  // We've been allowing `null` do be passed as the `compare`, so we can't do\n  // a default value for the parameter, because that will only work\n  // for `undefined`.\n  comparator = comparator ?? defaultCompare;\n\n  return operate((source, subscriber) => {\n    // The previous key, used to compare against keys selected\n    // from new arrivals to determine \"distinctiveness\".\n    let previousKey: K;\n    // Whether or not this is the first value we've gotten.\n    let first = true;\n\n    source.subscribe(\n      createOperatorSubscriber(subscriber, (value) => {\n        // We always call the key selector.\n        const currentKey = keySelector(value);\n\n        // If it's the first value, we always emit it.\n        // Otherwise, we compare this key to the previous key, and\n        // if the comparer returns false, we emit.\n        if (first || !comparator!(previousKey, currentKey)) {\n          // Update our state *before* we emit the value\n          // as emission can be the source of re-entrant code\n          // in functional libraries like this. We only really\n          // need to do this if it's the first value, or if the\n          // key we're tracking in previous needs to change.\n          first = false;\n          previousKey = currentKey;\n\n          // Emit the value!\n          subscriber.next(value);\n        }\n      })\n    );\n  });\n}\n\nfunction defaultCompare(a: any, b: any) {\n  return a === b;\n}\n", "import { distinctUntilChanged } from './distinctUntilChanged';\nimport { MonoTypeOperatorFunction } from '../types';\n\nexport function distinctUntilKeyChanged<T>(key: keyof T): MonoTypeOperatorFunction<T>;\nexport function distinctUntilKeyChanged<T, K extends keyof T>(key: K, compare: (x: T[K], y: T[K]) => boolean): MonoTypeOperatorFunction<T>;\n\n/**\n * Returns an Observable that emits all items emitted by the source Observable that\n * are distinct by comparison from the previous item, using a property accessed by\n * using the key provided to check if the two items are distinct.\n *\n * If a comparator function is provided, then it will be called for each item to\n * test for whether that value should be emitted or not.\n *\n * If a comparator function is not provided, an equality check is used by default.\n *\n * ## Examples\n *\n * An example comparing the name of persons\n *\n * ```ts\n * import { of, distinctUntilKeyChanged } from 'rxjs';\n *\n * of(\n *   { age: 4, name: 'Foo' },\n *   { age: 7, name: 'Bar' },\n *   { age: 5, name: 'Foo' },\n *   { age: 6, name: 'Foo' }\n * ).pipe(\n *   distinctUntilKeyChanged('name')\n * )\n * .subscribe(x => console.log(x));\n *\n * // displays:\n * // { age: 4, name: 'Foo' }\n * // { age: 7, name: 'Bar' }\n * // { age: 5, name: 'Foo' }\n * ```\n *\n * An example comparing the first letters of the name\n *\n * ```ts\n * import { of, distinctUntilKeyChanged } from 'rxjs';\n *\n * of(\n *   { age: 4, name: 'Foo1' },\n *   { age: 7, name: 'Bar' },\n *   { age: 5, name: 'Foo2' },\n *   { age: 6, name: 'Foo3' }\n * ).pipe(\n *   distinctUntilKeyChanged('name', (x, y) => x.substring(0, 3) === y.substring(0, 3))\n * )\n * .subscribe(x => console.log(x));\n *\n * // displays:\n * // { age: 4, name: 'Foo1' }\n * // { age: 7, name: 'Bar' }\n * // { age: 5, name: 'Foo2' }\n * ```\n *\n * @see {@link distinct}\n * @see {@link distinctUntilChanged}\n *\n * @param key String key for object property lookup on each item.\n * @param compare Optional comparison function called to test if an item is distinct\n * from the previous item in the source.\n * @return A function that returns an Observable that emits items from the source\n * Observable with distinct values based on the key specified.\n */\nexport function distinctUntilKeyChanged<T, K extends keyof T>(\n  key: K,\n  compare?: (x: T[K], y: T[K]) => boolean\n): MonoTypeOperatorFunction<T> {\n  return distinctUntilChanged((x: T, y: T) => (compare ? compare(x[key], y[key]) : x[key] === y[key]));\n}\n", "import { EmptyError } from '../util/EmptyError';\nimport { MonoTypeOperatorFunction } from '../types';\nimport { operate } from '../util/lift';\nimport { createOperatorSubscriber } from './OperatorSubscriber';\n\n/**\n * If the source observable completes without emitting a value, it will emit\n * an error. The error will be created at that time by the optional\n * `errorFactory` argument, otherwise, the error will be {@link EmptyError}.\n *\n * ![](throwIfEmpty.png)\n *\n * ## Example\n *\n * Throw an error if the document wasn't clicked within 1 second\n *\n * ```ts\n * import { fromEvent, takeUntil, timer, throwIfEmpty } from 'rxjs';\n *\n * const click$ = fromEvent(document, 'click');\n *\n * click$.pipe(\n *   takeUntil(timer(1000)),\n *   throwIfEmpty(() => new Error('The document was not clicked within 1 second'))\n * )\n * .subscribe({\n *   next() {\n *    console.log('The document was clicked');\n *   },\n *   error(err) {\n *     console.error(err.message);\n *   }\n * });\n * ```\n *\n * @param errorFactory A factory function called to produce the\n * error to be thrown when the source observable completes without emitting a\n * value.\n * @return A function that returns an Observable that throws an error if the\n * source Observable completed without emitting.\n */\nexport function throwIfEmpty<T>(errorFactory: () => any = defaultErrorFactory): MonoTypeOperatorFunction<T> {\n  return operate((source, subscriber) => {\n    let hasValue = false;\n    source.subscribe(\n      createOperatorSubscriber(\n        subscriber,\n        (value) => {\n          hasValue = true;\n          subscriber.next(value);\n        },\n        () => (hasValue ? subscriber.complete() : subscriber.error(errorFactory()))\n      )\n    );\n  });\n}\n\nfunction defaultErrorFactory() {\n  return new EmptyError();\n}\n", "/** prettier */\nimport { Observable } from '../Observable';\nimport { concat } from '../observable/concat';\nimport { of } from '../observable/of';\nimport { MonoTypeOperatorFunction, SchedulerLike, OperatorFunction, ValueFromArray } from '../types';\n\n/** @deprecated The `scheduler` parameter will be removed in v8. Use `scheduled` and `concatAll`. Details: https://rxjs.dev/deprecations/scheduler-argument */\nexport function endWith<T>(scheduler: SchedulerLike): MonoTypeOperatorFunction<T>;\n/** @deprecated The `scheduler` parameter will be removed in v8. Use `scheduled` and `concatAll`. Details: https://rxjs.dev/deprecations/scheduler-argument */\nexport function endWith<T, A extends unknown[] = T[]>(\n  ...valuesAndScheduler: [...A, SchedulerLike]\n): OperatorFunction<T, T | ValueFromArray<A>>;\n\nexport function endWith<T, A extends unknown[] = T[]>(...values: A): OperatorFunction<T, T | ValueFromArray<A>>;\n\n/**\n * Returns an observable that will emit all values from the source, then synchronously emit\n * the provided value(s) immediately after the source completes.\n *\n * NOTE: Passing a last argument of a Scheduler is _deprecated_, and may result in incorrect\n * types in TypeScript.\n *\n * This is useful for knowing when an observable ends. Particularly when paired with an\n * operator like {@link takeUntil}\n *\n * ![](endWith.png)\n *\n * ## Example\n *\n * Emit values to know when an interval starts and stops. The interval will\n * stop when a user clicks anywhere on the document.\n *\n * ```ts\n * import { interval, map, fromEvent, startWith, takeUntil, endWith } from 'rxjs';\n *\n * const ticker$ = interval(5000).pipe(\n *   map(() => 'tick')\n * );\n *\n * const documentClicks$ = fromEvent(document, 'click');\n *\n * ticker$.pipe(\n *   startWith('interval started'),\n *   takeUntil(documentClicks$),\n *   endWith('interval ended by click')\n * )\n * .subscribe(x => console.log(x));\n *\n * // Result (assuming a user clicks after 15 seconds)\n * // 'interval started'\n * // 'tick'\n * // 'tick'\n * // 'tick'\n * // 'interval ended by click'\n * ```\n *\n * @see {@link startWith}\n * @see {@link concat}\n * @see {@link takeUntil}\n *\n * @param values Items you want the modified Observable to emit last.\n * @return A function that returns an Observable that emits all values from the\n * source, then synchronously emits the provided value(s) immediately after the\n * source completes.\n */\nexport function endWith<T>(...values: Array<T | SchedulerLike>): MonoTypeOperatorFunction<T> {\n  return (source: Observable<T>) => concat(source, of(...values)) as Observable<T>;\n}\n", "import { MonoTypeOperatorFunction } from '../types';\nimport { operate } from '../util/lift';\n\n/**\n * Returns an Observable that mirrors the source Observable, but will call a specified function when\n * the source terminates on complete or error.\n * The specified function will also be called when the subscriber explicitly unsubscribes.\n *\n * ## Examples\n *\n * Execute callback function when the observable completes\n *\n * ```ts\n * import { interval, take, finalize } from 'rxjs';\n *\n * // emit value in sequence every 1 second\n * const source = interval(1000);\n * const example = source.pipe(\n *   take(5), //take only the first 5 values\n *   finalize(() => console.log('Sequence complete')) // Execute when the observable completes\n * );\n * const subscribe = example.subscribe(val => console.log(val));\n *\n * // results:\n * // 0\n * // 1\n * // 2\n * // 3\n * // 4\n * // 'Sequence complete'\n * ```\n *\n * Execute callback function when the subscriber explicitly unsubscribes\n *\n * ```ts\n * import { interval, finalize, tap, noop, timer } from 'rxjs';\n *\n * const source = interval(100).pipe(\n *   finalize(() => console.log('[finalize] Called')),\n *   tap({\n *     next: () => console.log('[next] Called'),\n *     error: () => console.log('[error] Not called'),\n *     complete: () => console.log('[tap complete] Not called')\n *   })\n * );\n *\n * const sub = source.subscribe({\n *   next: x => console.log(x),\n *   error: noop,\n *   complete: () => console.log('[complete] Not called')\n * });\n *\n * timer(150).subscribe(() => sub.unsubscribe());\n *\n * // results:\n * // '[next] Called'\n * // 0\n * // '[finalize] Called'\n * ```\n *\n * @param callback Function to be called when source terminates.\n * @return A function that returns an Observable that mirrors the source, but\n * will call the specified function on termination.\n */\nexport function finalize<T>(callback: () => void): MonoTypeOperatorFunction<T> {\n  return operate((source, subscriber) => {\n    // TODO: This try/finally was only added for `useDeprecatedSynchronousErrorHandling`.\n    // REMOVE THIS WHEN THAT HOT GARBAGE IS REMOVED IN V8.\n    try {\n      source.subscribe(subscriber);\n    } finally {\n      subscriber.add(callback);\n    }\n  });\n}\n", "import { Observable } from '../Observable';\nimport { EmptyError } from '../util/EmptyError';\nimport { OperatorFunction, TruthyTypesOf } from '../types';\nimport { filter } from './filter';\nimport { take } from './take';\nimport { defaultIfEmpty } from './defaultIfEmpty';\nimport { throwIfEmpty } from './throwIfEmpty';\nimport { identity } from '../util/identity';\n\nexport function first<T, D = T>(predicate?: null, defaultValue?: D): OperatorFunction<T, T | D>;\nexport function first<T>(predicate: BooleanConstructor): OperatorFunction<T, TruthyTypesOf<T>>;\nexport function first<T, D>(predicate: BooleanConstructor, defaultValue: D): OperatorFunction<T, TruthyTypesOf<T> | D>;\nexport function first<T, S extends T>(\n  predicate: (value: T, index: number, source: Observable<T>) => value is S,\n  defaultValue?: S\n): OperatorFunction<T, S>;\nexport function first<T, S extends T, D>(\n  predicate: (value: T, index: number, source: Observable<T>) => value is S,\n  defaultValue: D\n): OperatorFunction<T, S | D>;\nexport function first<T, D = T>(\n  predicate: (value: T, index: number, source: Observable<T>) => boolean,\n  defaultValue?: D\n): OperatorFunction<T, T | D>;\n\n/**\n * Emits only the first value (or the first value that meets some condition)\n * emitted by the source Observable.\n *\n * <span class=\"informal\">Emits only the first value. Or emits only the first\n * value that passes some test.</span>\n *\n * ![](first.png)\n *\n * If called with no arguments, `first` emits the first value of the source\n * Observable, then completes. If called with a `predicate` function, `first`\n * emits the first value of the source that matches the specified condition. Emits an error\n * notification if `defaultValue` was not provided and a matching element is not found.\n *\n * ## Examples\n *\n * Emit only the first click that happens on the DOM\n *\n * ```ts\n * import { fromEvent, first } from 'rxjs';\n *\n * const clicks = fromEvent(document, 'click');\n * const result = clicks.pipe(first());\n * result.subscribe(x => console.log(x));\n * ```\n *\n * Emits the first click that happens on a DIV\n *\n * ```ts\n * import { fromEvent, first } from 'rxjs';\n *\n * const div = document.createElement('div');\n * div.style.cssText = 'width: 200px; height: 200px; background: #09c;';\n * document.body.appendChild(div);\n *\n * const clicks = fromEvent(document, 'click');\n * const result = clicks.pipe(first(ev => (<HTMLElement>ev.target).tagName === 'DIV'));\n * result.subscribe(x => console.log(x));\n * ```\n *\n * @see {@link filter}\n * @see {@link find}\n * @see {@link take}\n * @see {@link last}\n *\n * @throws {EmptyError} Delivers an `EmptyError` to the Observer's `error`\n * callback if the Observable completes before any `next` notification was sent.\n * This is how `first()` is different from `take(1)` which completes instead.\n *\n * @param predicate An optional function called with each item to test for condition\n * matching.\n * @param defaultValue The default value emitted in case no valid value was found on\n * the source.\n * @return A function that returns an Observable that emits the first item that\n * matches the condition.\n */\nexport function first<T, D>(\n  predicate?: ((value: T, index: number, source: Observable<T>) => boolean) | null,\n  defaultValue?: D\n): OperatorFunction<T, T | D> {\n  const hasDefaultValue = arguments.length >= 2;\n  return (source: Observable<T>) =>\n    source.pipe(\n      predicate ? filter((v, i) => predicate(v, i, source)) : identity,\n      take(1),\n      hasDefaultValue ? defaultIfEmpty(defaultValue!) : throwIfEmpty(() => new EmptyError())\n    );\n}\n", "import { EMPTY } from '../observable/empty';\nimport { MonoTypeOperatorFunction } from '../types';\nimport { operate } from '../util/lift';\nimport { createOperatorSubscriber } from './OperatorSubscriber';\n\n/**\n * Waits for the source to complete, then emits the last N values from the source,\n * as specified by the `count` argument.\n *\n * ![](takeLast.png)\n *\n * `takeLast` results in an observable that will hold values up to `count` values in memory,\n * until the source completes. It then pushes all values in memory to the consumer, in the\n * order they were received from the source, then notifies the consumer that it is\n * complete.\n *\n * If for some reason the source completes before the `count` supplied to `takeLast` is reached,\n * all values received until that point are emitted, and then completion is notified.\n *\n * **Warning**: Using `takeLast` with an observable that never completes will result\n * in an observable that never emits a value.\n *\n * ## Example\n *\n * Take the last 3 values of an Observable with many values\n *\n * ```ts\n * import { range, takeLast } from 'rxjs';\n *\n * const many = range(1, 100);\n * const lastThree = many.pipe(takeLast(3));\n * lastThree.subscribe(x => console.log(x));\n * ```\n *\n * @see {@link take}\n * @see {@link takeUntil}\n * @see {@link takeWhile}\n * @see {@link skip}\n *\n * @param count The maximum number of values to emit from the end of\n * the sequence of values emitted by the source Observable.\n * @return A function that returns an Observable that emits at most the last\n * `count` values emitted by the source Observable.\n */\nexport function takeLast<T>(count: number): MonoTypeOperatorFunction<T> {\n  return count <= 0\n    ? () => EMPTY\n    : operate((source, subscriber) => {\n        // This buffer will hold the values we are going to emit\n        // when the source completes. Since we only want to take the\n        // last N values, we can't emit until we're sure we're not getting\n        // any more values.\n        let buffer: T[] = [];\n        source.subscribe(\n          createOperatorSubscriber(\n            subscriber,\n            (value) => {\n              // Add the most recent value onto the end of our buffer.\n              buffer.push(value);\n              // If our buffer is now larger than the number of values we\n              // want to take, we remove the oldest value from the buffer.\n              count < buffer.length && buffer.shift();\n            },\n            () => {\n              // The source completed, we now know what are last values\n              // are, emit them in the order they were received.\n              for (const value of buffer) {\n                subscriber.next(value);\n              }\n              subscriber.complete();\n            },\n            // Errors are passed through to the consumer\n            undefined,\n            () => {\n              // During finalization release the values in our buffer.\n              buffer = null!;\n            }\n          )\n        );\n      });\n}\n", "import { ObservableInput, ObservableInputTuple, OperatorFunction, SchedulerLike } from '../types';\nimport { operate } from '../util/lift';\nimport { mergeAll } from './mergeAll';\nimport { popNumber, popScheduler } from '../util/args';\nimport { from } from '../observable/from';\n\n/** @deprecated Replaced with {@link mergeWith}. Will be removed in v8. */\nexport function merge<T, A extends readonly unknown[]>(...sources: [...ObservableInputTuple<A>]): OperatorFunction<T, T | A[number]>;\n/** @deprecated Replaced with {@link mergeWith}. Will be removed in v8. */\nexport function merge<T, A extends readonly unknown[]>(\n  ...sourcesAndConcurrency: [...ObservableInputTuple<A>, number]\n): OperatorFunction<T, T | A[number]>;\n/** @deprecated Replaced with {@link mergeWith}. Will be removed in v8. */\nexport function merge<T, A extends readonly unknown[]>(\n  ...sourcesAndScheduler: [...ObservableInputTuple<A>, SchedulerLike]\n): OperatorFunction<T, T | A[number]>;\n/** @deprecated Replaced with {@link mergeWith}. Will be removed in v8. */\nexport function merge<T, A extends readonly unknown[]>(\n  ...sourcesAndConcurrencyAndScheduler: [...ObservableInputTuple<A>, number, SchedulerLike]\n): OperatorFunction<T, T | A[number]>;\n\nexport function merge<T>(...args: unknown[]): OperatorFunction<T, unknown> {\n  const scheduler = popScheduler(args);\n  const concurrent = popNumber(args, Infinity);\n\n  return operate((source, subscriber) => {\n    mergeAll(concurrent)(from([source, ...(args as ObservableInput<T>[])], scheduler)).subscribe(subscriber);\n  });\n}\n", "import { ObservableInputTuple, OperatorFunction } from '../types';\nimport { merge } from './merge';\n\n/**\n * Merge the values from all observables to a single observable result.\n *\n * Creates an observable, that when subscribed to, subscribes to the source\n * observable, and all other sources provided as arguments. All values from\n * every source are emitted from the resulting subscription.\n *\n * When all sources complete, the resulting observable will complete.\n *\n * When any source errors, the resulting observable will error.\n *\n * ## Example\n *\n * Joining all outputs from multiple user input event streams\n *\n * ```ts\n * import { fromEvent, map, mergeWith } from 'rxjs';\n *\n * const clicks$ = fromEvent(document, 'click').pipe(map(() => 'click'));\n * const mousemoves$ = fromEvent(document, 'mousemove').pipe(map(() => 'mousemove'));\n * const dblclicks$ = fromEvent(document, 'dblclick').pipe(map(() => 'dblclick'));\n *\n * mousemoves$\n *   .pipe(mergeWith(clicks$, dblclicks$))\n *   .subscribe(x => console.log(x));\n *\n * // result (assuming user interactions)\n * // 'mousemove'\n * // 'mousemove'\n * // 'mousemove'\n * // 'click'\n * // 'click'\n * // 'dblclick'\n * ```\n *\n * @see {@link merge}\n *\n * @param otherSources the sources to combine the current source with.\n * @return A function that returns an Observable that merges the values from\n * all given Observables.\n */\nexport function mergeWith<T, A extends readonly unknown[]>(\n  ...otherSources: [...ObservableInputTuple<A>]\n): OperatorFunction<T, T | A[number]> {\n  return merge(...otherSources);\n}\n", "import { Subscription } from '../Subscription';\nimport { EMPTY } from '../observable/empty';\nimport { operate } from '../util/lift';\nimport { MonoTypeOperatorFunction, ObservableInput } from '../types';\nimport { createOperatorSubscriber } from './OperatorSubscriber';\nimport { innerFrom } from '../observable/innerFrom';\nimport { timer } from '../observable/timer';\n\nexport interface RepeatConfig {\n  /**\n   * The number of times to repeat the source. Defaults to `Infinity`.\n   */\n  count?: number;\n\n  /**\n   * If a `number`, will delay the repeat of the source by that number of milliseconds.\n   * If a function, it will provide the number of times the source has been subscribed to,\n   * and the return value should be a valid observable input that will notify when the source\n   * should be repeated. If the notifier observable is empty, the result will complete.\n   */\n  delay?: number | ((count: number) => ObservableInput<any>);\n}\n\n/**\n * Returns an Observable that will resubscribe to the source stream when the source stream completes.\n *\n * <span class=\"informal\">Repeats all values emitted on the source. It's like {@link retry}, but for non error cases.</span>\n *\n * ![](repeat.png)\n *\n * Repeat will output values from a source until the source completes, then it will resubscribe to the\n * source a specified number of times, with a specified delay. Repeat can be particularly useful in\n * combination with closing operators like {@link take}, {@link takeUntil}, {@link first}, or {@link takeWhile},\n * as it can be used to restart a source again from scratch.\n *\n * Repeat is very similar to {@link retry}, where {@link retry} will resubscribe to the source in the error case, but\n * `repeat` will resubscribe if the source completes.\n *\n * Note that `repeat` will _not_ catch errors. Use {@link retry} for that.\n *\n * - `repeat(0)` returns an empty observable\n * - `repeat()` will repeat forever\n * - `repeat({ delay: 200 })` will repeat forever, with a delay of 200ms between repetitions.\n * - `repeat({ count: 2, delay: 400 })` will repeat twice, with a delay of 400ms between repetitions.\n * - `repeat({ delay: (count) => timer(count * 1000) })` will repeat forever, but will have a delay that grows by one second for each repetition.\n *\n * ## Example\n *\n * Repeat a message stream\n *\n * ```ts\n * import { of, repeat } from 'rxjs';\n *\n * const source = of('Repeat message');\n * const result = source.pipe(repeat(3));\n *\n * result.subscribe(x => console.log(x));\n *\n * // Results\n * // 'Repeat message'\n * // 'Repeat message'\n * // 'Repeat message'\n * ```\n *\n * Repeat 3 values, 2 times\n *\n * ```ts\n * import { interval, take, repeat } from 'rxjs';\n *\n * const source = interval(1000);\n * const result = source.pipe(take(3), repeat(2));\n *\n * result.subscribe(x => console.log(x));\n *\n * // Results every second\n * // 0\n * // 1\n * // 2\n * // 0\n * // 1\n * // 2\n * ```\n *\n * Defining two complex repeats with delays on the same source.\n * Note that the second repeat cannot be called until the first\n * repeat as exhausted it's count.\n *\n * ```ts\n * import { defer, of, repeat } from 'rxjs';\n *\n * const source = defer(() => {\n *    return of(`Hello, it is ${new Date()}`)\n * });\n *\n * source.pipe(\n *    // Repeat 3 times with a delay of 1 second between repetitions\n *    repeat({\n *      count: 3,\n *      delay: 1000,\n *    }),\n *\n *    // *Then* repeat forever, but with an exponential step-back\n *    // maxing out at 1 minute.\n *    repeat({\n *      delay: (count) => timer(Math.min(60000, 2 ^ count * 1000))\n *    })\n * )\n * ```\n *\n * @see {@link repeatWhen}\n * @see {@link retry}\n *\n * @param countOrConfig Either the number of times the source Observable items are repeated\n * (a count of 0 will yield an empty Observable) or a {@link RepeatConfig} object.\n */\nexport function repeat<T>(countOrConfig?: number | RepeatConfig): MonoTypeOperatorFunction<T> {\n  let count = Infinity;\n  let delay: RepeatConfig['delay'];\n\n  if (countOrConfig != null) {\n    if (typeof countOrConfig === 'object') {\n      ({ count = Infinity, delay } = countOrConfig);\n    } else {\n      count = countOrConfig;\n    }\n  }\n\n  return count <= 0\n    ? () => EMPTY\n    : operate((source, subscriber) => {\n        let soFar = 0;\n        let sourceSub: Subscription | null;\n\n        const resubscribe = () => {\n          sourceSub?.unsubscribe();\n          sourceSub = null;\n          if (delay != null) {\n            const notifier = typeof delay === 'number' ? timer(delay) : innerFrom(delay(soFar));\n            const notifierSubscriber = createOperatorSubscriber(subscriber, () => {\n              notifierSubscriber.unsubscribe();\n              subscribeToSource();\n            });\n            notifier.subscribe(notifierSubscriber);\n          } else {\n            subscribeToSource();\n          }\n        };\n\n        const subscribeToSource = () => {\n          let syncUnsub = false;\n          sourceSub = source.subscribe(\n            createOperatorSubscriber(subscriber, undefined, () => {\n              if (++soFar < count) {\n                if (sourceSub) {\n                  resubscribe();\n                } else {\n                  syncUnsub = true;\n                }\n              } else {\n                subscriber.complete();\n              }\n            })\n          );\n\n          if (syncUnsub) {\n            resubscribe();\n          }\n        };\n\n        subscribeToSource();\n      });\n}\n", "import { OperatorFunction } from '../types';\nimport { operate } from '../util/lift';\nimport { scanInternals } from './scanInternals';\n\nexport function scan<V, A = V>(accumulator: (acc: A | V, value: V, index: number) => A): OperatorFunction<V, V | A>;\nexport function scan<V, A>(accumulator: (acc: A, value: V, index: number) => A, seed: A): OperatorFunction<V, A>;\nexport function scan<V, A, S>(accumulator: (acc: A | S, value: V, index: number) => A, seed: S): OperatorFunction<V, A>;\n\n// TODO: link to a \"redux pattern\" section in the guide (location TBD)\n\n/**\n * Useful for encapsulating and managing state. Applies an accumulator (or \"reducer function\")\n * to each value from the source after an initial state is established -- either via\n * a `seed` value (second argument), or from the first value from the source.\n *\n * <span class=\"informal\">It's like {@link reduce}, but emits the current\n * accumulation state after each update</span>\n *\n * ![](scan.png)\n *\n * This operator maintains an internal state and emits it after processing each value as follows:\n *\n * 1. First value arrives\n *   - If a `seed` value was supplied (as the second argument to `scan`), let `state = seed` and `value = firstValue`.\n *   - If NO `seed` value was supplied (no second argument), let `state = firstValue` and go to 3.\n * 2. Let `state = accumulator(state, value)`.\n *   - If an error is thrown by `accumulator`, notify the consumer of an error. The process ends.\n * 3. Emit `state`.\n * 4. Next value arrives, let `value = nextValue`, go to 2.\n *\n * ## Examples\n *\n * An average of previous numbers. This example shows how\n * not providing a `seed` can prime the stream with the\n * first value from the source.\n *\n * ```ts\n * import { of, scan, map } from 'rxjs';\n *\n * const numbers$ = of(1, 2, 3);\n *\n * numbers$\n *   .pipe(\n *     // Get the sum of the numbers coming in.\n *     scan((total, n) => total + n),\n *     // Get the average by dividing the sum by the total number\n *     // received so far (which is 1 more than the zero-based index).\n *     map((sum, index) => sum / (index + 1))\n *   )\n *   .subscribe(console.log);\n * ```\n *\n * The Fibonacci sequence. This example shows how you can use\n * a seed to prime accumulation process. Also... you know... Fibonacci.\n * So important to like, computers and stuff that its whiteboarded\n * in job interviews. Now you can show them the Rx version! (Please don't, haha)\n *\n * ```ts\n * import { interval, scan, map, startWith } from 'rxjs';\n *\n * const firstTwoFibs = [0, 1];\n * // An endless stream of Fibonacci numbers.\n * const fibonacci$ = interval(1000).pipe(\n *   // Scan to get the fibonacci numbers (after 0, 1)\n *   scan(([a, b]) => [b, a + b], firstTwoFibs),\n *   // Get the second number in the tuple, it's the one you calculated\n *   map(([, n]) => n),\n *   // Start with our first two digits :)\n *   startWith(...firstTwoFibs)\n * );\n *\n * fibonacci$.subscribe(console.log);\n * ```\n *\n * @see {@link expand}\n * @see {@link mergeScan}\n * @see {@link reduce}\n * @see {@link switchScan}\n *\n * @param accumulator A \"reducer function\". This will be called for each value after an initial state is\n * acquired.\n * @param seed The initial state. If this is not provided, the first value from the source will\n * be used as the initial state, and emitted without going through the accumulator. All subsequent values\n * will be processed by the accumulator function. If this is provided, all values will go through\n * the accumulator function.\n * @return A function that returns an Observable of the accumulated values.\n */\nexport function scan<V, A, S>(accumulator: (acc: V | A | S, value: V, index: number) => A, seed?: S): OperatorFunction<V, V | A> {\n  // providing a seed of `undefined` *should* be valid and trigger\n  // hasSeed! so don't use `seed !== undefined` checks!\n  // For this reason, we have to check it here at the original call site\n  // otherwise inside Operator/Subscriber we won't know if `undefined`\n  // means they didn't provide anything or if they literally provided `undefined`\n  return operate(scanInternals(accumulator, seed as S, arguments.length >= 2, true));\n}\n", "import { innerFrom } from '../observable/innerFrom';\nimport { Subject } from '../Subject';\nimport { SafeSubscriber } from '../Subscriber';\nimport { Subscription } from '../Subscription';\nimport { MonoTypeOperatorFunction, SubjectLike, ObservableInput } from '../types';\nimport { operate } from '../util/lift';\n\nexport interface ShareConfig<T> {\n  /**\n   * The factory used to create the subject that will connect the source observable to\n   * multicast consumers.\n   */\n  connector?: () => SubjectLike<T>;\n  /**\n   * If `true`, the resulting observable will reset internal state on error from source and return to a \"cold\" state. This\n   * allows the resulting observable to be \"retried\" in the event of an error.\n   * If `false`, when an error comes from the source it will push the error into the connecting subject, and the subject\n   * will remain the connecting subject, meaning the resulting observable will not go \"cold\" again, and subsequent retries\n   * or resubscriptions will resubscribe to that same subject. In all cases, RxJS subjects will emit the same error again, however\n   * {@link ReplaySubject} will also push its buffered values before pushing the error.\n   * It is also possible to pass a notifier factory returning an `ObservableInput` instead which grants more fine-grained\n   * control over how and when the reset should happen. This allows behaviors like conditional or delayed resets.\n   */\n  resetOnError?: boolean | ((error: any) => ObservableInput<any>);\n  /**\n   * If `true`, the resulting observable will reset internal state on completion from source and return to a \"cold\" state. This\n   * allows the resulting observable to be \"repeated\" after it is done.\n   * If `false`, when the source completes, it will push the completion through the connecting subject, and the subject\n   * will remain the connecting subject, meaning the resulting observable will not go \"cold\" again, and subsequent repeats\n   * or resubscriptions will resubscribe to that same subject.\n   * It is also possible to pass a notifier factory returning an `ObservableInput` instead which grants more fine-grained\n   * control over how and when the reset should happen. This allows behaviors like conditional or delayed resets.\n   */\n  resetOnComplete?: boolean | (() => ObservableInput<any>);\n  /**\n   * If `true`, when the number of subscribers to the resulting observable reaches zero due to those subscribers unsubscribing, the\n   * internal state will be reset and the resulting observable will return to a \"cold\" state. This means that the next\n   * time the resulting observable is subscribed to, a new subject will be created and the source will be subscribed to\n   * again.\n   * If `false`, when the number of subscribers to the resulting observable reaches zero due to unsubscription, the subject\n   * will remain connected to the source, and new subscriptions to the result will be connected through that same subject.\n   * It is also possible to pass a notifier factory returning an `ObservableInput` instead which grants more fine-grained\n   * control over how and when the reset should happen. This allows behaviors like conditional or delayed resets.\n   */\n  resetOnRefCountZero?: boolean | (() => ObservableInput<any>);\n}\n\nexport function share<T>(): MonoTypeOperatorFunction<T>;\n\nexport function share<T>(options: ShareConfig<T>): MonoTypeOperatorFunction<T>;\n\n/**\n * Returns a new Observable that multicasts (shares) the original Observable. As long as there is at least one\n * Subscriber this Observable will be subscribed and emitting data. When all subscribers have unsubscribed it will\n * unsubscribe from the source Observable. Because the Observable is multicasting it makes the stream `hot`.\n * This is an alias for `multicast(() => new Subject()), refCount()`.\n *\n * The subscription to the underlying source Observable can be reset (unsubscribe and resubscribe for new subscribers),\n * if the subscriber count to the shared observable drops to 0, or if the source Observable errors or completes. It is\n * possible to use notifier factories for the resets to allow for behaviors like conditional or delayed resets. Please\n * note that resetting on error or complete of the source Observable does not behave like a transparent retry or restart\n * of the source because the error or complete will be forwarded to all subscribers and their subscription will be\n * closed. Only new subscribers after a reset on error or complete happened will cause a fresh subscription to the\n * source. To achieve transparent retries or restarts pipe the source through appropriate operators before sharing.\n *\n * ![](share.png)\n *\n * ## Example\n *\n * Generate new multicast Observable from the `source` Observable value\n *\n * ```ts\n * import { interval, tap, map, take, share } from 'rxjs';\n *\n * const source = interval(1000).pipe(\n *   tap(x => console.log('Processing: ', x)),\n *   map(x => x * x),\n *   take(6),\n *   share()\n * );\n *\n * source.subscribe(x => console.log('subscription 1: ', x));\n * source.subscribe(x => console.log('subscription 2: ', x));\n *\n * // Logs:\n * // Processing: 0\n * // subscription 1: 0\n * // subscription 2: 0\n * // Processing: 1\n * // subscription 1: 1\n * // subscription 2: 1\n * // Processing: 2\n * // subscription 1: 4\n * // subscription 2: 4\n * // Processing: 3\n * // subscription 1: 9\n * // subscription 2: 9\n * // Processing: 4\n * // subscription 1: 16\n * // subscription 2: 16\n * // Processing: 5\n * // subscription 1: 25\n * // subscription 2: 25\n * ```\n *\n * ## Example with notifier factory: Delayed reset\n *\n * ```ts\n * import { interval, take, share, timer } from 'rxjs';\n *\n * const source = interval(1000).pipe(\n *   take(3),\n *   share({\n *     resetOnRefCountZero: () => timer(1000)\n *   })\n * );\n *\n * const subscriptionOne = source.subscribe(x => console.log('subscription 1: ', x));\n * setTimeout(() => subscriptionOne.unsubscribe(), 1300);\n *\n * setTimeout(() => source.subscribe(x => console.log('subscription 2: ', x)), 1700);\n *\n * setTimeout(() => source.subscribe(x => console.log('subscription 3: ', x)), 5000);\n *\n * // Logs:\n * // subscription 1:  0\n * // (subscription 1 unsubscribes here)\n * // (subscription 2 subscribes here ~400ms later, source was not reset)\n * // subscription 2:  1\n * // subscription 2:  2\n * // (subscription 2 unsubscribes here)\n * // (subscription 3 subscribes here ~2000ms later, source did reset before)\n * // subscription 3:  0\n * // subscription 3:  1\n * // subscription 3:  2\n * ```\n *\n * @see {@link shareReplay}\n *\n * @return A function that returns an Observable that mirrors the source.\n */\nexport function share<T>(options: ShareConfig<T> = {}): MonoTypeOperatorFunction<T> {\n  const { connector = () => new Subject<T>(), resetOnError = true, resetOnComplete = true, resetOnRefCountZero = true } = options;\n  // It's necessary to use a wrapper here, as the _operator_ must be\n  // referentially transparent. Otherwise, it cannot be used in calls to the\n  // static `pipe` function - to create a partial pipeline.\n  //\n  // The _operator function_ - the function returned by the _operator_ - will\n  // not be referentially transparent - as it shares its source - but the\n  // _operator function_ is called when the complete pipeline is composed via a\n  // call to a source observable's `pipe` method - not when the static `pipe`\n  // function is called.\n  return (wrapperSource) => {\n    let connection: SafeSubscriber<T> | undefined;\n    let resetConnection: Subscription | undefined;\n    let subject: SubjectLike<T> | undefined;\n    let refCount = 0;\n    let hasCompleted = false;\n    let hasErrored = false;\n\n    const cancelReset = () => {\n      resetConnection?.unsubscribe();\n      resetConnection = undefined;\n    };\n    // Used to reset the internal state to a \"cold\"\n    // state, as though it had never been subscribed to.\n    const reset = () => {\n      cancelReset();\n      connection = subject = undefined;\n      hasCompleted = hasErrored = false;\n    };\n    const resetAndUnsubscribe = () => {\n      // We need to capture the connection before\n      // we reset (if we need to reset).\n      const conn = connection;\n      reset();\n      conn?.unsubscribe();\n    };\n\n    return operate<T, T>((source, subscriber) => {\n      refCount++;\n      if (!hasErrored && !hasCompleted) {\n        cancelReset();\n      }\n\n      // Create the subject if we don't have one yet. Grab a local reference to\n      // it as well, which avoids non-null assertions when using it and, if we\n      // connect to it now, then error/complete need a reference after it was\n      // reset.\n      const dest = (subject = subject ?? connector());\n\n      // Add the finalization directly to the subscriber - instead of returning it -\n      // so that the handling of the subscriber's unsubscription will be wired\n      // up _before_ the subscription to the source occurs. This is done so that\n      // the assignment to the source connection's `closed` property will be seen\n      // by synchronous firehose sources.\n      subscriber.add(() => {\n        refCount--;\n\n        // If we're resetting on refCount === 0, and it's 0, we only want to do\n        // that on \"unsubscribe\", really. Resetting on error or completion is a different\n        // configuration.\n        if (refCount === 0 && !hasErrored && !hasCompleted) {\n          resetConnection = handleReset(resetAndUnsubscribe, resetOnRefCountZero);\n        }\n      });\n\n      // The following line adds the subscription to the subscriber passed.\n      // Basically, `subscriber === dest.subscribe(subscriber)` is `true`.\n      dest.subscribe(subscriber);\n\n      if (\n        !connection &&\n        // Check this shareReplay is still activate - it can be reset to 0\n        // and be \"unsubscribed\" _before_ it actually subscribes.\n        // If we were to subscribe then, it'd leak and get stuck.\n        refCount > 0\n      ) {\n        // We need to create a subscriber here - rather than pass an observer and\n        // assign the returned subscription to connection - because it's possible\n        // for reentrant subscriptions to the shared observable to occur and in\n        // those situations we want connection to be already-assigned so that we\n        // don't create another connection to the source.\n        connection = new SafeSubscriber({\n          next: (value) => dest.next(value),\n          error: (err) => {\n            hasErrored = true;\n            cancelReset();\n            resetConnection = handleReset(reset, resetOnError, err);\n            dest.error(err);\n          },\n          complete: () => {\n            hasCompleted = true;\n            cancelReset();\n            resetConnection = handleReset(reset, resetOnComplete);\n            dest.complete();\n          },\n        });\n        innerFrom(source).subscribe(connection);\n      }\n    })(wrapperSource);\n  };\n}\n\nfunction handleReset<T extends unknown[] = never[]>(\n  reset: () => void,\n  on: boolean | ((...args: T) => ObservableInput<any>),\n  ...args: T\n): Subscription | undefined {\n  if (on === true) {\n    reset();\n    return;\n  }\n\n  if (on === false) {\n    return;\n  }\n\n  const onSubscriber = new SafeSubscriber({\n    next: () => {\n      onSubscriber.unsubscribe();\n      reset();\n    },\n  });\n\n  return innerFrom(on(...args)).subscribe(onSubscriber);\n}\n", "import { ReplaySubject } from '../ReplaySubject';\nimport { MonoTypeOperatorFunction, SchedulerLike } from '../types';\nimport { share } from './share';\n\nexport interface ShareReplayConfig {\n  bufferSize?: number;\n  windowTime?: number;\n  refCount: boolean;\n  scheduler?: SchedulerLike;\n}\n\nexport function shareReplay<T>(config: ShareReplayConfig): MonoTypeOperatorFunction<T>;\nexport function shareReplay<T>(bufferSize?: number, windowTime?: number, scheduler?: SchedulerLike): MonoTypeOperatorFunction<T>;\n\n/**\n * Share source and replay specified number of emissions on subscription.\n *\n * This operator is a specialization of `replay` that connects to a source observable\n * and multicasts through a `ReplaySubject` constructed with the specified arguments.\n * A successfully completed source will stay cached in the `shareReplay`ed observable forever,\n * but an errored source can be retried.\n *\n * ## Why use `shareReplay`?\n *\n * You generally want to use `shareReplay` when you have side-effects or taxing computations\n * that you do not wish to be executed amongst multiple subscribers.\n * It may also be valuable in situations where you know you will have late subscribers to\n * a stream that need access to previously emitted values.\n * This ability to replay values on subscription is what differentiates {@link share} and `shareReplay`.\n *\n * ## Reference counting\n *\n * By default `shareReplay` will use `refCount` of false, meaning that it will _not_ unsubscribe the\n * source when the reference counter drops to zero, i.e. the inner `ReplaySubject` will _not_ be unsubscribed\n * (and potentially run for ever).\n * This is the default as it is expected that `shareReplay` is often used to keep around expensive to setup\n * observables which we want to keep running instead of having to do the expensive setup again.\n *\n * As of RXJS version 6.4.0 a new overload signature was added to allow for manual control over what\n * happens when the operators internal reference counter drops to zero.\n * If `refCount` is true, the source will be unsubscribed from once the reference count drops to zero, i.e.\n * the inner `ReplaySubject` will be unsubscribed. All new subscribers will receive value emissions from a\n * new `ReplaySubject` which in turn will cause a new subscription to the source observable.\n *\n * ## Examples\n *\n * Example with a third subscriber coming late to the party\n *\n * ```ts\n * import { interval, take, shareReplay } from 'rxjs';\n *\n * const shared$ = interval(2000).pipe(\n *   take(6),\n *   shareReplay(3)\n * );\n *\n * shared$.subscribe(x => console.log('sub A: ', x));\n * shared$.subscribe(y => console.log('sub B: ', y));\n *\n * setTimeout(() => {\n *   shared$.subscribe(y => console.log('sub C: ', y));\n * }, 11000);\n *\n * // Logs:\n * // (after ~2000 ms)\n * // sub A: 0\n * // sub B: 0\n * // (after ~4000 ms)\n * // sub A: 1\n * // sub B: 1\n * // (after ~6000 ms)\n * // sub A: 2\n * // sub B: 2\n * // (after ~8000 ms)\n * // sub A: 3\n * // sub B: 3\n * // (after ~10000 ms)\n * // sub A: 4\n * // sub B: 4\n * // (after ~11000 ms, sub C gets the last 3 values)\n * // sub C: 2\n * // sub C: 3\n * // sub C: 4\n * // (after ~12000 ms)\n * // sub A: 5\n * // sub B: 5\n * // sub C: 5\n * ```\n *\n * Example for `refCount` usage\n *\n * ```ts\n * import { Observable, tap, interval, shareReplay, take } from 'rxjs';\n *\n * const log = <T>(name: string, source: Observable<T>) => source.pipe(\n *   tap({\n *     subscribe: () => console.log(`${ name }: subscribed`),\n *     next: value => console.log(`${ name }: ${ value }`),\n *     complete: () => console.log(`${ name }: completed`),\n *     finalize: () => console.log(`${ name }: unsubscribed`)\n *   })\n * );\n *\n * const obs$ = log('source', interval(1000));\n *\n * const shared$ = log('shared', obs$.pipe(\n *   shareReplay({ bufferSize: 1, refCount: true }),\n *   take(2)\n * ));\n *\n * shared$.subscribe(x => console.log('sub A: ', x));\n * shared$.subscribe(y => console.log('sub B: ', y));\n *\n * // PRINTS:\n * // shared: subscribed <-- reference count = 1\n * // source: subscribed\n * // shared: subscribed <-- reference count = 2\n * // source: 0\n * // shared: 0\n * // sub A: 0\n * // shared: 0\n * // sub B: 0\n * // source: 1\n * // shared: 1\n * // sub A: 1\n * // shared: completed <-- take(2) completes the subscription for sub A\n * // shared: unsubscribed <-- reference count = 1\n * // shared: 1\n * // sub B: 1\n * // shared: completed <-- take(2) completes the subscription for sub B\n * // shared: unsubscribed <-- reference count = 0\n * // source: unsubscribed <-- replaySubject unsubscribes from source observable because the reference count dropped to 0 and refCount is true\n *\n * // In case of refCount being false, the unsubscribe is never called on the source and the source would keep on emitting, even if no subscribers\n * // are listening.\n * // source: 2\n * // source: 3\n * // source: 4\n * // ...\n * ```\n *\n * @see {@link publish}\n * @see {@link share}\n * @see {@link publishReplay}\n *\n * @param configOrBufferSize Maximum element count of the replay buffer or {@link ShareReplayConfig configuration}\n * object.\n * @param windowTime Maximum time length of the replay buffer in milliseconds.\n * @param scheduler Scheduler where connected observers within the selector function\n * will be invoked on.\n * @return A function that returns an Observable sequence that contains the\n * elements of a sequence produced by multicasting the source sequence within a\n * selector function.\n */\nexport function shareReplay<T>(\n  configOrBufferSize?: ShareReplayConfig | number,\n  windowTime?: number,\n  scheduler?: SchedulerLike\n): MonoTypeOperatorFunction<T> {\n  let bufferSize: number;\n  let refCount = false;\n  if (configOrBufferSize && typeof configOrBufferSize === 'object') {\n    ({ bufferSize = Infinity, windowTime = Infinity, refCount = false, scheduler } = configOrBufferSize);\n  } else {\n    bufferSize = (configOrBufferSize ?? Infinity) as number;\n  }\n  return share<T>({\n    connector: () => new ReplaySubject(bufferSize, windowTime, scheduler),\n    resetOnError: true,\n    resetOnComplete: false,\n    resetOnRefCountZero: refCount,\n  });\n}\n", "import { MonoTypeOperatorFunction } from '../types';\nimport { filter } from './filter';\n\n/**\n * Returns an Observable that skips the first `count` items emitted by the source Observable.\n *\n * ![](skip.png)\n *\n * Skips the values until the sent notifications are equal or less than provided skip count. It raises\n * an error if skip count is equal or more than the actual number of emits and source raises an error.\n *\n * ## Example\n *\n * Skip the values before the emission\n *\n * ```ts\n * import { interval, skip } from 'rxjs';\n *\n * // emit every half second\n * const source = interval(500);\n * // skip the first 10 emitted values\n * const result = source.pipe(skip(10));\n *\n * result.subscribe(value => console.log(value));\n * // output: 10...11...12...13...\n * ```\n *\n * @see {@link last}\n * @see {@link skipWhile}\n * @see {@link skipUntil}\n * @see {@link skipLast}\n *\n * @param count The number of times, items emitted by source Observable should be skipped.\n * @return A function that returns an Observable that skips the first `count`\n * values emitted by the source Observable.\n */\nexport function skip<T>(count: number): MonoTypeOperatorFunction<T> {\n  return filter((_, index) => count <= index);\n}\n", "import { MonoTypeOperatorFunction, ObservableInput } from '../types';\nimport { operate } from '../util/lift';\nimport { createOperatorSubscriber } from './OperatorSubscriber';\nimport { innerFrom } from '../observable/innerFrom';\nimport { noop } from '../util/noop';\n\n/**\n * Returns an Observable that skips items emitted by the source Observable until a second Observable emits an item.\n *\n * The `skipUntil` operator causes the observable stream to skip the emission of values until the passed in observable\n * emits the first value. This can be particularly useful in combination with user interactions, responses of HTTP\n * requests or waiting for specific times to pass by.\n *\n * ![](skipUntil.png)\n *\n * Internally, the `skipUntil` operator subscribes to the passed in `notifier` `ObservableInput` (which gets converted\n * to an Observable) in order to recognize the emission of its first value. When `notifier` emits next, the operator\n * unsubscribes from it and starts emitting the values of the *source* observable until it completes or errors. It\n * will never let the *source* observable emit any values if the `notifier` completes or throws an error without\n * emitting a value before.\n *\n * ## Example\n *\n * In the following example, all emitted values of the interval observable are skipped until the user clicks anywhere\n * within the page\n *\n * ```ts\n * import { interval, fromEvent, skipUntil } from 'rxjs';\n *\n * const intervalObservable = interval(1000);\n * const click = fromEvent(document, 'click');\n *\n * const emitAfterClick = intervalObservable.pipe(\n *   skipUntil(click)\n * );\n * // clicked at 4.6s. output: 5...6...7...8........ or\n * // clicked at 7.3s. output: 8...9...10..11.......\n * emitAfterClick.subscribe(value => console.log(value));\n * ```\n *\n * @see {@link last}\n * @see {@link skip}\n * @see {@link skipWhile}\n * @see {@link skipLast}\n *\n * @param notifier An `ObservableInput` that has to emit an item before the source Observable elements begin to\n * be mirrored by the resulting Observable.\n * @return A function that returns an Observable that skips items from the\n * source Observable until the `notifier` Observable emits an item, then emits the\n * remaining items.\n */\nexport function skipUntil<T>(notifier: ObservableInput<any>): MonoTypeOperatorFunction<T> {\n  return operate((source, subscriber) => {\n    let taking = false;\n\n    const skipSubscriber = createOperatorSubscriber(\n      subscriber,\n      () => {\n        skipSubscriber?.unsubscribe();\n        taking = true;\n      },\n      noop\n    );\n\n    innerFrom(notifier).subscribe(skipSubscriber);\n\n    source.subscribe(createOperatorSubscriber(subscriber, (value) => taking && subscriber.next(value)));\n  });\n}\n", "import { concat } from '../observable/concat';\nimport { OperatorFunction, SchedulerLike, ValueFromArray } from '../types';\nimport { popScheduler } from '../util/args';\nimport { operate } from '../util/lift';\n\n// Devs are more likely to pass null or undefined than they are a scheduler\n// without accompanying values. To make things easier for (naughty) devs who\n// use the `strictNullChecks: false` TypeScript compiler option, these\n// overloads with explicit null and undefined values are included.\n\nexport function startWith<T>(value: null): OperatorFunction<T, T | null>;\nexport function startWith<T>(value: undefined): OperatorFunction<T, T | undefined>;\n\n/** @deprecated The `scheduler` parameter will be removed in v8. Use `scheduled` and `concatAll`. Details: https://rxjs.dev/deprecations/scheduler-argument */\nexport function startWith<T, A extends readonly unknown[] = T[]>(\n  ...valuesAndScheduler: [...A, SchedulerLike]\n): OperatorFunction<T, T | ValueFromArray<A>>;\nexport function startWith<T, A extends readonly unknown[] = T[]>(...values: A): OperatorFunction<T, T | ValueFromArray<A>>;\n\n/**\n * Returns an observable that, at the moment of subscription, will synchronously emit all\n * values provided to this operator, then subscribe to the source and mirror all of its emissions\n * to subscribers.\n *\n * This is a useful way to know when subscription has occurred on an existing observable.\n *\n * <span class=\"informal\">First emits its arguments in order, and then any\n * emissions from the source.</span>\n *\n * ![](startWith.png)\n *\n * ## Examples\n *\n * Emit a value when a timer starts.\n *\n * ```ts\n * import { timer, map, startWith } from 'rxjs';\n *\n * timer(1000)\n *   .pipe(\n *     map(() => 'timer emit'),\n *     startWith('timer start')\n *   )\n *   .subscribe(x => console.log(x));\n *\n * // results:\n * // 'timer start'\n * // 'timer emit'\n * ```\n *\n * @param values Items you want the modified Observable to emit first.\n * @return A function that returns an Observable that synchronously emits\n * provided values before subscribing to the source Observable.\n *\n * @see {@link endWith}\n * @see {@link finalize}\n * @see {@link concat}\n */\nexport function startWith<T, D>(...values: D[]): OperatorFunction<T, T | D> {\n  const scheduler = popScheduler(values);\n  return operate((source, subscriber) => {\n    // Here we can't pass `undefined` as a scheduler, because if we did, the\n    // code inside of `concat` would be confused by the `undefined`, and treat it\n    // like an invalid observable. So we have to split it two different ways.\n    (scheduler ? concat(values, source, scheduler) : concat(values, source)).subscribe(subscriber);\n  });\n}\n", "import { Subscriber } from '../Subscriber';\nimport { ObservableInput, OperatorFunction, ObservedValueOf } from '../types';\nimport { innerFrom } from '../observable/innerFrom';\nimport { operate } from '../util/lift';\nimport { createOperatorSubscriber } from './OperatorSubscriber';\n\n/* tslint:disable:max-line-length */\nexport function switchMap<T, O extends ObservableInput<any>>(\n  project: (value: T, index: number) => O\n): OperatorFunction<T, ObservedValueOf<O>>;\n/** @deprecated The `resultSelector` parameter will be removed in v8. Use an inner `map` instead. Details: https://rxjs.dev/deprecations/resultSelector */\nexport function switchMap<T, O extends ObservableInput<any>>(\n  project: (value: T, index: number) => O,\n  resultSelector: undefined\n): OperatorFunction<T, ObservedValueOf<O>>;\n/** @deprecated The `resultSelector` parameter will be removed in v8. Use an inner `map` instead. Details: https://rxjs.dev/deprecations/resultSelector */\nexport function switchMap<T, R, O extends ObservableInput<any>>(\n  project: (value: T, index: number) => O,\n  resultSelector: (outerValue: T, innerValue: ObservedValueOf<O>, outerIndex: number, innerIndex: number) => R\n): OperatorFunction<T, R>;\n/* tslint:enable:max-line-length */\n\n/**\n * Projects each source value to an Observable which is merged in the output\n * Observable, emitting values only from the most recently projected Observable.\n *\n * <span class=\"informal\">Maps each value to an Observable, then flattens all of\n * these inner Observables using {@link switchAll}.</span>\n *\n * ![](switchMap.png)\n *\n * Returns an Observable that emits items based on applying a function that you\n * supply to each item emitted by the source Observable, where that function\n * returns an (so-called \"inner\") Observable. Each time it observes one of these\n * inner Observables, the output Observable begins emitting the items emitted by\n * that inner Observable. When a new inner Observable is emitted, `switchMap`\n * stops emitting items from the earlier-emitted inner Observable and begins\n * emitting items from the new one. It continues to behave like this for\n * subsequent inner Observables.\n *\n * ## Example\n *\n * Generate new Observable according to source Observable values\n *\n * ```ts\n * import { of, switchMap } from 'rxjs';\n *\n * const switched = of(1, 2, 3).pipe(switchMap(x => of(x, x ** 2, x ** 3)));\n * switched.subscribe(x => console.log(x));\n * // outputs\n * // 1\n * // 1\n * // 1\n * // 2\n * // 4\n * // 8\n * // 3\n * // 9\n * // 27\n * ```\n *\n * Restart an interval Observable on every click event\n *\n * ```ts\n * import { fromEvent, switchMap, interval } from 'rxjs';\n *\n * const clicks = fromEvent(document, 'click');\n * const result = clicks.pipe(switchMap(() => interval(1000)));\n * result.subscribe(x => console.log(x));\n * ```\n *\n * @see {@link concatMap}\n * @see {@link exhaustMap}\n * @see {@link mergeMap}\n * @see {@link switchAll}\n * @see {@link switchMapTo}\n *\n * @param project A function that, when applied to an item emitted by the source\n * Observable, returns an Observable.\n * @return A function that returns an Observable that emits the result of\n * applying the projection function (and the optional deprecated\n * `resultSelector`) to each item emitted by the source Observable and taking\n * only the values from the most recently projected inner Observable.\n */\nexport function switchMap<T, R, O extends ObservableInput<any>>(\n  project: (value: T, index: number) => O,\n  resultSelector?: (outerValue: T, innerValue: ObservedValueOf<O>, outerIndex: number, innerIndex: number) => R\n): OperatorFunction<T, ObservedValueOf<O> | R> {\n  return operate((source, subscriber) => {\n    let innerSubscriber: Subscriber<ObservedValueOf<O>> | null = null;\n    let index = 0;\n    // Whether or not the source subscription has completed\n    let isComplete = false;\n\n    // We only complete the result if the source is complete AND we don't have an active inner subscription.\n    // This is called both when the source completes and when the inners complete.\n    const checkComplete = () => isComplete && !innerSubscriber && subscriber.complete();\n\n    source.subscribe(\n      createOperatorSubscriber(\n        subscriber,\n        (value) => {\n          // Cancel the previous inner subscription if there was one\n          innerSubscriber?.unsubscribe();\n          let innerIndex = 0;\n          const outerIndex = index++;\n          // Start the next inner subscription\n          innerFrom(project(value, outerIndex)).subscribe(\n            (innerSubscriber = createOperatorSubscriber(\n              subscriber,\n              // When we get a new inner value, next it through. Note that this is\n              // handling the deprecate result selector here. This is because with this architecture\n              // it ends up being smaller than using the map operator.\n              (innerValue) => subscriber.next(resultSelector ? resultSelector(value, innerValue, outerIndex, innerIndex++) : innerValue),\n              () => {\n                // The inner has completed. Null out the inner subscriber to\n                // free up memory and to signal that we have no inner subscription\n                // currently.\n                innerSubscriber = null!;\n                checkComplete();\n              }\n            ))\n          );\n        },\n        () => {\n          isComplete = true;\n          checkComplete();\n        }\n      )\n    );\n  });\n}\n", "import { MonoTypeOperatorFunction, ObservableInput } from '../types';\nimport { operate } from '../util/lift';\nimport { createOperatorSubscriber } from './OperatorSubscriber';\nimport { innerFrom } from '../observable/innerFrom';\nimport { noop } from '../util/noop';\n\n/**\n * Emits the values emitted by the source Observable until a `notifier`\n * Observable emits a value.\n *\n * <span class=\"informal\">Lets values pass until a second Observable,\n * `notifier`, emits a value. Then, it completes.</span>\n *\n * ![](takeUntil.png)\n *\n * `takeUntil` subscribes and begins mirroring the source Observable. It also\n * monitors a second Observable, `notifier` that you provide. If the `notifier`\n * emits a value, the output Observable stops mirroring the source Observable\n * and completes. If the `notifier` doesn't emit any value and completes\n * then `takeUntil` will pass all values.\n *\n * ## Example\n *\n * Tick every second until the first click happens\n *\n * ```ts\n * import { interval, fromEvent, takeUntil } from 'rxjs';\n *\n * const source = interval(1000);\n * const clicks = fromEvent(document, 'click');\n * const result = source.pipe(takeUntil(clicks));\n * result.subscribe(x => console.log(x));\n * ```\n *\n * @see {@link take}\n * @see {@link takeLast}\n * @see {@link takeWhile}\n * @see {@link skip}\n *\n * @param notifier The `ObservableInput` whose first emitted value will cause the output\n * Observable of `takeUntil` to stop emitting values from the source Observable.\n * @return A function that returns an Observable that emits the values from the\n * source Observable until `notifier` emits its first value.\n */\nexport function takeUntil<T>(notifier: ObservableInput<any>): MonoTypeOperatorFunction<T> {\n  return operate((source, subscriber) => {\n    innerFrom(notifier).subscribe(createOperatorSubscriber(subscriber, () => subscriber.complete(), noop));\n    !subscriber.closed && source.subscribe(subscriber);\n  });\n}\n", "import { OperatorFunction, MonoTypeOperatorFunction, TruthyTypesOf } from '../types';\nimport { operate } from '../util/lift';\nimport { createOperatorSubscriber } from './OperatorSubscriber';\n\nexport function takeWhile<T>(predicate: BooleanConstructor, inclusive: true): MonoTypeOperatorFunction<T>;\nexport function takeWhile<T>(predicate: BooleanConstructor, inclusive: false): OperatorFunction<T, TruthyTypesOf<T>>;\nexport function takeWhile<T>(predicate: BooleanConstructor): OperatorFunction<T, TruthyTypesOf<T>>;\nexport function takeWhile<T, S extends T>(predicate: (value: T, index: number) => value is S): OperatorFunction<T, S>;\nexport function takeWhile<T, S extends T>(predicate: (value: T, index: number) => value is S, inclusive: false): OperatorFunction<T, S>;\nexport function takeWhile<T>(predicate: (value: T, index: number) => boolean, inclusive?: boolean): MonoTypeOperatorFunction<T>;\n\n/**\n * Emits values emitted by the source Observable so long as each value satisfies\n * the given `predicate`, and then completes as soon as this `predicate` is not\n * satisfied.\n *\n * <span class=\"informal\">Takes values from the source only while they pass the\n * condition given. When the first value does not satisfy, it completes.</span>\n *\n * ![](takeWhile.png)\n *\n * `takeWhile` subscribes and begins mirroring the source Observable. Each value\n * emitted on the source is given to the `predicate` function which returns a\n * boolean, representing a condition to be satisfied by the source values. The\n * output Observable emits the source values until such time as the `predicate`\n * returns false, at which point `takeWhile` stops mirroring the source\n * Observable and completes the output Observable.\n *\n * ## Example\n *\n * Emit click events only while the clientX property is greater than 200\n *\n * ```ts\n * import { fromEvent, takeWhile } from 'rxjs';\n *\n * const clicks = fromEvent<PointerEvent>(document, 'click');\n * const result = clicks.pipe(takeWhile(ev => ev.clientX > 200));\n * result.subscribe(x => console.log(x));\n * ```\n *\n * @see {@link take}\n * @see {@link takeLast}\n * @see {@link takeUntil}\n * @see {@link skip}\n *\n * @param predicate A function that evaluates a value emitted by the source\n * Observable and returns a boolean. Also takes the (zero-based) index as the\n * second argument.\n * @param inclusive When set to `true` the value that caused `predicate` to\n * return `false` will also be emitted.\n * @return A function that returns an Observable that emits values from the\n * source Observable so long as each value satisfies the condition defined by\n * the `predicate`, then completes.\n */\nexport function takeWhile<T>(predicate: (value: T, index: number) => boolean, inclusive = false): MonoTypeOperatorFunction<T> {\n  return operate((source, subscriber) => {\n    let index = 0;\n    source.subscribe(\n      createOperatorSubscriber(subscriber, (value) => {\n        const result = predicate(value, index++);\n        (result || inclusive) && subscriber.next(value);\n        !result && subscriber.complete();\n      })\n    );\n  });\n}\n", "import { MonoTypeOperatorFunction, Observer } from '../types';\nimport { isFunction } from '../util/isFunction';\nimport { operate } from '../util/lift';\nimport { createOperatorSubscriber } from './OperatorSubscriber';\nimport { identity } from '../util/identity';\n\n/**\n * An extension to the {@link Observer} interface used only by the {@link tap} operator.\n *\n * It provides a useful set of callbacks a user can register to do side-effects in\n * cases other than what the usual {@link Observer} callbacks are\n * ({@link guide/glossary-and-semantics#next next},\n * {@link guide/glossary-and-semantics#error error} and/or\n * {@link guide/glossary-and-semantics#complete complete}).\n *\n * ## Example\n *\n * ```ts\n * import { fromEvent, switchMap, tap, interval, take } from 'rxjs';\n *\n * const source$ = fromEvent(document, 'click');\n * const result$ = source$.pipe(\n *   switchMap((_, i) => i % 2 === 0\n *     ? fromEvent(document, 'mousemove').pipe(\n *         tap({\n *           subscribe: () => console.log('Subscribed to the mouse move events after click #' + i),\n *           unsubscribe: () => console.log('Mouse move events #' + i + ' unsubscribed'),\n *           finalize: () => console.log('Mouse move events #' + i + ' finalized')\n *         })\n *       )\n *     : interval(1_000).pipe(\n *         take(5),\n *         tap({\n *           subscribe: () => console.log('Subscribed to the 1-second interval events after click #' + i),\n *           unsubscribe: () => console.log('1-second interval events #' + i + ' unsubscribed'),\n *           finalize: () => console.log('1-second interval events #' + i + ' finalized')\n *         })\n *       )\n *   )\n * );\n *\n * const subscription = result$.subscribe({\n *   next: console.log\n * });\n *\n * setTimeout(() => {\n *   console.log('Unsubscribe after 60 seconds');\n *   subscription.unsubscribe();\n * }, 60_000);\n * ```\n */\nexport interface TapObserver<T> extends Observer<T> {\n  /**\n   * The callback that `tap` operator invokes at the moment when the source Observable\n   * gets subscribed to.\n   */\n  subscribe: () => void;\n  /**\n   * The callback that `tap` operator invokes when an explicit\n   * {@link guide/glossary-and-semantics#unsubscription unsubscribe} happens. It won't get invoked on\n   * `error` or `complete` events.\n   */\n  unsubscribe: () => void;\n  /**\n   * The callback that `tap` operator invokes when any kind of\n   * {@link guide/glossary-and-semantics#finalization finalization} happens - either when\n   * the source Observable `error`s or `complete`s or when it gets explicitly unsubscribed\n   * by the user. There is no difference in using this callback or the {@link finalize}\n   * operator, but if you're already using `tap` operator, you can use this callback\n   * instead. You'd get the same result in either case.\n   */\n  finalize: () => void;\n}\nexport function tap<T>(observerOrNext?: Partial<TapObserver<T>> | ((value: T) => void)): MonoTypeOperatorFunction<T>;\n/** @deprecated Instead of passing separate callback arguments, use an observer argument. Signatures taking separate callback arguments will be removed in v8. Details: https://rxjs.dev/deprecations/subscribe-arguments */\nexport function tap<T>(\n  next?: ((value: T) => void) | null,\n  error?: ((error: any) => void) | null,\n  complete?: (() => void) | null\n): MonoTypeOperatorFunction<T>;\n\n/**\n * Used to perform side-effects for notifications from the source observable\n *\n * <span class=\"informal\">Used when you want to affect outside state with a notification without altering the notification</span>\n *\n * ![](tap.png)\n *\n * Tap is designed to allow the developer a designated place to perform side effects. While you _could_ perform side-effects\n * inside of a `map` or a `mergeMap`, that would make their mapping functions impure, which isn't always a big deal, but will\n * make it so you can't do things like memoize those functions. The `tap` operator is designed solely for such side-effects to\n * help you remove side-effects from other operations.\n *\n * For any notification, next, error, or complete, `tap` will call the appropriate callback you have provided to it, via a function\n * reference, or a partial observer, then pass that notification down the stream.\n *\n * The observable returned by `tap` is an exact mirror of the source, with one exception: Any error that occurs -- synchronously -- in a handler\n * provided to `tap` will be emitted as an error from the returned observable.\n *\n * > Be careful! You can mutate objects as they pass through the `tap` operator's handlers.\n *\n * The most common use of `tap` is actually for debugging. You can place a `tap(console.log)` anywhere\n * in your observable `pipe`, log out the notifications as they are emitted by the source returned by the previous\n * operation.\n *\n * ## Examples\n *\n * Check a random number before it is handled. Below is an observable that will use a random number between 0 and 1,\n * and emit `'big'` or `'small'` depending on the size of that number. But we wanted to log what the original number\n * was, so we have added a `tap(console.log)`.\n *\n * ```ts\n * import { of, tap, map } from 'rxjs';\n *\n * of(Math.random()).pipe(\n *   tap(console.log),\n *   map(n => n > 0.5 ? 'big' : 'small')\n * ).subscribe(console.log);\n * ```\n *\n * Using `tap` to analyze a value and force an error. Below is an observable where in our system we only\n * want to emit numbers 3 or less we get from another source. We can force our observable to error\n * using `tap`.\n *\n * ```ts\n * import { of, tap } from 'rxjs';\n *\n * const source = of(1, 2, 3, 4, 5);\n *\n * source.pipe(\n *   tap(n => {\n *     if (n > 3) {\n *       throw new TypeError(`Value ${ n } is greater than 3`);\n *     }\n *   })\n * )\n * .subscribe({ next: console.log, error: err => console.log(err.message) });\n * ```\n *\n * We want to know when an observable completes before moving on to the next observable. The system\n * below will emit a random series of `'X'` characters from 3 different observables in sequence. The\n * only way we know when one observable completes and moves to the next one, in this case, is because\n * we have added a `tap` with the side effect of logging to console.\n *\n * ```ts\n * import { of, concatMap, interval, take, map, tap } from 'rxjs';\n *\n * of(1, 2, 3).pipe(\n *   concatMap(n => interval(1000).pipe(\n *     take(Math.round(Math.random() * 10)),\n *     map(() => 'X'),\n *     tap({ complete: () => console.log(`Done with ${ n }`) })\n *   ))\n * )\n * .subscribe(console.log);\n * ```\n *\n * @see {@link finalize}\n * @see {@link TapObserver}\n *\n * @param observerOrNext A next handler or partial observer\n * @param error An error handler\n * @param complete A completion handler\n * @return A function that returns an Observable identical to the source, but\n * runs the specified Observer or callback(s) for each item.\n */\nexport function tap<T>(\n  observerOrNext?: Partial<TapObserver<T>> | ((value: T) => void) | null,\n  error?: ((e: any) => void) | null,\n  complete?: (() => void) | null\n): MonoTypeOperatorFunction<T> {\n  // We have to check to see not only if next is a function,\n  // but if error or complete were passed. This is because someone\n  // could technically call tap like `tap(null, fn)` or `tap(null, null, fn)`.\n  const tapObserver =\n    isFunction(observerOrNext) || error || complete\n      ? // tslint:disable-next-line: no-object-literal-type-assertion\n        ({ next: observerOrNext as Exclude<typeof observerOrNext, Partial<TapObserver<T>>>, error, complete } as Partial<TapObserver<T>>)\n      : observerOrNext;\n\n  return tapObserver\n    ? operate((source, subscriber) => {\n        tapObserver.subscribe?.();\n        let isUnsub = true;\n        source.subscribe(\n          createOperatorSubscriber(\n            subscriber,\n            (value) => {\n              tapObserver.next?.(value);\n              subscriber.next(value);\n            },\n            () => {\n              isUnsub = false;\n              tapObserver.complete?.();\n              subscriber.complete();\n            },\n            (err) => {\n              isUnsub = false;\n              tapObserver.error?.(err);\n              subscriber.error(err);\n            },\n            () => {\n              if (isUnsub) {\n                tapObserver.unsubscribe?.();\n              }\n              tapObserver.finalize?.();\n            }\n          )\n        );\n      })\n    : // Tap was called with no valid tap observer or handler\n      // (e.g. `tap(null, null, null)` or `tap(null)` or `tap()`)\n      // so we're going to just mirror the source.\n      identity;\n}\n", "import { Subscription } from '../Subscription';\n\nimport { MonoTypeOperatorFunction, ObservableInput } from '../types';\nimport { operate } from '../util/lift';\nimport { createOperatorSubscriber } from './OperatorSubscriber';\nimport { innerFrom } from '../observable/innerFrom';\n\n/**\n * An object interface used by {@link throttle} or {@link throttleTime} that ensure\n * configuration options of these operators.\n *\n * @see {@link throttle}\n * @see {@link throttleTime}\n */\nexport interface ThrottleConfig {\n  /**\n   * If `true`, the resulting Observable will emit the first value from the source\n   * Observable at the **start** of the \"throttling\" process (when starting an\n   * internal timer that prevents other emissions from the source to pass through).\n   * If `false`, it will not emit the first value from the source Observable at the\n   * start of the \"throttling\" process.\n   *\n   * If not provided, defaults to: `true`.\n   */\n  leading?: boolean;\n  /**\n   * If `true`, the resulting Observable will emit the last value from the source\n   * Observable at the **end** of the \"throttling\" process (when ending an internal\n   * timer that prevents other emissions from the source to pass through).\n   * If `false`, it will not emit the last value from the source Observable at the\n   * end of the \"throttling\" process.\n   *\n   * If not provided, defaults to: `false`.\n   */\n  trailing?: boolean;\n}\n\n/**\n * Emits a value from the source Observable, then ignores subsequent source\n * values for a duration determined by another Observable, then repeats this\n * process.\n *\n * <span class=\"informal\">It's like {@link throttleTime}, but the silencing\n * duration is determined by a second Observable.</span>\n *\n * ![](throttle.svg)\n *\n * `throttle` emits the source Observable values on the output Observable\n * when its internal timer is disabled, and ignores source values when the timer\n * is enabled. Initially, the timer is disabled. As soon as the first source\n * value arrives, it is forwarded to the output Observable, and then the timer\n * is enabled by calling the `durationSelector` function with the source value,\n * which returns the \"duration\" Observable. When the duration Observable emits a\n * value, the timer is disabled, and this process repeats for the\n * next source value.\n *\n * ## Example\n *\n * Emit clicks at a rate of at most one click per second\n *\n * ```ts\n * import { fromEvent, throttle, interval } from 'rxjs';\n *\n * const clicks = fromEvent(document, 'click');\n * const result = clicks.pipe(throttle(() => interval(1000)));\n *\n * result.subscribe(x => console.log(x));\n * ```\n *\n * @see {@link audit}\n * @see {@link debounce}\n * @see {@link delayWhen}\n * @see {@link sample}\n * @see {@link throttleTime}\n *\n * @param durationSelector A function that receives a value from the source\n * Observable, for computing the silencing duration for each source value,\n * returned as an `ObservableInput`.\n * @param config A configuration object to define `leading` and `trailing`\n * behavior. Defaults to `{ leading: true, trailing: false }`.\n * @return A function that returns an Observable that performs the throttle\n * operation to limit the rate of emissions from the source.\n */\nexport function throttle<T>(durationSelector: (value: T) => ObservableInput<any>, config?: ThrottleConfig): MonoTypeOperatorFunction<T> {\n  return operate((source, subscriber) => {\n    const { leading = true, trailing = false } = config ?? {};\n    let hasValue = false;\n    let sendValue: T | null = null;\n    let throttled: Subscription | null = null;\n    let isComplete = false;\n\n    const endThrottling = () => {\n      throttled?.unsubscribe();\n      throttled = null;\n      if (trailing) {\n        send();\n        isComplete && subscriber.complete();\n      }\n    };\n\n    const cleanupThrottling = () => {\n      throttled = null;\n      isComplete && subscriber.complete();\n    };\n\n    const startThrottle = (value: T) =>\n      (throttled = innerFrom(durationSelector(value)).subscribe(createOperatorSubscriber(subscriber, endThrottling, cleanupThrottling)));\n\n    const send = () => {\n      if (hasValue) {\n        // Ensure we clear out our value and hasValue flag\n        // before we emit, otherwise reentrant code can cause\n        // issues here.\n        hasValue = false;\n        const value = sendValue!;\n        sendValue = null;\n        // Emit the value.\n        subscriber.next(value);\n        !isComplete && startThrottle(value);\n      }\n    };\n\n    source.subscribe(\n      createOperatorSubscriber(\n        subscriber,\n        // Regarding the presence of throttled.closed in the following\n        // conditions, if a synchronous duration selector is specified - weird,\n        // but legal - an already-closed subscription will be assigned to\n        // throttled, so the subscription's closed property needs to be checked,\n        // too.\n        (value) => {\n          hasValue = true;\n          sendValue = value;\n          !(throttled && !throttled.closed) && (leading ? send() : startThrottle(value));\n        },\n        () => {\n          isComplete = true;\n          !(trailing && hasValue && throttled && !throttled.closed) && subscriber.complete();\n        }\n      )\n    );\n  });\n}\n", "import { asyncScheduler } from '../scheduler/async';\nimport { throttle, ThrottleConfig } from './throttle';\nimport { MonoTypeOperatorFunction, SchedulerLike } from '../types';\nimport { timer } from '../observable/timer';\n\n/**\n * Emits a value from the source Observable, then ignores subsequent source\n * values for `duration` milliseconds, then repeats this process.\n *\n * <span class=\"informal\">Lets a value pass, then ignores source values for the\n * next `duration` milliseconds.</span>\n *\n * ![](throttleTime.png)\n *\n * `throttleTime` emits the source Observable values on the output Observable\n * when its internal timer is disabled, and ignores source values when the timer\n * is enabled. Initially, the timer is disabled. As soon as the first source\n * value arrives, it is forwarded to the output Observable, and then the timer\n * is enabled. After `duration` milliseconds (or the time unit determined\n * internally by the optional `scheduler`) has passed, the timer is disabled,\n * and this process repeats for the next source value. Optionally takes a\n * {@link SchedulerLike} for managing timers.\n *\n * ## Examples\n *\n * ### Limit click rate\n *\n * Emit clicks at a rate of at most one click per second\n *\n * ```ts\n * import { fromEvent, throttleTime } from 'rxjs';\n *\n * const clicks = fromEvent(document, 'click');\n * const result = clicks.pipe(throttleTime(1000));\n *\n * result.subscribe(x => console.log(x));\n * ```\n *\n * @see {@link auditTime}\n * @see {@link debounceTime}\n * @see {@link delay}\n * @see {@link sampleTime}\n * @see {@link throttle}\n *\n * @param duration Time to wait before emitting another value after\n * emitting the last value, measured in milliseconds or the time unit determined\n * internally by the optional `scheduler`.\n * @param scheduler The {@link SchedulerLike} to use for\n * managing the timers that handle the throttling. Defaults to {@link asyncScheduler}.\n * @param config A configuration object to define `leading` and\n * `trailing` behavior. Defaults to `{ leading: true, trailing: false }`.\n * @return A function that returns an Observable that performs the throttle\n * operation to limit the rate of emissions from the source.\n */\nexport function throttleTime<T>(\n  duration: number,\n  scheduler: SchedulerLike = asyncScheduler,\n  config?: ThrottleConfig\n): MonoTypeOperatorFunction<T> {\n  const duration$ = timer(duration, scheduler);\n  return throttle(() => duration$, config);\n}\n", "import { OperatorFunction, ObservableInputTuple } from '../types';\nimport { operate } from '../util/lift';\nimport { createOperatorSubscriber } from './OperatorSubscriber';\nimport { innerFrom } from '../observable/innerFrom';\nimport { identity } from '../util/identity';\nimport { noop } from '../util/noop';\nimport { popResultSelector } from '../util/args';\n\nexport function withLatestFrom<T, O extends unknown[]>(...inputs: [...ObservableInputTuple<O>]): OperatorFunction<T, [T, ...O]>;\n\nexport function withLatestFrom<T, O extends unknown[], R>(\n  ...inputs: [...ObservableInputTuple<O>, (...value: [T, ...O]) => R]\n): OperatorFunction<T, R>;\n\n/**\n * Combines the source Observable with other Observables to create an Observable\n * whose values are calculated from the latest values of each, only when the\n * source emits.\n *\n * <span class=\"informal\">Whenever the source Observable emits a value, it\n * computes a formula using that value plus the latest values from other input\n * Observables, then emits the output of that formula.</span>\n *\n * ![](withLatestFrom.png)\n *\n * `withLatestFrom` combines each value from the source Observable (the\n * instance) with the latest values from the other input Observables only when\n * the source emits a value, optionally using a `project` function to determine\n * the value to be emitted on the output Observable. All input Observables must\n * emit at least one value before the output Observable will emit a value.\n *\n * ## Example\n *\n * On every click event, emit an array with the latest timer event plus the click event\n *\n * ```ts\n * import { fromEvent, interval, withLatestFrom } from 'rxjs';\n *\n * const clicks = fromEvent(document, 'click');\n * const timer = interval(1000);\n * const result = clicks.pipe(withLatestFrom(timer));\n * result.subscribe(x => console.log(x));\n * ```\n *\n * @see {@link combineLatest}\n *\n * @param inputs An input Observable to combine with the source Observable. More\n * than one input Observables may be given as argument. If the last parameter is\n * a function, it will be used as a projection function for combining values\n * together. When the function is called, it receives all values in order of the\n * Observables passed, where the first parameter is a value from the source\n * Observable. (e.g.\n * `a.pipe(withLatestFrom(b, c), map(([a1, b1, c1]) => a1 + b1 + c1))`). If this\n * is not passed, arrays will be emitted on the output Observable.\n * @return A function that returns an Observable of projected values from the\n * most recent values from each input Observable, or an array of the most\n * recent values from each input Observable.\n */\nexport function withLatestFrom<T, R>(...inputs: any[]): OperatorFunction<T, R | any[]> {\n  const project = popResultSelector(inputs) as ((...args: any[]) => R) | undefined;\n\n  return operate((source, subscriber) => {\n    const len = inputs.length;\n    const otherValues = new Array(len);\n    // An array of whether or not the other sources have emitted. Matched with them by index.\n    // TODO: At somepoint, we should investigate the performance implications here, and look\n    // into using a `Set()` and checking the `size` to see if we're ready.\n    let hasValue = inputs.map(() => false);\n    // Flipped true when we have at least one value from all other sources and\n    // we are ready to start emitting values.\n    let ready = false;\n\n    // Other sources. Note that here we are not checking `subscriber.closed`,\n    // this causes all inputs to be subscribed to, even if nothing can be emitted\n    // from them. This is an important distinction because subscription constitutes\n    // a side-effect.\n    for (let i = 0; i < len; i++) {\n      innerFrom(inputs[i]).subscribe(\n        createOperatorSubscriber(\n          subscriber,\n          (value) => {\n            otherValues[i] = value;\n            if (!ready && !hasValue[i]) {\n              // If we're not ready yet, flag to show this observable has emitted.\n              hasValue[i] = true;\n              // Intentionally terse code.\n              // If all of our other observables have emitted, set `ready` to `true`,\n              // so we know we can start emitting values, then clean up the `hasValue` array,\n              // because we don't need it anymore.\n              (ready = hasValue.every(identity)) && (hasValue = null!);\n            }\n          },\n          // Completing one of the other sources has\n          // no bearing on the completion of our result.\n          noop\n        )\n      );\n    }\n\n    // Source subscription\n    source.subscribe(\n      createOperatorSubscriber(subscriber, (value) => {\n        if (ready) {\n          // We have at least one value from the other sources. Go ahead and emit.\n          const values = [value, ...otherValues];\n          subscriber.next(project ? project(...values) : values);\n        }\n      })\n    );\n  });\n}\n", "import { zip as zipStatic } from '../observable/zip';\nimport { ObservableInput, ObservableInputTuple, OperatorFunction, Cons } from '../types';\nimport { operate } from '../util/lift';\n\n/** @deprecated Replaced with {@link zipWith}. Will be removed in v8. */\nexport function zip<T, A extends readonly unknown[]>(otherInputs: [...ObservableInputTuple<A>]): OperatorFunction<T, Cons<T, A>>;\n/** @deprecated Replaced with {@link zipWith}. Will be removed in v8. */\nexport function zip<T, A extends readonly unknown[], R>(\n  otherInputsAndProject: [...ObservableInputTuple<A>],\n  project: (...values: Cons<T, A>) => R\n): OperatorFunction<T, R>;\n/** @deprecated Replaced with {@link zipWith}. Will be removed in v8. */\nexport function zip<T, A extends readonly unknown[]>(...otherInputs: [...ObservableInputTuple<A>]): OperatorFunction<T, Cons<T, A>>;\n/** @deprecated Replaced with {@link zipWith}. Will be removed in v8. */\nexport function zip<T, A extends readonly unknown[], R>(\n  ...otherInputsAndProject: [...ObservableInputTuple<A>, (...values: Cons<T, A>) => R]\n): OperatorFunction<T, R>;\n\n/**\n * @deprecated Replaced with {@link zipWith}. Will be removed in v8.\n */\nexport function zip<T, R>(...sources: Array<ObservableInput<any> | ((...values: Array<any>) => R)>): OperatorFunction<T, any> {\n  return operate((source, subscriber) => {\n    zipStatic(source as ObservableInput<any>, ...(sources as Array<ObservableInput<any>>)).subscribe(subscriber);\n  });\n}\n", "import { ObservableInputTuple, OperatorFunction, Cons } from '../types';\nimport { zip } from './zip';\n\n/**\n * Subscribes to the source, and the observable inputs provided as arguments, and combines their values, by index, into arrays.\n *\n * What is meant by \"combine by index\": The first value from each will be made into a single array, then emitted,\n * then the second value from each will be combined into a single array and emitted, then the third value\n * from each will be combined into a single array and emitted, and so on.\n *\n * This will continue until it is no longer able to combine values of the same index into an array.\n *\n * After the last value from any one completed source is emitted in an array, the resulting observable will complete,\n * as there is no way to continue \"zipping\" values together by index.\n *\n * Use-cases for this operator are limited. There are memory concerns if one of the streams is emitting\n * values at a much faster rate than the others. Usage should likely be limited to streams that emit\n * at a similar pace, or finite streams of known length.\n *\n * In many cases, authors want `combineLatestWith` and not `zipWith`.\n *\n * @param otherInputs other observable inputs to collate values from.\n * @return A function that returns an Observable that emits items by index\n * combined from the source Observable and provided Observables, in form of an\n * array.\n */\nexport function zipWith<T, A extends readonly unknown[]>(...otherInputs: [...ObservableInputTuple<A>]): OperatorFunction<T, Cons<T, A>> {\n  return zip(...otherInputs);\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  ReplaySubject,\n  Subject,\n  fromEvent\n} from \"rxjs\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch document\n *\n * Documents are implemented as subjects, so all downstream observables are\n * automatically updated when a new document is emitted.\n *\n * @returns Document subject\n */\nexport function watchDocument(): Subject<Document> {\n  const document$ = new ReplaySubject<Document>(1)\n  fromEvent(document, \"DOMContentLoaded\", { once: true })\n    .subscribe(() => document$.next(document))\n\n  /* Return document */\n  return document$\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve all elements matching the query selector\n *\n * @template T - Element type\n *\n * @param selector - Query selector\n * @param node - Node of reference\n *\n * @returns Elements\n */\nexport function getElements<T extends keyof HTMLElementTagNameMap>(\n  selector: T, node?: ParentNode\n): HTMLElementTagNameMap[T][]\n\nexport function getElements<T extends HTMLElement>(\n  selector: string, node?: ParentNode\n): T[]\n\nexport function getElements<T extends HTMLElement>(\n  selector: string, node: ParentNode = document\n): T[] {\n  return Array.from(node.querySelectorAll<T>(selector))\n}\n\n/**\n * Retrieve an element matching a query selector or throw a reference error\n *\n * Note that this function assumes that the element is present. If unsure if an\n * element is existent, use the `getOptionalElement` function instead.\n *\n * @template T - Element type\n *\n * @param selector - Query selector\n * @param node - Node of reference\n *\n * @returns Element\n */\nexport function getElement<T extends keyof HTMLElementTagNameMap>(\n  selector: T, node?: ParentNode\n): HTMLElementTagNameMap[T]\n\nexport function getElement<T extends HTMLElement>(\n  selector: string, node?: ParentNode\n): T\n\nexport function getElement<T extends HTMLElement>(\n  selector: string, node: ParentNode = document\n): T {\n  const el = getOptionalElement<T>(selector, node)\n  if (typeof el === \"undefined\")\n    throw new ReferenceError(\n      `Missing element: expected \"${selector}\" to be present`\n    )\n\n  /* Return element */\n  return el\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Retrieve an optional element matching the query selector\n *\n * @template T - Element type\n *\n * @param selector - Query selector\n * @param node - Node of reference\n *\n * @returns Element or nothing\n */\nexport function getOptionalElement<T extends keyof HTMLElementTagNameMap>(\n  selector: T, node?: ParentNode\n): HTMLElementTagNameMap[T] | undefined\n\nexport function getOptionalElement<T extends HTMLElement>(\n  selector: string, node?: ParentNode\n): T | undefined\n\nexport function getOptionalElement<T extends HTMLElement>(\n  selector: string, node: ParentNode = document\n): T | undefined {\n  return node.querySelector<T>(selector) || undefined\n}\n\n/**\n * Retrieve the currently active element\n *\n * @returns Element or nothing\n */\nexport function getActiveElement(): HTMLElement | undefined {\n  return (\n    document.activeElement?.shadowRoot?.activeElement as HTMLElement ??\n    document.activeElement as HTMLElement ??\n    undefined\n  )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  debounceTime,\n  distinctUntilChanged,\n  fromEvent,\n  map,\n  merge,\n  shareReplay,\n  startWith\n} from \"rxjs\"\n\nimport { getActiveElement } from \"../_\"\n\n/* ----------------------------------------------------------------------------\n * Data\n * ------------------------------------------------------------------------- */\n\n/**\n * Focus observable\n *\n * Previously, this observer used `focus` and `blur` events to determine whether\n * an element is focused, but this doesn't work if there are focusable elements\n * within the elements itself. A better solutions are `focusin` and `focusout`\n * events, which bubble up the tree and allow for more fine-grained control.\n *\n * `debounceTime` is necessary, because when a focus change happens inside an\n * element, the observable would first emit `false` and then `true` again.\n */\nconst observer$ = merge(\n  fromEvent(document.body, \"focusin\"),\n  fromEvent(document.body, \"focusout\")\n)\n  .pipe(\n    debounceTime(1),\n    startWith(undefined),\n    map(() => getActiveElement() || document.body),\n    shareReplay(1)\n  )\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch element focus\n *\n * @param el - Element\n *\n * @returns Element focus observable\n */\nexport function watchElementFocus(\n  el: HTMLElement\n): Observable<boolean> {\n  return observer$\n    .pipe(\n      map(active => el.contains(active)),\n      distinctUntilChanged()\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  debounce,\n  defer,\n  fromEvent,\n  identity,\n  map,\n  merge,\n  startWith,\n  timer\n} from \"rxjs\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch element hover\n *\n * The second parameter allows to specify a timeout in milliseconds after which\n * the hover state will be reset to `false`. This is useful for tooltips which\n * should disappear after a certain amount of time, in order to allow the user\n * to move the cursor from the host to the tooltip.\n *\n * @param el - Element\n * @param timeout - Timeout\n *\n * @returns Element hover observable\n */\nexport function watchElementHover(\n  el: HTMLElement, timeout?: number\n): Observable<boolean> {\n  return defer(() => merge(\n    fromEvent(el, \"mouseenter\").pipe(map(() => true)),\n    fromEvent(el, \"mouseleave\").pipe(map(() => false))\n  )\n    .pipe(\n      timeout ? debounce(active => timer(+!active * timeout)) : identity,\n      startWith(el.matches(\":hover\"))\n    )\n  )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { JSX as JSXInternal } from \"preact\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * HTML attributes\n */\ntype Attributes =\n  & JSXInternal.HTMLAttributes\n  & JSXInternal.SVGAttributes\n  & Record<string, any>\n\n/**\n * Child element\n */\ntype Child =\n  | ChildNode\n  | HTMLElement\n  | Text\n  | string\n  | number\n\n/* ----------------------------------------------------------------------------\n * Helper functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Append a child node to an element\n *\n * @param el - Element\n * @param child - Child node(s)\n */\nfunction appendChild(el: HTMLElement, child: Child | Child[]): void {\n\n  /* Handle primitive types (including raw HTML) */\n  if (typeof child === \"string\" || typeof child === \"number\") {\n    el.innerHTML += child.toString()\n\n  /* Handle nodes */\n  } else if (child instanceof Node) {\n    el.appendChild(child)\n\n  /* Handle nested children */\n  } else if (Array.isArray(child)) {\n    for (const node of child)\n      appendChild(el, node)\n  }\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * JSX factory\n *\n * @template T - Element type\n *\n * @param tag - HTML tag\n * @param attributes - HTML attributes\n * @param children - Child elements\n *\n * @returns Element\n */\nexport function h<T extends keyof HTMLElementTagNameMap>(\n  tag: T, attributes?: Attributes | null, ...children: Child[]\n): HTMLElementTagNameMap[T]\n\nexport function h<T extends h.JSX.Element>(\n  tag: string, attributes?: Attributes | null, ...children: Child[]\n): T\n\nexport function h<T extends h.JSX.Element>(\n  tag: string, attributes?: Attributes | null, ...children: Child[]\n): T {\n  const el = document.createElement(tag)\n\n  /* Set attributes, if any */\n  if (attributes)\n    for (const attr of Object.keys(attributes)) {\n      if (typeof attributes[attr] === \"undefined\")\n        continue\n\n      /* Set default attribute or boolean */\n      if (typeof attributes[attr] !== \"boolean\")\n        el.setAttribute(attr, attributes[attr])\n      else\n        el.setAttribute(attr, \"\")\n    }\n\n  /* Append child nodes */\n  for (const child of children)\n    appendChild(el, child)\n\n  /* Return element */\n  return el as T\n}\n\n/* ----------------------------------------------------------------------------\n * Namespace\n * ------------------------------------------------------------------------- */\n\nexport declare namespace h {\n  namespace JSX {\n    type Element = HTMLElement\n    type IntrinsicElements = JSXInternal.IntrinsicElements\n  }\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Round a number for display with repository facts\n *\n * This is a reverse-engineered version of GitHub's weird rounding algorithm\n * for stars, forks and all other numbers. While all numbers below `1,000` are\n * returned as-is, bigger numbers are converted to fixed numbers:\n *\n * - `1,049` => `1k`\n * - `1,050` => `1.1k`\n * - `1,949` => `1.9k`\n * - `1,950` => `2k`\n *\n * @param value - Original value\n *\n * @returns Rounded value\n */\nexport function round(value: number): string {\n  if (value > 999) {\n    const digits = +((value - 950) % 1000 > 99)\n    return `${((value + 0.000001) / 1000).toFixed(digits)}k`\n  } else {\n    return value.toString()\n  }\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  defer,\n  finalize,\n  fromEvent,\n  map,\n  merge,\n  switchMap,\n  take,\n  throwError\n} from \"rxjs\"\n\nimport { h } from \"~/utilities\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Create and load a `script` element\n *\n * This function returns an observable that will emit when the script was\n * successfully loaded, or throw an error if it wasn't.\n *\n * @param src - Script URL\n *\n * @returns Script observable\n */\nexport function watchScript(src: string): Observable<void> {\n  const script = h(\"script\", { src })\n  return defer(() => {\n    document.head.appendChild(script)\n    return merge(\n      fromEvent(script, \"load\"),\n      fromEvent(script, \"error\")\n        .pipe(\n          switchMap(() => (\n            throwError(() => new ReferenceError(`Invalid script: ${src}`))\n          ))\n        )\n    )\n      .pipe(\n        map(() => undefined),\n        finalize(() => document.head.removeChild(script)),\n        take(1)\n      )\n  })\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  NEVER,\n  Observable,\n  Subject,\n  defer,\n  filter,\n  finalize,\n  map,\n  merge,\n  of,\n  shareReplay,\n  startWith,\n  switchMap,\n  tap\n} from \"rxjs\"\n\nimport { watchScript } from \"../../../script\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Element offset\n */\nexport interface ElementSize {\n  width: number                        /* Element width */\n  height: number                       /* Element height */\n}\n\n/* ----------------------------------------------------------------------------\n * Data\n * ------------------------------------------------------------------------- */\n\n/**\n * Resize observer entry subject\n */\nconst entry$ = new Subject<ResizeObserverEntry>()\n\n/**\n * Resize observer observable\n *\n * This observable will create a `ResizeObserver` on the first subscription\n * and will automatically terminate it when there are no more subscribers.\n * It's quite important to centralize observation in a single `ResizeObserver`,\n * as the performance difference can be quite dramatic, as the link shows.\n *\n * If the browser doesn't have a `ResizeObserver` implementation available, a\n * polyfill is automatically downloaded from unpkg.com. This is also compatible\n * with the built-in privacy plugin, which will download the polyfill and put\n * it alongside the built site for self-hosting.\n *\n * @see https://bit.ly/3iIYfEm - Google Groups on performance\n */\nconst observer$ = defer(() => (\n  typeof ResizeObserver === \"undefined\"\n    ? watchScript(\"https://unpkg.com/resize-observer-polyfill\")\n    : of(undefined)\n))\n  .pipe(\n    map(() => new ResizeObserver(entries => (\n      entries.forEach(entry => entry$.next(entry))\n    ))),\n    switchMap(observer => merge(NEVER, of(observer)).pipe(\n      finalize(() => observer.disconnect())\n    )),\n    shareReplay(1)\n  )\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve element size\n *\n * @param el - Element\n *\n * @returns Element size\n */\nexport function getElementSize(\n  el: HTMLElement\n): ElementSize {\n  return {\n    width:  el.offsetWidth,\n    height: el.offsetHeight\n  }\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch element size\n *\n * This function returns an observable that subscribes to a single internal\n * instance of `ResizeObserver` upon subscription, and emit resize events until\n * termination. Note that this function should not be called with the same\n * element twice, as the first unsubscription will terminate observation.\n *\n * Sadly, we can't use the `DOMRect` objects returned by the observer, because\n * we need the emitted values to be consistent with `getElementSize`, which will\n * return the used values (rounded) and not actual values (unrounded). Thus, we\n * use the `offset*` properties. See the linked GitHub issue.\n *\n * @see https://bit.ly/3m0k3he - GitHub issue\n *\n * @param el - Element\n *\n * @returns Element size observable\n */\nexport function watchElementSize(\n  el: HTMLElement\n): Observable<ElementSize> {\n\n  // Compute target element - since inline elements cannot be observed by the\n  // current `ResizeObserver` implementation as provided by browsers, we need\n  // to determine the first containing parent element and use that one as a\n  // target, while we always compute the actual size from the element.\n  let target = el\n  while (target.clientWidth === 0)\n    if (target.parentElement)\n      target = target.parentElement\n    else\n      break\n\n  // Observe target element and recompute element size on resize - as described\n  // above, the target element is not necessarily the element of interest\n  return observer$.pipe(\n    tap(observer => observer.observe(target)),\n    switchMap(observer => entry$.pipe(\n      filter(entry => entry.target === target),\n      finalize(() => observer.unobserve(target))\n    )),\n    map(() => getElementSize(el)),\n    startWith(getElementSize(el))\n  )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { ElementSize } from \"../_\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve element content size (= scroll width and height)\n *\n * @param el - Element\n *\n * @returns Element content size\n */\nexport function getElementContentSize(\n  el: HTMLElement\n): ElementSize {\n  return {\n    width:  el.scrollWidth,\n    height: el.scrollHeight\n  }\n}\n\n/**\n * Retrieve the overflowing container of an element, if any\n *\n * @param el - Element\n *\n * @returns Overflowing container or nothing\n */\nexport function getElementContainer(\n  el: HTMLElement\n): HTMLElement | undefined {\n  let parent = el.parentElement\n  while (parent)\n    if (\n      el.scrollWidth  <= parent.scrollWidth &&\n      el.scrollHeight <= parent.scrollHeight\n    )\n      parent = (el = parent).parentElement\n    else\n      break\n\n  /* Return overflowing container */\n  return parent ? el : undefined\n}\n\n/**\n * Retrieve all overflowing containers of an element, if any\n *\n * Note that this function has a slightly different behavior, so we should at\n * some point consider refactoring how overflowing containers are handled.\n *\n * @param el - Element\n *\n * @returns Overflowing containers\n */\nexport function getElementContainers(\n  el: HTMLElement\n): HTMLElement[] {\n  const containers: HTMLElement[] = []\n\n  // Walk up the DOM tree until we find an overflowing container\n  let parent = el.parentElement\n  while (parent) {\n    if (\n      el.clientWidth  > parent.clientWidth ||\n      el.clientHeight > parent.clientHeight\n    )\n      containers.push(parent)\n\n    // Continue with parent element\n    parent = (el = parent).parentElement\n  }\n\n  // If the page is short, the body might not be overflowing and there might be\n  // no other containers, which is why we need to make sure the body is present\n  if (containers.length === 0)\n    containers.push(document.documentElement)\n\n  // Return overflowing containers\n  return containers\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  animationFrameScheduler,\n  auditTime,\n  fromEvent,\n  map,\n  merge,\n  startWith\n} from \"rxjs\"\n\nimport { watchElementSize } from \"../../size\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Element offset\n */\nexport interface ElementOffset {\n  x: number                            /* Horizontal offset */\n  y: number                            /* Vertical offset */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve element offset\n *\n * @param el - Element\n *\n * @returns Element offset\n */\nexport function getElementOffset(\n  el: HTMLElement\n): ElementOffset {\n  return {\n    x: el.offsetLeft,\n    y: el.offsetTop\n  }\n}\n\n/**\n * Retrieve absolute element offset\n *\n * @param el - Element\n *\n * @returns Element offset\n */\nexport function getElementOffsetAbsolute(\n  el: HTMLElement\n): ElementOffset {\n  const rect = el.getBoundingClientRect()\n  return {\n    x: rect.x + window.scrollX,\n    y: rect.y + window.scrollY\n  }\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch element offset\n *\n * @param el - Element\n *\n * @returns Element offset observable\n */\nexport function watchElementOffset(\n  el: HTMLElement\n): Observable<ElementOffset> {\n  return merge(\n    fromEvent(window, \"load\"),\n    fromEvent(window, \"resize\")\n  )\n    .pipe(\n      auditTime(0, animationFrameScheduler),\n      map(() => getElementOffset(el)),\n      startWith(getElementOffset(el))\n    )\n}\n\n/**\n * Watch absolute element offset\n *\n * @param el - Element\n *\n * @returns Element offset observable\n */\nexport function watchElementOffsetAbsolute(\n  el: HTMLElement\n): Observable<ElementOffset> {\n  return merge(\n    watchElementOffset(el),\n    watchElementSize(document.body) // @todo find a better way for this\n  )\n    .pipe(\n      map(() => getElementOffsetAbsolute(el)),\n      startWith(getElementOffsetAbsolute(el))\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  animationFrameScheduler,\n  auditTime,\n  fromEvent,\n  map,\n  merge,\n  startWith\n} from \"rxjs\"\n\nimport { ElementOffset } from \"../_\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve element content offset (= scroll offset)\n *\n * @param el - Element\n *\n * @returns Element content offset\n */\nexport function getElementContentOffset(\n  el: HTMLElement\n): ElementOffset {\n  return {\n    x: el.scrollLeft,\n    y: el.scrollTop\n  }\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch element content offset\n *\n * @param el - Element\n *\n * @returns Element content offset observable\n */\nexport function watchElementContentOffset(\n  el: HTMLElement\n): Observable<ElementOffset> {\n  return merge(\n    fromEvent(el, \"scroll\"),\n    fromEvent(window, \"scroll\"),\n    fromEvent(window, \"resize\")\n  )\n    .pipe(\n      auditTime(0, animationFrameScheduler),\n      map(() => getElementContentOffset(el)),\n      startWith(getElementContentOffset(el))\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  NEVER,\n  Observable,\n  Subject,\n  defer,\n  distinctUntilChanged,\n  filter,\n  finalize,\n  map,\n  merge,\n  of,\n  shareReplay,\n  switchMap,\n  tap\n} from \"rxjs\"\n\nimport {\n  getElementContentSize,\n  getElementSize,\n  watchElementContentOffset\n} from \"~/browser\"\n\n/* ----------------------------------------------------------------------------\n * Data\n * ------------------------------------------------------------------------- */\n\n/**\n * Intersection observer entry subject\n */\nconst entry$ = new Subject<IntersectionObserverEntry>()\n\n/**\n * Intersection observer observable\n *\n * This observable will create an `IntersectionObserver` on first subscription\n * and will automatically terminate it when there are no more subscribers.\n *\n * @see https://bit.ly/3iIYfEm - Google Groups on performance\n */\nconst observer$ = defer(() => of(\n  new IntersectionObserver(entries => {\n    for (const entry of entries)\n      entry$.next(entry)\n  }, {\n    threshold: 0\n  })\n))\n  .pipe(\n    switchMap(observer => merge(NEVER, of(observer))\n      .pipe(\n        finalize(() => observer.disconnect())\n      )\n    ),\n    shareReplay(1)\n  )\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch element visibility\n *\n * @param el - Element\n *\n * @returns Element visibility observable\n */\nexport function watchElementVisibility(\n  el: HTMLElement\n): Observable<boolean> {\n  return observer$\n    .pipe(\n      tap(observer => observer.observe(el)),\n      switchMap(observer => entry$\n        .pipe(\n          filter(({ target }) => target === el),\n          finalize(() => observer.unobserve(el)),\n          map(({ isIntersecting }) => isIntersecting)\n        )\n      )\n    )\n}\n\n/**\n * Watch element boundary\n *\n * This function returns an observable which emits whether the bottom content\n * boundary (= scroll offset) of an element is within a certain threshold.\n *\n * @param el - Element\n * @param threshold - Threshold\n *\n * @returns Element boundary observable\n */\nexport function watchElementBoundary(\n  el: HTMLElement, threshold = 16\n): Observable<boolean> {\n  return watchElementContentOffset(el)\n    .pipe(\n      map(({ y }) => {\n        const visible = getElementSize(el)\n        const content = getElementContentSize(el)\n        return y >= (\n          content.height - visible.height - threshold\n        )\n      }),\n      distinctUntilChanged()\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  fromEvent,\n  map,\n  startWith\n} from \"rxjs\"\n\nimport { getElement } from \"../element\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Toggle\n */\nexport type Toggle =\n  | \"drawer\"                           /* Toggle for drawer */\n  | \"search\"                           /* Toggle for search */\n\n/* ----------------------------------------------------------------------------\n * Data\n * ------------------------------------------------------------------------- */\n\n/**\n * Toggle map\n */\nconst toggles: Record<Toggle, HTMLInputElement> = {\n  drawer: getElement(\"[data-md-toggle=drawer]\"),\n  search: getElement(\"[data-md-toggle=search]\")\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve the value of a toggle\n *\n * @param name - Toggle\n *\n * @returns Toggle value\n */\nexport function getToggle(name: Toggle): boolean {\n  return toggles[name].checked\n}\n\n/**\n * Set toggle\n *\n * Simulating a click event seems to be the most cross-browser compatible way\n * of changing the value while also emitting a `change` event. Before, Material\n * used `CustomEvent` to programmatically change the value of a toggle, but this\n * is a much simpler and cleaner solution which doesn't require a polyfill.\n *\n * @param name - Toggle\n * @param value - Toggle value\n */\nexport function setToggle(name: Toggle, value: boolean): void {\n  if (toggles[name].checked !== value)\n    toggles[name].click()\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch toggle\n *\n * @param name - Toggle\n *\n * @returns Toggle value observable\n */\nexport function watchToggle(name: Toggle): Observable<boolean> {\n  const el = toggles[name]\n  return fromEvent(el, \"change\")\n    .pipe(\n      map(() => el.checked),\n      startWith(el.checked)\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  EMPTY,\n  Observable,\n  filter,\n  fromEvent,\n  map,\n  merge,\n  share,\n  startWith,\n  switchMap\n} from \"rxjs\"\n\nimport { getActiveElement } from \"../element\"\nimport { getToggle } from \"../toggle\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Keyboard mode\n */\nexport type KeyboardMode =\n  | \"global\"                           /* Global */\n  | \"search\"                           /* Search is open */\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Keyboard\n */\nexport interface Keyboard {\n  mode: KeyboardMode                   /* Keyboard mode */\n  type: string                         /* Key type */\n  claim(): void                        /* Key claim */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Check whether an element may receive keyboard input\n *\n * @param el - Element\n * @param type - Key type\n *\n * @returns Test result\n */\nfunction isSusceptibleToKeyboard(\n  el: HTMLElement, type: string\n): boolean {\n  switch (el.constructor) {\n\n    /* Input elements */\n    case HTMLInputElement:\n      /* @ts-expect-error - omit unnecessary type cast */\n      if (el.type === \"radio\")\n        return /^Arrow/.test(type)\n      else\n        return true\n\n    /* Select element and textarea */\n    case HTMLSelectElement:\n    case HTMLTextAreaElement:\n      return true\n\n    /* Everything else */\n    default:\n      return el.isContentEditable\n  }\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch composition events\n *\n * @returns Composition observable\n */\nexport function watchComposition(): Observable<boolean> {\n  return merge(\n    fromEvent(window, \"compositionstart\").pipe(map(() => true)),\n    fromEvent(window, \"compositionend\").pipe(map(() => false))\n  )\n    .pipe(\n      startWith(false)\n    )\n}\n\n/**\n * Watch keyboard\n *\n * @returns Keyboard observable\n */\nexport function watchKeyboard(): Observable<Keyboard> {\n  const keyboard$ = fromEvent<KeyboardEvent>(window, \"keydown\")\n    .pipe(\n      filter(ev => !(ev.metaKey || ev.ctrlKey)),\n      map(ev => ({\n        mode: getToggle(\"search\") ? \"search\" : \"global\",\n        type: ev.key,\n        claim() {\n          ev.preventDefault()\n          ev.stopPropagation()\n        }\n      } as Keyboard)),\n      filter(({ mode, type }) => {\n        if (mode === \"global\") {\n          const active = getActiveElement()\n          if (typeof active !== \"undefined\")\n            return !isSusceptibleToKeyboard(active, type)\n        }\n        return true\n      }),\n      share()\n    )\n\n  /* Don't emit during composition events - see https://bit.ly/3te3Wl8 */\n  return watchComposition()\n    .pipe(\n      switchMap(active => !active ? keyboard$ : EMPTY)\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Subject } from \"rxjs\"\n\nimport { feature } from \"~/_\"\nimport { h } from \"~/utilities\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve location\n *\n * This function returns a `URL` object (and not `Location`) to normalize the\n * typings across the application. Furthermore, locations need to be tracked\n * without setting them and `Location` is a singleton which represents the\n * current location.\n *\n * @returns URL\n */\nexport function getLocation(): URL {\n  return new URL(location.href)\n}\n\n/**\n * Set location\n *\n * If instant navigation is enabled, this function creates a temporary anchor\n * element, sets the `href` attribute, appends it to the body, clicks it, and\n * then removes it again. The event will bubble up the DOM and trigger be\n * intercepted by the instant loading business logic.\n *\n * Note that we must append and remove the anchor element, or the event will\n * not bubble up the DOM, making it impossible to intercept it.\n *\n * @param url - URL to navigate to\n * @param navigate - Force navigation\n */\nexport function setLocation(\n  url: URL | HTMLLinkElement, navigate = false\n): void {\n  if (feature(\"navigation.instant\") && !navigate) {\n    const el = h(\"a\", { href: url.href })\n    document.body.appendChild(el)\n    el.click()\n    el.remove()\n\n  // If we're not using instant navigation, and the page should not be reloaded\n  // just instruct the browser to navigate to the given URL\n  } else {\n    location.href = url.href\n  }\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch location\n *\n * @returns Location subject\n */\nexport function watchLocation(): Subject<URL> {\n  return new Subject<URL>()\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  filter,\n  fromEvent,\n  map,\n  merge,\n  shareReplay,\n  startWith\n} from \"rxjs\"\n\nimport { getOptionalElement } from \"~/browser\"\nimport { h } from \"~/utilities\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve location hash\n *\n * @returns Location hash\n */\nexport function getLocationHash(): string {\n  return location.hash.slice(1)\n}\n\n/**\n * Set location hash\n *\n * Setting a new fragment identifier via `location.hash` will have no effect\n * if the value doesn't change. When a new fragment identifier is set, we want\n * the browser to target the respective element at all times, which is why we\n * use this dirty little trick.\n *\n * @param hash - Location hash\n */\nexport function setLocationHash(hash: string): void {\n  const el = h(\"a\", { href: hash })\n  el.addEventListener(\"click\", ev => ev.stopPropagation())\n  el.click()\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch location hash\n *\n * @param location$ - Location observable\n *\n * @returns Location hash observable\n */\nexport function watchLocationHash(\n  location$: Observable<URL>\n): Observable<string> {\n  return merge(\n    fromEvent<HashChangeEvent>(window, \"hashchange\"),\n    location$\n  )\n    .pipe(\n      map(getLocationHash),\n      startWith(getLocationHash()),\n      filter(hash => hash.length > 0),\n      shareReplay(1)\n    )\n}\n\n/**\n * Watch location target\n *\n * @param location$ - Location observable\n *\n * @returns Location target observable\n */\nexport function watchLocationTarget(\n  location$: Observable<URL>\n): Observable<HTMLElement> {\n  return watchLocationHash(location$)\n    .pipe(\n      map(id => getOptionalElement(`[id=\"${id}\"]`)!),\n      filter(el => typeof el !== \"undefined\")\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  EMPTY,\n  Observable,\n  fromEvent,\n  fromEventPattern,\n  map,\n  merge,\n  startWith,\n  switchMap\n} from \"rxjs\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch media query\n *\n * Note that although `MediaQueryList.addListener` is deprecated we have to\n * use it, because it's the only way to ensure proper downward compatibility.\n *\n * @see https://bit.ly/3dUBH2m - GitHub issue\n *\n * @param query - Media query\n *\n * @returns Media observable\n */\nexport function watchMedia(query: string): Observable<boolean> {\n  const media = matchMedia(query)\n  return fromEventPattern<boolean>(next => (\n    media.addListener(() => next(media.matches))\n  ))\n    .pipe(\n      startWith(media.matches)\n    )\n}\n\n/**\n * Watch print mode\n *\n * @returns Print observable\n */\nexport function watchPrint(): Observable<boolean> {\n  const media = matchMedia(\"print\")\n  return merge(\n    fromEvent(window, \"beforeprint\").pipe(map(() => true)),\n    fromEvent(window, \"afterprint\").pipe(map(() => false))\n  )\n    .pipe(\n      startWith(media.matches)\n    )\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Toggle an observable with a media observable\n *\n * @template T - Data type\n *\n * @param query$ - Media observable\n * @param factory - Observable factory\n *\n * @returns Toggled observable\n */\nexport function at<T>(\n  query$: Observable<boolean>, factory: () => Observable<T>\n): Observable<T> {\n  return query$\n    .pipe(\n      switchMap(active => active ? factory() : EMPTY)\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  Subject,\n  map,\n  shareReplay,\n  switchMap\n} from \"rxjs\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Options\n */\ninterface Options {\n  progress$?: Subject<number>          // Progress subject\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Fetch the given URL\n *\n * This function returns an observable that emits the response as a blob and\n * completes, or emits an error if the request failed. The caller can cancel\n * the request by unsubscribing at any time, which will automatically abort\n * the inflight request and complete the observable.\n *\n * Note that we use `XMLHTTPRequest` not because we're nostalgic, but because\n * it's the only way to get progress events for downloads and also allow for\n * cancellation of requests, as the official Fetch API does not support this\n * yet, even though we're already in 2024.\n *\n * @param url - Request URL\n * @param options - Options\n *\n * @returns Data observable\n */\nexport function request(\n  url: URL | string, options?: Options\n): Observable<Blob> {\n  return new Observable<Blob>(observer => {\n    const req = new XMLHttpRequest()\n    req.open(\"GET\", `${url}`)\n    req.responseType = \"blob\"\n\n    // Handle response\n    req.addEventListener(\"load\", () => {\n      if (req.status >= 200 && req.status < 300) {\n        observer.next(req.response)\n        observer.complete()\n\n      // Every response that is not in the 2xx range is considered an error\n      } else {\n        observer.error(new Error(req.statusText))\n      }\n    })\n\n    // Handle network errors\n    req.addEventListener(\"error\", () => {\n      observer.error(new Error(\"Network error\"))\n    })\n\n    // Handle aborted requests\n    req.addEventListener(\"abort\", () => {\n      observer.complete()\n    })\n\n    // Handle download progress\n    if (typeof options?.progress$ !== \"undefined\") {\n      req.addEventListener(\"progress\", event => {\n        if (event.lengthComputable) {\n          options.progress$!.next((event.loaded / event.total) * 100)\n\n        // Hack: Chromium doesn't report the total number of bytes if content\n        // is compressed, so we need this fallback - see https://t.ly/ZXofI\n        } else {\n          const length = req.getResponseHeader(\"Content-Length\") ?? 0\n          options.progress$!.next((event.loaded / +length) * 100)\n        }\n      })\n\n      // Immediately set progress to 5% to indicate that we're loading\n      options.progress$.next(5)\n    }\n\n    // Send request and automatically abort request upon unsubscription\n    req.send()\n    return () => req.abort()\n  })\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Fetch JSON from the given URL\n *\n * @template T - Data type\n *\n * @param url - Request URL\n * @param options - Options\n *\n * @returns Data observable\n */\nexport function requestJSON<T>(\n  url: URL | string, options?: Options\n): Observable<T> {\n  return request(url, options)\n    .pipe(\n      switchMap(res => res.text()),\n      map(body => JSON.parse(body) as T),\n      shareReplay(1)\n    )\n}\n\n/**\n * Fetch HTML from the given URL\n *\n * @param url - Request URL\n * @param options - Options\n *\n * @returns Data observable\n */\nexport function requestHTML(\n  url: URL | string, options?: Options\n): Observable<Document> {\n  const dom = new DOMParser()\n  return request(url, options)\n    .pipe(\n      switchMap(res => res.text()),\n      map(res => dom.parseFromString(res, \"text/html\")),\n      shareReplay(1)\n    )\n}\n\n/**\n * Fetch XML from the given URL\n *\n * @param url - Request URL\n * @param options - Options\n *\n * @returns Data observable\n */\nexport function requestXML(\n  url: URL | string, options?: Options\n): Observable<Document> {\n  const dom = new DOMParser()\n  return request(url, options)\n    .pipe(\n      switchMap(res => res.text()),\n      map(res => dom.parseFromString(res, \"text/xml\")),\n      shareReplay(1)\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  fromEvent,\n  map,\n  merge,\n  startWith\n} from \"rxjs\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Viewport offset\n */\nexport interface ViewportOffset {\n  x: number                            /* Horizontal offset */\n  y: number                            /* Vertical offset */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve viewport offset\n *\n * On iOS Safari, viewport offset can be negative due to overflow scrolling.\n * As this may induce strange behaviors downstream, we'll just limit it to 0.\n *\n * @returns Viewport offset\n */\nexport function getViewportOffset(): ViewportOffset {\n  return {\n    x: Math.max(0, scrollX),\n    y: Math.max(0, scrollY)\n  }\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch viewport offset\n *\n * @returns Viewport offset observable\n */\nexport function watchViewportOffset(): Observable<ViewportOffset> {\n  return merge(\n    fromEvent(window, \"scroll\", { passive: true }),\n    fromEvent(window, \"resize\", { passive: true })\n  )\n    .pipe(\n      map(getViewportOffset),\n      startWith(getViewportOffset())\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  fromEvent,\n  map,\n  startWith\n} from \"rxjs\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Viewport size\n */\nexport interface ViewportSize {\n  width: number                        /* Viewport width */\n  height: number                       /* Viewport height */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve viewport size\n *\n * @returns Viewport size\n */\nexport function getViewportSize(): ViewportSize {\n  return {\n    width:  innerWidth,\n    height: innerHeight\n  }\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch viewport size\n *\n * @returns Viewport size observable\n */\nexport function watchViewportSize(): Observable<ViewportSize> {\n  return fromEvent(window, \"resize\", { passive: true })\n    .pipe(\n      map(getViewportSize),\n      startWith(getViewportSize())\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  combineLatest,\n  map,\n  shareReplay\n} from \"rxjs\"\n\nimport {\n  ViewportOffset,\n  watchViewportOffset\n} from \"../offset\"\nimport {\n  ViewportSize,\n  watchViewportSize\n} from \"../size\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Viewport\n */\nexport interface Viewport {\n  offset: ViewportOffset               /* Viewport offset */\n  size: ViewportSize                   /* Viewport size */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch viewport\n *\n * @returns Viewport observable\n */\nexport function watchViewport(): Observable<Viewport> {\n  return combineLatest([\n    watchViewportOffset(),\n    watchViewportSize()\n  ])\n    .pipe(\n      map(([offset, size]) => ({ offset, size })),\n      shareReplay(1)\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  combineLatest,\n  distinctUntilKeyChanged,\n  map\n} from \"rxjs\"\n\nimport { Header } from \"~/components\"\n\nimport { getElementOffset } from \"../../element\"\nimport { Viewport } from \"../_\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  viewport$: Observable<Viewport>      /* Viewport observable */\n  header$: Observable<Header>          /* Header observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch viewport relative to element\n *\n * @param el - Element\n * @param options - Options\n *\n * @returns Viewport observable\n */\nexport function watchViewportAt(\n  el: HTMLElement, { viewport$, header$ }: WatchOptions\n): Observable<Viewport> {\n  const size$ = viewport$\n    .pipe(\n      distinctUntilKeyChanged(\"size\")\n    )\n\n  /* Compute element offset */\n  const offset$ = combineLatest([size$, header$])\n    .pipe(\n      map(() => getElementOffset(el))\n    )\n\n  /* Compute relative viewport, return hot observable */\n  return combineLatest([header$, viewport$, offset$])\n    .pipe(\n      map(([{ height }, { offset, size }, { x, y }]) => ({\n        offset: {\n          x: offset.x - x,\n          y: offset.y - y + height\n        },\n        size\n      }))\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  Subject,\n  endWith,\n  fromEvent,\n  ignoreElements,\n  mergeWith,\n  share,\n  takeUntil\n} from \"rxjs\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Worker message\n */\nexport interface WorkerMessage {\n  type: unknown                        /* Message type */\n  data?: unknown                       /* Message data */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Create an observable for receiving from a web worker\n *\n * @template T - Data type\n *\n * @param worker - Web worker\n *\n * @returns Message observable\n */\nfunction recv<T>(worker: Worker): Observable<T> {\n  return fromEvent<MessageEvent<T>, T>(worker, \"message\", ev => ev.data)\n}\n\n/**\n * Create a subject for sending to a web worker\n *\n * @template T - Data type\n *\n * @param worker - Web worker\n *\n * @returns Message subject\n */\nfunction send<T>(worker: Worker): Subject<T> {\n  const send$ = new Subject<T>()\n  send$.subscribe(data => worker.postMessage(data))\n\n  /* Return message subject */\n  return send$\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Create a bidirectional communication channel to a web worker\n *\n * @template T - Data type\n *\n * @param url - Worker URL\n * @param worker - Worker\n *\n * @returns Worker subject\n */\nexport function watchWorker<T extends WorkerMessage>(\n  url: string, worker = new Worker(url)\n): Subject<T> {\n  const recv$ = recv<T>(worker)\n  const send$ = send<T>(worker)\n\n  /* Create worker subject and forward messages */\n  const worker$ = new Subject<T>()\n  worker$.subscribe(send$)\n\n  /* Return worker subject */\n  const done$ = send$.pipe(ignoreElements(), endWith(true))\n  return worker$\n    .pipe(\n      ignoreElements(),\n      mergeWith(recv$.pipe(takeUntil(done$))),\n      share()\n    ) as Subject<T>\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { getElement, getLocation } from \"~/browser\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Feature flag\n */\nexport type Flag =\n  | \"announce.dismiss\"                 /* Dismissable announcement bar */\n  | \"content.code.annotate\"            /* Code annotations */\n  | \"content.code.copy\"                /* Code copy button */\n  | \"content.lazy\"                     /* Lazy content elements */\n  | \"content.tabs.link\"                /* Link content tabs */\n  | \"content.tooltips\"                 /* Tooltips */\n  | \"header.autohide\"                  /* Hide header */\n  | \"navigation.expand\"                /* Automatic expansion */\n  | \"navigation.indexes\"               /* Section pages */\n  | \"navigation.instant\"               /* Instant navigation */\n  | \"navigation.instant.progress\"      /* Instant navigation progress */\n  | \"navigation.sections\"              /* Section navigation */\n  | \"navigation.tabs\"                  /* Tabs navigation */\n  | \"navigation.tabs.sticky\"           /* Tabs navigation (sticky) */\n  | \"navigation.top\"                   /* Back-to-top button */\n  | \"navigation.tracking\"              /* Anchor tracking */\n  | \"search.highlight\"                 /* Search highlighting */\n  | \"search.share\"                     /* Search sharing */\n  | \"search.suggest\"                   /* Search suggestions */\n  | \"toc.follow\"                       /* Following table of contents */\n  | \"toc.integrate\"                    /* Integrated table of contents */\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Translation\n */\nexport type Translation =\n  | \"clipboard.copy\"                   /* Copy to clipboard */\n  | \"clipboard.copied\"                 /* Copied to clipboard */\n  | \"search.result.placeholder\"        /* Type to start searching */\n  | \"search.result.none\"               /* No matching documents */\n  | \"search.result.one\"                /* 1 matching document */\n  | \"search.result.other\"              /* # matching documents */\n  | \"search.result.more.one\"           /* 1 more on this page */\n  | \"search.result.more.other\"         /* # more on this page */\n  | \"search.result.term.missing\"       /* Missing */\n  | \"select.version\"                   /* Version selector */\n\n/**\n * Translations\n */\nexport type Translations =\n  Record<Translation, string>\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Versioning\n */\nexport interface Versioning {\n  provider: \"mike\"                     /* Version provider */\n  default?: string | string[]          /* Default version */\n  alias?: boolean                      /* Show alias */\n}\n\n/**\n * Configuration\n */\nexport interface Config {\n  base: string                         /* Base URL */\n  features: Flag[]                     /* Feature flags */\n  translations: Translations           /* Translations */\n  search: string                       /* Search worker URL */\n  tags?: Record<string, string>        /* Tags mapping */\n  version?: Versioning                 /* Versioning */\n}\n\n/* ----------------------------------------------------------------------------\n * Data\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve global configuration and make base URL absolute\n */\nconst script = getElement(\"#__config\")\nconst config: Config = JSON.parse(script.textContent!)\nconfig.base = `${new URL(config.base, getLocation())}`\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve global configuration\n *\n * @returns Global configuration\n */\nexport function configuration(): Config {\n  return config\n}\n\n/**\n * Check whether a feature flag is enabled\n *\n * @param flag - Feature flag\n *\n * @returns Test result\n */\nexport function feature(flag: Flag): boolean {\n  return config.features.includes(flag)\n}\n\n/**\n * Retrieve the translation for the given key\n *\n * @param key - Key to be translated\n * @param value - Positional value, if any\n *\n * @returns Translation\n */\nexport function translation(\n  key: Translation, value?: string | number\n): string {\n  return typeof value !== \"undefined\"\n    ? config.translations[key].replace(\"#\", value.toString())\n    : config.translations[key]\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { getElement, getElements } from \"~/browser\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Component type\n */\nexport type ComponentType =\n  | \"announce\"                         /* Announcement bar */\n  | \"container\"                        /* Container */\n  | \"consent\"                          /* Consent */\n  | \"content\"                          /* Content */\n  | \"dialog\"                           /* Dialog */\n  | \"header\"                           /* Header */\n  | \"header-title\"                     /* Header title */\n  | \"header-topic\"                     /* Header topic */\n  | \"main\"                             /* Main area */\n  | \"outdated\"                         /* Version warning */\n  | \"palette\"                          /* Color palette */\n  | \"progress\"                         /* Progress indicator */\n  | \"search\"                           /* Search */\n  | \"search-query\"                     /* Search input */\n  | \"search-result\"                    /* Search results */\n  | \"search-share\"                     /* Search sharing */\n  | \"search-suggest\"                   /* Search suggestions */\n  | \"sidebar\"                          /* Sidebar */\n  | \"skip\"                             /* Skip link */\n  | \"source\"                           /* Repository information */\n  | \"tabs\"                             /* Navigation tabs */\n  | \"toc\"                              /* Table of contents */\n  | \"top\"                              /* Back-to-top button */\n\n/**\n * Component\n *\n * @template T - Component type\n * @template U - Reference type\n */\nexport type Component<\n  T extends {} = {},\n  U extends HTMLElement = HTMLElement\n> =\n  T & {\n    ref: U                             /* Component reference */\n  }\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Component type map\n */\ninterface ComponentTypeMap {\n  \"announce\": HTMLElement              /* Announcement bar */\n  \"container\": HTMLElement             /* Container */\n  \"consent\": HTMLElement               /* Consent */\n  \"content\": HTMLElement               /* Content */\n  \"dialog\": HTMLElement                /* Dialog */\n  \"header\": HTMLElement                /* Header */\n  \"header-title\": HTMLElement          /* Header title */\n  \"header-topic\": HTMLElement          /* Header topic */\n  \"main\": HTMLElement                  /* Main area */\n  \"outdated\": HTMLElement              /* Version warning */\n  \"palette\": HTMLElement               /* Color palette */\n  \"progress\": HTMLElement              /* Progress indicator */\n  \"search\": HTMLElement                /* Search */\n  \"search-query\": HTMLInputElement     /* Search input */\n  \"search-result\": HTMLElement         /* Search results */\n  \"search-share\": HTMLAnchorElement    /* Search sharing */\n  \"search-suggest\": HTMLElement        /* Search suggestions */\n  \"sidebar\": HTMLElement               /* Sidebar */\n  \"skip\": HTMLAnchorElement            /* Skip link */\n  \"source\": HTMLAnchorElement          /* Repository information */\n  \"tabs\": HTMLElement                  /* Navigation tabs */\n  \"toc\": HTMLElement                   /* Table of contents */\n  \"top\": HTMLAnchorElement             /* Back-to-top button */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve the element for a given component or throw a reference error\n *\n * @template T - Component type\n *\n * @param type - Component type\n * @param node - Node of reference\n *\n * @returns Element\n */\nexport function getComponentElement<T extends ComponentType>(\n  type: T, node: ParentNode = document\n): ComponentTypeMap[T] {\n  return getElement(`[data-md-component=${type}]`, node)\n}\n\n/**\n * Retrieve all elements for a given component\n *\n * @template T - Component type\n *\n * @param type - Component type\n * @param node - Node of reference\n *\n * @returns Elements\n */\nexport function getComponentElements<T extends ComponentType>(\n  type: T, node: ParentNode = document\n): ComponentTypeMap[T][] {\n  return getElements(`[data-md-component=${type}]`, node)\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  EMPTY,\n  Observable,\n  Subject,\n  defer,\n  finalize,\n  fromEvent,\n  map,\n  tap\n} from \"rxjs\"\n\nimport { feature } from \"~/_\"\nimport { getElement } from \"~/browser\"\n\nimport { Component } from \"../_\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Announcement bar\n */\nexport interface Announce {\n  hash: number                        /* Content hash */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch announcement bar\n *\n * @param el - Announcement bar element\n *\n * @returns Announcement bar observable\n */\nexport function watchAnnounce(\n  el: HTMLElement\n): Observable<Announce> {\n  const button = getElement(\".md-typeset > :first-child\", el)\n  return fromEvent(button, \"click\", { once: true })\n    .pipe(\n      map(() => getElement(\".md-typeset\", el)),\n      map(content => ({ hash: __md_hash(content.innerHTML) }))\n    )\n}\n\n/**\n * Mount announcement bar\n *\n * @param el - Announcement bar element\n *\n * @returns Announcement bar component observable\n */\nexport function mountAnnounce(\n  el: HTMLElement\n): Observable<Component<Announce>> {\n  if (!feature(\"announce.dismiss\") || !el.childElementCount)\n    return EMPTY\n\n  /* Support instant navigation - see https://t.ly/3FTme */\n  if (!el.hidden) {\n    const content = getElement(\".md-typeset\", el)\n    if (__md_hash(content.innerHTML) === __md_get(\"__announce\"))\n      el.hidden = true\n  }\n\n  /* Mount component on subscription */\n  return defer(() => {\n    const push$ = new Subject<Announce>()\n    push$.subscribe(({ hash }) => {\n      el.hidden = true\n\n      /* Persist preference in local storage */\n      __md_set<number>(\"__announce\", hash)\n    })\n\n    /* Create and return component */\n    return watchAnnounce(el)\n      .pipe(\n        tap(state => push$.next(state)),\n        finalize(() => push$.complete()),\n        map(state => ({ ref: el, ...state }))\n      )\n  })\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  Subject,\n  finalize,\n  map,\n  tap\n} from \"rxjs\"\n\nimport { Component } from \"../_\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Consent\n */\nexport interface Consent {\n  hidden: boolean                      /* Consent is hidden */\n}\n\n/**\n * Consent defaults\n */\nexport interface ConsentDefaults {\n  analytics?: boolean                  /* Consent for Analytics */\n  github?: boolean                     /* Consent for GitHub */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  target$: Observable<HTMLElement>     /* Target observable */\n}\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  target$: Observable<HTMLElement>     /* Target observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch consent\n *\n * @param el - Consent element\n * @param options - Options\n *\n * @returns Consent observable\n */\nexport function watchConsent(\n  el: HTMLElement, { target$ }: WatchOptions\n): Observable<Consent> {\n  return target$\n    .pipe(\n      map(target => ({ hidden: target !== el }))\n    )\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Mount consent\n *\n * @param el - Consent element\n * @param options - Options\n *\n * @returns Consent component observable\n */\nexport function mountConsent(\n  el: HTMLElement, options: MountOptions\n): Observable<Component<Consent>> {\n  const internal$ = new Subject<Consent>()\n  internal$.subscribe(({ hidden }) => {\n    el.hidden = hidden\n  })\n\n  /* Create and return component */\n  return watchConsent(el, options)\n    .pipe(\n      tap(state => internal$.next(state)),\n      finalize(() => internal$.complete()),\n      map(state => ({ ref: el, ...state }))\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { ComponentChild } from \"preact\"\n\nimport { h } from \"~/utilities\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Tooltip style\n */\nexport type TooltipStyle =\n  | \"inline\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Render a tooltip\n *\n * @param id - Tooltip identifier\n * @param style - Tooltip style\n *\n * @returns Element\n */\nexport function renderTooltip(\n  id?: string, style?: TooltipStyle\n): HTMLElement {\n  if (style === \"inline\") { // @todo refactor control flow\n    return (\n      <div class=\"md-tooltip md-tooltip--inline\" id={id} role=\"tooltip\">\n        <div class=\"md-tooltip__inner md-typeset\"></div>\n      </div>\n    )\n  } else {\n    return (\n      <div class=\"md-tooltip\" id={id} role=\"tooltip\">\n        <div class=\"md-tooltip__inner md-typeset\"></div>\n      </div>\n    )\n  }\n}\n\n// @todo: rename\nexport function renderInlineTooltip2(\n  ...children: ComponentChild[]\n): HTMLElement {\n  return (\n    <div class=\"md-tooltip2\" role=\"tooltip\">\n      <div class=\"md-tooltip2__inner md-typeset\">\n        {children}\n      </div>\n    </div>\n  )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { h } from \"~/utilities\"\n\nimport { renderTooltip } from \"../tooltip\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Render an annotation\n *\n * @param id - Annotation identifier\n * @param prefix - Tooltip identifier prefix\n *\n * @returns Element\n */\nexport function renderAnnotation(\n  id: string | number, prefix?: string\n): HTMLElement {\n  prefix = prefix ? `${prefix}_annotation_${id}` : undefined\n\n  /* Render tooltip with anchor, if given */\n  if (prefix) {\n    const anchor = prefix ? `#${prefix}` : undefined\n    return (\n      <aside class=\"md-annotation\" tabIndex={0}>\n        {renderTooltip(prefix)}\n        <a href={anchor} class=\"md-annotation__index\" tabIndex={-1}>\n          <span data-md-annotation-id={id}></span>\n        </a>\n      </aside>\n    )\n  } else {\n    return (\n      <aside class=\"md-annotation\" tabIndex={0}>\n        {renderTooltip(prefix)}\n        <span class=\"md-annotation__index\" tabIndex={-1}>\n          <span data-md-annotation-id={id}></span>\n        </span>\n      </aside>\n    )\n  }\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { translation } from \"~/_\"\nimport { h } from \"~/utilities\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Render a 'copy-to-clipboard' button\n *\n * @param id - Unique identifier\n *\n * @returns Element\n */\nexport function renderClipboardButton(id: string): HTMLElement {\n  return (\n    <button\n      class=\"md-clipboard md-icon\"\n      title={translation(\"clipboard.copy\")}\n      data-clipboard-target={`#${id} > code`}\n    ></button>\n  )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport escapeHTML from \"escape-html\"\nimport { ComponentChild } from \"preact\"\n\nimport { configuration, feature, translation } from \"~/_\"\nimport { SearchItem } from \"~/integrations/search\"\nimport { h } from \"~/utilities\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Render flag\n */\nconst enum Flag {\n  TEASER = 1,                          /* Render teaser */\n  PARENT = 2                           /* Render as parent */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper function\n * ------------------------------------------------------------------------- */\n\n/**\n * Render a search document\n *\n * @param document - Search document\n * @param flag - Render flags\n *\n * @returns Element\n */\nfunction renderSearchDocument(\n  document: SearchItem, flag: Flag\n): HTMLElement {\n  const parent = flag & Flag.PARENT\n  const teaser = flag & Flag.TEASER\n\n  /* Render missing query terms */\n  const missing = Object.keys(document.terms)\n    .filter(key => !document.terms[key])\n    .reduce<ComponentChild[]>((list, key) => [\n      ...list, <del>{escapeHTML(key)}</del>, \" \"\n    ], [])\n    .slice(0, -1)\n\n  /* Assemble query string for highlighting */\n  const config = configuration()\n  const url = new URL(document.location, config.base)\n  if (feature(\"search.highlight\"))\n    url.searchParams.set(\"h\", Object.entries(document.terms)\n      .filter(([, match]) => match)\n      .reduce((highlight, [value]) => `${highlight} ${value}`.trim(), \"\")\n    )\n\n  /* Render article or section, depending on flags */\n  const { tags } = configuration()\n  return (\n    <a href={`${url}`} class=\"md-search-result__link\" tabIndex={-1}>\n      <article\n        class=\"md-search-result__article md-typeset\"\n        data-md-score={document.score.toFixed(2)}\n      >\n        {parent > 0 && <div class=\"md-search-result__icon md-icon\"></div>}\n        {parent > 0 && <h1>{document.title}</h1>}\n        {parent <= 0 && <h2>{document.title}</h2>}\n        {teaser > 0 && document.text.length > 0 &&\n          document.text\n        }\n        {document.tags && (\n          <nav class=\"md-tags\">\n            {document.tags.map(tag => {\n              const type = tags\n                ? tag in tags\n                  ? `md-tag-icon md-tag--${tags[tag]}`\n                  : \"md-tag-icon\"\n                : \"\"\n              return (\n                <span class={`md-tag ${type}`}>{tag}</span>\n              )\n            })}\n          </nav>\n        )}\n        {teaser > 0 && missing.length > 0 &&\n          <p class=\"md-search-result__terms\">\n            {translation(\"search.result.term.missing\")}: {...missing}\n          </p>\n        }\n      </article>\n    </a>\n  )\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Render a search result\n *\n * @param result - Search result\n *\n * @returns Element\n */\nexport function renderSearchResultItem(\n  result: SearchItem[]\n): HTMLElement {\n  const threshold = result[0].score\n  const docs = [...result]\n\n  const config = configuration()\n\n  /* Find and extract parent article */\n  const parent = docs.findIndex(doc => {\n    const l = `${new URL(doc.location, config.base)}` // @todo hacky\n    return !l.includes(\"#\")\n  })\n  const [article] = docs.splice(parent, 1)\n\n  /* Determine last index above threshold */\n  let index = docs.findIndex(doc => doc.score < threshold)\n  if (index === -1)\n    index = docs.length\n\n  /* Partition sections */\n  const best = docs.slice(0, index)\n  const more = docs.slice(index)\n\n  /* Render children */\n  const children = [\n    renderSearchDocument(article, Flag.PARENT | +(!parent && index === 0)),\n    ...best.map(section => renderSearchDocument(section, Flag.TEASER)),\n    ...more.length ? [\n      <details class=\"md-search-result__more\">\n        <summary tabIndex={-1}>\n          <div>\n            {more.length > 0 && more.length === 1\n              ? translation(\"search.result.more.one\")\n              : translation(\"search.result.more.other\", more.length)\n            }\n          </div>\n        </summary>\n        {...more.map(section => renderSearchDocument(section, Flag.TEASER))}\n      </details>\n    ] : []\n  ]\n\n  /* Render search result */\n  return (\n    <li class=\"md-search-result__item\">\n      {children}\n    </li>\n  )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { SourceFacts } from \"~/components\"\nimport { h, round } from \"~/utilities\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Render repository facts\n *\n * @param facts - Repository facts\n *\n * @returns Element\n */\nexport function renderSourceFacts(facts: SourceFacts): HTMLElement {\n  return (\n    <ul class=\"md-source__facts\">\n      {Object.entries(facts).map(([key, value]) => (\n        <li class={`md-source__fact md-source__fact--${key}`}>\n          {typeof value === \"number\" ? round(value) : value}\n        </li>\n      ))}\n    </ul>\n  )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { h } from \"~/utilities\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Tabbed control type\n */\ntype TabbedControlType =\n  | \"prev\"\n  | \"next\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Render control for content tabs\n *\n * @param type - Control type\n *\n * @returns Element\n */\nexport function renderTabbedControl(\n  type: TabbedControlType\n): HTMLElement {\n  const classes = `tabbed-control tabbed-control--${type}`\n  return (\n    <div class={classes} hidden>\n      <button class=\"tabbed-button\" tabIndex={-1} aria-hidden=\"true\"></button>\n    </div>\n  )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { h } from \"~/utilities\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Render a table inside a wrapper to improve scrolling on mobile\n *\n * @param table - Table element\n *\n * @returns Element\n */\nexport function renderTable(table: HTMLElement): HTMLElement {\n  return (\n    <div class=\"md-typeset__scrollwrap\">\n      <div class=\"md-typeset__table\">\n        {table}\n      </div>\n    </div>\n  )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { configuration, translation } from \"~/_\"\nimport { h } from \"~/utilities\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Version properties\n */\nexport interface VersionProperties {\n  hidden?: boolean                     /* Version is hidden */\n}\n\n/**\n * Version\n */\nexport interface Version {\n  version: string                      /* Version identifier */\n  title: string                        /* Version title */\n  aliases: string[]                    /* Version aliases */\n  properties?: VersionProperties       /* Version properties */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Render a version\n *\n * @param version - Version\n *\n * @returns Element\n */\nfunction renderVersion(version: Version): HTMLElement {\n  const config = configuration()\n\n  /* Ensure trailing slash - see https://bit.ly/3rL5u3f */\n  const url = new URL(`../${version.version}/`, config.base)\n  return (\n    <li class=\"md-version__item\">\n      <a href={`${url}`} class=\"md-version__link\">\n        {version.title}\n        {config.version?.alias && version.aliases.length > 0 && (\n          <span class=\"md-version__alias\">\n            {version.aliases[0]}\n          </span>\n        )}\n      </a>\n    </li>\n  )\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Render a version selector\n *\n * @param versions - Versions\n * @param active - Active version\n *\n * @returns Element\n */\nexport function renderVersionSelector(\n  versions: Version[], active: Version\n): HTMLElement {\n  const config = configuration()\n  versions = versions.filter(version => !version.properties?.hidden)\n  return (\n    <div class=\"md-version\">\n      <button\n        class=\"md-version__current\"\n        aria-label={translation(\"select.version\")}\n      >\n        {active.title}\n        {config.version?.alias && active.aliases.length > 0 && (\n          <span class=\"md-version__alias\">\n            {active.aliases[0]}\n          </span>\n        )}\n      </button>\n      <ul class=\"md-version__list\">\n        {versions.map(renderVersion)}\n      </ul>\n    </div>\n  )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  BehaviorSubject,\n  EMPTY,\n  Observable,\n  Subject,\n  animationFrameScheduler,\n  combineLatest,\n  combineLatestWith,\n  debounce,\n  defer,\n  distinctUntilChanged,\n  endWith,\n  filter,\n  finalize,\n  first,\n  ignoreElements,\n  map,\n  mergeMap,\n  observeOn,\n  queueScheduler,\n  share,\n  startWith,\n  switchMap,\n  tap,\n  throttleTime,\n  timer,\n  withLatestFrom\n} from \"rxjs\"\n\nimport {\n  ElementOffset,\n  Viewport,\n  getElement,\n  getElementContainers,\n  getElementOffsetAbsolute,\n  getElementSize,\n  watchElementContentOffset,\n  watchElementFocus,\n  watchElementHover\n} from \"~/browser\"\nimport { renderInlineTooltip2 } from \"~/templates\"\n\nimport { Component } from \"../_\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Tooltip\n */\nexport interface Tooltip {\n  active: boolean                      // Tooltip is active\n  offset: ElementOffset                // Tooltip offset\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Dependencies\n */\ninterface Dependencies {\n  content$: Observable<HTMLElement>    // Tooltip content observable\n  viewport$: Observable<Viewport>      // Viewport observable\n}\n\n/* ----------------------------------------------------------------------------\n * Data\n * ------------------------------------------------------------------------- */\n\n/**\n * Global sequence number for tooltips\n */\nlet sequence = 0\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch tooltip\n *\n * This function tracks the tooltip host element, and deduces the active state\n * and offset of the tooltip from it. The active state is determined by whether\n * the host element is focused or hovered, and the offset is determined by the\n * host element's absolute position in the document.\n *\n * @param el - Tooltip host element\n *\n * @returns Tooltip observable\n */\nexport function watchTooltip2(\n  el: HTMLElement\n): Observable<Tooltip> {\n\n  // Compute whether tooltip should be shown - we need to watch both focus and\n  // hover events on the host element and emit if one of them is active. In case\n  // of a hover event, we keep the element visible for a short amount of time\n  // after the pointer left the host element for a better user experience.\n  const active$ =\n    combineLatest([\n      watchElementFocus(el),\n      watchElementHover(el)\n    ])\n      .pipe(\n        map(([focus, hover]) => focus || hover),\n        distinctUntilChanged()\n      )\n\n  // We need to determine all parent elements of the host element that are\n  // currently scrollable, as they might affect the position of the tooltip\n  // depending on their horizontal of vertical offset. We must track all of\n  // them and recompute the position of the tooltip if they change.\n  const offset$ =\n    defer(() => getElementContainers(el)).pipe(\n      mergeMap(watchElementContentOffset),\n      throttleTime(1),\n      // Note that we need to poll the value again if the active state changes,\n      // as otherwise the tooltip might be misplaced. This particularly happens\n      // when using third-party integrations like tablesort that change the\n      // position of elements \u2013 see https://t.ly/Y-V7X\n      combineLatestWith(active$),\n      map(() => getElementOffsetAbsolute(el)),\n    )\n\n  // Only track parent elements and compute offset of the tooltip host if the\n  // tooltip should be shown - we defer the computation of the offset until the\n  // tooltip becomes active for the first time. This is necessary, because we\n  // must also keep the tooltip active as long as it is focused or hovered.\n  return active$.pipe(\n    first(active => active),\n    switchMap(() => combineLatest([active$, offset$])),\n    map(([active, offset]) => ({ active, offset })),\n    share()\n  )\n}\n\n/**\n * Mount tooltip\n *\n * This function renders a tooltip with the content from the provided `content$`\n * observable as passed via the dependencies. If the returned element has a role\n * of type `dialog`, the tooltip is considered to be interactive, and rendered\n * either above or below the host element, depending on the available space.\n *\n * If the returned element has a role of type `tooltip`, the tooltip is always\n * rendered below the host element and considered to be non-interactive. This\n * allows us to reuse the same positioning logic for both interactive and\n * non-interactive tooltips, as it is largely the same.\n *\n * @param el - Tooltip host element\n * @param dependencies - Dependencies\n *\n * @returns Tooltip component observable\n */\nexport function mountTooltip2(\n  el: HTMLElement, dependencies: Dependencies\n): Observable<Component<Tooltip>> {\n  const { content$, viewport$ } = dependencies\n\n  // Compute unique tooltip id - this is necessary to associate the tooltip host\n  // element with the tooltip element for ARIA purposes\n  const id = `__tooltip2_${sequence++}`\n\n  // Create component on subscription\n  return defer(() => {\n    const push$ = new Subject<Tooltip>()\n\n    // Create subject to track tooltip presence and visibility - we use another\n    // purely internal subject to track the tooltip's presence and visibility,\n    // as the tooltip should be visible if the host element or tooltip itself\n    // is focused or hovered to allow for smooth pointer migration\n    const show$ = new BehaviorSubject(false)\n    push$.pipe(ignoreElements(), endWith(false))\n      .subscribe(show$)\n\n    // Create observable controlling tooltip element - we create and attach the\n    // tooltip only if it is actually present, in order to keep the number of\n    // elements low. We need to keep the tooltip visible for a short time after\n    // the pointer left the host element or tooltip itself. For this, we use an\n    // inner subscription to the tooltip observable, which we terminate when the\n    // tooltip should not be shown, automatically removing the element. Moreover\n    // we use the queue scheduler, which will schedule synchronously in case the\n    // tooltip should be shown, and asynchronously if it should be hidden.\n    const node$ = show$.pipe(\n      debounce(active => timer(+!active * 250, queueScheduler)),\n      distinctUntilChanged(),\n      switchMap(active => active ? content$ : EMPTY),\n      tap(node => node.id = id),\n      share()\n    )\n\n    // Compute tooltip presence and visibility - the tooltip should be shown if\n    // the host element or the tooltip itself is focused or hovered\n    combineLatest([\n      push$.pipe(map(({ active }) => active)),\n      node$.pipe(\n        switchMap(node => watchElementHover(node, 250)),\n        startWith(false)\n      )\n    ])\n      .pipe(map(states => states.some(active => active)))\n      .subscribe(show$)\n\n    // Compute tooltip origin - we need to compute the tooltip origin depending\n    // on the position of the host element, the viewport size, as well as the\n    // actual size of the tooltip, if positioned above. The tooltip must about\n    // to be rendered for this to be correct, which is why we do it here.\n    const origin$ = show$.pipe(\n      filter(active => active),\n      withLatestFrom(node$, viewport$),\n      map(([_, node, { size }]) => {\n        const host = el.getBoundingClientRect()\n        const x = host.width / 2\n\n        // If the tooltip is non-interactive, we always render it below the\n        // actual element because all operating systems do it that way\n        if (node.role === \"tooltip\") {\n          return { x, y: 8 + host.height }\n\n        // Otherwise, we determine where there is more space, and render the\n        // tooltip either above or below the host element\n        } else if (host.y >= size.height / 2) {\n          const { height } = getElementSize(node)\n          return { x, y: -16 - height }\n        } else {\n          return { x, y: +16 + host.height }\n        }\n      })\n    )\n\n    // Update tooltip position - we always need to update the position of the\n    // tooltip, as it might change depending on the viewport offset of the host\n    combineLatest([node$, push$, origin$])\n      .subscribe(([node, { offset }, origin]) => {\n        node.style.setProperty(\"--md-tooltip-host-x\", `${offset.x}px`)\n        node.style.setProperty(\"--md-tooltip-host-y\", `${offset.y}px`)\n\n        // Update tooltip origin - this is mainly set to determine the position\n        // of the tooltip tail, to show the direction it is originating from\n        node.style.setProperty(\"--md-tooltip-x\", `${origin.x}px`)\n        node.style.setProperty(\"--md-tooltip-y\", `${origin.y}px`)\n\n        // Update tooltip render location, i.e., whether the tooltip is shown\n        // above or below the host element, depending on the available space\n        node.classList.toggle(\"md-tooltip2--top\",    origin.y <  0)\n        node.classList.toggle(\"md-tooltip2--bottom\", origin.y >= 0)\n      })\n\n    // Update tooltip width - we only explicitly set the width of the tooltip\n    // if it is non-interactive, in case it should always be rendered centered\n    show$.pipe(\n      filter(active => active),\n      withLatestFrom(node$, (_, node) => node),\n      filter(node => node.role === \"tooltip\")\n    )\n      .subscribe(node => {\n        const size = getElementSize(getElement(\":scope > *\", node))\n\n        // Set tooltip width and remove tail by setting it to a width of zero -\n        // if authors want to keep the tail, we can move this to CSS later\n        node.style.setProperty(\"--md-tooltip-width\", `${size.width}px`)\n        node.style.setProperty(\"--md-tooltip-tail\",  `${0}px`)\n      })\n\n    // Update tooltip visibility - we defer to the next animation frame, because\n    // the tooltip must first be added to the document before we make it appear,\n    // or it will appear instantly without delay. Additionally, we need to keep\n    // the tooltip visible for a short time after the pointer left the host.\n    show$.pipe(\n      distinctUntilChanged(),\n      observeOn(animationFrameScheduler),\n      withLatestFrom(node$)\n    )\n      .subscribe(([active, node]) => {\n        node.classList.toggle(\"md-tooltip2--active\", active)\n      })\n\n    // Set up ARIA attributes when tooltip is visible\n    combineLatest([\n      show$.pipe(filter(active => active)),\n      node$\n    ])\n      .subscribe(([_, node]) => {\n        if (node.role === \"dialog\") {\n          el.setAttribute(\"aria-controls\", id)\n          el.setAttribute(\"aria-haspopup\", \"dialog\")\n        } else {\n          el.setAttribute(\"aria-describedby\", id)\n        }\n      })\n\n    // Remove ARIA attributes when tooltip is hidden\n    show$.pipe(filter(active => !active))\n      .subscribe(() => {\n        el.removeAttribute(\"aria-controls\")\n        el.removeAttribute(\"aria-describedby\")\n        el.removeAttribute(\"aria-haspopup\")\n      })\n\n    // Create and return component\n    return watchTooltip2(el)\n      .pipe(\n        tap(state => push$.next(state)),\n        finalize(() => push$.complete()),\n        map(state => ({ ref: el, ...state }))\n      )\n  })\n}\n\n// ----------------------------------------------------------------------------\n\n/**\n * Mount inline tooltip\n *\n * @todo refactor this function\n *\n * @param el - Tooltip host element\n * @param dependencies - Dependencies\n * @param container - Container\n *\n * @returns Tooltip component observable\n */\nexport function mountInlineTooltip2(\n  el: HTMLElement, { viewport$ }: { viewport$: Observable<Viewport> },\n  container = document.body\n): Observable<Component<Tooltip>> {\n  return mountTooltip2(el, {\n    content$: new Observable<HTMLElement>(observer => {\n      const title = el.title\n      const node = renderInlineTooltip2(title)\n      observer.next(node)\n      el.removeAttribute(\"title\")\n      // Append tooltip and remove on unsubscription\n      container.append(node)\n      return () => {\n        node.remove()\n        el.setAttribute(\"title\", title)\n      }\n    }),\n    viewport$\n  })\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  Subject,\n  animationFrameScheduler,\n  auditTime,\n  combineLatest,\n  debounceTime,\n  defer,\n  delay,\n  endWith,\n  filter,\n  finalize,\n  fromEvent,\n  ignoreElements,\n  map,\n  merge,\n  switchMap,\n  take,\n  takeUntil,\n  tap,\n  throttleTime,\n  withLatestFrom\n} from \"rxjs\"\n\nimport {\n  ElementOffset,\n  getActiveElement,\n  getElementSize,\n  watchElementContentOffset,\n  watchElementFocus,\n  watchElementOffset,\n  watchElementVisibility\n} from \"~/browser\"\n\nimport { Component } from \"../../../_\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Annotation\n */\nexport interface Annotation {\n  active: boolean                      /* Annotation is active */\n  offset: ElementOffset                /* Annotation offset */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  target$: Observable<HTMLElement>     /* Location target observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch annotation\n *\n * @param el - Annotation element\n * @param container - Containing element\n *\n * @returns Annotation observable\n */\nexport function watchAnnotation(\n  el: HTMLElement, container: HTMLElement\n): Observable<Annotation> {\n  const offset$ = defer(() => combineLatest([\n    watchElementOffset(el),\n    watchElementContentOffset(container)\n  ]))\n    .pipe(\n      map(([{ x, y }, scroll]): ElementOffset => {\n        const { width, height } = getElementSize(el)\n        return ({\n          x: x - scroll.x + width  / 2,\n          y: y - scroll.y + height / 2\n        })\n      })\n    )\n\n  /* Actively watch annotation on focus */\n  return watchElementFocus(el)\n    .pipe(\n      switchMap(active => offset$\n        .pipe(\n          map(offset => ({ active, offset })),\n          take(+!active || Infinity)\n        )\n      )\n    )\n}\n\n/**\n * Mount annotation\n *\n * @param el - Annotation element\n * @param container - Containing element\n * @param options - Options\n *\n * @returns Annotation component observable\n */\nexport function mountAnnotation(\n  el: HTMLElement, container: HTMLElement, { target$ }: MountOptions\n): Observable<Component<Annotation>> {\n  const [tooltip, index] = Array.from(el.children)\n\n  /* Mount component on subscription */\n  return defer(() => {\n    const push$ = new Subject<Annotation>()\n    const done$ = push$.pipe(ignoreElements(), endWith(true))\n    push$.subscribe({\n\n      /* Handle emission */\n      next({ offset }) {\n        el.style.setProperty(\"--md-tooltip-x\", `${offset.x}px`)\n        el.style.setProperty(\"--md-tooltip-y\", `${offset.y}px`)\n      },\n\n      /* Handle complete */\n      complete() {\n        el.style.removeProperty(\"--md-tooltip-x\")\n        el.style.removeProperty(\"--md-tooltip-y\")\n      }\n    })\n\n    /* Start animation only when annotation is visible */\n    watchElementVisibility(el)\n      .pipe(\n        takeUntil(done$)\n      )\n        .subscribe(visible => {\n          el.toggleAttribute(\"data-md-visible\", visible)\n        })\n\n    /* Toggle tooltip presence to mitigate empty lines when copying */\n    merge(\n      push$.pipe(filter(({ active }) => active)),\n      push$.pipe(debounceTime(250), filter(({ active }) => !active))\n    )\n      .subscribe({\n\n        /* Handle emission */\n        next({ active }) {\n          if (active)\n            el.prepend(tooltip)\n          else\n            tooltip.remove()\n        },\n\n        /* Handle complete */\n        complete() {\n          el.prepend(tooltip)\n        }\n      })\n\n    /* Toggle tooltip visibility */\n    push$\n      .pipe(\n        auditTime(16, animationFrameScheduler)\n      )\n        .subscribe(({ active }) => {\n          tooltip.classList.toggle(\"md-tooltip--active\", active)\n        })\n\n    /* Track relative origin of tooltip */\n    push$\n      .pipe(\n        throttleTime(125, animationFrameScheduler),\n        filter(() => !!el.offsetParent),\n        map(() => el.offsetParent!.getBoundingClientRect()),\n        map(({ x }) => x)\n      )\n        .subscribe({\n\n          /* Handle emission */\n          next(origin) {\n            if (origin)\n              el.style.setProperty(\"--md-tooltip-0\", `${-origin}px`)\n            else\n              el.style.removeProperty(\"--md-tooltip-0\")\n          },\n\n          /* Handle complete */\n          complete() {\n            el.style.removeProperty(\"--md-tooltip-0\")\n          }\n        })\n\n    /* Allow to copy link without scrolling to anchor */\n    fromEvent<MouseEvent>(index, \"click\")\n      .pipe(\n        takeUntil(done$),\n        filter(ev => !(ev.metaKey || ev.ctrlKey))\n      )\n        .subscribe(ev => {\n          ev.stopPropagation()\n          ev.preventDefault()\n        })\n\n    /* Allow to open link in new tab or blur on close */\n    fromEvent<MouseEvent>(index, \"mousedown\")\n      .pipe(\n        takeUntil(done$),\n        withLatestFrom(push$)\n      )\n        .subscribe(([ev, { active }]) => {\n\n          /* Open in new tab */\n          if (ev.button !== 0 || ev.metaKey || ev.ctrlKey) {\n            ev.preventDefault()\n\n          /* Close annotation */\n          } else if (active) {\n            ev.preventDefault()\n\n            /* Focus parent annotation, if any */\n            const parent = el.parentElement!.closest(\".md-annotation\")\n            if (parent instanceof HTMLElement)\n              parent.focus()\n            else\n              getActiveElement()?.blur()\n          }\n        })\n\n    /* Open and focus annotation on location target */\n    target$\n      .pipe(\n        takeUntil(done$),\n        filter(target => target === tooltip),\n        delay(125)\n      )\n        .subscribe(() => el.focus())\n\n    /* Create and return component */\n    return watchAnnotation(el, container)\n      .pipe(\n        tap(state => push$.next(state)),\n        finalize(() => push$.complete()),\n        map(state => ({ ref: el, ...state }))\n      )\n  })\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  EMPTY,\n  Observable,\n  Subject,\n  defer,\n  endWith,\n  finalize,\n  ignoreElements,\n  merge,\n  share,\n  takeUntil\n} from \"rxjs\"\n\nimport {\n  getElement,\n  getElements,\n  getOptionalElement\n} from \"~/browser\"\nimport { renderAnnotation } from \"~/templates\"\n\nimport { Component } from \"../../../_\"\nimport {\n  Annotation,\n  mountAnnotation\n} from \"../_\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  target$: Observable<HTMLElement>     /* Location target observable */\n  print$: Observable<boolean>          /* Media print observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Find all annotation hosts in the containing element\n *\n * @param container - Containing element\n *\n * @returns Annotation hosts\n */\nfunction findHosts(container: HTMLElement): HTMLElement[] {\n  return container.tagName === \"CODE\"\n    ? getElements(\".c, .c1, .cm\", container)\n    : [container]\n}\n\n/**\n * Find all annotation markers in the containing element\n *\n * @param container - Containing element\n *\n * @returns Annotation markers\n */\nfunction findMarkers(container: HTMLElement): Text[] {\n  const markers: Text[] = []\n  for (const el of findHosts(container)) {\n    const nodes: Text[] = []\n\n    /* Find all text nodes in current element */\n    const it = document.createNodeIterator(el, NodeFilter.SHOW_TEXT)\n    for (let node = it.nextNode(); node; node = it.nextNode())\n      nodes.push(node as Text)\n\n    /* Find all markers in each text node */\n    for (let text of nodes) {\n      let match: RegExpExecArray | null\n\n      /* Split text at marker and add to list */\n      while ((match = /(\\(\\d+\\))(!)?/.exec(text.textContent!))) {\n        const [, id, force] = match\n        if (typeof force === \"undefined\") {\n          const marker = text.splitText(match.index)\n          text = marker.splitText(id.length)\n          markers.push(marker)\n\n        /* Replace entire text with marker */\n        } else {\n          text.textContent = id\n          markers.push(text)\n          break\n        }\n      }\n    }\n  }\n  return markers\n}\n\n/**\n * Swap the child nodes of two elements\n *\n * @param source - Source element\n * @param target - Target element\n */\nfunction swap(source: HTMLElement, target: HTMLElement): void {\n  target.append(...Array.from(source.childNodes))\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount annotation list\n *\n * This function analyzes the containing code block and checks for markers\n * referring to elements in the given annotation list. If no markers are found,\n * the list is left untouched. Otherwise, list elements are rendered as\n * annotations inside the code block.\n *\n * @param el - Annotation list element\n * @param container - Containing element\n * @param options - Options\n *\n * @returns Annotation component observable\n */\nexport function mountAnnotationList(\n  el: HTMLElement, container: HTMLElement, { target$, print$ }: MountOptions\n): Observable<Component<Annotation>> {\n\n  /* Compute prefix for tooltip anchors */\n  const parent = container.closest(\"[id]\")\n  const prefix = parent?.id\n\n  /* Find and replace all markers with empty annotations */\n  const annotations = new Map<string, HTMLElement>()\n  for (const marker of findMarkers(container)) {\n    const [, id] = marker.textContent!.match(/\\((\\d+)\\)/)!\n    if (getOptionalElement(`:scope > li:nth-child(${id})`, el)) {\n      annotations.set(id, renderAnnotation(id, prefix))\n      marker.replaceWith(annotations.get(id)!)\n    }\n  }\n\n  /* Keep list if there are no annotations to render */\n  if (annotations.size === 0)\n    return EMPTY\n\n  /* Mount component on subscription */\n  return defer(() => {\n    const push$ = new Subject()\n    const done$ = push$.pipe(ignoreElements(), endWith(true))\n\n    /* Retrieve container pairs for swapping */\n    const pairs: [HTMLElement, HTMLElement][] = []\n    for (const [id, annotation] of annotations)\n      pairs.push([\n        getElement(\".md-typeset\", annotation),\n        getElement(`:scope > li:nth-child(${id})`, el)\n      ])\n\n    /* Handle print mode - see https://bit.ly/3rgPdpt */\n    print$.pipe(takeUntil(done$))\n      .subscribe(active => {\n        el.hidden = !active\n\n        /* Add class to discern list element */\n        el.classList.toggle(\"md-annotation-list\", active)\n\n        /* Show annotations in code block or list (print) */\n        for (const [inner, child] of pairs)\n          if (!active)\n            swap(child, inner)\n          else\n            swap(inner, child)\n      })\n\n    /* Create and return component */\n    return merge(...[...annotations]\n      .map(([, annotation]) => (\n        mountAnnotation(annotation, container, { target$ })\n      ))\n    )\n      .pipe(\n        finalize(() => push$.complete()),\n        share()\n      )\n  })\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { EMPTY, Observable, defer } from \"rxjs\"\n\nimport { Component } from \"../../../_\"\nimport { Annotation } from \"../_\"\nimport { mountAnnotationList } from \"../list\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  target$: Observable<HTMLElement>     /* Location target observable */\n  print$: Observable<boolean>          /* Media print observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Find list element directly following a block\n *\n * @param el - Annotation block element\n *\n * @returns List element or nothing\n */\nfunction findList(el: HTMLElement): HTMLElement | undefined {\n  if (el.nextElementSibling) {\n    const sibling = el.nextElementSibling as HTMLElement\n    if (sibling.tagName === \"OL\")\n      return sibling\n\n    /* Skip empty paragraphs - see https://bit.ly/3r4ZJ2O */\n    else if (sibling.tagName === \"P\" && !sibling.children.length)\n      return findList(sibling)\n  }\n\n  /* Everything else */\n  return undefined\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount annotation block\n *\n * @param el - Annotation block element\n * @param options - Options\n *\n * @returns Annotation component observable\n */\nexport function mountAnnotationBlock(\n  el: HTMLElement, options: MountOptions\n): Observable<Component<Annotation>> {\n  return defer(() => {\n    const list = findList(el)\n    return typeof list !== \"undefined\"\n      ? mountAnnotationList(list, el, options)\n      : EMPTY\n  })\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport ClipboardJS from \"clipboard\"\nimport {\n  EMPTY,\n  Observable,\n  Subject,\n  defer,\n  distinctUntilChanged,\n  distinctUntilKeyChanged,\n  filter,\n  finalize,\n  map,\n  mergeWith,\n  switchMap,\n  take,\n  takeLast,\n  takeUntil,\n  tap\n} from \"rxjs\"\n\nimport { feature } from \"~/_\"\nimport {\n  getElementContentSize,\n  getElements,\n  watchElementSize,\n  watchElementVisibility\n} from \"~/browser\"\nimport {\n  Tooltip,\n  mountInlineTooltip2\n} from \"~/components/tooltip2\"\nimport { renderClipboardButton } from \"~/templates\"\n\nimport { Component } from \"../../../_\"\nimport {\n  Annotation,\n  mountAnnotationList\n} from \"../../annotation\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Code block overflow\n */\nexport interface Overflow {\n  scrollable: boolean                  /* Code block overflows */\n}\n\n/**\n * Code block\n */\nexport type CodeBlock =\n  | Overflow\n  | Annotation\n  | Tooltip\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  target$: Observable<HTMLElement>     /* Location target observable */\n  print$: Observable<boolean>          /* Media print observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Data\n * ------------------------------------------------------------------------- */\n\n/**\n * Global sequence number for code blocks\n */\nlet sequence = 0\n\n/* ----------------------------------------------------------------------------\n * Helper functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Find candidate list element directly following a code block\n *\n * @param el - Code block element\n *\n * @returns List element or nothing\n */\nfunction findCandidateList(el: HTMLElement): HTMLElement | undefined {\n  if (el.nextElementSibling) {\n    const sibling = el.nextElementSibling as HTMLElement\n    if (sibling.tagName === \"OL\")\n      return sibling\n\n    /* Skip empty paragraphs - see https://bit.ly/3r4ZJ2O */\n    else if (sibling.tagName === \"P\" && !sibling.children.length)\n      return findCandidateList(sibling)\n  }\n\n  /* Everything else */\n  return undefined\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch code block\n *\n * This function monitors size changes of the viewport, as well as switches of\n * content tabs with embedded code blocks, as both may trigger overflow.\n *\n * @param el - Code block element\n *\n * @returns Code block observable\n */\nexport function watchCodeBlock(\n  el: HTMLElement\n): Observable<Overflow> {\n  return watchElementSize(el)\n    .pipe(\n      map(({ width }) => {\n        const content = getElementContentSize(el)\n        return {\n          scrollable: content.width > width\n        }\n      }),\n      distinctUntilKeyChanged(\"scrollable\")\n    )\n}\n\n/**\n * Mount code block\n *\n * This function ensures that an overflowing code block is focusable through\n * keyboard, so it can be scrolled without a mouse to improve on accessibility.\n * Furthermore, if code annotations are enabled, they are mounted if and only\n * if the code block is currently visible, e.g., not in a hidden content tab.\n *\n * Note that code blocks may be mounted eagerly or lazily. If they're mounted\n * lazily (on first visibility), code annotation anchor links will not work,\n * as they are evaluated on initial page load, and code annotations in general\n * might feel a little bumpier.\n *\n * @param el - Code block element\n * @param options - Options\n *\n * @returns Code block and annotation component observable\n */\nexport function mountCodeBlock(\n  el: HTMLElement, options: MountOptions\n): Observable<Component<CodeBlock>> {\n  const { matches: hover } = matchMedia(\"(hover)\")\n\n  /* Defer mounting of code block - see https://bit.ly/3vHVoVD */\n  const factory$ = defer(() => {\n    const push$ = new Subject<Overflow>()\n    const done$ = push$.pipe(takeLast(1))\n    push$.subscribe(({ scrollable }) => {\n      if (scrollable && hover)\n        el.setAttribute(\"tabindex\", \"0\")\n      else\n        el.removeAttribute(\"tabindex\")\n    })\n\n    /* Render button for Clipboard.js integration */\n    const content$: Array<Observable<Component<CodeBlock>>> = []\n    if (ClipboardJS.isSupported()) {\n      if (el.closest(\".copy\") || (\n        feature(\"content.code.copy\") && !el.closest(\".no-copy\")\n      )) {\n        const parent = el.closest(\"pre\")!\n        parent.id = `__code_${sequence++}`\n\n        /* Mount tooltip, if enabled */\n        const button = renderClipboardButton(parent.id)\n        parent.insertBefore(button, el)\n        if (feature(\"content.tooltips\"))\n          content$.push(mountInlineTooltip2(button, { viewport$ }))\n      }\n    }\n\n    /* Handle code annotations */\n    const container = el.closest(\".highlight\")\n    if (container instanceof HTMLElement) {\n      const list = findCandidateList(container)\n\n      /* Mount code annotations, if enabled */\n      if (typeof list !== \"undefined\" && (\n        container.classList.contains(\"annotate\") ||\n        feature(\"content.code.annotate\")\n      )) {\n        const annotations$ = mountAnnotationList(list, el, options)\n        content$.push(\n          watchElementSize(container)\n            .pipe(\n              takeUntil(done$),\n              map(({ width, height }) => width && height),\n              distinctUntilChanged(),\n              switchMap(active => active ? annotations$ : EMPTY)\n            )\n        )\n      }\n    }\n\n    // If the code block has line spans, we can add this additional class to\n    // the code block element, which fixes the problem for highlighted code\n    // lines not stretching to the entirety of the screen when the code block\n    // overflows, e.g., on mobile - see\n    const spans = getElements(\":scope > span[id]\", el)\n    if (spans.length)\n      el.classList.add(\"md-code__content\")\n\n    /* Create and return component */\n    return watchCodeBlock(el)\n      .pipe(\n        tap(state => push$.next(state)),\n        finalize(() => push$.complete()),\n        map(state => ({ ref: el, ...state })),\n        mergeWith(...content$)\n      )\n  })\n\n  /* Mount code block lazily */\n  if (feature(\"content.lazy\"))\n    return watchElementVisibility(el)\n      .pipe(\n        filter(visible => visible),\n        take(1),\n        switchMap(() => factory$)\n      )\n\n  /* Mount code block */\n  return factory$\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  Subject,\n  defer,\n  filter,\n  finalize,\n  map,\n  merge,\n  tap\n} from \"rxjs\"\n\nimport { Component } from \"../../_\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Details\n */\nexport interface Details {\n  action: \"open\" | \"close\"             /* Details state */\n  reveal?: boolean                     /* Details is revealed */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  target$: Observable<HTMLElement>     /* Location target observable */\n  print$: Observable<boolean>          /* Media print observable */\n}\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  target$: Observable<HTMLElement>     /* Location target observable */\n  print$: Observable<boolean>          /* Media print observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch details\n *\n * @param el - Details element\n * @param options - Options\n *\n * @returns Details observable\n */\nexport function watchDetails(\n  el: HTMLDetailsElement, { target$, print$ }: WatchOptions\n): Observable<Details> {\n  let open = true\n  return merge(\n\n    /* Open and focus details on location target */\n    target$\n      .pipe(\n        map(target => target.closest(\"details:not([open])\")!),\n        filter(details => el === details),\n        map(() => ({\n          action: \"open\", reveal: true\n        }) as Details)\n      ),\n\n    /* Open details on print and close afterwards */\n    print$\n      .pipe(\n        filter(active => active || !open),\n        tap(() => open = el.open),\n        map(active => ({\n          action: active ? \"open\" : \"close\"\n        }) as Details)\n      )\n  )\n}\n\n/**\n * Mount details\n *\n * This function ensures that `details` tags are opened on anchor jumps and\n * prior to printing, so the whole content of the page is visible.\n *\n * @param el - Details element\n * @param options - Options\n *\n * @returns Details component observable\n */\nexport function mountDetails(\n  el: HTMLDetailsElement, options: MountOptions\n): Observable<Component<Details>> {\n  return defer(() => {\n    const push$ = new Subject<Details>()\n    push$.subscribe(({ action, reveal }) => {\n      el.toggleAttribute(\"open\", action === \"open\")\n      if (reveal)\n        el.scrollIntoView()\n    })\n\n    /* Create and return component */\n    return watchDetails(el, options)\n      .pipe(\n        tap(state => push$.next(state)),\n        finalize(() => push$.complete()),\n        map(state => ({ ref: el, ...state }))\n      )\n  })\n}\n", ".node circle,.node ellipse,.node path,.node polygon,.node rect{fill:var(--md-mermaid-node-bg-color);stroke:var(--md-mermaid-node-fg-color)}marker{fill:var(--md-mermaid-edge-color)!important}.edgeLabel .label rect{fill:#0000}.flowchartTitleText{fill:var(--md-mermaid-label-fg-color)}.label{color:var(--md-mermaid-label-fg-color);font-family:var(--md-mermaid-font-family)}.label foreignObject{line-height:normal;overflow:visible}.label div .edgeLabel{color:var(--md-mermaid-label-fg-color)}.edgeLabel,.edgeLabel p,.label div .edgeLabel{background-color:var(--md-mermaid-label-bg-color)}.edgeLabel,.edgeLabel p{fill:var(--md-mermaid-label-bg-color);color:var(--md-mermaid-edge-color)}.edgePath .path,.flowchart-link{stroke:var(--md-mermaid-edge-color);stroke-width:.05rem}.edgePath .arrowheadPath{fill:var(--md-mermaid-edge-color);stroke:none}.cluster rect{fill:var(--md-default-fg-color--lightest);stroke:var(--md-default-fg-color--lighter)}.cluster span{color:var(--md-mermaid-label-fg-color);font-family:var(--md-mermaid-font-family)}g #flowchart-circleEnd,g #flowchart-circleStart,g #flowchart-crossEnd,g #flowchart-crossStart,g #flowchart-pointEnd,g #flowchart-pointStart{stroke:none}.classDiagramTitleText{fill:var(--md-mermaid-label-fg-color)}g.classGroup line,g.classGroup rect{fill:var(--md-mermaid-node-bg-color);stroke:var(--md-mermaid-node-fg-color)}g.classGroup text{fill:var(--md-mermaid-label-fg-color);font-family:var(--md-mermaid-font-family)}.classLabel .box{fill:var(--md-mermaid-label-bg-color);background-color:var(--md-mermaid-label-bg-color);opacity:1}.classLabel .label{fill:var(--md-mermaid-label-fg-color);font-family:var(--md-mermaid-font-family)}.node .divider{stroke:var(--md-mermaid-node-fg-color)}.relation{stroke:var(--md-mermaid-edge-color)}.cardinality{fill:var(--md-mermaid-label-fg-color);font-family:var(--md-mermaid-font-family)}.cardinality text{fill:inherit!important}defs marker.marker.composition.class path,defs marker.marker.dependency.class path,defs marker.marker.extension.class path{fill:var(--md-mermaid-edge-color)!important;stroke:var(--md-mermaid-edge-color)!important}defs marker.marker.aggregation.class path{fill:var(--md-mermaid-label-bg-color)!important;stroke:var(--md-mermaid-edge-color)!important}.statediagramTitleText{fill:var(--md-mermaid-label-fg-color)}g.stateGroup rect{fill:var(--md-mermaid-node-bg-color);stroke:var(--md-mermaid-node-fg-color)}g.stateGroup .state-title{fill:var(--md-mermaid-label-fg-color)!important;font-family:var(--md-mermaid-font-family)}g.stateGroup .composit{fill:var(--md-mermaid-label-bg-color)}.nodeLabel,.nodeLabel p{color:var(--md-mermaid-label-fg-color);font-family:var(--md-mermaid-font-family)}a .nodeLabel{text-decoration:underline}.node circle.state-end,.node circle.state-start,.start-state{fill:var(--md-mermaid-edge-color);stroke:none}.end-state-inner,.end-state-outer{fill:var(--md-mermaid-edge-color)}.end-state-inner,.node circle.state-end{stroke:var(--md-mermaid-label-bg-color)}.transition{stroke:var(--md-mermaid-edge-color)}[id^=state-fork] rect,[id^=state-join] rect{fill:var(--md-mermaid-edge-color)!important;stroke:none!important}.statediagram-cluster.statediagram-cluster .inner{fill:var(--md-default-bg-color)}.statediagram-cluster rect{fill:var(--md-mermaid-node-bg-color);stroke:var(--md-mermaid-node-fg-color)}.statediagram-state rect.divider{fill:var(--md-default-fg-color--lightest);stroke:var(--md-default-fg-color--lighter)}defs #statediagram-barbEnd{stroke:var(--md-mermaid-edge-color)}.entityTitleText{fill:var(--md-mermaid-label-fg-color)}.attributeBoxEven,.attributeBoxOdd{fill:var(--md-mermaid-node-bg-color);stroke:var(--md-mermaid-node-fg-color)}.entityBox{fill:var(--md-mermaid-label-bg-color);stroke:var(--md-mermaid-node-fg-color)}.entityLabel{fill:var(--md-mermaid-label-fg-color);font-family:var(--md-mermaid-font-family)}.relationshipLabelBox{fill:var(--md-mermaid-label-bg-color);fill-opacity:1;background-color:var(--md-mermaid-label-bg-color);opacity:1}.relationshipLabel{fill:var(--md-mermaid-label-fg-color)}.relationshipLine{stroke:var(--md-mermaid-edge-color)}defs #ONE_OR_MORE_END *,defs #ONE_OR_MORE_START *,defs #ONLY_ONE_END *,defs #ONLY_ONE_START *,defs #ZERO_OR_MORE_END *,defs #ZERO_OR_MORE_START *,defs #ZERO_OR_ONE_END *,defs #ZERO_OR_ONE_START *{stroke:var(--md-mermaid-edge-color)!important}defs #ZERO_OR_MORE_END circle,defs #ZERO_OR_MORE_START circle{fill:var(--md-mermaid-label-bg-color)}text:not([class]):last-child{fill:var(--md-mermaid-label-fg-color)}.actor{fill:var(--md-mermaid-sequence-actor-bg-color);stroke:var(--md-mermaid-sequence-actor-border-color)}text.actor>tspan{fill:var(--md-mermaid-sequence-actor-fg-color);font-family:var(--md-mermaid-font-family)}line{stroke:var(--md-mermaid-sequence-actor-line-color)}.actor-man circle,.actor-man line{fill:var(--md-mermaid-sequence-actorman-bg-color);stroke:var(--md-mermaid-sequence-actorman-line-color)}.messageLine0,.messageLine1{stroke:var(--md-mermaid-sequence-message-line-color)}.note{fill:var(--md-mermaid-sequence-note-bg-color);stroke:var(--md-mermaid-sequence-note-border-color)}.loopText,.loopText>tspan,.messageText,.noteText>tspan{stroke:none;font-family:var(--md-mermaid-font-family)!important}.messageText{fill:var(--md-mermaid-sequence-message-fg-color)}.loopText,.loopText>tspan{fill:var(--md-mermaid-sequence-loop-fg-color)}.noteText>tspan{fill:var(--md-mermaid-sequence-note-fg-color)}#arrowhead path{fill:var(--md-mermaid-sequence-message-line-color);stroke:none}.loopLine{fill:var(--md-mermaid-sequence-loop-bg-color);stroke:var(--md-mermaid-sequence-loop-border-color)}.labelBox{fill:var(--md-mermaid-sequence-label-bg-color);stroke:none}.labelText,.labelText>span{fill:var(--md-mermaid-sequence-label-fg-color);font-family:var(--md-mermaid-font-family)}.sequenceNumber{fill:var(--md-mermaid-sequence-number-fg-color)}rect.rect{fill:var(--md-mermaid-sequence-box-bg-color);stroke:none}rect.rect+text.text{fill:var(--md-mermaid-sequence-box-fg-color)}defs #sequencenumber{fill:var(--md-mermaid-sequence-number-bg-color)!important}", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  map,\n  of,\n  shareReplay,\n  tap\n} from \"rxjs\"\n\nimport { watchScript } from \"~/browser\"\nimport { h } from \"~/utilities\"\n\nimport { Component } from \"../../_\"\n\nimport themeCSS from \"./index.css\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mermaid diagram\n */\nexport interface Mermaid {}\n\n/* ----------------------------------------------------------------------------\n * Data\n * ------------------------------------------------------------------------- */\n\n/**\n * Mermaid instance observable\n */\nlet mermaid$: Observable<void>\n\n/**\n * Global sequence number for diagrams\n */\nlet sequence = 0\n\n/* ----------------------------------------------------------------------------\n * Helper functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Fetch Mermaid script\n *\n * @returns Mermaid scripts observable\n */\nfunction fetchScripts(): Observable<void> {\n  return typeof mermaid === \"undefined\" || mermaid instanceof Element\n    ? watchScript(\"https://unpkg.com/mermaid@11/dist/mermaid.min.js\")\n    : of(undefined)\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount Mermaid diagram\n *\n * @param el - Code block element\n *\n * @returns Mermaid diagram component observable\n */\nexport function mountMermaid(\n  el: HTMLElement\n): Observable<Component<Mermaid>> {\n  el.classList.remove(\"mermaid\") // Hack: mitigate https://bit.ly/3CiN6Du\n  mermaid$ ||= fetchScripts()\n    .pipe(\n      tap(() => mermaid.initialize({\n        startOnLoad: false,\n        themeCSS,\n        sequence: {\n          actorFontSize: \"16px\", // Hack: mitigate https://bit.ly/3y0NEi3\n          messageFontSize: \"16px\",\n          noteFontSize: \"16px\"\n        }\n      })),\n      map(() => undefined),\n      shareReplay(1)\n    )\n\n  /* Render diagram */\n  mermaid$.subscribe(async () => {\n    el.classList.add(\"mermaid\") // Hack: mitigate https://bit.ly/3CiN6Du\n    const id = `__mermaid_${sequence++}`\n\n    /* Create host element to replace code block */\n    const host = h(\"div\", { class: \"mermaid\" })\n    const text = el.textContent\n\n    /* Render and inject diagram */\n    const { svg, fn } = await mermaid.render(id, text)\n\n    /* Create a shadow root and inject diagram */\n    const shadow = host.attachShadow({ mode: \"closed\" })\n    shadow.innerHTML = svg\n\n    /* Replace code block with diagram and bind functions */\n    el.replaceWith(host)\n    fn?.(shadow)\n  })\n\n  /* Create and return component */\n  return mermaid$\n    .pipe(\n      map(() => ({ ref: el }))\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, of } from \"rxjs\"\n\nimport { renderTable } from \"~/templates\"\nimport { h } from \"~/utilities\"\n\nimport { Component } from \"../../_\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Data table\n */\nexport interface DataTable {}\n\n/* ----------------------------------------------------------------------------\n * Data\n * ------------------------------------------------------------------------- */\n\n/**\n * Sentinel for replacement\n */\nconst sentinel = h(\"table\")\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount data table\n *\n * This function wraps a data table in another scrollable container, so it can\n * be smoothly scrolled on smaller screen sizes and won't break the layout.\n *\n * @param el - Data table element\n *\n * @returns Data table component observable\n */\nexport function mountDataTable(\n  el: HTMLElement\n): Observable<Component<DataTable>> {\n  el.replaceWith(sentinel)\n  sentinel.replaceWith(renderTable(el))\n\n  /* Create and return component */\n  return of({ ref: el })\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  Subject,\n  animationFrameScheduler,\n  asyncScheduler,\n  auditTime,\n  combineLatest,\n  defer,\n  endWith,\n  filter,\n  finalize,\n  fromEvent,\n  ignoreElements,\n  map,\n  merge,\n  skip,\n  startWith,\n  subscribeOn,\n  takeUntil,\n  tap,\n  withLatestFrom\n} from \"rxjs\"\n\nimport { feature } from \"~/_\"\nimport {\n  Viewport,\n  getElement,\n  getElementContentOffset,\n  getElementContentSize,\n  getElementOffset,\n  getElementSize,\n  getElements,\n  watchElementContentOffset,\n  watchElementSize,\n  watchElementVisibility\n} from \"~/browser\"\nimport { renderTabbedControl } from \"~/templates\"\nimport { h } from \"~/utilities\"\n\nimport { Component } from \"../../_\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Content tabs\n */\nexport interface ContentTabs {\n  active: HTMLLabelElement             /* Active tab label */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  viewport$: Observable<Viewport>      /* Viewport observable */\n  target$: Observable<HTMLElement>     /* Location target observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch content tabs\n *\n * @param inputs - Content tabs input elements\n *\n * @returns Content tabs observable\n */\nexport function watchContentTabs(\n  inputs: HTMLInputElement[]\n): Observable<ContentTabs> {\n  const initial = inputs.find(input => input.checked) || inputs[0]\n  return merge(...inputs.map(input => fromEvent(input, \"change\")\n    .pipe(\n      map(() => getElement<HTMLLabelElement>(`label[for=\"${input.id}\"]`))\n    )\n  ))\n    .pipe(\n      startWith(getElement<HTMLLabelElement>(`label[for=\"${initial.id}\"]`)),\n      map(active => ({ active }))\n    )\n}\n\n/**\n * Mount content tabs\n *\n * @param el - Content tabs element\n * @param options - Options\n *\n * @returns Content tabs component observable\n */\nexport function mountContentTabs(\n  el: HTMLElement, { viewport$, target$ }: MountOptions\n): Observable<Component<ContentTabs>> {\n  const container = getElement(\".tabbed-labels\", el)\n  const inputs = getElements<HTMLInputElement>(\":scope > input\", el)\n\n  /* Render content tab previous button for pagination */\n  const prev = renderTabbedControl(\"prev\")\n  el.append(prev)\n\n  /* Render content tab next button for pagination */\n  const next = renderTabbedControl(\"next\")\n  el.append(next)\n\n  /* Mount component on subscription */\n  return defer(() => {\n    const push$ = new Subject<ContentTabs>()\n    const done$ = push$.pipe(ignoreElements(), endWith(true))\n    combineLatest([push$, watchElementSize(el), watchElementVisibility(el)])\n      .pipe(\n        takeUntil(done$),\n        auditTime(1, animationFrameScheduler)\n      )\n        .subscribe({\n\n          /* Handle emission */\n          next([{ active }, size]) {\n            const offset = getElementOffset(active)\n            const { width } = getElementSize(active)\n\n            /* Set tab indicator offset and width */\n            el.style.setProperty(\"--md-indicator-x\", `${offset.x}px`)\n            el.style.setProperty(\"--md-indicator-width\", `${width}px`)\n\n            /* Scroll container to active content tab */\n            const content = getElementContentOffset(container)\n            if (\n              offset.x         < content.x              ||\n              offset.x + width > content.x + size.width\n            )\n              container.scrollTo({\n                left: Math.max(0, offset.x - 16),\n                behavior: \"smooth\"\n              })\n          },\n\n          /* Handle complete */\n          complete() {\n            el.style.removeProperty(\"--md-indicator-x\")\n            el.style.removeProperty(\"--md-indicator-width\")\n          }\n        })\n\n    /* Hide content tab buttons on borders */\n    combineLatest([\n      watchElementContentOffset(container),\n      watchElementSize(container)\n    ])\n      .pipe(\n        takeUntil(done$)\n      )\n        .subscribe(([offset, size]) => {\n          const content = getElementContentSize(container)\n          prev.hidden = offset.x < 16\n          next.hidden = offset.x > content.width - size.width - 16\n        })\n\n    /* Paginate content tab container on click */\n    merge(\n      fromEvent(prev, \"click\").pipe(map(() => -1)),\n      fromEvent(next, \"click\").pipe(map(() => +1))\n    )\n      .pipe(\n        takeUntil(done$)\n      )\n        .subscribe(direction => {\n          const { width } = getElementSize(container)\n          container.scrollBy({\n            left: width * direction,\n            behavior: \"smooth\"\n          })\n        })\n\n    /* Switch to content tab target */\n    target$\n      .pipe(\n        takeUntil(done$),\n        filter(input => inputs.includes(input as HTMLInputElement))\n      )\n        .subscribe(input => input.click())\n\n    /* Add link to each content tab label */\n    container.classList.add(\"tabbed-labels--linked\")\n    for (const input of inputs) {\n      const label = getElement<HTMLLabelElement>(`label[for=\"${input.id}\"]`)\n      label.replaceChildren(h(\"a\", {\n        href: `#${label.htmlFor}`,\n        tabIndex: -1\n      }, ...Array.from(label.childNodes)))\n\n      /* Allow to copy link without scrolling to anchor */\n      fromEvent<MouseEvent>(label.firstElementChild!, \"click\")\n        .pipe(\n          takeUntil(done$),\n          filter(ev => !(ev.metaKey || ev.ctrlKey)),\n          tap(ev => {\n            ev.preventDefault()\n            ev.stopPropagation()\n          })\n        )\n          // @todo we might need to remove the anchor link on complete\n          .subscribe(() => {\n            history.replaceState({}, \"\", `#${label.htmlFor}`)\n            label.click()\n          })\n    }\n\n    /* Set up linking of content tabs, if enabled */\n    if (feature(\"content.tabs.link\"))\n      push$.pipe(\n        skip(1),\n        withLatestFrom(viewport$)\n      )\n        .subscribe(([{ active }, { offset }]) => {\n          const tab = active.innerText.trim()\n          if (active.hasAttribute(\"data-md-switching\")) {\n            active.removeAttribute(\"data-md-switching\")\n\n          /* Determine viewport offset of active tab */\n          } else {\n            const y = el.offsetTop - offset.y\n\n            /* Passively activate other tabs */\n            for (const set of getElements(\"[data-tabs]\"))\n              for (const input of getElements<HTMLInputElement>(\n                \":scope > input\", set\n              )) {\n                const label = getElement(`label[for=\"${input.id}\"]`)\n                if (\n                  label !== active &&\n                  label.innerText.trim() === tab\n                ) {\n                  label.setAttribute(\"data-md-switching\", \"\")\n                  input.click()\n                  break\n                }\n              }\n\n            /* Bring active tab into view */\n            window.scrollTo({\n              top: el.offsetTop - y\n            })\n\n            /* Persist active tabs in local storage */\n            const tabs = __md_get<string[]>(\"__tabs\") || []\n            __md_set(\"__tabs\", [...new Set([tab, ...tabs])])\n          }\n        })\n\n    /* Pause media (audio, video) on switch - see https://bit.ly/3Bk6cel */\n    push$.pipe(takeUntil(done$))\n      .subscribe(() => {\n        for (const media of getElements<HTMLAudioElement>(\"audio, video\", el))\n          media.pause()\n      })\n\n    /* Create and return component */\n    return watchContentTabs(inputs)\n      .pipe(\n        tap(state => push$.next(state)),\n        finalize(() => push$.complete()),\n        map(state => ({ ref: el, ...state }))\n      )\n  })\n    .pipe(\n      subscribeOn(asyncScheduler)\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, merge } from \"rxjs\"\n\nimport { feature } from \"~/_\"\nimport { Viewport, getElements } from \"~/browser\"\n\nimport { Component } from \"../../_\"\nimport {\n  Tooltip,\n  mountInlineTooltip2\n} from \"../../tooltip2\"\nimport {\n  Annotation,\n  mountAnnotationBlock\n} from \"../annotation\"\nimport {\n  CodeBlock,\n  mountCodeBlock\n} from \"../code\"\nimport {\n  Details,\n  mountDetails\n} from \"../details\"\nimport {\n  Mermaid,\n  mountMermaid\n} from \"../mermaid\"\nimport {\n  DataTable,\n  mountDataTable\n} from \"../table\"\nimport {\n  ContentTabs,\n  mountContentTabs\n} from \"../tabs\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Content\n */\nexport type Content =\n  | Annotation\n  | CodeBlock\n  | ContentTabs\n  | DataTable\n  | Details\n  | Mermaid\n  | Tooltip\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  viewport$: Observable<Viewport>      /* Viewport observable */\n  target$: Observable<HTMLElement>     /* Location target observable */\n  print$: Observable<boolean>          /* Media print observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount content\n *\n * This function mounts all components that are found in the content of the\n * actual article, including code blocks, data tables and details.\n *\n * @param el - Content element\n * @param options - Options\n *\n * @returns Content component observable\n */\nexport function mountContent(\n  el: HTMLElement, { viewport$, target$, print$ }: MountOptions\n): Observable<Component<Content>> {\n  return merge(\n\n    /* Annotations */\n    ...getElements(\".annotate:not(.highlight)\", el)\n      .map(child => mountAnnotationBlock(child, { target$, print$ })),\n\n    /* Code blocks */\n    ...getElements(\"pre:not(.mermaid) > code\", el)\n      .map(child => mountCodeBlock(child, { target$, print$ })),\n\n    /* Mermaid diagrams */\n    ...getElements(\"pre.mermaid\", el)\n      .map(child => mountMermaid(child)),\n\n    /* Data tables */\n    ...getElements(\"table:not([class])\", el)\n      .map(child => mountDataTable(child)),\n\n    /* Details */\n    ...getElements(\"details\", el)\n      .map(child => mountDetails(child, { target$, print$ })),\n\n    /* Content tabs */\n    ...getElements(\"[data-tabs]\", el)\n      .map(child => mountContentTabs(child, { viewport$, target$ })),\n\n    /* Tooltips */\n    ...getElements(\"[title]\", el)\n      .filter(() => feature(\"content.tooltips\"))\n      .map(child => mountInlineTooltip2(child, { viewport$ }))\n  )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  Subject,\n  defer,\n  delay,\n  finalize,\n  map,\n  merge,\n  of,\n  switchMap,\n  tap\n} from \"rxjs\"\n\nimport { getElement } from \"~/browser\"\n\nimport { Component } from \"../_\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Dialog\n */\nexport interface Dialog {\n  message: string                      /* Dialog message */\n  active: boolean                      /* Dialog is active */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  alert$: Subject<string>              /* Alert subject */\n}\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  alert$: Subject<string>              /* Alert subject */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch dialog\n *\n * @param _el - Dialog element\n * @param options - Options\n *\n * @returns Dialog observable\n */\nexport function watchDialog(\n  _el: HTMLElement, { alert$ }: WatchOptions\n): Observable<Dialog> {\n  return alert$\n    .pipe(\n      switchMap(message => merge(\n        of(true),\n        of(false).pipe(delay(2000))\n      )\n        .pipe(\n          map(active => ({ message, active }))\n        )\n      )\n    )\n}\n\n/**\n * Mount dialog\n *\n * This function reveals the dialog in the right corner when a new alert is\n * emitted through the subject that is passed as part of the options.\n *\n * @param el - Dialog element\n * @param options - Options\n *\n * @returns Dialog component observable\n */\nexport function mountDialog(\n  el: HTMLElement, options: MountOptions\n): Observable<Component<Dialog>> {\n  const inner = getElement(\".md-typeset\", el)\n  return defer(() => {\n    const push$ = new Subject<Dialog>()\n    push$.subscribe(({ message, active }) => {\n      el.classList.toggle(\"md-dialog--active\", active)\n      inner.textContent = message\n    })\n\n    /* Create and return component */\n    return watchDialog(el, options)\n      .pipe(\n        tap(state => push$.next(state)),\n        finalize(() => push$.complete()),\n        map(state => ({ ref: el, ...state }))\n      )\n  })\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  EMPTY,\n  Observable,\n  Subject,\n  animationFrameScheduler,\n  asyncScheduler,\n  auditTime,\n  combineLatest,\n  debounceTime,\n  defer,\n  distinctUntilChanged,\n  filter,\n  finalize,\n  map,\n  merge,\n  of,\n  subscribeOn,\n  tap,\n  throttleTime\n} from \"rxjs\"\n\nimport {\n  ElementOffset,\n  getElement,\n  getElementContainer,\n  getElementOffset,\n  getElementSize,\n  watchElementContentOffset,\n  watchElementFocus,\n  watchElementHover\n} from \"~/browser\"\nimport { renderTooltip } from \"~/templates\"\n\nimport { Component } from \"../_\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Tooltip\n */\nexport interface Tooltip {\n  active: boolean                      /* Tooltip is active */\n  offset: ElementOffset                /* Tooltip offset */\n}\n\n/* ----------------------------------------------------------------------------\n * Data\n * ------------------------------------------------------------------------- */\n\n/**\n * Global sequence number for tooltips\n */\nlet sequence = 0\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch tooltip\n *\n * This function will append the tooltip temporarily to compute its width,\n * which is necessary for correct centering, and then removing it again.\n *\n * @param el - Tooltip element\n * @param host - Host element\n *\n * @returns Tooltip observable\n */\nexport function watchTooltip(\n  el: HTMLElement, host: HTMLElement\n): Observable<Tooltip> {\n  document.body.append(el)\n\n  /* Compute width and remove tooltip immediately */\n  const { width } = getElementSize(el)\n  el.style.setProperty(\"--md-tooltip-width\", `${width}px`)\n  el.remove()\n\n  /* Retrieve and watch containing element */\n  const container = getElementContainer(host)\n  const scroll$ =\n    typeof container !== \"undefined\"\n      ? watchElementContentOffset(container)\n      : of({ x: 0, y: 0 })\n\n  /* Compute tooltip visibility */\n  const active$ = merge(\n    watchElementFocus(host),\n    watchElementHover(host)\n  )\n    .pipe(\n      distinctUntilChanged()\n    )\n\n  /* Compute tooltip offset */\n  return combineLatest([active$, scroll$])\n    .pipe(\n      map(([active, scroll]) => {\n        let { x, y } = getElementOffset(host)\n        const size = getElementSize(host)\n\n        /**\n         * Experimental: fix handling of tables - see https://bit.ly/3TQEj5O\n         *\n         * If this proves to be a viable fix, we should refactor tooltip\n         * positioning and somehow streamline the current process. This might\n         * also fix positioning for annotations inside tables, which is another\n         * limitation.\n         */\n        const table = host.closest(\"table\")\n        if (table && host.parentElement) {\n          x += table.offsetLeft + host.parentElement.offsetLeft\n          y += table.offsetTop  + host.parentElement.offsetTop\n        }\n        return {\n          active,\n          offset: {\n            x: x - scroll.x + size.width  / 2 - width / 2,\n            y: y - scroll.y + size.height + 8\n          }\n        }\n      })\n    )\n}\n\n/**\n * Mount tooltip\n *\n * @param el - Host element\n *\n * @returns Tooltip component observable\n */\nexport function mountTooltip(\n  el: HTMLElement\n): Observable<Component<Tooltip>> {\n  const title = el.title\n  if (!title.length)\n    return EMPTY\n\n  /* Render tooltip and set title from host element */\n  const id = `__tooltip_${sequence++}`\n  const tooltip = renderTooltip(id, \"inline\")\n  const typeset = getElement(\".md-typeset\", tooltip)\n  typeset.innerHTML = title\n\n  /* Mount component on subscription */\n  return defer(() => {\n    const push$ = new Subject<Tooltip>()\n    push$.subscribe({\n\n      /* Handle emission */\n      next({ offset }) {\n        tooltip.style.setProperty(\"--md-tooltip-x\", `${offset.x}px`)\n        tooltip.style.setProperty(\"--md-tooltip-y\", `${offset.y}px`)\n      },\n\n      /* Handle complete */\n      complete() {\n        tooltip.style.removeProperty(\"--md-tooltip-x\")\n        tooltip.style.removeProperty(\"--md-tooltip-y\")\n      }\n    })\n\n    /* Toggle tooltip presence to mitigate empty lines when copying */\n    merge(\n      push$.pipe(filter(({ active }) => active)),\n      push$.pipe(debounceTime(250), filter(({ active }) => !active))\n    )\n      .subscribe({\n\n        /* Handle emission */\n        next({ active }) {\n          if (active) {\n            el.insertAdjacentElement(\"afterend\", tooltip)\n            el.setAttribute(\"aria-describedby\", id)\n            el.removeAttribute(\"title\")\n          } else {\n            tooltip.remove()\n            el.removeAttribute(\"aria-describedby\")\n            el.setAttribute(\"title\", title)\n          }\n        },\n\n        /* Handle complete */\n        complete() {\n          tooltip.remove()\n          el.removeAttribute(\"aria-describedby\")\n          el.setAttribute(\"title\", title)\n        }\n      })\n\n    /* Toggle tooltip visibility */\n    push$\n      .pipe(\n        auditTime(16, animationFrameScheduler)\n      )\n        .subscribe(({ active }) => {\n          tooltip.classList.toggle(\"md-tooltip--active\", active)\n        })\n\n    // @todo - refactor positioning together with annotations \u2013 there are\n    // several things that overlap and are identical in handling\n\n    /* Track relative origin of tooltip */\n    push$\n      .pipe(\n        throttleTime(125, animationFrameScheduler),\n        filter(() => !!el.offsetParent),\n        map(() => el.offsetParent!.getBoundingClientRect()),\n        map(({ x }) => x)\n      )\n      .subscribe({\n\n        /* Handle emission */\n        next(origin) {\n          if (origin)\n            tooltip.style.setProperty(\"--md-tooltip-0\", `${-origin}px`)\n          else\n            tooltip.style.removeProperty(\"--md-tooltip-0\")\n        },\n\n        /* Handle complete */\n        complete() {\n          tooltip.style.removeProperty(\"--md-tooltip-0\")\n        }\n      })\n\n    /* Create and return component */\n    return watchTooltip(tooltip, el)\n      .pipe(\n        tap(state => push$.next(state)),\n        finalize(() => push$.complete()),\n        map(state => ({ ref: el, ...state }))\n      )\n  })\n    .pipe(\n      subscribeOn(asyncScheduler)\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  Subject,\n  bufferCount,\n  combineLatest,\n  combineLatestWith,\n  defer,\n  distinctUntilChanged,\n  distinctUntilKeyChanged,\n  endWith,\n  filter,\n  from,\n  ignoreElements,\n  map,\n  mergeMap,\n  mergeWith,\n  of,\n  shareReplay,\n  startWith,\n  switchMap,\n  takeUntil\n} from \"rxjs\"\n\nimport { feature } from \"~/_\"\nimport {\n  Viewport,\n  getElements,\n  watchElementSize,\n  watchToggle\n} from \"~/browser\"\n\nimport { Component } from \"../../_\"\nimport { Main } from \"../../main\"\nimport {\n  Tooltip,\n  mountTooltip\n} from \"../../tooltip\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Header\n */\nexport interface Header {\n  height: number                       /* Header visible height */\n  hidden: boolean                      /* Header is hidden */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  viewport$: Observable<Viewport>      /* Viewport observable */\n}\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  viewport$: Observable<Viewport>      /* Viewport observable */\n  header$: Observable<Header>          /* Header observable */\n  main$: Observable<Main>              /* Main area observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Compute whether the header is hidden\n *\n * If the user scrolls past a certain threshold, the header can be hidden when\n * scrolling down, and shown when scrolling up.\n *\n * @param options - Options\n *\n * @returns Toggle observable\n */\nfunction isHidden({ viewport$ }: WatchOptions): Observable<boolean> {\n  if (!feature(\"header.autohide\"))\n    return of(false)\n\n  /* Compute direction and turning point */\n  const direction$ = viewport$\n    .pipe(\n      map(({ offset: { y } }) => y),\n      bufferCount(2, 1),\n      map(([a, b]) => [a < b, b] as const),\n      distinctUntilKeyChanged(0)\n    )\n\n  /* Compute whether header should be hidden */\n  const hidden$ = combineLatest([viewport$, direction$])\n    .pipe(\n      filter(([{ offset }, [, y]]) => Math.abs(y - offset.y) > 100),\n      map(([, [direction]]) => direction),\n      distinctUntilChanged()\n    )\n\n  /* Compute threshold for hiding */\n  const search$ = watchToggle(\"search\")\n  return combineLatest([viewport$, search$])\n    .pipe(\n      map(([{ offset }, search]) => offset.y > 400 && !search),\n      distinctUntilChanged(),\n      switchMap(active => active ? hidden$ : of(false)),\n      startWith(false)\n    )\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch header\n *\n * @param el - Header element\n * @param options - Options\n *\n * @returns Header observable\n */\nexport function watchHeader(\n  el: HTMLElement, options: WatchOptions\n): Observable<Header> {\n  return defer(() => combineLatest([\n    watchElementSize(el),\n    isHidden(options)\n  ]))\n    .pipe(\n      map(([{ height }, hidden]) => ({\n        height,\n        hidden\n      })),\n      distinctUntilChanged((a, b) => (\n        a.height === b.height &&\n        a.hidden === b.hidden\n      )),\n      shareReplay(1)\n    )\n}\n\n/**\n * Mount header\n *\n * This function manages the different states of the header, i.e. whether it's\n * hidden or rendered with a shadow. This depends heavily on the main area.\n *\n * @param el - Header element\n * @param options - Options\n *\n * @returns Header component observable\n */\nexport function mountHeader(\n  el: HTMLElement, { header$, main$ }: MountOptions\n): Observable<Component<Header | Tooltip>> {\n  return defer(() => {\n    const push$ = new Subject<Main>()\n    const done$ = push$.pipe(ignoreElements(), endWith(true))\n    push$\n      .pipe(\n        distinctUntilKeyChanged(\"active\"),\n        combineLatestWith(header$)\n      )\n        .subscribe(([{ active }, { hidden }]) => {\n          el.classList.toggle(\"md-header--shadow\", active && !hidden)\n          el.hidden = hidden\n        })\n\n    /* Mount tooltips, if enabled */\n    const tooltips = from(getElements(\"[title]\", el))\n      .pipe(\n        filter(() => feature(\"content.tooltips\")),\n        mergeMap(child => mountTooltip(child))\n      )\n\n    /* Link to main area */\n    main$.subscribe(push$)\n\n    /* Create and return component */\n    return header$\n      .pipe(\n        takeUntil(done$),\n        map(state => ({ ref: el, ...state })),\n        mergeWith(tooltips.pipe(takeUntil(done$)))\n      )\n  })\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  EMPTY,\n  Observable,\n  Subject,\n  defer,\n  distinctUntilKeyChanged,\n  finalize,\n  map,\n  tap\n} from \"rxjs\"\n\nimport {\n  Viewport,\n  getElementSize,\n  getOptionalElement,\n  watchViewportAt\n} from \"~/browser\"\n\nimport { Component } from \"../../_\"\nimport { Header } from \"../_\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Header\n */\nexport interface HeaderTitle {\n  active: boolean                      /* Header title is active */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  viewport$: Observable<Viewport>      /* Viewport observable */\n  header$: Observable<Header>          /* Header observable */\n}\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  viewport$: Observable<Viewport>      /* Viewport observable */\n  header$: Observable<Header>          /* Header observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch header title\n *\n * @param el - Heading element\n * @param options - Options\n *\n * @returns Header title observable\n */\nexport function watchHeaderTitle(\n  el: HTMLElement, { viewport$, header$ }: WatchOptions\n): Observable<HeaderTitle> {\n  return watchViewportAt(el, { viewport$, header$ })\n    .pipe(\n      map(({ offset: { y } }) => {\n        const { height } = getElementSize(el)\n        return {\n          active: y >= height\n        }\n      }),\n      distinctUntilKeyChanged(\"active\")\n    )\n}\n\n/**\n * Mount header title\n *\n * This function swaps the header title from the site title to the title of the\n * current page when the user scrolls past the first headline.\n *\n * @param el - Header title element\n * @param options - Options\n *\n * @returns Header title component observable\n */\nexport function mountHeaderTitle(\n  el: HTMLElement, options: MountOptions\n): Observable<Component<HeaderTitle>> {\n  return defer(() => {\n    const push$ = new Subject<HeaderTitle>()\n    push$.subscribe({\n\n      /* Handle emission */\n      next({ active }) {\n        el.classList.toggle(\"md-header__title--active\", active)\n      },\n\n      /* Handle complete */\n      complete() {\n        el.classList.remove(\"md-header__title--active\")\n      }\n    })\n\n    /* Obtain headline, if any */\n    const heading = getOptionalElement(\".md-content h1\")\n    if (typeof heading === \"undefined\")\n      return EMPTY\n\n    /* Create and return component */\n    return watchHeaderTitle(heading, options)\n      .pipe(\n        tap(state => push$.next(state)),\n        finalize(() => push$.complete()),\n        map(state => ({ ref: el, ...state }))\n      )\n  })\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  combineLatest,\n  distinctUntilChanged,\n  distinctUntilKeyChanged,\n  map,\n  switchMap\n} from \"rxjs\"\n\nimport {\n  Viewport,\n  watchElementSize\n} from \"~/browser\"\n\nimport { Header } from \"../header\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Main area\n */\nexport interface Main {\n  offset: number                       /* Main area top offset */\n  height: number                       /* Main area visible height */\n  active: boolean                      /* Main area is active */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  viewport$: Observable<Viewport>      /* Viewport observable */\n  header$: Observable<Header>          /* Header observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch main area\n *\n * This function returns an observable that computes the visual parameters of\n * the main area which depends on the viewport vertical offset and height, as\n * well as the height of the header element, if the header is fixed.\n *\n * @param el - Main area element\n * @param options - Options\n *\n * @returns Main area observable\n */\nexport function watchMain(\n  el: HTMLElement, { viewport$, header$ }: WatchOptions\n): Observable<Main> {\n\n  /* Compute necessary adjustment for header */\n  const adjust$ = header$\n    .pipe(\n      map(({ height }) => height),\n      distinctUntilChanged()\n    )\n\n  /* Compute the main area's top and bottom borders */\n  const border$ = adjust$\n    .pipe(\n      switchMap(() => watchElementSize(el)\n        .pipe(\n          map(({ height }) => ({\n            top:    el.offsetTop,\n            bottom: el.offsetTop + height\n          })),\n          distinctUntilKeyChanged(\"bottom\")\n        )\n      )\n    )\n\n  /* Compute the main area's offset, visible height and if we scrolled past */\n  return combineLatest([adjust$, border$, viewport$])\n    .pipe(\n      map(([header, { top, bottom }, { offset: { y }, size: { height } }]) => {\n        height = Math.max(0, height\n          - Math.max(0, top    - y,  header)\n          - Math.max(0, height + y - bottom)\n        )\n        return {\n          offset: top - header,\n          height,\n          active: top - header <= y\n        }\n      }),\n      distinctUntilChanged((a, b) => (\n        a.offset === b.offset &&\n        a.height === b.height &&\n        a.active === b.active\n      ))\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  Subject,\n  asyncScheduler,\n  defer,\n  filter,\n  finalize,\n  fromEvent,\n  map,\n  mergeMap,\n  observeOn,\n  of,\n  repeat,\n  shareReplay,\n  skip,\n  startWith,\n  takeUntil,\n  tap,\n  withLatestFrom\n} from \"rxjs\"\n\nimport { getElements, watchMedia } from \"~/browser\"\nimport { h } from \"~/utilities\"\n\nimport {\n  Component,\n  getComponentElement\n} from \"../_\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Palette colors\n */\nexport interface PaletteColor {\n  media?: string                       /* Media query */\n  scheme?: string                      /* Color scheme */\n  primary?: string                     /* Primary color */\n  accent?: string                      /* Accent color */\n}\n\n/**\n * Palette\n */\nexport interface Palette {\n  index: number                        /* Palette index */\n  color: PaletteColor                  /* Palette colors */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch color palette\n *\n * @param inputs - Color palette element\n *\n * @returns Color palette observable\n */\nexport function watchPalette(\n  inputs: HTMLInputElement[]\n): Observable<Palette> {\n  const current = __md_get<Palette>(\"__palette\") || {\n    index: inputs.findIndex(input => matchMedia(\n      input.getAttribute(\"data-md-color-media\")!\n    ).matches)\n  }\n\n  /* Emit changes in color palette */\n  const index = Math.max(0, Math.min(current.index, inputs.length - 1))\n  return of(...inputs)\n    .pipe(\n      mergeMap(input => fromEvent(input, \"change\").pipe(map(() => input))),\n      startWith(inputs[index]),\n      map(input => ({\n        index: inputs.indexOf(input),\n        color: {\n          media:   input.getAttribute(\"data-md-color-media\"),\n          scheme:  input.getAttribute(\"data-md-color-scheme\"),\n          primary: input.getAttribute(\"data-md-color-primary\"),\n          accent:  input.getAttribute(\"data-md-color-accent\")\n        }\n      } as Palette)),\n      shareReplay(1)\n    )\n}\n\n/**\n * Mount color palette\n *\n * @param el - Color palette element\n *\n * @returns Color palette component observable\n */\nexport function mountPalette(\n  el: HTMLElement\n): Observable<Component<Palette>> {\n  const inputs = getElements<HTMLInputElement>(\"input\", el)\n  const meta = h(\"meta\", { name: \"theme-color\" })\n  document.head.appendChild(meta)\n\n  // Add color scheme meta tag\n  const scheme = h(\"meta\", { name: \"color-scheme\" })\n  document.head.appendChild(scheme)\n\n  /* Mount component on subscription */\n  const media$ = watchMedia(\"(prefers-color-scheme: light)\")\n  return defer(() => {\n    const push$ = new Subject<Palette>()\n    push$.subscribe(palette => {\n      document.body.setAttribute(\"data-md-color-switching\", \"\")\n\n      /* Retrieve color palette for system preference */\n      if (palette.color.media === \"(prefers-color-scheme)\") {\n        const media = matchMedia(\"(prefers-color-scheme: light)\")\n        const input = document.querySelector(media.matches\n          ? \"[data-md-color-media='(prefers-color-scheme: light)']\"\n          : \"[data-md-color-media='(prefers-color-scheme: dark)']\"\n        )!\n\n        /* Retrieve colors for system preference */\n        palette.color.scheme  = input.getAttribute(\"data-md-color-scheme\")!\n        palette.color.primary = input.getAttribute(\"data-md-color-primary\")!\n        palette.color.accent  = input.getAttribute(\"data-md-color-accent\")!\n      }\n\n      /* Set color palette */\n      for (const [key, value] of Object.entries(palette.color))\n        document.body.setAttribute(`data-md-color-${key}`, value)\n\n      /* Set toggle visibility */\n      for (let index = 0; index < inputs.length; index++) {\n        const label = inputs[index].nextElementSibling\n        if (label instanceof HTMLElement)\n          label.hidden = palette.index !== index\n      }\n\n      /* Persist preference in local storage */\n      __md_set(\"__palette\", palette)\n    })\n\n    // Handle color switch on Enter or Space - see https://t.ly/YIhVj\n    fromEvent<KeyboardEvent>(el, \"keydown\").pipe(\n      filter(ev => ev.key === \"Enter\"),\n      withLatestFrom(push$, (_, palette) => palette)\n    )\n      .subscribe(({ index }) => {\n        index = (index + 1) % inputs.length\n        inputs[index].click()\n        inputs[index].focus()\n      })\n\n    /* Update theme-color meta tag */\n    push$\n      .pipe(\n        map(() => {\n          const header = getComponentElement(\"header\")\n          const style  = window.getComputedStyle(header)\n\n          // Set color scheme\n          scheme.content = style.colorScheme\n\n          /* Return color in hexadecimal format */\n          return style.backgroundColor.match(/\\d+/g)!\n            .map(value => (+value).toString(16).padStart(2, \"0\"))\n            .join(\"\")\n        })\n      )\n        .subscribe(color => meta.content = `#${color}`)\n\n    /* Revert transition durations after color switch */\n    push$.pipe(observeOn(asyncScheduler))\n      .subscribe(() => {\n        document.body.removeAttribute(\"data-md-color-switching\")\n      })\n\n    /* Create and return component */\n    return watchPalette(inputs)\n      .pipe(\n        takeUntil(media$.pipe(skip(1))),\n        repeat(),\n        tap(state => push$.next(state)),\n        finalize(() => push$.complete()),\n        map(state => ({ ref: el, ...state }))\n      )\n  })\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  Subject,\n  defer,\n  finalize,\n  map,\n  tap\n} from \"rxjs\"\n\nimport { Component } from \"../_\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Progress indicator\n */\nexport interface Progress {\n  value: number                        // Progress value\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  progress$: Subject<number>           // Progress subject\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount progress indicator\n *\n * @param el - Progress indicator element\n * @param options - Options\n *\n * @returns Progress indicator component observable\n */\nexport function mountProgress(\n  el: HTMLElement, { progress$ }: MountOptions\n): Observable<Component<Progress>> {\n\n  // Mount component on subscription\n  return defer(() => {\n    const push$ = new Subject<Progress>()\n    push$.subscribe(({ value }) => {\n      el.style.setProperty(\"--md-progress-value\", `${value}`)\n    })\n\n    // Create and return component\n    return progress$\n      .pipe(\n        tap(value => push$.next({ value })),\n        finalize(() => push$.complete()),\n        map(value => ({ ref: el, value }))\n      )\n  })\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport ClipboardJS from \"clipboard\"\nimport {\n  Observable,\n  Subject,\n  map,\n  tap\n} from \"rxjs\"\n\nimport { translation } from \"~/_\"\nimport { getElement } from \"~/browser\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Setup options\n */\ninterface SetupOptions {\n  alert$: Subject<string>              /* Alert subject */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Extract text to copy\n *\n * @param el - HTML element\n *\n * @returns Extracted text\n */\nfunction extract(el: HTMLElement): string {\n  el.setAttribute(\"data-md-copying\", \"\")\n  const copy = el.closest(\"[data-copy]\")\n  const text = copy\n    ? copy.getAttribute(\"data-copy\")!\n    : el.innerText\n  el.removeAttribute(\"data-md-copying\")\n  return text.trimEnd()\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set up Clipboard.js integration\n *\n * @param options - Options\n */\nexport function setupClipboardJS(\n  { alert$ }: SetupOptions\n): void {\n  if (ClipboardJS.isSupported()) {\n    new Observable<ClipboardJS.Event>(subscriber => {\n      new ClipboardJS(\"[data-clipboard-target], [data-clipboard-text]\", {\n        text: el => (\n          el.getAttribute(\"data-clipboard-text\")! ||\n          extract(getElement(\n            el.getAttribute(\"data-clipboard-target\")!\n          ))\n        )\n      })\n        .on(\"success\", ev => subscriber.next(ev))\n    })\n      .pipe(\n        tap(ev => {\n          const trigger = ev.trigger as HTMLElement\n          trigger.focus()\n        }),\n        map(() => translation(\"clipboard.copied\"))\n      )\n        .subscribe(alert$)\n  }\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  catchError,\n  map,\n  of\n} from \"rxjs\"\n\nimport {\n  getElement,\n  getElements,\n  requestXML\n} from \"~/browser\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Sitemap, i.e. a list of URLs\n */\nexport type Sitemap = Map<string, URL[]>\n\n/* ----------------------------------------------------------------------------\n * Helper functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Resolve URL to the given base URL\n *\n * When serving the site with instant navigation, MkDocs will set the hostname\n * to the value as specified in `dev_addr`, but the browser allows for several\n * hostnames to be used: `localhost`, `127.0.0.1` or even `0.0.0.0`, depending\n * on configuration. This function resolves the URL to the given hostname.\n *\n * @param url - URL\n * @param base - Base URL\n *\n * @returns Resolved URL\n */\nfunction resolve(url: URL, base: URL) {\n  url.protocol = base.protocol\n  url.hostname = base.hostname\n  return url\n}\n\n/**\n * Extract sitemap from document\n *\n * This function extracts the URLs and alternate links from the document, and\n * associates alternate links to the original URL as found in `loc`, allowing\n * the browser to navigate to the correct page when switching languages. The\n * format of the sitemap is expected to adhere to:\n *\n * ``` xml\n * <urlset>\n *   <url>\n *     <loc>...</loc>\n *     <xhtml:link rel=\"alternate\" hreflang=\"en\" href=\"...\"/>\n *     <xhtml:link rel=\"alternate\" hreflang=\"de\" href=\"...\"/>\n *     ...\n *   </url>\n *   ...\n * </urlset>\n * ```\n *\n * @param document - Document\n * @param base - Base URL\n *\n * @returns Sitemap\n */\nfunction extract(document: Document, base: URL): Sitemap {\n  const sitemap: Sitemap = new Map()\n  for (const el of getElements(\"url\", document)) {\n    const url = getElement(\"loc\", el)\n\n    // Create entry for location and add it to the list of links\n    const links = [resolve(new URL(url.textContent!), base)]\n    sitemap.set(`${links[0]}`, links)\n\n    // Attach alternate links to current entry\n    for (const link of getElements(\"[rel=alternate]\", el)) {\n      const href = link.getAttribute(\"href\")\n      if (href != null)\n        links.push(resolve(new URL(href), base))\n    }\n  }\n\n  // Return sitemap\n  return sitemap\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Fetch the sitemap for the given base URL\n *\n * If a network or parsing error occurs, we just default to an empty sitemap,\n * which means the caller should fall back to regular navigation.\n *\n * @param base - Base URL\n *\n * @returns Sitemap observable\n */\nexport function fetchSitemap(base: URL | string): Observable<Sitemap> {\n  return requestXML(new URL(\"sitemap.xml\", base))\n    .pipe(\n      map(document => extract(document, new URL(base))),\n      catchError(() => of(new Map())),\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  EMPTY,\n  Observable,\n  Subject,\n  catchError,\n  combineLatestWith,\n  concat,\n  debounceTime,\n  distinctUntilChanged,\n  distinctUntilKeyChanged,\n  endWith,\n  fromEvent,\n  ignoreElements,\n  map,\n  merge,\n  of,\n  share,\n  switchMap,\n  tap,\n  withLatestFrom\n} from \"rxjs\"\n\nimport { configuration, feature } from \"~/_\"\nimport {\n  Viewport,\n  getElements,\n  getLocation,\n  getOptionalElement,\n  requestHTML,\n  setLocation,\n  setLocationHash\n} from \"~/browser\"\nimport { getComponentElement } from \"~/components\"\n\nimport { Sitemap, fetchSitemap } from \"../sitemap\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Setup options\n */\ninterface SetupOptions {\n  location$: Subject<URL>              // Location subject\n  viewport$: Observable<Viewport>      // Viewport observable\n  progress$: Subject<number>           // Progress subject\n}\n\n/* ----------------------------------------------------------------------------\n * Helper functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Handle clicks on internal URLs while skipping external URLs\n *\n * @param ev - Mouse event\n * @param sitemap - Sitemap\n *\n * @returns URL observable\n */\nfunction handle(\n  ev: MouseEvent, sitemap: Sitemap\n): Observable<URL> {\n  if (!(ev.target instanceof Element))\n    return EMPTY\n\n  // Skip, as target is not within a link - clicks on non-link elements are\n  // also captured, which we need to exclude from processing\n  const el = ev.target.closest(\"a\")\n  if (el === null)\n    return EMPTY\n\n  // Skip, as link opens in new window - we now know we have captured a click\n  // on a link, but the link either has a `target` property defined, or the\n  // user pressed the `meta` or `ctrl` key to open it in a new window. Thus,\n  // we need to filter this event as well.\n  if (el.target || ev.metaKey || ev.ctrlKey)\n    return EMPTY\n\n  // Next, we must check if the URL is relevant for us, i.e., if it's an\n  // internal link to a page that is managed by MkDocs. Only then we can be\n  // sure that the structure of the page to be loaded adheres to the current\n  // document structure and can subsequently be injected into it without doing\n  // a full reload. For this reason, we must canonicalize the URL by removing\n  // all search parameters and hash fragments.\n  const url = new URL(el.href)\n  url.search = url.hash = \"\"\n\n  // Skip, if URL is not included in the sitemap - this could be the case when\n  // linking between versions or languages, or to another page that the author\n  // included as part of the build, but that is not managed by MkDocs. In that\n  // case we must not continue with instant navigation.\n  if (!sitemap.has(`${url}`))\n    return EMPTY\n\n  // We now know that we have a link to an internal page, so we prevent the\n  // browser from navigation and emit the URL for instant navigation. Note that\n  // this also includes anchor links, which means we need to implement anchor\n  // positioning ourselves. The reason for this is that if we wouldn't manage\n  // anchor links as well, scroll restoration will not work correctly (e.g.\n  // following an anchor link and scrolling).\n  ev.preventDefault()\n  return of(new URL(el.href))\n}\n\n/**\n * Create a map of head elements for lookup and replacement\n *\n * @param document - Document\n *\n * @returns Tag map\n */\nfunction head(document: Document): Map<string, HTMLElement> {\n  const tags = new Map<string, HTMLElement>()\n  for (const el of getElements(\":scope > *\", document.head))\n    tags.set(el.outerHTML, el)\n\n  // Return tag map\n  return tags\n}\n\n/**\n * Resolve relative URLs in the given document\n *\n * This function resolves relative `href` and `src` attributes, which can belong\n * to all sorts of tags, like meta tags, links, images, scripts and more.\n *\n * @param document - Document\n *\n * @returns Document observable\n */\nfunction resolve(document: Document): Observable<Document> {\n  for (const el of getElements(\"[href], [src]\", document))\n    for (const key of [\"href\", \"src\"]) {\n      const value = el.getAttribute(key)\n      if (value && !/^(?:[a-z]+:)?\\/\\//i.test(value)) {\n        // @ts-expect-error - trick: self-assign to resolve URL\n        el[key] = el[key]\n        break\n      }\n    }\n\n  // Return document observable\n  return of(document)\n}\n\n/**\n * Inject the contents of a document into the current one\n *\n * @param next - Next document\n *\n * @returns Document observable\n */\nfunction inject(next: Document): Observable<Document> {\n  for (const selector of [\n    \"[data-md-component=announce]\",\n    \"[data-md-component=container]\",\n    \"[data-md-component=header-topic]\",\n    \"[data-md-component=outdated]\",\n    \"[data-md-component=logo]\",\n    \"[data-md-component=skip]\",\n    ...feature(\"navigation.tabs.sticky\")\n      ? [\"[data-md-component=tabs]\"]\n      : []\n  ]) {\n    const source = getOptionalElement(selector)\n    const target = getOptionalElement(selector, next)\n    if (\n      typeof source !== \"undefined\" &&\n      typeof target !== \"undefined\"\n    ) {\n      source.replaceWith(target)\n    }\n  }\n\n  // Update meta tags\n  const tags = head(document)\n  for (const [html, el] of head(next))\n    if (tags.has(html))\n      tags.delete(html)\n    else\n      document.head.appendChild(el)\n\n  // Remove meta tags that are not present in the new document\n  for (const el of tags.values()) {\n    const name = el.getAttribute(\"name\")\n    // @todo - find a better way to handle attributes we add dynamically in\n    // other components without mounting components on every navigation, as\n    // this might impact overall performance - see https://t.ly/ehp_O\n    if (name !== \"theme-color\" && name !== \"color-scheme\")\n      el.remove()\n  }\n\n  // After components and meta tags were replaced, re-evaluate scripts\n  // that were provided by the author as part of Markdown files\n  const container = getComponentElement(\"container\")\n  return concat(getElements(\"script\", container))\n    .pipe(\n      switchMap(el => {\n        const script = next.createElement(\"script\")\n        if (el.src) {\n          for (const name of el.getAttributeNames())\n            script.setAttribute(name, el.getAttribute(name)!)\n          el.replaceWith(script)\n\n          // Complete when script is loaded\n          return new Observable(observer => {\n            script.onload = () => observer.complete()\n          })\n\n        // Complete immediately\n        } else {\n          script.textContent = el.textContent\n          el.replaceWith(script)\n          return EMPTY\n        }\n      }),\n      ignoreElements(),\n      endWith(document)\n    )\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set up instant navigation\n *\n * This is a heavily orchestrated operation - see inline comments to learn how\n * this works with Material for MkDocs, and how you can hook into it.\n *\n * @param options - Options\n *\n * @returns Document observable\n */\nexport function setupInstantNavigation(\n  { location$, viewport$, progress$ }: SetupOptions\n): Observable<Document> {\n  const config = configuration()\n  if (location.protocol === \"file:\")\n    return EMPTY\n\n  // Load sitemap immediately, so we have it available when the user initiates\n  // the first navigation request without any perceivable delay\n  const sitemap$ = fetchSitemap(config.base)\n\n  // Since we might be on a slow connection, the user might trigger multiple\n  // instant navigation events that overlap. MkDocs produces relative URLs for\n  // all internal links, which becomes a problem in this case, because we need\n  // to change the base URL the moment the user clicks a link that should be\n  // intercepted in order to be consistent with popstate, which means that the\n  // base URL would now be incorrect when resolving another relative link from\n  // the same site. For this reason we always resolve all relative links to\n  // absolute links, so we can be sure this never happens.\n  of(document)\n    .subscribe(resolve)\n\n  // --------------------------------------------------------------------------\n  // Navigation interception\n  // --------------------------------------------------------------------------\n\n  // Intercept navigation - to keep the number of event listeners down we use\n  // the fact that uncaptured events bubble up to the body. This has the nice\n  // property that we don't need to detach and then re-attach event listeners\n  // when the document is replaced after a navigation event.\n  const instant$ =\n    fromEvent<MouseEvent>(document.body, \"click\")\n      .pipe(\n        combineLatestWith(sitemap$),\n        switchMap(([ev, sitemap]) => handle(ev, sitemap)),\n        share()\n      )\n\n  // Intercept history change events, e.g. when the user uses the browser's\n  // back or forward buttons, and emit new location for fetching and parsing\n  const history$ =\n    fromEvent<PopStateEvent>(window, \"popstate\")\n      .pipe(\n        map(getLocation),\n        share()\n      )\n\n  // While it would be better UX to defer navigation events until the document\n  // is fully fetched and parsed, we must schedule it here to synchronize with\n  // popstate events, as they are emitted immediately. Moreover we need to\n  // store the current viewport offset for scroll restoration later on.\n  instant$.pipe(withLatestFrom(viewport$))\n    .subscribe(([url, { offset }]) => {\n      history.replaceState(offset, \"\")\n      history.pushState(null, \"\", url)\n    })\n\n  // Emit URLs that should be fetched via instant navigation on location subject\n  // which was passed into this function. The state of instant navigation can be\n  // intercepted by other parts of the application, which can synchronously back\n  // up or restore state before or after instant navigation happens.\n  merge(instant$, history$)\n    .subscribe(location$)\n\n  // --------------------------------------------------------------------------\n  // Fetching and parsing\n  // --------------------------------------------------------------------------\n\n  // Fetch document - we deduplicate requests to the same location, so we don't\n  // end up with multiple requests for the same page. We use `switchMap`, since\n  // we want to cancel the previous request when a new one is triggered, which\n  // is automatically handled by the observable returned by `request`. This is\n  // essential to ensure a good user experience, as we don't want to load pages\n  // that are not needed anymore, e.g., when the user clicks multiple links in\n  // quick succession or on slow connections. If the request fails for some\n  // reason, we fall back and use regular navigation, forcing a reload.\n  const document$ =\n    location$.pipe(\n      distinctUntilKeyChanged(\"pathname\"),\n      switchMap(url => requestHTML(url, { progress$ })\n        .pipe(\n          catchError(() => {\n            setLocation(url, true)\n            return EMPTY\n          })\n        )\n      ),\n\n      // The document was successfully fetched and parsed, so we can inject its\n      // contents into the currently active document\n      switchMap(resolve),\n      switchMap(inject),\n      share()\n    )\n\n  // --------------------------------------------------------------------------\n  // Scroll restoration\n  // --------------------------------------------------------------------------\n\n  // Handle scroll restoration - we must restore the viewport offset after the\n  // document has been fetched and injected, and every time the user clicks an\n  // anchor that leads to an element on the same page, which might also happen\n  // when the user uses the back or forward button.\n  merge(\n    document$.pipe(withLatestFrom(location$, (_, url) => url)),\n\n    // Handle instant navigation events that are triggered by the user clicking\n    // on an anchor link with a hash fragment different from the current one, as\n    // well as from popstate events, which are emitted when the user navigates\n    // back and forth between pages.\n    document$.pipe(\n      switchMap(() => location$),\n      distinctUntilKeyChanged(\"hash\"),\n    ),\n\n    // Handle instant navigation events that are triggered by the user clicking\n    // on an anchor link with the same hash fragment as the current one in the\n    // URL. It is essential that we only intercept those from instant navigation\n    // events and not from history change events, or we'll end up in and endless\n    // loop. The top-level history entry must be removed, as it will be replaced\n    // with a new one, which would otherwise lead to a duplicate entry.\n    location$.pipe(\n      distinctUntilChanged((a, b) => (\n        a.pathname === b.pathname &&\n        a.hash     === b.hash\n      )),\n      switchMap(() => instant$),\n      tap(() => history.back())\n    )\n  )\n    .subscribe(url => {\n\n      // Check if the current history entry has a state, which happens when the\n      // user presses the back or forward button to visit a page we've already\n      // seen. If there's no state, it means a new page was visited and we must\n      // scroll to the top, unless an anchor is given.\n      if (history.state !== null || !url.hash) {\n        window.scrollTo(0, history.state?.y ?? 0)\n      } else {\n        history.scrollRestoration = \"auto\"\n        setLocationHash(url.hash)\n        history.scrollRestoration = \"manual\"\n      }\n    })\n\n  // Disable scroll restoration when an instant navigation event occurs, so the\n  // browser does not immediately set the viewport offset to the prior history\n  // entry, scrolling to the position on the same page, which would look odd.\n  // Instead, we manually restore the position once the page has loaded.\n  location$.subscribe(() => {\n    history.scrollRestoration = \"manual\"\n  })\n\n  // Enable scroll restoration before window unloads - this is essential to\n  // ensure that full reloads (F5) restore the viewport offset correctly. If\n  // only popstate events wouldn't reset the viewport offset prior to their\n  // emission, we could just reset this in popstate. Meh.\n  fromEvent(window, \"beforeunload\")\n    .subscribe(() => {\n      history.scrollRestoration = \"auto\"\n    })\n\n  // Track viewport offset, so we can restore it when the user navigates back\n  // and forth between pages. Note that this must be debounced and cannot be\n  // done in popstate, as popstate has already removed the entry from the\n  // history, which means it is too late.\n  viewport$.pipe(\n    distinctUntilKeyChanged(\"offset\"),\n    debounceTime(100)\n  )\n    .subscribe(({ offset }) => {\n      history.replaceState(offset, \"\")\n    })\n\n  // Return document observable\n  return document$\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport escapeHTML from \"escape-html\"\n\nimport { SearchConfig } from \"../config\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Search highlight function\n *\n * @param value - Value\n *\n * @returns Highlighted value\n */\nexport type SearchHighlightFn = (value: string) => string\n\n/**\n * Search highlight factory function\n *\n * @param query - Query value\n *\n * @returns Search highlight function\n */\nexport type SearchHighlightFactoryFn = (query: string) => SearchHighlightFn\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Create a search highlighter\n *\n * @param config - Search configuration\n *\n * @returns Search highlight factory function\n */\nexport function setupSearchHighlighter(\n  config: SearchConfig\n): SearchHighlightFactoryFn {\n  // Hack: temporarily remove pure lookaheads and lookbehinds\n  const regex = config.separator.split(\"|\").map(term => {\n    const temp = term.replace(/(\\(\\?[!=<][^)]+\\))/g, \"\")\n    return temp.length === 0 ? \"\uFFFD\" : term\n  })\n    .join(\"|\")\n\n  const separator = new RegExp(regex, \"img\")\n  const highlight = (_: unknown, data: string, term: string) => {\n    return `${data}<mark data-md-highlight>${term}</mark>`\n  }\n\n  /* Return factory function */\n  return (query: string) => {\n    query = query\n      .replace(/[\\s*+\\-:~^]+/g, \" \")\n      .trim()\n\n    /* Create search term match expression */\n    const match = new RegExp(`(^|${config.separator}|)(${\n      query\n        .replace(/[|\\\\{}()[\\]^$+*?.-]/g, \"\\\\$&\")\n        .replace(separator, \"|\")\n    })`, \"img\")\n\n    /* Highlight string value */\n    return value => escapeHTML(value)\n      .replace(match, highlight)\n      .replace(/<\\/mark>(\\s+)<mark[^>]*>/img, \"$1\")\n  }\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A RTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { SearchResult } from \"../../_\"\nimport { SearchIndex } from \"../../config\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Search message type\n */\nexport const enum SearchMessageType {\n  SETUP,                               /* Search index setup */\n  READY,                               /* Search index ready */\n  QUERY,                               /* Search query */\n  RESULT                               /* Search results */\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Message containing the data necessary to setup the search index\n */\nexport interface SearchSetupMessage {\n  type: SearchMessageType.SETUP        /* Message type */\n  data: SearchIndex                    /* Message data */\n}\n\n/**\n * Message indicating the search index is ready\n */\nexport interface SearchReadyMessage {\n  type: SearchMessageType.READY        /* Message type */\n}\n\n/**\n * Message containing a search query\n */\nexport interface SearchQueryMessage {\n  type: SearchMessageType.QUERY        /* Message type */\n  data: string                         /* Message data */\n}\n\n/**\n * Message containing results for a search query\n */\nexport interface SearchResultMessage {\n  type: SearchMessageType.RESULT       /* Message type */\n  data: SearchResult                   /* Message data */\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Message exchanged with the search worker\n */\nexport type SearchMessage =\n  | SearchSetupMessage\n  | SearchReadyMessage\n  | SearchQueryMessage\n  | SearchResultMessage\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Type guard for search ready messages\n *\n * @param message - Search worker message\n *\n * @returns Test result\n */\nexport function isSearchReadyMessage(\n  message: SearchMessage\n): message is SearchReadyMessage {\n  return message.type === SearchMessageType.READY\n}\n\n/**\n * Type guard for search result messages\n *\n * @param message - Search worker message\n *\n * @returns Test result\n */\nexport function isSearchResultMessage(\n  message: SearchMessage\n): message is SearchResultMessage {\n  return message.type === SearchMessageType.RESULT\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A RTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  ObservableInput,\n  Subject,\n  first,\n  merge,\n  of,\n  switchMap\n} from \"rxjs\"\n\nimport { feature } from \"~/_\"\nimport { watchToggle, watchWorker } from \"~/browser\"\n\nimport { SearchIndex } from \"../../config\"\nimport {\n  SearchMessage,\n  SearchMessageType\n} from \"../message\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set up search worker\n *\n * This function creates and initializes a web worker that is used for search,\n * so that the user interface doesn't freeze. In general, the application does\n * not care how search is implemented, as long as the web worker conforms to\n * the format expected by the application as defined in `SearchMessage`. This\n * allows the author to implement custom search functionality, by providing a\n * custom web worker via configuration.\n *\n * Material for MkDocs' built-in search implementation makes use of Lunr.js, an\n * efficient and fast implementation for client-side search. Leveraging a tiny\n * iframe-based web worker shim, search is even supported for the `file://`\n * protocol, enabling search for local non-hosted builds.\n *\n * If the protocol is `file://`, search initialization is deferred to mitigate\n * freezing, as it's now synchronous by design - see https://bit.ly/3C521EO\n *\n * @see https://bit.ly/3igvtQv - How to implement custom search\n *\n * @param url - Worker URL\n * @param index$ - Search index observable input\n *\n * @returns Search worker\n */\nexport function setupSearchWorker(\n  url: string, index$: ObservableInput<SearchIndex>\n): Subject<SearchMessage> {\n  const worker$ = watchWorker<SearchMessage>(url)\n  merge(\n    of(location.protocol !== \"file:\"),\n    watchToggle(\"search\")\n  )\n    .pipe(\n      first(active => active),\n      switchMap(() => index$)\n    )\n      .subscribe(({ config, docs }) => worker$.next({\n        type: SearchMessageType.SETUP,\n        data: {\n          config,\n          docs,\n          options: {\n            suggest: feature(\"search.suggest\")\n          }\n        }\n      }))\n\n  /* Return search worker */\n  return worker$\n}\n", "import { Sitemap } from \"../../sitemap\"\n\n/** See docstring for `selectedVersionCorrespondingURL` for the meaning of these fields. */\ntype CorrespondingURLParams = {\n  selectedVersionSitemap: Sitemap\n  selectedVersionBaseURL: URL\n  currentLocation: URL\n  currentBaseURL: string\n}\n\n/**\n * Choose a URL to navigate to when the user chooses a version in the version\n * selector.\n *\n * The parameters in `params` are named as follows, in order to make it clearer\n * which parameter means what when invoking the function:\n *\n *  - selectedVersionSitemap: Sitemap - as obtained by fetchSitemap from `${selectedVersionBaseURL}/sitemap.xml`\n *\n *  - selectedVersionBaseURL: URL - usually `${currentBaseURL}/../selectedVersion`\n *\n *  - currentLocation: URL - current web browser location\n *\n *  - currentBaseURL: string - as obtained from `config.base`\n *\n * @param params - arguments with the meanings explained above.\n * @returns the URL to navigate to or null if we can't be sure that the\n * corresponding page to the current page exists in the selected version\n */\nexport function selectedVersionCorrespondingURL(\n  params: CorrespondingURLParams\n): URL | undefined {\n  const {selectedVersionSitemap,\n    selectedVersionBaseURL,\n    currentLocation,\n    currentBaseURL} = params\n  const current_path = safeURLParse(currentBaseURL)?.pathname\n  if (current_path === undefined) {\n    return\n  }\n  const currentRelativePath = stripPrefix(currentLocation.pathname, current_path)\n  if (currentRelativePath === undefined) {\n    return\n  }\n  const sitemapCommonPrefix = shortestCommonPrefix(selectedVersionSitemap.keys())\n  if (!selectedVersionSitemap.has(sitemapCommonPrefix)) {\n    // We could also check that `commonSitemapPrefix` ends in the canonical version,\n    // similarly to https://github.com/squidfunk/mkdocs-material/pull/7227. However,\n    // I don't believe that Mike/MkDocs ever generate sitemaps where it would matter\n    return\n  }\n\n  const potentialSitemapURL = safeURLParse(currentRelativePath, sitemapCommonPrefix)\n  if (!potentialSitemapURL || !selectedVersionSitemap.has(potentialSitemapURL.href)) {\n    return\n  }\n\n  const result = safeURLParse(currentRelativePath, selectedVersionBaseURL)\n  if (!result) {\n    return\n  }\n  result.hash = currentLocation.hash\n  result.search = currentLocation.search\n  return result\n}\n\n/**\n * A version of `new URL` that never throws. A polyfill for URL.parse() which is\n * not yet ubuquitous.\n *\n * @param url - passed to `new URL` constructor\n * @param base - passed to `new URL` constructor\n *\n * @returns `new URL(url, base)` or undefined if the URL is invalid.\n */\nfunction safeURLParse(url: string|URL, base?: string|URL): URL | undefined {\n  try {\n    return new URL(url, base)\n  } catch {\n    return\n  }\n}\n\n// Basic string manipulation\n\n/** Strip a given prefix from a function\n *\n * @param s - string\n * @param prefix - prefix to strip\n *\n * @returns either the string with the prefix stripped or undefined if the\n * string did not begin with the prefix.\n */\nexport function stripPrefix(s: string, prefix: string): string | undefined {\n  if (s.startsWith(prefix)) {\n    return s.slice(prefix.length)\n  }\n  return undefined\n}\n\n/** Find the length of the longest common prefix of two strings\n *\n * @param s1 - first string\n * @param s2 - second string\n *\n * @returns - the length of the longest common prefix of the two strings.\n */\nfunction commonPrefixLen(s1: string, s2: string): number {\n  const max = Math.min(s1.length, s2.length)\n  let result\n  for (result = 0; result < max; ++result) {\n    if (s1[result] !== s2[result]) {\n      break\n    }\n  }\n  return result\n}\n\n/** Find the longest common prefix of any number of strings\n *\n * @param strs - an iterable of strings\n *\n * @returns the longest common prefix of all the strings\n */\nexport function shortestCommonPrefix(strs: Iterable<string>): string {\n  let result  // Undefined if no iterations happened\n  for (const s of strs) {\n    if (result === undefined) {\n      result = s\n    } else {\n      result = result.slice(0, commonPrefixLen(result, s))\n    }\n  }\n  return result ?? \"\"\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  EMPTY,\n  Subject,\n  catchError,\n  combineLatest,\n  filter,\n  fromEvent,\n  map,\n  of,\n  switchMap,\n  withLatestFrom\n} from \"rxjs\"\n\nimport { configuration } from \"~/_\"\nimport {\n  getElement,\n  getLocation,\n  requestJSON,\n  setLocation\n} from \"~/browser\"\nimport { getComponentElements } from \"~/components\"\nimport {\n  Version,\n  renderVersionSelector\n} from \"~/templates\"\n\nimport { fetchSitemap } from \"../sitemap\"\n\nimport { selectedVersionCorrespondingURL } from \"./findurl\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Setup options\n */\ninterface SetupOptions {\n  document$: Subject<Document>         /* Document subject */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set up version selector\n *\n * @param options - Options\n */\nexport function setupVersionSelector(\n  { document$ }: SetupOptions\n): void {\n  const config = configuration()\n  const versions$ = requestJSON<Version[]>(\n    new URL(\"../versions.json\", config.base)\n  )\n    .pipe(\n      catchError(() => EMPTY) // @todo refactor instant loading\n    )\n\n  /* Determine current version */\n  const current$ = versions$\n    .pipe(\n      map(versions => {\n        const [, current] = config.base.match(/([^/]+)\\/?$/)!\n        return versions.find(({ version, aliases }) => (\n          version === current || aliases.includes(current)\n        )) || versions[0]\n      })\n    )\n\n  /* Intercept inter-version navigation */\n  versions$\n    .pipe(\n      map(versions => new Map(versions.map(version => [\n        `${new URL(`../${version.version}/`, config.base)}`,\n        version\n      ]))),\n      switchMap(urls => fromEvent<MouseEvent>(document.body, \"click\")\n        .pipe(\n          filter(ev => !ev.metaKey && !ev.ctrlKey),\n          withLatestFrom(current$),\n          switchMap(([ev, current]) => {\n            if (ev.target instanceof Element) {\n              const el = ev.target.closest(\"a\")\n              if (el && !el.target && urls.has(el.href)) {\n                const url = el.href\n                // This is a temporary hack to detect if a version inside the\n                // version selector or on another part of the site was clicked.\n                // If we're inside the version selector, we definitely want to\n                // find the same page, as we might have different deployments\n                // due to aliases. However, if we're outside the version\n                // selector, we must abort here, because we might otherwise\n                // interfere with instant navigation. We need to refactor this\n                // at some point together with instant navigation.\n                //\n                // See https://github.com/squidfunk/mkdocs-material/issues/4012\n                if (!ev.target.closest(\".md-version\")) {\n                  const version = urls.get(url)!\n                  if (version === current)\n                    return EMPTY\n                }\n                ev.preventDefault()\n                return of(new URL(url))\n              }\n            }\n            return EMPTY\n          }),\n          switchMap(selectedVersionBaseURL => {\n            return fetchSitemap(selectedVersionBaseURL).pipe(\n              map(\n                sitemap =>\n                  selectedVersionCorrespondingURL({\n                    selectedVersionSitemap: sitemap,\n                    selectedVersionBaseURL,\n                    currentLocation: getLocation(),\n                    currentBaseURL: config.base\n                  }) ?? selectedVersionBaseURL,\n              ),\n            )\n          })\n        )\n      )\n    )\n      .subscribe(url => setLocation(url, true))\n\n  /* Render version selector and warning */\n  combineLatest([versions$, current$])\n    .subscribe(([versions, current]) => {\n      const topic = getElement(\".md-header__topic\")\n      topic.appendChild(renderVersionSelector(versions, current))\n    })\n\n  /* Integrate outdated version banner with instant navigation */\n  document$.pipe(switchMap(() => current$))\n    .subscribe(current => {\n\n      // Always scope outdate version banner to the base URL of the site\n      const base = new URL(config.base)\n\n      /* Check if version state was already determined */\n      let outdated = __md_get(\"__outdated\", sessionStorage, base)\n      if (outdated === null) {\n        outdated = true\n\n        /* Obtain and normalize default versions */\n        let ignored = config.version?.default || \"latest\"\n        if (!Array.isArray(ignored))\n          ignored = [ignored]\n\n        /* Check if version is considered a default */\n        main: for (const ignore of ignored)\n          for (const version of current.aliases.concat(current.version))\n            if (new RegExp(ignore, \"i\").test(version)) {\n              outdated = false\n              break main\n            }\n\n        /* Persist version state in session storage */\n        __md_set(\"__outdated\", outdated, sessionStorage, base)\n      }\n\n      /* Unhide outdated version banner */\n      if (outdated)\n        for (const warning of getComponentElements(\"outdated\"))\n          warning.hidden = false\n    })\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  Subject,\n  combineLatest,\n  distinctUntilChanged,\n  distinctUntilKeyChanged,\n  endWith,\n  finalize,\n  first,\n  fromEvent,\n  ignoreElements,\n  map,\n  merge,\n  shareReplay,\n  takeUntil,\n  tap\n} from \"rxjs\"\n\nimport {\n  getElement,\n  getLocation,\n  setToggle,\n  watchElementFocus,\n  watchToggle\n} from \"~/browser\"\nimport {\n  SearchMessage,\n  SearchMessageType,\n  isSearchReadyMessage\n} from \"~/integrations\"\n\nimport { Component } from \"../../_\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Search query\n */\nexport interface SearchQuery {\n  value: string                        /* Query value */\n  focus: boolean                       /* Query focus */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  worker$: Subject<SearchMessage>      /* Search worker */\n}\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  worker$: Subject<SearchMessage>      /* Search worker */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch search query\n *\n * Note that the focus event which triggers re-reading the current query value\n * is delayed by `1ms` so the input's empty state is allowed to propagate.\n *\n * @param el - Search query element\n * @param options - Options\n *\n * @returns Search query observable\n */\nexport function watchSearchQuery(\n  el: HTMLInputElement, { worker$ }: WatchOptions\n): Observable<SearchQuery> {\n\n  /* Support search deep linking */\n  const { searchParams } = getLocation()\n  if (searchParams.has(\"q\")) {\n    setToggle(\"search\", true)\n\n    /* Set query from parameter */\n    el.value = searchParams.get(\"q\")!\n    el.focus()\n\n    /* Remove query parameter on close */\n    watchToggle(\"search\")\n      .pipe(\n        first(active => !active)\n      )\n        .subscribe(() => {\n          const url = getLocation()\n          url.searchParams.delete(\"q\")\n          history.replaceState({}, \"\", `${url}`)\n        })\n  }\n\n  /* Intercept focus and input events */\n  const focus$ = watchElementFocus(el)\n  const value$ = merge(\n    worker$.pipe(first(isSearchReadyMessage)),\n    fromEvent(el, \"keyup\"),\n    focus$\n  )\n    .pipe(\n      map(() => el.value),\n      distinctUntilChanged()\n    )\n\n  /* Combine into single observable */\n  return combineLatest([value$, focus$])\n    .pipe(\n      map(([value, focus]) => ({ value, focus })),\n      shareReplay(1)\n    )\n}\n\n/**\n * Mount search query\n *\n * @param el - Search query element\n * @param options - Options\n *\n * @returns Search query component observable\n */\nexport function mountSearchQuery(\n  el: HTMLInputElement, { worker$ }: MountOptions\n): Observable<Component<SearchQuery, HTMLInputElement>> {\n  const push$ = new Subject<SearchQuery>()\n  const done$ = push$.pipe(ignoreElements(), endWith(true))\n\n  /* Handle value change */\n  combineLatest([\n    worker$.pipe(first(isSearchReadyMessage)),\n    push$\n  ], (_, query) => query)\n    .pipe(\n      distinctUntilKeyChanged(\"value\")\n    )\n      .subscribe(({ value }) => worker$.next({\n        type: SearchMessageType.QUERY,\n        data: value\n      }))\n\n  /* Handle focus change */\n  push$\n    .pipe(\n      distinctUntilKeyChanged(\"focus\")\n    )\n      .subscribe(({ focus }) => {\n        if (focus)\n          setToggle(\"search\", focus)\n      })\n\n  /* Handle reset */\n  fromEvent(el.form!, \"reset\")\n    .pipe(\n      takeUntil(done$)\n    )\n      .subscribe(() => el.focus())\n\n  // Focus search query on label click - note that this is necessary to bring\n  // up the keyboard on iOS and other mobile platforms, as the search dialog is\n  // not visible at first, and programatically focusing an input element must\n  // be triggered by a user interaction - see https://t.ly/Cb30n\n  const label = getElement(\"header [for=__search]\")\n  fromEvent(label, \"click\")\n    .subscribe(() => el.focus())\n\n  /* Create and return component */\n  return watchSearchQuery(el, { worker$ })\n    .pipe(\n      tap(state => push$.next(state)),\n      finalize(() => push$.complete()),\n      map(state => ({ ref: el, ...state })),\n      shareReplay(1)\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  EMPTY,\n  Observable,\n  Subject,\n  bufferCount,\n  filter,\n  finalize,\n  first,\n  fromEvent,\n  map,\n  merge,\n  mergeMap,\n  of,\n  share,\n  skipUntil,\n  switchMap,\n  takeUntil,\n  tap,\n  withLatestFrom,\n  zipWith\n} from \"rxjs\"\n\nimport { translation } from \"~/_\"\nimport {\n  getElement,\n  getOptionalElement,\n  watchElementBoundary,\n  watchToggle\n} from \"~/browser\"\nimport {\n  SearchMessage,\n  SearchResult,\n  isSearchReadyMessage,\n  isSearchResultMessage\n} from \"~/integrations\"\nimport { renderSearchResultItem } from \"~/templates\"\nimport { round } from \"~/utilities\"\n\nimport { Component } from \"../../_\"\nimport { SearchQuery } from \"../query\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  query$: Observable<SearchQuery>      /* Search query observable */\n  worker$: Subject<SearchMessage>      /* Search worker */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount search result list\n *\n * This function performs a lazy rendering of the search results, depending on\n * the vertical offset of the search result container.\n *\n * @param el - Search result list element\n * @param options - Options\n *\n * @returns Search result list component observable\n */\nexport function mountSearchResult(\n  el: HTMLElement, { worker$, query$ }: MountOptions\n): Observable<Component<SearchResult>> {\n  const push$ = new Subject<SearchResult>()\n  const boundary$ = watchElementBoundary(el.parentElement!)\n    .pipe(\n      filter(Boolean)\n    )\n\n  /* Retrieve container */\n  const container = el.parentElement!\n\n  /* Retrieve nested components */\n  const meta = getElement(\":scope > :first-child\", el)\n  const list = getElement(\":scope > :last-child\", el)\n\n  /* Reveal to accessibility tree \u2013 see https://bit.ly/3iAA7t8 */\n  watchToggle(\"search\")\n    .subscribe(active => list.setAttribute(\n      \"role\", active ? \"list\" : \"presentation\"\n    ))\n\n  /* Update search result metadata */\n  push$\n    .pipe(\n      withLatestFrom(query$),\n      skipUntil(worker$.pipe(first(isSearchReadyMessage)))\n    )\n      .subscribe(([{ items }, { value }]) => {\n        switch (items.length) {\n\n          /* No results */\n          case 0:\n            meta.textContent = value.length\n              ? translation(\"search.result.none\")\n              : translation(\"search.result.placeholder\")\n            break\n\n          /* One result */\n          case 1:\n            meta.textContent = translation(\"search.result.one\")\n            break\n\n          /* Multiple result */\n          default:\n            const count = round(items.length)\n            meta.textContent = translation(\"search.result.other\", count)\n        }\n      })\n\n  /* Render search result item */\n  const render$ = push$\n    .pipe(\n      tap(() => list.innerHTML = \"\"),\n      switchMap(({ items }) => merge(\n        of(...items.slice(0, 10)),\n        of(...items.slice(10))\n          .pipe(\n            bufferCount(4),\n            zipWith(boundary$),\n            switchMap(([chunk]) => chunk)\n          )\n      )),\n      map(renderSearchResultItem),\n      share()\n    )\n\n  /* Update search result list */\n  render$.subscribe(item => list.appendChild(item))\n  render$\n    .pipe(\n      mergeMap(item => {\n        const details = getOptionalElement(\"details\", item)\n        if (typeof details === \"undefined\")\n          return EMPTY\n\n        /* Keep position of details element stable */\n        return fromEvent(details, \"toggle\")\n          .pipe(\n            takeUntil(push$),\n            map(() => details)\n          )\n      })\n    )\n      .subscribe(details => {\n        if (\n          details.open === false &&\n          details.offsetTop <= container.scrollTop\n        )\n          container.scrollTo({ top: details.offsetTop })\n      })\n\n  /* Filter search result message */\n  const result$ = worker$\n    .pipe(\n      filter(isSearchResultMessage),\n      map(({ data }) => data)\n    )\n\n  /* Create and return component */\n  return result$\n    .pipe(\n      tap(state => push$.next(state)),\n      finalize(() => push$.complete()),\n      map(state => ({ ref: el, ...state }))\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  Subject,\n  endWith,\n  finalize,\n  fromEvent,\n  ignoreElements,\n  map,\n  takeUntil,\n  tap\n} from \"rxjs\"\n\nimport { getLocation } from \"~/browser\"\n\nimport { Component } from \"../../_\"\nimport { SearchQuery } from \"../query\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Search sharing\n */\nexport interface SearchShare {\n  url: URL                             /* Deep link for sharing */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  query$: Observable<SearchQuery>      /* Search query observable */\n}\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  query$: Observable<SearchQuery>      /* Search query observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount search sharing\n *\n * @param _el - Search sharing element\n * @param options - Options\n *\n * @returns Search sharing observable\n */\nexport function watchSearchShare(\n  _el: HTMLElement, { query$ }: WatchOptions\n): Observable<SearchShare> {\n  return query$\n    .pipe(\n      map(({ value }) => {\n        const url = getLocation()\n        url.hash = \"\"\n\n        /* Compute readable query strings */\n        value = value\n          .replace(/\\s+/g, \"+\")        /* Collapse whitespace */\n          .replace(/&/g, \"%26\")        /* Escape '&' character */\n          .replace(/=/g, \"%3D\")        /* Escape '=' character */\n\n        /* Replace query string */\n        url.search = `q=${value}`\n        return { url }\n      })\n    )\n}\n\n/**\n * Mount search sharing\n *\n * @param el - Search sharing element\n * @param options - Options\n *\n * @returns Search sharing component observable\n */\nexport function mountSearchShare(\n  el: HTMLAnchorElement, options: MountOptions\n): Observable<Component<SearchShare>> {\n  const push$ = new Subject<SearchShare>()\n  const done$ = push$.pipe(ignoreElements(), endWith(true))\n  push$.subscribe(({ url }) => {\n    el.setAttribute(\"data-clipboard-text\", el.href)\n    el.href = `${url}`\n  })\n\n  /* Prevent following of link */\n  fromEvent(el, \"click\")\n    .pipe(\n      takeUntil(done$)\n    )\n      .subscribe(ev => ev.preventDefault())\n\n  /* Create and return component */\n  return watchSearchShare(el, options)\n    .pipe(\n      tap(state => push$.next(state)),\n      finalize(() => push$.complete()),\n      map(state => ({ ref: el, ...state }))\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  Subject,\n  asyncScheduler,\n  combineLatestWith,\n  distinctUntilChanged,\n  filter,\n  finalize,\n  fromEvent,\n  map,\n  merge,\n  observeOn,\n  tap\n} from \"rxjs\"\n\nimport { Keyboard } from \"~/browser\"\nimport {\n  SearchMessage,\n  SearchResult,\n  isSearchResultMessage\n} from \"~/integrations\"\n\nimport { Component, getComponentElement } from \"../../_\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Search suggestions\n */\nexport interface SearchSuggest {}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  keyboard$: Observable<Keyboard>      /* Keyboard observable */\n  worker$: Subject<SearchMessage>      /* Search worker */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount search suggestions\n *\n * This function will perform a lazy rendering of the search results, depending\n * on the vertical offset of the search result container.\n *\n * @param el - Search result list element\n * @param options - Options\n *\n * @returns Search result list component observable\n */\nexport function mountSearchSuggest(\n  el: HTMLElement, { worker$, keyboard$ }: MountOptions\n): Observable<Component<SearchSuggest>> {\n  const push$ = new Subject<SearchResult>()\n\n  /* Retrieve query component and track all changes */\n  const query  = getComponentElement(\"search-query\")\n  const query$ = merge(\n    fromEvent(query, \"keydown\"),\n    fromEvent(query, \"focus\")\n  )\n    .pipe(\n      observeOn(asyncScheduler),\n      map(() => query.value),\n      distinctUntilChanged(),\n    )\n\n  /* Update search suggestions */\n  push$\n    .pipe(\n      combineLatestWith(query$),\n      map(([{ suggest }, value]) => {\n        const words = value.split(/([\\s-]+)/)\n        if (suggest?.length && words[words.length - 1]) {\n          const last = suggest[suggest.length - 1]\n          if (last.startsWith(words[words.length - 1]))\n            words[words.length - 1] = last\n        } else {\n          words.length = 0\n        }\n        return words\n      })\n    )\n      .subscribe(words => el.innerHTML = words\n        .join(\"\")\n        .replace(/\\s/g, \"&nbsp;\")\n      )\n\n  /* Set up search keyboard handlers */\n  keyboard$\n    .pipe(\n      filter(({ mode }) => mode === \"search\")\n    )\n      .subscribe(key => {\n        switch (key.type) {\n\n          /* Right arrow: accept current suggestion */\n          case \"ArrowRight\":\n            if (\n              el.innerText.length &&\n              query.selectionStart === query.value.length\n            )\n              query.value = el.innerText\n            break\n        }\n      })\n\n  /* Filter search result message */\n  const result$ = worker$\n    .pipe(\n      filter(isSearchResultMessage),\n      map(({ data }) => data)\n    )\n\n  /* Create and return component */\n  return result$\n    .pipe(\n      tap(state => push$.next(state)),\n      finalize(() => push$.complete()),\n      map(() => ({ ref: el }))\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  NEVER,\n  Observable,\n  ObservableInput,\n  filter,\n  fromEvent,\n  merge,\n  mergeWith\n} from \"rxjs\"\n\nimport { configuration } from \"~/_\"\nimport {\n  Keyboard,\n  getActiveElement,\n  getElements,\n  setToggle\n} from \"~/browser\"\nimport {\n  SearchIndex,\n  SearchResult,\n  setupSearchWorker\n} from \"~/integrations\"\n\nimport {\n  Component,\n  getComponentElement,\n  getComponentElements\n} from \"../../_\"\nimport {\n  SearchQuery,\n  mountSearchQuery\n} from \"../query\"\nimport { mountSearchResult } from \"../result\"\nimport {\n  SearchShare,\n  mountSearchShare\n} from \"../share\"\nimport {\n  SearchSuggest,\n  mountSearchSuggest\n} from \"../suggest\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Search\n */\nexport type Search =\n  | SearchQuery\n  | SearchResult\n  | SearchShare\n  | SearchSuggest\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  index$: ObservableInput<SearchIndex> /* Search index observable */\n  keyboard$: Observable<Keyboard>      /* Keyboard observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount search\n *\n * This function sets up the search functionality, including the underlying\n * web worker and all keyboard bindings.\n *\n * @param el - Search element\n * @param options - Options\n *\n * @returns Search component observable\n */\nexport function mountSearch(\n  el: HTMLElement, { index$, keyboard$ }: MountOptions\n): Observable<Component<Search>> {\n  const config = configuration()\n  try {\n    const worker$ = setupSearchWorker(config.search, index$)\n\n    /* Retrieve query and result components */\n    const query  = getComponentElement(\"search-query\", el)\n    const result = getComponentElement(\"search-result\", el)\n\n    /* Always close search on result selection */\n    fromEvent<PointerEvent>(el, \"click\")\n      .pipe(\n        filter(({ target }) => (\n          target instanceof Element && !!target.closest(\"a\")\n        ))\n      )\n        .subscribe(() => setToggle(\"search\", false))\n\n    /* Set up search keyboard handlers */\n    keyboard$\n      .pipe(\n        filter(({ mode }) => mode === \"search\")\n      )\n        .subscribe(key => {\n          const active = getActiveElement()\n          switch (key.type) {\n\n            /* Enter: go to first (best) result */\n            case \"Enter\":\n              if (active === query) {\n                const anchors = new Map<HTMLAnchorElement, number>()\n                for (const anchor of getElements<HTMLAnchorElement>(\n                  \":first-child [href]\", result\n                )) {\n                  const article = anchor.firstElementChild!\n                  anchors.set(anchor, parseFloat(\n                    article.getAttribute(\"data-md-score\")!\n                  ))\n                }\n\n                /* Go to result with highest score, if any */\n                if (anchors.size) {\n                  const [[best]] = [...anchors].sort(([, a], [, b]) => b - a)\n                  best.click()\n                }\n\n                /* Otherwise omit form submission */\n                key.claim()\n              }\n              break\n\n            /* Escape or Tab: close search */\n            case \"Escape\":\n            case \"Tab\":\n              setToggle(\"search\", false)\n              query.blur()\n              break\n\n            /* Vertical arrows: select previous or next search result */\n            case \"ArrowUp\":\n            case \"ArrowDown\":\n              if (typeof active === \"undefined\") {\n                query.focus()\n              } else {\n                const els = [query, ...getElements(\n                  \":not(details) > [href], summary, details[open] [href]\",\n                  result\n                )]\n                const i = Math.max(0, (\n                  Math.max(0, els.indexOf(active)) + els.length + (\n                    key.type === \"ArrowUp\" ? -1 : +1\n                  )\n                ) % els.length)\n                els[i].focus()\n              }\n\n              /* Prevent scrolling of page */\n              key.claim()\n              break\n\n            /* All other keys: hand to search query */\n            default:\n              if (query !== getActiveElement())\n                query.focus()\n          }\n        })\n\n    /* Set up global keyboard handlers */\n    keyboard$\n      .pipe(\n        filter(({ mode }) => mode === \"global\")\n      )\n        .subscribe(key => {\n          switch (key.type) {\n\n            /* Open search and select query */\n            case \"f\":\n            case \"s\":\n            case \"/\":\n              query.focus()\n              query.select()\n\n              /* Prevent scrolling of page */\n              key.claim()\n              break\n          }\n        })\n\n    /* Create and return component */\n    const query$ = mountSearchQuery(query, { worker$ })\n    return merge(\n      query$,\n      mountSearchResult(result, { worker$, query$ })\n    )\n      .pipe(\n        mergeWith(\n\n          /* Search sharing */\n          ...getComponentElements(\"search-share\", el)\n            .map(child => mountSearchShare(child, { query$ })),\n\n          /* Search suggestions */\n          ...getComponentElements(\"search-suggest\", el)\n            .map(child => mountSearchSuggest(child, { worker$, keyboard$ }))\n        )\n      )\n\n  /* Gracefully handle broken search */\n  } catch (err) {\n    el.hidden = true\n    return NEVER\n  }\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  ObservableInput,\n  combineLatest,\n  filter,\n  map,\n  startWith\n} from \"rxjs\"\n\nimport { getLocation } from \"~/browser\"\nimport {\n  SearchIndex,\n  setupSearchHighlighter\n} from \"~/integrations\"\nimport { h } from \"~/utilities\"\n\nimport { Component } from \"../../_\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Search highlighting\n */\nexport interface SearchHighlight {\n  nodes: Map<ChildNode, string>        /* Map of replacements */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  index$: ObservableInput<SearchIndex> /* Search index observable */\n  location$: Observable<URL>           /* Location observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount search highlighting\n *\n * @param el - Content element\n * @param options - Options\n *\n * @returns Search highlighting component observable\n */\nexport function mountSearchHiglight(\n  el: HTMLElement, { index$, location$ }: MountOptions\n): Observable<Component<SearchHighlight>> {\n  return combineLatest([\n    index$,\n    location$\n      .pipe(\n        startWith(getLocation()),\n        filter(url => !!url.searchParams.get(\"h\"))\n      )\n  ])\n    .pipe(\n      map(([index, url]) => setupSearchHighlighter(index.config)(\n        url.searchParams.get(\"h\")!\n      )),\n      map(fn => {\n        const nodes = new Map<ChildNode, string>()\n\n        /* Traverse text nodes and collect matches */\n        const it = document.createNodeIterator(el, NodeFilter.SHOW_TEXT)\n        for (let node = it.nextNode(); node; node = it.nextNode()) {\n          if (node.parentElement?.offsetHeight) {\n            const original = node.textContent!\n            const replaced = fn(original)\n            if (replaced.length > original.length)\n              nodes.set(node as ChildNode, replaced)\n          }\n        }\n\n        /* Replace original nodes with matches */\n        for (const [node, text] of nodes) {\n          const { childNodes } = h(\"span\", null, text)\n          node.replaceWith(...Array.from(childNodes))\n        }\n\n        /* Return component */\n        return { ref: el, nodes }\n      })\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  Subject,\n  animationFrameScheduler,\n  asyncScheduler,\n  auditTime,\n  combineLatest,\n  defer,\n  distinctUntilChanged,\n  endWith,\n  finalize,\n  first,\n  from,\n  fromEvent,\n  ignoreElements,\n  map,\n  mergeMap,\n  observeOn,\n  takeUntil,\n  tap,\n  withLatestFrom\n} from \"rxjs\"\n\nimport {\n  Viewport,\n  getElement,\n  getElementOffset,\n  getElementSize,\n  getElements\n} from \"~/browser\"\n\nimport { Component } from \"../_\"\nimport { Header } from \"../header\"\nimport { Main } from \"../main\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Sidebar\n */\nexport interface Sidebar {\n  height: number                       /* Sidebar height */\n  locked: boolean                      /* Sidebar is locked */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  viewport$: Observable<Viewport>      /* Viewport observable */\n  main$: Observable<Main>              /* Main area observable */\n}\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  viewport$: Observable<Viewport>      /* Viewport observable */\n  header$: Observable<Header>          /* Header observable */\n  main$: Observable<Main>              /* Main area observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch sidebar\n *\n * This function returns an observable that computes the visual parameters of\n * the sidebar which depends on the vertical viewport offset, as well as the\n * height of the main area. When the page is scrolled beyond the header, the\n * sidebar is locked and fills the remaining space.\n *\n * @param el - Sidebar element\n * @param options - Options\n *\n * @returns Sidebar observable\n */\nexport function watchSidebar(\n  el: HTMLElement, { viewport$, main$ }: WatchOptions\n): Observable<Sidebar> {\n  const parent = el.closest<HTMLElement>(\".md-grid\")!\n  const adjust =\n    parent.offsetTop -\n    parent.parentElement!.offsetTop\n\n  /* Compute the sidebar's available height and if it should be locked */\n  return combineLatest([main$, viewport$])\n    .pipe(\n      map(([{ offset, height }, { offset: { y } }]) => {\n        height = height\n          + Math.min(adjust, Math.max(0, y - offset))\n          - adjust\n        return {\n          height,\n          locked: y >= offset + adjust\n        }\n      }),\n      distinctUntilChanged((a, b) => (\n        a.height === b.height &&\n        a.locked === b.locked\n      ))\n    )\n}\n\n/**\n * Mount sidebar\n *\n * This function doesn't set the height of the actual sidebar, but of its first\n * child \u2013 the `.md-sidebar__scrollwrap` element in order to mitigiate jittery\n * sidebars when the footer is scrolled into view. At some point we switched\n * from `absolute` / `fixed` positioning to `sticky` positioning, significantly\n * reducing jitter in some browsers (respectively Firefox and Safari) when\n * scrolling from the top. However, top-aligned sticky positioning means that\n * the sidebar snaps to the bottom when the end of the container is reached.\n * This is what leads to the mentioned jitter, as the sidebar's height may be\n * updated too slowly.\n *\n * This behaviour can be mitigiated by setting the height of the sidebar to `0`\n * while preserving the padding, and the height on its first element.\n *\n * @param el - Sidebar element\n * @param options - Options\n *\n * @returns Sidebar component observable\n */\nexport function mountSidebar(\n  el: HTMLElement, { header$, ...options }: MountOptions\n): Observable<Component<Sidebar>> {\n  const inner = getElement(\".md-sidebar__scrollwrap\", el)\n  const { y } = getElementOffset(inner)\n  return defer(() => {\n    const push$ = new Subject<Sidebar>()\n    const done$ = push$.pipe(ignoreElements(), endWith(true))\n    const next$ = push$\n      .pipe(\n        auditTime(0, animationFrameScheduler)\n      )\n\n    /* Update sidebar height and offset */\n    next$.pipe(withLatestFrom(header$))\n      .subscribe({\n\n        /* Handle emission */\n        next([{ height }, { height: offset }]) {\n          inner.style.height = `${height - 2 * y}px`\n          el.style.top       = `${offset}px`\n        },\n\n        /* Handle complete */\n        complete() {\n          inner.style.height = \"\"\n          el.style.top       = \"\"\n        }\n      })\n\n    /* Bring active item into view on initial load */\n    next$.pipe(first())\n      .subscribe(() => {\n        for (const item of getElements(\".md-nav__link--active[href]\", el)) {\n          if (!item.clientHeight) // skip invisible toc in left sidebar\n            continue\n          const container = item.closest<HTMLElement>(\".md-sidebar__scrollwrap\")!\n          if (typeof container !== \"undefined\") {\n            const offset = item.offsetTop - container.offsetTop\n            const { height } = getElementSize(container)\n            container.scrollTo({\n              top: offset - height / 2\n            })\n          }\n        }\n      })\n\n    /* Handle accessibility for expandable items, see https://bit.ly/3jaod9p */\n    from(getElements<HTMLLabelElement>(\"label[tabindex]\", el))\n      .pipe(\n        mergeMap(label => fromEvent(label, \"click\")\n          .pipe(\n            observeOn(asyncScheduler),\n            map(() => label),\n            takeUntil(done$)\n          )\n        )\n      )\n        .subscribe(label => {\n          const input = getElement<HTMLInputElement>(`[id=\"${label.htmlFor}\"]`)\n          const nav = getElement(`[aria-labelledby=\"${label.id}\"]`)\n          nav.setAttribute(\"aria-expanded\", `${input.checked}`)\n        })\n\n    /* Create and return component */\n    return watchSidebar(el, options)\n      .pipe(\n        tap(state => push$.next(state)),\n        finalize(() => push$.complete()),\n        map(state => ({ ref: el, ...state }))\n      )\n  })\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Repo, User } from \"github-types\"\nimport {\n  EMPTY,\n  Observable,\n  catchError,\n  defaultIfEmpty,\n  map,\n  zip\n} from \"rxjs\"\n\nimport { requestJSON } from \"~/browser\"\n\nimport { SourceFacts } from \"../_\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * GitHub release (partial)\n */\ninterface Release {\n  tag_name: string                     /* Tag name */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Fetch GitHub repository facts\n *\n * @param user - GitHub user or organization\n * @param repo - GitHub repository\n *\n * @returns Repository facts observable\n */\nexport function fetchSourceFactsFromGitHub(\n  user: string, repo?: string\n): Observable<SourceFacts> {\n  if (typeof repo !== \"undefined\") {\n    const url = `https://api.github.com/repos/${user}/${repo}`\n    return zip(\n\n      /* Fetch version */\n      requestJSON<Release>(`${url}/releases/latest`)\n        .pipe(\n          catchError(() => EMPTY), // @todo refactor instant loading\n          map(release => ({\n            version: release.tag_name\n          })),\n          defaultIfEmpty({})\n        ),\n\n      /* Fetch stars and forks */\n      requestJSON<Repo>(url)\n        .pipe(\n          catchError(() => EMPTY), // @todo refactor instant loading\n          map(info => ({\n            stars: info.stargazers_count,\n            forks: info.forks_count\n          })),\n          defaultIfEmpty({})\n        )\n    )\n      .pipe(\n        map(([release, info]) => ({ ...release, ...info }))\n      )\n\n  /* User or organization */\n  } else {\n    const url = `https://api.github.com/users/${user}`\n    return requestJSON<User>(url)\n      .pipe(\n        map(info => ({\n          repositories: info.public_repos\n        })),\n        defaultIfEmpty({})\n      )\n  }\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { ProjectSchema } from \"gitlab\"\nimport {\n  EMPTY,\n  Observable,\n  catchError,\n  defaultIfEmpty,\n  map,\n  zip\n} from \"rxjs\"\n\nimport { requestJSON } from \"~/browser\"\n\nimport { SourceFacts } from \"../_\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * GitLab release (partial)\n */\ninterface Release { // @todo remove and use the ReleaseSchema type instead after switching from gitlab to @gitbeaker/rest\n  tag_name: string                     /* Tag name */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Fetch GitLab repository facts\n *\n * @param base - GitLab base\n * @param project - GitLab project\n *\n * @returns Repository facts observable\n */\nexport function fetchSourceFactsFromGitLab(\n  base: string, project: string\n): Observable<SourceFacts> {\n  const url = `https://${base}/api/v4/projects/${encodeURIComponent(project)}`\n  return zip(\n\n    /* Fetch version */\n    requestJSON<Release>(`${url}/releases/permalink/latest`)\n      .pipe(\n        catchError(() => EMPTY), // @todo refactor instant loading\n        map(({ tag_name }) => ({\n          version: tag_name\n        })),\n        defaultIfEmpty({})\n      ),\n\n    /* Fetch stars and forks */\n    requestJSON<ProjectSchema>(url)\n      .pipe(\n        catchError(() => EMPTY), // @todo refactor instant loading\n        map(({ star_count, forks_count }) => ({\n          stars: star_count,\n          forks: forks_count\n        })),\n        defaultIfEmpty({})\n      )\n  )\n    .pipe(\n      map(([release, info]) => ({ ...release, ...info }))\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { EMPTY, Observable } from \"rxjs\"\n\nimport { fetchSourceFactsFromGitHub } from \"../github\"\nimport { fetchSourceFactsFromGitLab } from \"../gitlab\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Repository facts for repositories\n */\nexport interface RepositoryFacts {\n  stars?: number                       /* Number of stars */\n  forks?: number                       /* Number of forks */\n  version?: string                     /* Latest version */\n}\n\n/**\n * Repository facts for organizations\n */\nexport interface OrganizationFacts {\n  repositories?: number                /* Number of repositories */\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Repository facts\n */\nexport type SourceFacts =\n  | RepositoryFacts\n  | OrganizationFacts\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Fetch repository facts\n *\n * @param url - Repository URL\n *\n * @returns Repository facts observable\n */\nexport function fetchSourceFacts(\n  url: string\n): Observable<SourceFacts> {\n\n  /* Try to match GitHub repository */\n  let match = url.match(/^.+github\\.com\\/([^/]+)\\/?([^/]+)?/i)\n  if (match) {\n    const [, user, repo] = match\n    return fetchSourceFactsFromGitHub(user, repo)\n  }\n\n  /* Try to match GitLab repository */\n  match = url.match(/^.+?([^/]*gitlab[^/]+)\\/(.+?)\\/?$/i)\n  if (match) {\n    const [, base, slug] = match\n    return fetchSourceFactsFromGitLab(base, slug)\n  }\n\n  /* Fallback */\n  return EMPTY\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  EMPTY,\n  Observable,\n  Subject,\n  catchError,\n  defer,\n  filter,\n  finalize,\n  map,\n  of,\n  shareReplay,\n  tap\n} from \"rxjs\"\n\nimport { getElement } from \"~/browser\"\nimport { ConsentDefaults } from \"~/components/consent\"\nimport { renderSourceFacts } from \"~/templates\"\n\nimport {\n  Component,\n  getComponentElements\n} from \"../../_\"\nimport {\n  SourceFacts,\n  fetchSourceFacts\n} from \"../facts\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Repository information\n */\nexport interface Source {\n  facts: SourceFacts                   /* Repository facts */\n}\n\n/* ----------------------------------------------------------------------------\n * Data\n * ------------------------------------------------------------------------- */\n\n/**\n * Repository information observable\n */\nlet fetch$: Observable<Source>\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch repository information\n *\n * This function tries to read the repository facts from session storage, and\n * if unsuccessful, fetches them from the underlying provider.\n *\n * @param el - Repository information element\n *\n * @returns Repository information observable\n */\nexport function watchSource(\n  el: HTMLAnchorElement\n): Observable<Source> {\n  return fetch$ ||= defer(() => {\n    const cached = __md_get<SourceFacts>(\"__source\", sessionStorage)\n    if (cached) {\n      return of(cached)\n    } else {\n\n      /* Check if consent is configured and was given */\n      const els = getComponentElements(\"consent\")\n      if (els.length) {\n        const consent = __md_get<ConsentDefaults>(\"__consent\")\n        if (!(consent && consent.github))\n          return EMPTY\n      }\n\n      /* Fetch repository facts */\n      return fetchSourceFacts(el.href)\n        .pipe(\n          tap(facts => __md_set(\"__source\", facts, sessionStorage))\n        )\n    }\n  })\n    .pipe(\n      catchError(() => EMPTY),\n      filter(facts => Object.keys(facts).length > 0),\n      map(facts => ({ facts })),\n      shareReplay(1)\n    )\n}\n\n/**\n * Mount repository information\n *\n * @param el - Repository information element\n *\n * @returns Repository information component observable\n */\nexport function mountSource(\n  el: HTMLAnchorElement\n): Observable<Component<Source>> {\n  const inner = getElement(\":scope > :last-child\", el)\n  return defer(() => {\n    const push$ = new Subject<Source>()\n    push$.subscribe(({ facts }) => {\n      inner.appendChild(renderSourceFacts(facts))\n      inner.classList.add(\"md-source__repository--active\")\n    })\n\n    /* Create and return component */\n    return watchSource(el)\n      .pipe(\n        tap(state => push$.next(state)),\n        finalize(() => push$.complete()),\n        map(state => ({ ref: el, ...state }))\n      )\n  })\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  Subject,\n  defer,\n  distinctUntilKeyChanged,\n  finalize,\n  map,\n  of,\n  switchMap,\n  tap\n} from \"rxjs\"\n\nimport { feature } from \"~/_\"\nimport {\n  Viewport,\n  watchElementSize,\n  watchViewportAt\n} from \"~/browser\"\n\nimport { Component } from \"../_\"\nimport { Header } from \"../header\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Navigation tabs\n */\nexport interface Tabs {\n  hidden: boolean                      /* Navigation tabs are hidden */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  viewport$: Observable<Viewport>      /* Viewport observable */\n  header$: Observable<Header>          /* Header observable */\n}\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  viewport$: Observable<Viewport>      /* Viewport observable */\n  header$: Observable<Header>          /* Header observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch navigation tabs\n *\n * @param el - Navigation tabs element\n * @param options - Options\n *\n * @returns Navigation tabs observable\n */\nexport function watchTabs(\n  el: HTMLElement, { viewport$, header$ }: WatchOptions\n): Observable<Tabs> {\n  return watchElementSize(document.body)\n    .pipe(\n      switchMap(() => watchViewportAt(el, { header$, viewport$ })),\n      map(({ offset: { y } }) => {\n        return {\n          hidden: y >= 10\n        }\n      }),\n      distinctUntilKeyChanged(\"hidden\")\n    )\n}\n\n/**\n * Mount navigation tabs\n *\n * This function hides the navigation tabs when scrolling past the threshold\n * and makes them reappear in a nice CSS animation when scrolling back up.\n *\n * @param el - Navigation tabs element\n * @param options - Options\n *\n * @returns Navigation tabs component observable\n */\nexport function mountTabs(\n  el: HTMLElement, options: MountOptions\n): Observable<Component<Tabs>> {\n  return defer(() => {\n    const push$ = new Subject<Tabs>()\n    push$.subscribe({\n\n      /* Handle emission */\n      next({ hidden }) {\n        el.hidden = hidden\n      },\n\n      /* Handle complete */\n      complete() {\n        el.hidden = false\n      }\n    })\n\n    /* Create and return component */\n    return (\n      feature(\"navigation.tabs.sticky\")\n        ? of({ hidden: false })\n        : watchTabs(el, options)\n    )\n      .pipe(\n        tap(state => push$.next(state)),\n        finalize(() => push$.complete()),\n        map(state => ({ ref: el, ...state }))\n      )\n  })\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  Subject,\n  asyncScheduler,\n  bufferCount,\n  combineLatestWith,\n  debounceTime,\n  defer,\n  distinctUntilChanged,\n  distinctUntilKeyChanged,\n  endWith,\n  filter,\n  finalize,\n  ignoreElements,\n  map,\n  merge,\n  observeOn,\n  of,\n  repeat,\n  scan,\n  share,\n  skip,\n  startWith,\n  switchMap,\n  takeUntil,\n  tap,\n  withLatestFrom\n} from \"rxjs\"\n\nimport { feature } from \"~/_\"\nimport {\n  Viewport,\n  getElement,\n  getElementContainer,\n  getElementSize,\n  getElements,\n  getLocation,\n  getOptionalElement,\n  watchElementSize\n} from \"~/browser\"\n\nimport {\n  Component,\n  getComponentElement\n} from \"../_\"\nimport { Header } from \"../header\"\nimport { Main } from \"../main\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Table of contents\n */\nexport interface TableOfContents {\n  prev: HTMLAnchorElement[][]          /* Anchors (previous) */\n  next: HTMLAnchorElement[][]          /* Anchors (next) */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  viewport$: Observable<Viewport>      /* Viewport observable */\n  header$: Observable<Header>          /* Header observable */\n}\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  viewport$: Observable<Viewport>      /* Viewport observable */\n  header$: Observable<Header>          /* Header observable */\n  main$: Observable<Main>              /* Main area observable */\n  target$: Observable<HTMLElement>     /* Location target observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch table of contents\n *\n * This is effectively a scroll spy implementation which will account for the\n * fixed header and automatically re-calculate anchor offsets when the viewport\n * is resized. The returned observable will only emit if the table of contents\n * needs to be repainted.\n *\n * This implementation tracks an anchor element's entire path starting from its\n * level up to the top-most anchor element, e.g. `[h3, h2, h1]`. Although the\n * Material theme currently doesn't make use of this information, it enables\n * the styling of the entire hierarchy through customization.\n *\n * Note that the current anchor is the last item of the `prev` anchor list.\n *\n * @param el - Table of contents element\n * @param options - Options\n *\n * @returns Table of contents observable\n */\nexport function watchTableOfContents(\n  el: HTMLElement, { viewport$, header$ }: WatchOptions\n): Observable<TableOfContents> {\n  const table = new Map<HTMLAnchorElement, HTMLElement>()\n\n  /* Compute anchor-to-target mapping */\n  const anchors = getElements<HTMLAnchorElement>(\".md-nav__link\", el)\n  for (const anchor of anchors) {\n    const id = decodeURIComponent(anchor.hash.substring(1))\n    const target = getOptionalElement(`[id=\"${id}\"]`)\n    if (typeof target !== \"undefined\")\n      table.set(anchor, target)\n  }\n\n  /* Compute necessary adjustment for header */\n  const adjust$ = header$\n    .pipe(\n      distinctUntilKeyChanged(\"height\"),\n      map(({ height }) => {\n        const main = getComponentElement(\"main\")\n        const grid = getElement(\":scope > :first-child\", main)\n        return height + 0.8 * (\n          grid.offsetTop -\n          main.offsetTop\n        )\n      }),\n      share()\n    )\n\n  /* Compute partition of previous and next anchors */\n  const partition$ = watchElementSize(document.body)\n    .pipe(\n      distinctUntilKeyChanged(\"height\"),\n\n      /* Build index to map anchor paths to vertical offsets */\n      switchMap(body => defer(() => {\n        let path: HTMLAnchorElement[] = []\n        return of([...table].reduce((index, [anchor, target]) => {\n          while (path.length) {\n            const last = table.get(path[path.length - 1])!\n            if (last.tagName >= target.tagName) {\n              path.pop()\n            } else {\n              break\n            }\n          }\n\n          /* If the current anchor is hidden, continue with its parent */\n          let offset = target.offsetTop\n          while (!offset && target.parentElement) {\n            target = target.parentElement\n            offset = target.offsetTop\n          }\n\n          /* Fix anchor offsets in tables - see https://bit.ly/3CUFOcn */\n          let parent = target.offsetParent as HTMLElement\n          for (; parent; parent = parent.offsetParent as HTMLElement)\n            offset += parent.offsetTop\n\n          /* Map reversed anchor path to vertical offset */\n          return index.set(\n            [...path = [...path, anchor]].reverse(),\n            offset\n          )\n        }, new Map<HTMLAnchorElement[], number>()))\n      })\n        .pipe(\n\n          /* Sort index by vertical offset (see https://bit.ly/30z6QSO) */\n          map(index => new Map([...index].sort(([, a], [, b]) => a - b))),\n          combineLatestWith(adjust$),\n\n          /* Re-compute partition when viewport offset changes */\n          switchMap(([index, adjust]) => viewport$\n            .pipe(\n              scan(([prev, next], { offset: { y }, size }) => {\n                const last = y + size.height >= Math.floor(body.height)\n\n                /* Look forward */\n                while (next.length) {\n                  const [, offset] = next[0]\n                  if (offset - adjust < y || last) {\n                    prev = [...prev, next.shift()!]\n                  } else {\n                    break\n                  }\n                }\n\n                /* Look backward */\n                while (prev.length) {\n                  const [, offset] = prev[prev.length - 1]\n                  if (offset - adjust >= y && !last) {\n                    next = [prev.pop()!, ...next]\n                  } else {\n                    break\n                  }\n                }\n\n                /* Return partition */\n                return [prev, next]\n              }, [[], [...index]]),\n              distinctUntilChanged((a, b) => (\n                a[0] === b[0] &&\n                a[1] === b[1]\n              ))\n            )\n          )\n        )\n      )\n    )\n\n  /* Compute and return anchor list migrations */\n  return partition$\n    .pipe(\n      map(([prev, next]) => ({\n        prev: prev.map(([path]) => path),\n        next: next.map(([path]) => path)\n      })),\n\n      /* Extract anchor list migrations */\n      startWith({ prev: [], next: [] }),\n      bufferCount(2, 1),\n      map(([a, b]) => {\n\n        /* Moving down */\n        if (a.prev.length < b.prev.length) {\n          return {\n            prev: b.prev.slice(Math.max(0, a.prev.length - 1), b.prev.length),\n            next: []\n          }\n\n        /* Moving up */\n        } else {\n          return {\n            prev: b.prev.slice(-1),\n            next: b.next.slice(0, b.next.length - a.next.length)\n          }\n        }\n      })\n    )\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Mount table of contents\n *\n * @param el - Table of contents element\n * @param options - Options\n *\n * @returns Table of contents component observable\n */\nexport function mountTableOfContents(\n  el: HTMLElement, { viewport$, header$, main$, target$ }: MountOptions\n): Observable<Component<TableOfContents>> {\n  return defer(() => {\n    const push$ = new Subject<TableOfContents>()\n    const done$ = push$.pipe(ignoreElements(), endWith(true))\n    push$.subscribe(({ prev, next }) => {\n\n      /* Look forward */\n      for (const [anchor] of next) {\n        anchor.classList.remove(\"md-nav__link--passed\")\n        anchor.classList.remove(\"md-nav__link--active\")\n      }\n\n      /* Look backward */\n      for (const [index, [anchor]] of prev.entries()) {\n        anchor.classList.add(\"md-nav__link--passed\")\n        anchor.classList.toggle(\n          \"md-nav__link--active\",\n          index === prev.length - 1\n        )\n      }\n    })\n\n    /* Set up following, if enabled */\n    if (feature(\"toc.follow\")) {\n\n      /* Toggle smooth scrolling only for anchor clicks */\n      const smooth$ = merge(\n        viewport$.pipe(debounceTime(1), map(() => undefined)),\n        viewport$.pipe(debounceTime(250), map(() => \"smooth\" as const))\n      )\n\n      /* Bring active anchor into view */ // @todo: refactor\n      push$\n        .pipe(\n          filter(({ prev }) => prev.length > 0),\n          combineLatestWith(main$.pipe(observeOn(asyncScheduler))),\n          withLatestFrom(smooth$)\n        )\n          .subscribe(([[{ prev }], behavior]) => {\n            const [anchor] = prev[prev.length - 1]\n            if (anchor.offsetHeight) {\n\n              /* Retrieve overflowing container and scroll */\n              const container = getElementContainer(anchor)\n              if (typeof container !== \"undefined\") {\n                const offset = anchor.offsetTop - container.offsetTop\n                const { height } = getElementSize(container)\n                container.scrollTo({\n                  top: offset - height / 2,\n                  behavior\n                })\n              }\n            }\n          })\n    }\n\n    /* Set up anchor tracking, if enabled */\n    if (feature(\"navigation.tracking\"))\n      viewport$\n        .pipe(\n          takeUntil(done$),\n          distinctUntilKeyChanged(\"offset\"),\n          debounceTime(250),\n          skip(1),\n          takeUntil(target$.pipe(skip(1))),\n          repeat({ delay: 250 }),\n          withLatestFrom(push$)\n        )\n          .subscribe(([, { prev }]) => {\n            const url = getLocation()\n\n            /* Set hash fragment to active anchor */\n            const anchor = prev[prev.length - 1]\n            if (anchor && anchor.length) {\n              const [active] = anchor\n              const { hash } = new URL(active.href)\n              if (url.hash !== hash) {\n                url.hash = hash\n                history.replaceState({}, \"\", `${url}`)\n              }\n\n            /* Reset anchor when at the top */\n            } else {\n              url.hash = \"\"\n              history.replaceState({}, \"\", `${url}`)\n            }\n          })\n\n    /* Create and return component */\n    return watchTableOfContents(el, { viewport$, header$ })\n      .pipe(\n        tap(state => push$.next(state)),\n        finalize(() => push$.complete()),\n        map(state => ({ ref: el, ...state }))\n      )\n  })\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  Subject,\n  bufferCount,\n  combineLatest,\n  distinctUntilChanged,\n  distinctUntilKeyChanged,\n  endWith,\n  finalize,\n  fromEvent,\n  ignoreElements,\n  map,\n  repeat,\n  skip,\n  takeUntil,\n  tap\n} from \"rxjs\"\n\nimport { Viewport } from \"~/browser\"\n\nimport { Component } from \"../_\"\nimport { Header } from \"../header\"\nimport { Main } from \"../main\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Back-to-top button\n */\nexport interface BackToTop {\n  hidden: boolean                      /* Back-to-top button is hidden */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  viewport$: Observable<Viewport>      /* Viewport observable */\n  main$: Observable<Main>              /* Main area observable */\n  target$: Observable<HTMLElement>     /* Location target observable */\n}\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  viewport$: Observable<Viewport>      /* Viewport observable */\n  header$: Observable<Header>          /* Header observable */\n  main$: Observable<Main>              /* Main area observable */\n  target$: Observable<HTMLElement>     /* Location target observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch back-to-top\n *\n * @param _el - Back-to-top element\n * @param options - Options\n *\n * @returns Back-to-top observable\n */\nexport function watchBackToTop(\n  _el: HTMLElement, { viewport$, main$, target$ }: WatchOptions\n): Observable<BackToTop> {\n\n  /* Compute direction */\n  const direction$ = viewport$\n    .pipe(\n      map(({ offset: { y } }) => y),\n      bufferCount(2, 1),\n      map(([a, b]) => a > b && b > 0),\n      distinctUntilChanged()\n    )\n\n  /* Compute whether main area is active */\n  const active$ = main$\n    .pipe(\n      map(({ active }) => active)\n    )\n\n  /* Compute threshold for hiding */\n  return combineLatest([active$, direction$])\n    .pipe(\n      map(([active, direction]) => !(active && direction)),\n      distinctUntilChanged(),\n      takeUntil(target$.pipe(skip(1))),\n      endWith(true),\n      repeat({ delay: 250 }),\n      map(hidden => ({ hidden }))\n    )\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Mount back-to-top\n *\n * @param el - Back-to-top element\n * @param options - Options\n *\n * @returns Back-to-top component observable\n */\nexport function mountBackToTop(\n  el: HTMLElement, { viewport$, header$, main$, target$ }: MountOptions\n): Observable<Component<BackToTop>> {\n  const push$ = new Subject<BackToTop>()\n  const done$ = push$.pipe(ignoreElements(), endWith(true))\n  push$.subscribe({\n\n    /* Handle emission */\n    next({ hidden }) {\n      el.hidden = hidden\n      if (hidden) {\n        el.setAttribute(\"tabindex\", \"-1\")\n        el.blur()\n      } else {\n        el.removeAttribute(\"tabindex\")\n      }\n    },\n\n    /* Handle complete */\n    complete() {\n      el.style.top = \"\"\n      el.hidden = true\n      el.removeAttribute(\"tabindex\")\n    }\n  })\n\n  /* Watch header height */\n  header$\n    .pipe(\n      takeUntil(done$),\n      distinctUntilKeyChanged(\"height\")\n    )\n      .subscribe(({ height }) => {\n        el.style.top = `${height + 16}px`\n      })\n\n  /* Go back to top */\n  fromEvent(el, \"click\")\n    .subscribe(ev => {\n      ev.preventDefault()\n      window.scrollTo({ top: 0 })\n    })\n\n  /* Create and return component */\n  return watchBackToTop(el, { viewport$, main$, target$ })\n    .pipe(\n      tap(state => push$.next(state)),\n      finalize(() => push$.complete()),\n      map(state => ({ ref: el, ...state }))\n    )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  EMPTY,\n  Observable,\n  filter,\n  finalize,\n  map,\n  mergeMap,\n  skip,\n  switchMap,\n  take,\n  takeUntil\n} from \"rxjs\"\n\nimport { feature } from \"~/_\"\nimport {\n  Viewport,\n  getElements,\n  watchElementVisibility\n} from \"~/browser\"\nimport { mountInlineTooltip2 } from \"~/components/tooltip2\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch options\n */\ninterface PatchOptions {\n  document$: Observable<Document>      /* Document observable */\n  viewport$: Observable<Viewport>      /* Viewport observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch ellipsis\n *\n * This function will fetch all elements that are shortened with ellipsis, and\n * filter those which are visible. Once they become visible, they stay in that\n * state, even though they may be hidden again. This optimization is necessary\n * to reduce pressure on the browser, with elements fading in and out of view.\n *\n * @param options - Options\n */\nexport function patchEllipsis(\n  { document$, viewport$ }: PatchOptions\n): void {\n  document$\n    .pipe(\n      switchMap(() => getElements(\".md-ellipsis\")),\n      mergeMap(el => watchElementVisibility(el)\n        .pipe(\n          takeUntil(document$.pipe(skip(1))),\n          filter(visible => visible),\n          map(() => el),\n          take(1)\n        )\n      ),\n      filter(el => el.offsetWidth < el.scrollWidth),\n      mergeMap(el => {\n        const text = el.innerText\n        const host = el.closest(\"a\") || el\n        host.title = text\n\n        // Do not mount improved tooltip if feature is disabled\n        if (!feature(\"content.tooltips\"))\n          return EMPTY\n\n        /* Mount tooltip */\n        return mountInlineTooltip2(host, { viewport$ })\n          .pipe(\n            takeUntil(document$.pipe(skip(1))),\n            finalize(() => host.removeAttribute(\"title\"))\n          )\n      })\n    )\n      .subscribe()\n\n  // @todo move this outside of here and fix memleaks\n  if (feature(\"content.tooltips\"))\n    document$\n      .pipe(\n        switchMap(() => getElements(\".md-status\")),\n        mergeMap(el => mountInlineTooltip2(el, { viewport$ }))\n      )\n        .subscribe()\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  fromEvent,\n  map,\n  mergeMap,\n  switchMap,\n  takeWhile,\n  tap,\n  withLatestFrom\n} from \"rxjs\"\n\nimport { getElements } from \"~/browser\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch options\n */\ninterface PatchOptions {\n  document$: Observable<Document>      /* Document observable */\n  tablet$: Observable<boolean>         /* Media tablet observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch indeterminate checkboxes\n *\n * This function replaces the indeterminate \"pseudo state\" with the actual\n * indeterminate state, which is used to keep navigation always expanded.\n *\n * @param options - Options\n */\nexport function patchIndeterminate(\n  { document$, tablet$ }: PatchOptions\n): void {\n  document$\n    .pipe(\n      switchMap(() => getElements<HTMLInputElement>(\n        \".md-toggle--indeterminate\"\n      )),\n      tap(el => {\n        el.indeterminate = true\n        el.checked = false\n      }),\n      mergeMap(el => fromEvent(el, \"change\")\n        .pipe(\n          takeWhile(() => el.classList.contains(\"md-toggle--indeterminate\")),\n          map(() => el)\n        )\n      ),\n      withLatestFrom(tablet$)\n    )\n      .subscribe(([el, tablet]) => {\n        el.classList.remove(\"md-toggle--indeterminate\")\n        if (tablet)\n          el.checked = false\n      })\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  filter,\n  fromEvent,\n  map,\n  mergeMap,\n  switchMap,\n  tap\n} from \"rxjs\"\n\nimport { getElements } from \"~/browser\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch options\n */\ninterface PatchOptions {\n  document$: Observable<Document>      /* Document observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Check whether the given device is an Apple device\n *\n * @returns Test result\n */\nfunction isAppleDevice(): boolean {\n  return /(iPad|iPhone|iPod)/.test(navigator.userAgent)\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch all elements with `data-md-scrollfix` attributes\n *\n * This is a year-old patch which ensures that overflow scrolling works at the\n * top and bottom of containers on iOS by ensuring a `1px` scroll offset upon\n * the start of a touch event.\n *\n * @see https://bit.ly/2SCtAOO - Original source\n *\n * @param options - Options\n */\nexport function patchScrollfix(\n  { document$ }: PatchOptions\n): void {\n  document$\n    .pipe(\n      switchMap(() => getElements(\"[data-md-scrollfix]\")),\n      tap(el => el.removeAttribute(\"data-md-scrollfix\")),\n      filter(isAppleDevice),\n      mergeMap(el => fromEvent(el, \"touchstart\")\n        .pipe(\n          map(() => el)\n        )\n      )\n    )\n      .subscribe(el => {\n        const top = el.scrollTop\n\n        /* We're at the top of the container */\n        if (top === 0) {\n          el.scrollTop = 1\n\n        /* We're at the bottom of the container */\n        } else if (top + el.offsetHeight === el.scrollHeight) {\n          el.scrollTop = top - 1\n        }\n      })\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  combineLatest,\n  delay,\n  map,\n  of,\n  switchMap,\n  withLatestFrom\n} from \"rxjs\"\n\nimport {\n  Viewport,\n  watchToggle\n} from \"~/browser\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch options\n */\ninterface PatchOptions {\n  viewport$: Observable<Viewport>      /* Viewport observable */\n  tablet$: Observable<boolean>         /* Media tablet observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch the document body to lock when search is open\n *\n * For mobile and tablet viewports, the search is rendered full screen, which\n * leads to scroll leaking when at the top or bottom of the search result. This\n * function locks the body when the search is in full screen mode, and restores\n * the scroll position when leaving.\n *\n * @param options - Options\n */\nexport function patchScrolllock(\n  { viewport$, tablet$ }: PatchOptions\n): void {\n  combineLatest([watchToggle(\"search\"), tablet$])\n    .pipe(\n      map(([active, tablet]) => active && !tablet),\n      switchMap(active => of(active)\n        .pipe(\n          delay(active ? 400 : 100)\n        )\n      ),\n      withLatestFrom(viewport$)\n    )\n      .subscribe(([active, { offset: { y }}]) => {\n        if (active) {\n          document.body.setAttribute(\"data-md-scrolllock\", \"\")\n          document.body.style.top = `-${y}px`\n        } else {\n          const value = -1 * parseInt(document.body.style.top, 10)\n          document.body.removeAttribute(\"data-md-scrolllock\")\n          document.body.style.top = \"\"\n          if (value)\n            window.scrollTo(0, value)\n        }\n      })\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Polyfills\n * ------------------------------------------------------------------------- */\n\n/* Polyfill `Object.entries` */\nif (!Object.entries)\n  Object.entries = function (obj: object) {\n    const data: [string, string][] = []\n    for (const key of Object.keys(obj))\n      // @ts-expect-error - ignore property access warning\n      data.push([key, obj[key]])\n\n    /* Return entries */\n    return data\n  }\n\n/* Polyfill `Object.values` */\nif (!Object.values)\n  Object.values = function (obj: object) {\n    const data: string[] = []\n    for (const key of Object.keys(obj))\n      // @ts-expect-error - ignore property access warning\n      data.push(obj[key])\n\n    /* Return values */\n    return data\n  }\n\n/* ------------------------------------------------------------------------- */\n\n/* Polyfills for `Element` */\nif (typeof Element !== \"undefined\") {\n\n  /* Polyfill `Element.scrollTo` */\n  if (!Element.prototype.scrollTo)\n    Element.prototype.scrollTo = function (\n      x?: ScrollToOptions | number, y?: number\n    ): void {\n      if (typeof x === \"object\") {\n        this.scrollLeft = x.left!\n        this.scrollTop = x.top!\n      } else {\n        this.scrollLeft = x!\n        this.scrollTop = y!\n      }\n    }\n\n  /* Polyfill `Element.replaceWith` */\n  if (!Element.prototype.replaceWith)\n    Element.prototype.replaceWith = function (\n      ...nodes: Array<string | Node>\n    ): void {\n      const parent = this.parentNode\n      if (parent) {\n        if (nodes.length === 0)\n          parent.removeChild(this)\n\n        /* Replace children and create text nodes */\n        for (let i = nodes.length - 1; i >= 0; i--) {\n          let node = nodes[i]\n          if (typeof node === \"string\")\n            node = document.createTextNode(node)\n          else if (node.parentNode)\n            node.parentNode.removeChild(node)\n\n          /* Replace child or insert before previous sibling */\n          if (!i)\n            parent.replaceChild(node, this)\n          else\n            parent.insertBefore(this.previousSibling!, node)\n        }\n      }\n    }\n}\n"],
+  "mappings": 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diff --git a/assets/javascripts/lunr/min/lunr.ar.min.js b/assets/javascripts/lunr/min/lunr.ar.min.js
new file mode 100644
index 000000000..9b06c26c1
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.ar.min.js
@@ -0,0 +1 @@
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الان الاول الاولى التى التي الثاني الثانية الذاتي الذى الذي الذين السابق الف اللائي اللاتي اللتان اللتيا اللتين اللذان اللذين اللواتي الماضي المقبل الوقت الى اليوم اما امام امس ان انبرى انقلب انه انها او اول اي ايار ايام ايضا ب بات باسم بان بخ برس بسبب بس بشكل بضع بطان بعد بعض بك بكم بكما بكن بل بلى بما بماذا بمن بن بنا به بها بي بيد بين بس بله بئس تان تانك تبدل تجاه تحول تلقاء تلك تلكم تلكما تم تينك تين ته تي ثلاثة ثم ثم ثمة ثم جعل جلل جميع جير حار حاشا حاليا حاي حتى حرى حسب حم حوالى حول حيث حيثما حين حي حبذا حتى حذار خلا خلال دون دونك ذا ذات ذاك ذانك ذان ذلك ذلكم ذلكما ذلكن ذو ذوا ذواتا ذواتي ذيت ذينك ذين ذه ذي راح رجع رويدك ريث رب زيارة سبحان سرعان سنة سنوات سوف سوى ساء ساءما شبه شخصا شرع شتان صار صباح صفر صه صه ضد ضمن طاق طالما طفق طق ظل عاد عام عاما عامة عدا عدة عدد عدم عسى عشر عشرة علق على عليك عليه عليها عل عن عند عندما عوض عين عدس عما غدا غير  ف فان فلان فو فى في فيم فيما فيه فيها قال قام قبل قد قط قلما قوة كانما كاين كاي كاين كاد كان كانت كذا كذلك كرب كل كلا كلاهما كلتا كلم كليكما كليهما كلما كلا كم كما كي كيت كيف كيفما كان كخ لئن لا لات لاسيما لدن لدى لعمر لقاء لك لكم لكما لكن لكنما لكي لكيلا للامم لم لما لما لن لنا له لها لو لوكالة لولا لوما لي لست لست لستم لستما لستن لست لسن لعل لكن ليت ليس ليسا ليستا ليست ليسوا لسنا ما ماانفك مابرح مادام ماذا مازال مافتئ مايو متى مثل مذ مساء مع معاذ مقابل مكانكم مكانكما مكانكن مكانك مليار مليون مما ممن من منذ منها مه مهما من من نحن نحو نعم نفس نفسه نهاية نخ نعما نعم ها هاؤم هاك هاهنا هب هذا هذه هكذا هل هلم هلا هم هما هن هنا هناك هنالك هو هي هيا هيت هيا هؤلاء هاتان هاتين هاته هاتي هج هذا هذان هذين هذه هذي هيهات و وا واحد واضاف واضافت واكد وان واها واوضح وراءك وفي وقال وقالت وقد وقف وكان وكانت ولا ولم ومن وهو وهي ويكان وي وشكان يكون يمكن يوم ايان".split(" ").indexOf(e.word)>=0)return!0},e.normalizeHamzaAndAlef=function(){return 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o=[e.checkPattern43,e.removeSuf1,e.removePre1,e.removeSuf432];for(t=0;4==e.word.length&&!e.result&&t<o.length;)o[t](),t++;return!0},e.checkPattern43=function(){e.patternCheck(e.patterns.pt43)},e.checkPattern53=function(){e.patternCheck(e.patterns.pt53)},e.checkPattern54=function(){e.patternCheck(e.patterns.pt54)},e.checkPattern63=function(){e.patternCheck(e.patterns.pt63)},e.checkPattern64=function(){e.patternCheck(e.patterns.pt64)},e.checkPattern73=function(){e.patternCheck(e.patterns.pt73)},function(r){return"function"==typeof r.update?r.update(function(r){return e.setCurrent(r),e.stem(),e.getCurrent()}):(e.setCurrent(r),e.stem(),e.getCurrent())}}(),e.Pipeline.registerFunction(e.ar.stemmer,"stemmer-ar"),e.ar.stopWordFilter=e.generateStopWordFilter("، اض امين اه اها اي ا اب اجل اجمع اخ اخذ اصبح اضحى اقبل اقل اكثر الا ام اما امامك امامك امسى اما ان انا انت انتم انتما انتن انت انشا انى او اوشك اولئك اولئكم اولاء اولالك اوه اي ايا اين اينما اي ان اي اف اذ اذا اذا اذما اذن الى اليكم 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عدد عدم عسى عشر عشرة علق على عليك عليه عليها عل عن عند عندما عوض عين عدس عما غدا غير  ف فان فلان فو فى في فيم فيما فيه فيها قال قام قبل قد قط قلما قوة كانما كاين كاي كاين كاد كان كانت كذا كذلك كرب كل كلا كلاهما كلتا كلم كليكما كليهما كلما كلا كم كما كي كيت كيف كيفما كان كخ لئن لا لات لاسيما لدن لدى لعمر لقاء لك لكم لكما لكن لكنما لكي لكيلا للامم لم لما لما لن لنا له لها لو لوكالة لولا لوما لي لست لست لستم لستما لستن لست لسن لعل لكن ليت ليس ليسا ليستا ليست ليسوا لسنا ما ماانفك مابرح مادام ماذا مازال مافتئ مايو متى مثل مذ مساء مع معاذ مقابل مكانكم مكانكما مكانكن مكانك مليار مليون مما ممن من منذ منها مه مهما من من نحن نحو نعم نفس نفسه نهاية نخ نعما نعم ها هاؤم هاك هاهنا هب هذا هذه هكذا هل هلم هلا هم هما هن هنا هناك هنالك هو هي هيا هيت هيا هؤلاء هاتان هاتين هاته هاتي هج هذا هذان هذين هذه هذي هيهات وا واحد واضاف واضافت واكد وان واها واوضح وراءك وفي وقال وقالت وقد وقف وكان وكانت ولا ولم ومن وهو وهي ويكان وي وشكان يكون يمكن يوم ايان".split(" ")),e.Pipeline.registerFunction(e.ar.stopWordFilter,"stopWordFilter-ar")}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.da.min.js b/assets/javascripts/lunr/min/lunr.da.min.js
new file mode 100644
index 000000000..b9d850986
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.da.min.js
@@ -0,0 +1,18 @@
+/*!
+ * Lunr languages, `Danish` language
+ * https://github.com/MihaiValentin/lunr-languages
+ *
+ * Copyright 2014, Mihai Valentin
+ * http://www.mozilla.org/MPL/
+ */
+/*!
+ * based on
+ * Snowball JavaScript Library v0.3
+ * http://code.google.com/p/urim/
+ * http://snowball.tartarus.org/
+ *
+ * Copyright 2010, Oleg Mazko
+ * http://www.mozilla.org/MPL/
+ */
+
+!function(e,r){"function"==typeof define&&define.amd?define(r):"object"==typeof exports?module.exports=r():r()(e.lunr)}(this,function(){return function(e){if(void 0===e)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===e.stemmerSupport)throw new Error("Lunr stemmer support is not present. Please include / require Lunr stemmer support before this script.");e.da=function(){this.pipeline.reset(),this.pipeline.add(e.da.trimmer,e.da.stopWordFilter,e.da.stemmer),this.searchPipeline&&(this.searchPipeline.reset(),this.searchPipeline.add(e.da.stemmer))},e.da.wordCharacters="A-Za-zªºÀ-ÖØ-öø-ʸˠ-ˤᴀ-ᴥᴬ-ᵜᵢ-ᵥᵫ-ᵷᵹ-ᶾḀ-ỿⁱⁿₐ-ₜKÅℲⅎⅠ-ↈⱠ-ⱿꜢ-ꞇꞋ-ꞭꞰ-ꞷꟷ-ꟿꬰ-ꭚꭜ-ꭤff-stＡ-Ｚａ-ｚ",e.da.trimmer=e.trimmerSupport.generateTrimmer(e.da.wordCharacters),e.Pipeline.registerFunction(e.da.trimmer,"trimmer-da"),e.da.stemmer=function(){var r=e.stemmerSupport.Among,i=e.stemmerSupport.SnowballProgram,n=new function(){function e(){var e,r=f.cursor+3;if(d=f.limit,0<=r&&r<=f.limit){for(a=r;;){if(e=f.cursor,f.in_grouping(w,97,248)){f.cursor=e;break}if(f.cursor=e,e>=f.limit)return;f.cursor++}for(;!f.out_grouping(w,97,248);){if(f.cursor>=f.limit)return;f.cursor++}d=f.cursor,d<a&&(d=a)}}function n(){var e,r;if(f.cursor>=d&&(r=f.limit_backward,f.limit_backward=d,f.ket=f.cursor,e=f.find_among_b(c,32),f.limit_backward=r,e))switch(f.bra=f.cursor,e){case 1:f.slice_del();break;case 2:f.in_grouping_b(p,97,229)&&f.slice_del()}}function t(){var e,r=f.limit-f.cursor;f.cursor>=d&&(e=f.limit_backward,f.limit_backward=d,f.ket=f.cursor,f.find_among_b(l,4)?(f.bra=f.cursor,f.limit_backward=e,f.cursor=f.limit-r,f.cursor>f.limit_backward&&(f.cursor--,f.bra=f.cursor,f.slice_del())):f.limit_backward=e)}function s(){var e,r,i,n=f.limit-f.cursor;if(f.ket=f.cursor,f.eq_s_b(2,"st")&&(f.bra=f.cursor,f.eq_s_b(2,"ig")&&f.slice_del()),f.cursor=f.limit-n,f.cursor>=d&&(r=f.limit_backward,f.limit_backward=d,f.ket=f.cursor,e=f.find_among_b(m,5),f.limit_backward=r,e))switch(f.bra=f.cursor,e){case 1:f.slice_del(),i=f.limit-f.cursor,t(),f.cursor=f.limit-i;break;case 2:f.slice_from("løs")}}function o(){var e;f.cursor>=d&&(e=f.limit_backward,f.limit_backward=d,f.ket=f.cursor,f.out_grouping_b(w,97,248)?(f.bra=f.cursor,u=f.slice_to(u),f.limit_backward=e,f.eq_v_b(u)&&f.slice_del()):f.limit_backward=e)}var a,d,u,c=[new r("hed",-1,1),new r("ethed",0,1),new r("ered",-1,1),new r("e",-1,1),new r("erede",3,1),new r("ende",3,1),new r("erende",5,1),new r("ene",3,1),new r("erne",3,1),new r("ere",3,1),new r("en",-1,1),new r("heden",10,1),new r("eren",10,1),new r("er",-1,1),new r("heder",13,1),new r("erer",13,1),new r("s",-1,2),new r("heds",16,1),new r("es",16,1),new r("endes",18,1),new r("erendes",19,1),new r("enes",18,1),new r("ernes",18,1),new r("eres",18,1),new r("ens",16,1),new r("hedens",24,1),new r("erens",24,1),new r("ers",16,1),new r("ets",16,1),new r("erets",28,1),new r("et",-1,1),new r("eret",30,1)],l=[new r("gd",-1,-1),new r("dt",-1,-1),new r("gt",-1,-1),new r("kt",-1,-1)],m=[new r("ig",-1,1),new r("lig",0,1),new r("elig",1,1),new r("els",-1,1),new r("løst",-1,2)],w=[17,65,16,1,0,0,0,0,0,0,0,0,0,0,0,0,48,0,128],p=[239,254,42,3,0,0,0,0,0,0,0,0,0,0,0,0,16],f=new i;this.setCurrent=function(e){f.setCurrent(e)},this.getCurrent=function(){return f.getCurrent()},this.stem=function(){var r=f.cursor;return e(),f.limit_backward=r,f.cursor=f.limit,n(),f.cursor=f.limit,t(),f.cursor=f.limit,s(),f.cursor=f.limit,o(),!0}};return function(e){return"function"==typeof e.update?e.update(function(e){return n.setCurrent(e),n.stem(),n.getCurrent()}):(n.setCurrent(e),n.stem(),n.getCurrent())}}(),e.Pipeline.registerFunction(e.da.stemmer,"stemmer-da"),e.da.stopWordFilter=e.generateStopWordFilter("ad af alle alt anden at blev blive bliver da de dem den denne der deres det dette dig din disse dog du efter eller en end er et for fra ham han hans har havde have hende hendes her hos hun hvad hvis hvor i ikke ind jeg jer jo kunne man mange med meget men mig min mine mit mod ned noget nogle nu når og også om op os over på selv sig sin sine sit skal skulle som sådan thi til ud under var vi vil ville vor være været".split(" ")),e.Pipeline.registerFunction(e.da.stopWordFilter,"stopWordFilter-da")}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.de.min.js b/assets/javascripts/lunr/min/lunr.de.min.js
new file mode 100644
index 000000000..f3b5c108c
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.de.min.js
@@ -0,0 +1,18 @@
+/*!
+ * Lunr languages, `German` language
+ * https://github.com/MihaiValentin/lunr-languages
+ *
+ * Copyright 2014, Mihai Valentin
+ * http://www.mozilla.org/MPL/
+ */
+/*!
+ * based on
+ * Snowball JavaScript Library v0.3
+ * http://code.google.com/p/urim/
+ * http://snowball.tartarus.org/
+ *
+ * Copyright 2010, Oleg Mazko
+ * http://www.mozilla.org/MPL/
+ */
+
+!function(e,r){"function"==typeof define&&define.amd?define(r):"object"==typeof exports?module.exports=r():r()(e.lunr)}(this,function(){return function(e){if(void 0===e)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===e.stemmerSupport)throw new Error("Lunr stemmer support is not present. Please include / require Lunr stemmer support before this script.");e.de=function(){this.pipeline.reset(),this.pipeline.add(e.de.trimmer,e.de.stopWordFilter,e.de.stemmer),this.searchPipeline&&(this.searchPipeline.reset(),this.searchPipeline.add(e.de.stemmer))},e.de.wordCharacters="A-Za-zªºÀ-ÖØ-öø-ʸˠ-ˤᴀ-ᴥᴬ-ᵜᵢ-ᵥᵫ-ᵷᵹ-ᶾḀ-ỿⁱⁿₐ-ₜKÅℲⅎⅠ-ↈⱠ-ⱿꜢ-ꞇꞋ-ꞭꞰ-ꞷꟷ-ꟿꬰ-ꭚꭜ-ꭤff-stＡ-Ｚａ-ｚ",e.de.trimmer=e.trimmerSupport.generateTrimmer(e.de.wordCharacters),e.Pipeline.registerFunction(e.de.trimmer,"trimmer-de"),e.de.stemmer=function(){var r=e.stemmerSupport.Among,n=e.stemmerSupport.SnowballProgram,i=new function(){function e(e,r,n){return!(!v.eq_s(1,e)||(v.ket=v.cursor,!v.in_grouping(p,97,252)))&&(v.slice_from(r),v.cursor=n,!0)}function i(){for(var r,n,i,s,t=v.cursor;;)if(r=v.cursor,v.bra=r,v.eq_s(1,"ß"))v.ket=v.cursor,v.slice_from("ss");else{if(r>=v.limit)break;v.cursor=r+1}for(v.cursor=t;;)for(n=v.cursor;;){if(i=v.cursor,v.in_grouping(p,97,252)){if(s=v.cursor,v.bra=s,e("u","U",i))break;if(v.cursor=s,e("y","Y",i))break}if(i>=v.limit)return void(v.cursor=n);v.cursor=i+1}}function s(){for(;!v.in_grouping(p,97,252);){if(v.cursor>=v.limit)return!0;v.cursor++}for(;!v.out_grouping(p,97,252);){if(v.cursor>=v.limit)return!0;v.cursor++}return!1}function t(){m=v.limit,l=m;var e=v.cursor+3;0<=e&&e<=v.limit&&(d=e,s()||(m=v.cursor,m<d&&(m=d),s()||(l=v.cursor)))}function o(){for(var e,r;;){if(r=v.cursor,v.bra=r,!(e=v.find_among(h,6)))return;switch(v.ket=v.cursor,e){case 1:v.slice_from("y");break;case 2:case 5:v.slice_from("u");break;case 3:v.slice_from("a");break;case 4:v.slice_from("o");break;case 6:if(v.cursor>=v.limit)return;v.cursor++}}}function c(){return m<=v.cursor}function u(){return l<=v.cursor}function a(){var e,r,n,i,s=v.limit-v.cursor;if(v.ket=v.cursor,(e=v.find_among_b(w,7))&&(v.bra=v.cursor,c()))switch(e){case 1:v.slice_del();break;case 2:v.slice_del(),v.ket=v.cursor,v.eq_s_b(1,"s")&&(v.bra=v.cursor,v.eq_s_b(3,"nis")&&v.slice_del());break;case 3:v.in_grouping_b(g,98,116)&&v.slice_del()}if(v.cursor=v.limit-s,v.ket=v.cursor,(e=v.find_among_b(f,4))&&(v.bra=v.cursor,c()))switch(e){case 1:v.slice_del();break;case 2:if(v.in_grouping_b(k,98,116)){var t=v.cursor-3;v.limit_backward<=t&&t<=v.limit&&(v.cursor=t,v.slice_del())}}if(v.cursor=v.limit-s,v.ket=v.cursor,(e=v.find_among_b(_,8))&&(v.bra=v.cursor,u()))switch(e){case 1:v.slice_del(),v.ket=v.cursor,v.eq_s_b(2,"ig")&&(v.bra=v.cursor,r=v.limit-v.cursor,v.eq_s_b(1,"e")||(v.cursor=v.limit-r,u()&&v.slice_del()));break;case 2:n=v.limit-v.cursor,v.eq_s_b(1,"e")||(v.cursor=v.limit-n,v.slice_del());break;case 3:if(v.slice_del(),v.ket=v.cursor,i=v.limit-v.cursor,!v.eq_s_b(2,"er")&&(v.cursor=v.limit-i,!v.eq_s_b(2,"en")))break;v.bra=v.cursor,c()&&v.slice_del();break;case 4:v.slice_del(),v.ket=v.cursor,e=v.find_among_b(b,2),e&&(v.bra=v.cursor,u()&&1==e&&v.slice_del())}}var d,l,m,h=[new r("",-1,6),new r("U",0,2),new r("Y",0,1),new r("ä",0,3),new r("ö",0,4),new r("ü",0,5)],w=[new r("e",-1,2),new r("em",-1,1),new r("en",-1,2),new r("ern",-1,1),new r("er",-1,1),new r("s",-1,3),new r("es",5,2)],f=[new r("en",-1,1),new r("er",-1,1),new r("st",-1,2),new r("est",2,1)],b=[new r("ig",-1,1),new r("lich",-1,1)],_=[new r("end",-1,1),new r("ig",-1,2),new r("ung",-1,1),new r("lich",-1,3),new r("isch",-1,2),new r("ik",-1,2),new r("heit",-1,3),new r("keit",-1,4)],p=[17,65,16,1,0,0,0,0,0,0,0,0,0,0,0,0,8,0,32,8],g=[117,30,5],k=[117,30,4],v=new n;this.setCurrent=function(e){v.setCurrent(e)},this.getCurrent=function(){return v.getCurrent()},this.stem=function(){var e=v.cursor;return i(),v.cursor=e,t(),v.limit_backward=e,v.cursor=v.limit,a(),v.cursor=v.limit_backward,o(),!0}};return function(e){return"function"==typeof e.update?e.update(function(e){return i.setCurrent(e),i.stem(),i.getCurrent()}):(i.setCurrent(e),i.stem(),i.getCurrent())}}(),e.Pipeline.registerFunction(e.de.stemmer,"stemmer-de"),e.de.stopWordFilter=e.generateStopWordFilter("aber alle allem allen aller alles als also am an ander andere anderem anderen anderer anderes anderm andern anderr anders auch auf aus bei bin bis bist da damit dann das dasselbe dazu daß dein deine deinem deinen deiner deines dem demselben den denn denselben der derer derselbe derselben des desselben dessen dich die dies diese dieselbe dieselben diesem diesen dieser dieses dir doch dort du durch ein eine einem einen einer eines einig einige einigem einigen einiger einiges einmal er es etwas euch euer eure eurem euren eurer eures für gegen gewesen hab habe haben hat hatte hatten hier hin hinter ich ihm ihn ihnen ihr ihre ihrem ihren ihrer ihres im in indem ins ist jede jedem jeden jeder jedes jene jenem jenen jener jenes jetzt kann kein keine keinem keinen keiner keines können könnte machen man manche manchem manchen mancher manches mein meine meinem meinen meiner meines mich mir mit muss musste nach nicht nichts noch nun nur ob oder ohne sehr sein seine seinem seinen seiner seines selbst sich sie sind so solche solchem solchen solcher solches soll sollte sondern sonst um und uns unse unsem unsen unser unses unter viel vom von vor war waren warst was weg weil weiter welche welchem welchen welcher welches wenn werde werden wie wieder will wir wird wirst wo wollen wollte während würde würden zu zum zur zwar zwischen über".split(" ")),e.Pipeline.registerFunction(e.de.stopWordFilter,"stopWordFilter-de")}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.du.min.js b/assets/javascripts/lunr/min/lunr.du.min.js
new file mode 100644
index 000000000..49a0f3f0a
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.du.min.js
@@ -0,0 +1,18 @@
+/*!
+ * Lunr languages, `Dutch` language
+ * https://github.com/MihaiValentin/lunr-languages
+ *
+ * Copyright 2014, Mihai Valentin
+ * http://www.mozilla.org/MPL/
+ */
+/*!
+ * based on
+ * Snowball JavaScript Library v0.3
+ * http://code.google.com/p/urim/
+ * http://snowball.tartarus.org/
+ *
+ * Copyright 2010, Oleg Mazko
+ * http://www.mozilla.org/MPL/
+ */
+
+!function(e,r){"function"==typeof define&&define.amd?define(r):"object"==typeof exports?module.exports=r():r()(e.lunr)}(this,function(){return function(e){if(void 0===e)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===e.stemmerSupport)throw new Error("Lunr stemmer support is not present. Please include / require Lunr stemmer support before this script.");console.warn('[Lunr Languages] Please use the "nl" instead of the "du". The "nl" code is the standard code for Dutch language, and "du" will be removed in the next major versions.'),e.du=function(){this.pipeline.reset(),this.pipeline.add(e.du.trimmer,e.du.stopWordFilter,e.du.stemmer),this.searchPipeline&&(this.searchPipeline.reset(),this.searchPipeline.add(e.du.stemmer))},e.du.wordCharacters="A-Za-zªºÀ-ÖØ-öø-ʸˠ-ˤᴀ-ᴥᴬ-ᵜᵢ-ᵥᵫ-ᵷᵹ-ᶾḀ-ỿⁱⁿₐ-ₜKÅℲⅎⅠ-ↈⱠ-ⱿꜢ-ꞇꞋ-ꞭꞰ-ꞷꟷ-ꟿꬰ-ꭚꭜ-ꭤff-stＡ-Ｚａ-ｚ",e.du.trimmer=e.trimmerSupport.generateTrimmer(e.du.wordCharacters),e.Pipeline.registerFunction(e.du.trimmer,"trimmer-du"),e.du.stemmer=function(){var r=e.stemmerSupport.Among,i=e.stemmerSupport.SnowballProgram,n=new function(){function e(){for(var e,r,i,o=C.cursor;;){if(C.bra=C.cursor,e=C.find_among(b,11))switch(C.ket=C.cursor,e){case 1:C.slice_from("a");continue;case 2:C.slice_from("e");continue;case 3:C.slice_from("i");continue;case 4:C.slice_from("o");continue;case 5:C.slice_from("u");continue;case 6:if(C.cursor>=C.limit)break;C.cursor++;continue}break}for(C.cursor=o,C.bra=o,C.eq_s(1,"y")?(C.ket=C.cursor,C.slice_from("Y")):C.cursor=o;;)if(r=C.cursor,C.in_grouping(q,97,232)){if(i=C.cursor,C.bra=i,C.eq_s(1,"i"))C.ket=C.cursor,C.in_grouping(q,97,232)&&(C.slice_from("I"),C.cursor=r);else if(C.cursor=i,C.eq_s(1,"y"))C.ket=C.cursor,C.slice_from("Y"),C.cursor=r;else if(n(r))break}else if(n(r))break}function n(e){return C.cursor=e,e>=C.limit||(C.cursor++,!1)}function o(){_=C.limit,f=_,t()||(_=C.cursor,_<3&&(_=3),t()||(f=C.cursor))}function t(){for(;!C.in_grouping(q,97,232);){if(C.cursor>=C.limit)return!0;C.cursor++}for(;!C.out_grouping(q,97,232);){if(C.cursor>=C.limit)return!0;C.cursor++}return!1}function s(){for(var e;;)if(C.bra=C.cursor,e=C.find_among(p,3))switch(C.ket=C.cursor,e){case 1:C.slice_from("y");break;case 2:C.slice_from("i");break;case 3:if(C.cursor>=C.limit)return;C.cursor++}}function u(){return _<=C.cursor}function c(){return f<=C.cursor}function a(){var e=C.limit-C.cursor;C.find_among_b(g,3)&&(C.cursor=C.limit-e,C.ket=C.cursor,C.cursor>C.limit_backward&&(C.cursor--,C.bra=C.cursor,C.slice_del()))}function l(){var e;w=!1,C.ket=C.cursor,C.eq_s_b(1,"e")&&(C.bra=C.cursor,u()&&(e=C.limit-C.cursor,C.out_grouping_b(q,97,232)&&(C.cursor=C.limit-e,C.slice_del(),w=!0,a())))}function m(){var e;u()&&(e=C.limit-C.cursor,C.out_grouping_b(q,97,232)&&(C.cursor=C.limit-e,C.eq_s_b(3,"gem")||(C.cursor=C.limit-e,C.slice_del(),a())))}function d(){var e,r,i,n,o,t,s=C.limit-C.cursor;if(C.ket=C.cursor,e=C.find_among_b(h,5))switch(C.bra=C.cursor,e){case 1:u()&&C.slice_from("heid");break;case 2:m();break;case 3:u()&&C.out_grouping_b(z,97,232)&&C.slice_del()}if(C.cursor=C.limit-s,l(),C.cursor=C.limit-s,C.ket=C.cursor,C.eq_s_b(4,"heid")&&(C.bra=C.cursor,c()&&(r=C.limit-C.cursor,C.eq_s_b(1,"c")||(C.cursor=C.limit-r,C.slice_del(),C.ket=C.cursor,C.eq_s_b(2,"en")&&(C.bra=C.cursor,m())))),C.cursor=C.limit-s,C.ket=C.cursor,e=C.find_among_b(k,6))switch(C.bra=C.cursor,e){case 1:if(c()){if(C.slice_del(),i=C.limit-C.cursor,C.ket=C.cursor,C.eq_s_b(2,"ig")&&(C.bra=C.cursor,c()&&(n=C.limit-C.cursor,!C.eq_s_b(1,"e")))){C.cursor=C.limit-n,C.slice_del();break}C.cursor=C.limit-i,a()}break;case 2:c()&&(o=C.limit-C.cursor,C.eq_s_b(1,"e")||(C.cursor=C.limit-o,C.slice_del()));break;case 3:c()&&(C.slice_del(),l());break;case 4:c()&&C.slice_del();break;case 5:c()&&w&&C.slice_del()}C.cursor=C.limit-s,C.out_grouping_b(j,73,232)&&(t=C.limit-C.cursor,C.find_among_b(v,4)&&C.out_grouping_b(q,97,232)&&(C.cursor=C.limit-t,C.ket=C.cursor,C.cursor>C.limit_backward&&(C.cursor--,C.bra=C.cursor,C.slice_del())))}var f,_,w,b=[new r("",-1,6),new r("á",0,1),new r("ä",0,1),new r("é",0,2),new r("ë",0,2),new r("í",0,3),new r("ï",0,3),new r("ó",0,4),new r("ö",0,4),new r("ú",0,5),new r("ü",0,5)],p=[new r("",-1,3),new r("I",0,2),new r("Y",0,1)],g=[new r("dd",-1,-1),new r("kk",-1,-1),new r("tt",-1,-1)],h=[new r("ene",-1,2),new r("se",-1,3),new r("en",-1,2),new r("heden",2,1),new r("s",-1,3)],k=[new r("end",-1,1),new r("ig",-1,2),new r("ing",-1,1),new r("lijk",-1,3),new r("baar",-1,4),new r("bar",-1,5)],v=[new r("aa",-1,-1),new r("ee",-1,-1),new r("oo",-1,-1),new r("uu",-1,-1)],q=[17,65,16,1,0,0,0,0,0,0,0,0,0,0,0,0,128],j=[1,0,0,17,65,16,1,0,0,0,0,0,0,0,0,0,0,0,0,128],z=[17,67,16,1,0,0,0,0,0,0,0,0,0,0,0,0,128],C=new i;this.setCurrent=function(e){C.setCurrent(e)},this.getCurrent=function(){return C.getCurrent()},this.stem=function(){var r=C.cursor;return e(),C.cursor=r,o(),C.limit_backward=r,C.cursor=C.limit,d(),C.cursor=C.limit_backward,s(),!0}};return function(e){return"function"==typeof e.update?e.update(function(e){return n.setCurrent(e),n.stem(),n.getCurrent()}):(n.setCurrent(e),n.stem(),n.getCurrent())}}(),e.Pipeline.registerFunction(e.du.stemmer,"stemmer-du"),e.du.stopWordFilter=e.generateStopWordFilter(" aan al alles als altijd andere ben bij daar dan dat de der deze die dit doch doen door dus een eens en er ge geen geweest haar had heb hebben heeft hem het hier hij hoe hun iemand iets ik in is ja je kan kon kunnen maar me meer men met mij mijn moet na naar niet niets nog nu of om omdat onder ons ook op over reeds te tegen toch toen tot u uit uw van veel voor want waren was wat werd wezen wie wil worden wordt zal ze zelf zich zij zijn zo zonder zou".split(" ")),e.Pipeline.registerFunction(e.du.stopWordFilter,"stopWordFilter-du")}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.el.min.js b/assets/javascripts/lunr/min/lunr.el.min.js
new file mode 100644
index 000000000..ace017bd6
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.el.min.js
@@ -0,0 +1 @@
+!function(e,t){"function"==typeof define&&define.amd?define(t):"object"==typeof exports?module.exports=t():t()(e.lunr)}(this,function(){return function(e){if(void 0===e)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===e.stemmerSupport)throw new Error("Lunr stemmer support is not present. 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null!==o&&(s=o[1]+l[o[2]]),null!==(o=/^(.+?)(ΑΔΕΣ|ΑΔΩΝ)$/.exec(s))&&(s=o[1],/(ΟΚ|ΜΑΜ|ΜΑΝ|ΜΠΑΜΠ|ΠΑΤΕΡ|ΓΙΑΓΙ|ΝΤΑΝΤ|ΚΥΡ|ΘΕΙ|ΠΕΘΕΡ|ΜΟΥΣΑΜ|ΚΑΠΛΑΜ|ΠΑΡ|ΨΑΡ|ΤΖΟΥΡ|ΤΑΜΠΟΥΡ|ΓΑΛΑΤ|ΦΑΦΛΑΤ)$/.test(o[1])||(s+="ΑΔ")),null!==(o=/^(.+?)(ΕΔΕΣ|ΕΔΩΝ)$/.exec(s))&&(s=o[1],/(ΟΠ|ΙΠ|ΕΜΠ|ΥΠ|ΓΗΠ|ΔΑΠ|ΚΡΑΣΠ|ΜΙΛ)$/.test(o[1])&&(s+="ΕΔ")),null!==(o=/^(.+?)(ΟΥΔΕΣ|ΟΥΔΩΝ)$/.exec(s))&&(s=o[1],/(ΑΡΚ|ΚΑΛΙΑΚ|ΠΕΤΑΛ|ΛΙΧ|ΠΛΕΞ|ΣΚ|Σ|ΦΛ|ΦΡ|ΒΕΛ|ΛΟΥΛ|ΧΝ|ΣΠ|ΤΡΑΓ|ΦΕ)$/.test(o[1])&&(s+="ΟΥΔ")),null!==(o=/^(.+?)(ΕΩΣ|ΕΩΝ|ΕΑΣ|ΕΑ)$/.exec(s))&&(s=o[1],/^(Θ|Δ|ΕΛ|ΓΑΛ|Ν|Π|ΙΔ|ΠΑΡ|ΣΤΕΡ|ΟΡΦ|ΑΝΔΡ|ΑΝΤΡ)$/.test(o[1])&&(s+="Ε")),null!==(o=/^(.+?)(ΕΙΟ|ΕΙΟΣ|ΕΙΟΙ|ΕΙΑ|ΕΙΑΣ|ΕΙΕΣ|ΕΙΟΥ|ΕΙΟΥΣ|ΕΙΩΝ)$/.exec(s))&&o[1].length>4&&(s=o[1]),null!==(o=/^(.+?)(ΙΟΥΣ|ΙΑΣ|ΙΕΣ|ΙΟΣ|ΙΟΥ|ΙΟΙ|ΙΩΝ|ΙΟΝ|ΙΑ|ΙΟ)$/.exec(s))&&(s=o[1],(t(s)||s.length<2||/^(ΑΓ|ΑΓΓΕΛ|ΑΓΡ|ΑΕΡ|ΑΘΛ|ΑΚΟΥΣ|ΑΞ|ΑΣ|Β|ΒΙΒΛ|ΒΥΤ|Γ|ΓΙΑΓ|ΓΩΝ|Δ|ΔΑΝ|ΔΗΛ|ΔΗΜ|ΔΟΚΙΜ|ΕΛ|ΖΑΧΑΡ|ΗΛ|ΗΠ|ΙΔ|ΙΣΚ|ΙΣΤ|ΙΟΝ|ΙΩΝ|ΚΙΜΩΛ|ΚΟΛΟΝ|ΚΟΡ|ΚΤΗΡ|ΚΥΡ|ΛΑΓ|ΛΟΓ|ΜΑΓ|ΜΠΑΝ|ΜΠΡ|ΝΑΥΤ|ΝΟΤ|ΟΠΑΛ|ΟΞ|ΟΡ|ΟΣ|ΠΑΝΑΓ|ΠΑΤΡ|ΠΗΛ|ΠΗΝ|ΠΛΑΙΣ|ΠΟΝΤ|ΡΑΔ|ΡΟΔ|ΣΚ|ΣΚΟΡΠ|ΣΟΥΝ|ΣΠΑΝ|ΣΤΑΔ|ΣΥΡ|ΤΗΛ|ΤΙΜ|ΤΟΚ|ΤΟΠ|ΤΡΟΧ|ΦΙΛ|ΦΩΤ|Χ|ΧΙΛ|ΧΡΩΜ|ΧΩΡ)$/.test(o[1]))&&(s+="Ι"),/^(ΠΑΛ)$/.test(o[1])&&(s+="ΑΙ")),null!==(o=/^(.+?)(ΙΚΟΣ|ΙΚΟΝ|ΙΚΕΙΣ|ΙΚΟΙ|ΙΚΕΣ|ΙΚΟΥΣ|ΙΚΗ|ΙΚΗΣ|ΙΚΟ|ΙΚΑ|ΙΚΟΥ|ΙΚΩΝ|ΙΚΩΣ)$/.exec(s))&&(s=o[1],(t(s)||/^(ΑΔ|ΑΛ|ΑΜΑΝ|ΑΜΕΡ|ΑΜΜΟΧΑΛ|ΑΝΗΘ|ΑΝΤΙΔ|ΑΠΛ|ΑΤΤ|ΑΦΡ|ΒΑΣ|ΒΡΩΜ|ΓΕΝ|ΓΕΡ|Δ|ΔΙΚΑΝ|ΔΥΤ|ΕΙΔ|ΕΝΔ|ΕΞΩΔ|ΗΘ|ΘΕΤ|ΚΑΛΛΙΝ|ΚΑΛΠ|ΚΑΤΑΔ|ΚΟΥΖΙΝ|ΚΡ|ΚΩΔ|ΛΟΓ|Μ|ΜΕΡ|ΜΟΝΑΔ|ΜΟΥΛ|ΜΟΥΣ|ΜΠΑΓΙΑΤ|ΜΠΑΝ|ΜΠΟΛ|ΜΠΟΣ|ΜΥΣΤ|Ν|ΝΙΤ|ΞΙΚ|ΟΠΤ|ΠΑΝ|ΠΕΤΣ|ΠΙΚΑΝΤ|ΠΙΤΣ|ΠΛΑΣΤ|ΠΛΙΑΤΣ|ΠΟΝΤ|ΠΟΣΤΕΛΝ|ΠΡΩΤΟΔ|ΣΕΡΤ|ΣΗΜΑΝΤ|ΣΤΑΤ|ΣΥΝΑΔ|ΣΥΝΟΜΗΛ|ΤΕΛ|ΤΕΧΝ|ΤΡΟΠ|ΤΣΑΜ|ΥΠΟΔ|Φ|ΦΙΛΟΝ|ΦΥΛΟΔ|ΦΥΣ|ΧΑΣ)$/.test(o[1])||/(ΦΟΙΝ)$/.test(o[1]))&&(s+="ΙΚ")),"ΑΓΑΜΕ"===s&&(s="ΑΓΑΜ"),null!==(o=/^(.+?)(ΑΓΑΜΕ|ΗΣΑΜΕ|ΟΥΣΑΜΕ|ΗΚΑΜΕ|ΗΘΗΚΑΜΕ)$/.exec(s))&&(s=o[1]),null!==(o=/^(.+?)(ΑΜΕ)$/.exec(s))&&(s=o[1],/^(ΑΝΑΠ|ΑΠΟΘ|ΑΠΟΚ|ΑΠΟΣΤ|ΒΟΥΒ|ΞΕΘ|ΟΥΛ|ΠΕΘ|ΠΙΚΡ|ΠΟΤ|ΣΙΧ|Χ)$/.test(o[1])&&(s+="ΑΜ")),null!==(o=/^(.+?)(ΑΓΑΝΕ|ΗΣΑΝΕ|ΟΥΣΑΝΕ|ΙΟΝΤΑΝΕ|ΙΟΤΑΝΕ|ΙΟΥΝΤΑΝΕ|ΟΝΤΑΝΕ|ΟΤΑΝΕ|ΟΥΝΤΑΝΕ|ΗΚΑΝΕ|ΗΘΗΚΑΝΕ)$/.exec(s))&&(s=o[1],/^(ΤΡ|ΤΣ)$/.test(o[1])&&(s+="ΑΓΑΝ")),null!==(o=/^(.+?)(ΑΝΕ)$/.exec(s))&&(s=o[1],(r(s)||/^(ΒΕΤΕΡ|ΒΟΥΛΚ|ΒΡΑΧΜ|Γ|ΔΡΑΔΟΥΜ|Θ|ΚΑΛΠΟΥΖ|ΚΑΣΤΕΛ|ΚΟΡΜΟΡ|ΛΑΟΠΛ|ΜΩΑΜΕΘ|Μ|ΜΟΥΣΟΥΛΜΑΝ|ΟΥΛ|Π|ΠΕΛΕΚ|ΠΛ|ΠΟΛΙΣ|ΠΟΡΤΟΛ|ΣΑΡΑΚΑΤΣ|ΣΟΥΛΤ|ΤΣΑΡΛΑΤ|ΟΡΦ|ΤΣΙΓΓ|ΤΣΟΠ|ΦΩΤΟΣΤΕΦ|Χ|ΨΥΧΟΠΛ|ΑΓ|ΟΡΦ|ΓΑΛ|ΓΕΡ|ΔΕΚ|ΔΙΠΛ|ΑΜΕΡΙΚΑΝ|ΟΥΡ|ΠΙΘ|ΠΟΥΡΙΤ|Σ|ΖΩΝΤ|ΙΚ|ΚΑΣΤ|ΚΟΠ|ΛΙΧ|ΛΟΥΘΗΡ|ΜΑΙΝΤ|ΜΕΛ|ΣΙΓ|ΣΠ|ΣΤΕΓ|ΤΡΑΓ|ΤΣΑΓ|Φ|ΕΡ|ΑΔΑΠ|ΑΘΙΓΓ|ΑΜΗΧ|ΑΝΙΚ|ΑΝΟΡΓ|ΑΠΗΓ|ΑΠΙΘ|ΑΤΣΙΓΓ|ΒΑΣ|ΒΑΣΚ|ΒΑΘΥΓΑΛ|ΒΙΟΜΗΧ|ΒΡΑΧΥΚ|ΔΙΑΤ|ΔΙΑΦ|ΕΝΟΡΓ|ΘΥΣ|ΚΑΠΝΟΒΙΟΜΗΧ|ΚΑΤΑΓΑΛ|ΚΛΙΒ|ΚΟΙΛΑΡΦ|ΛΙΒ|ΜΕΓΛΟΒΙΟΜΗΧ|ΜΙΚΡΟΒΙΟΜΗΧ|ΝΤΑΒ|ΞΗΡΟΚΛΙΒ|ΟΛΙΓΟΔΑΜ|ΟΛΟΓΑΛ|ΠΕΝΤΑΡΦ|ΠΕΡΗΦ|ΠΕΡΙΤΡ|ΠΛΑΤ|ΠΟΛΥΔΑΠ|ΠΟΛΥΜΗΧ|ΣΤΕΦ|ΤΑΒ|ΤΕΤ|ΥΠΕΡΗΦ|ΥΠΟΚΟΠ|ΧΑΜΗΛΟΔΑΠ|ΨΗΛΟΤΑΒ)$/.test(o[1]))&&(s+="ΑΝ")),null!==(o=/^(.+?)(ΗΣΕΤΕ)$/.exec(s))&&(s=o[1]),null!==(o=/^(.+?)(ΕΤΕ)$/.exec(s))&&(s=o[1],(r(s)||/(ΟΔ|ΑΙΡ|ΦΟΡ|ΤΑΘ|ΔΙΑΘ|ΣΧ|ΕΝΔ|ΕΥΡ|ΤΙΘ|ΥΠΕΡΘ|ΡΑΘ|ΕΝΘ|ΡΟΘ|ΣΘ|ΠΥΡ|ΑΙΝ|ΣΥΝΔ|ΣΥΝ|ΣΥΝΘ|ΧΩΡ|ΠΟΝ|ΒΡ|ΚΑΘ|ΕΥΘ|ΕΚΘ|ΝΕΤ|ΡΟΝ|ΑΡΚ|ΒΑΡ|ΒΟΛ|ΩΦΕΛ)$/.test(o[1])||/^(ΑΒΑΡ|ΒΕΝ|ΕΝΑΡ|ΑΒΡ|ΑΔ|ΑΘ|ΑΝ|ΑΠΛ|ΒΑΡΟΝ|ΝΤΡ|ΣΚ|ΚΟΠ|ΜΠΟΡ|ΝΙΦ|ΠΑΓ|ΠΑΡΑΚΑΛ|ΣΕΡΠ|ΣΚΕΛ|ΣΥΡΦ|ΤΟΚ|Υ|Δ|ΕΜ|ΘΑΡΡ|Θ)$/.test(o[1]))&&(s+="ΕΤ")),null!==(o=/^(.+?)(ΟΝΤΑΣ|ΩΝΤΑΣ)$/.exec(s))&&(s=o[1],/^ΑΡΧ$/.test(o[1])&&(s+="ΟΝΤ"),/ΚΡΕ$/.test(o[1])&&(s+="ΩΝΤ")),null!==(o=/^(.+?)(ΟΜΑΣΤΕ|ΙΟΜΑΣΤΕ)$/.exec(s))&&(s=o[1],/^ΟΝ$/.test(o[1])&&(s+="ΟΜΑΣΤ")),null!==(o=/^(.+?)(ΙΕΣΤΕ)$/.exec(s))&&(s=o[1],/^(Π|ΑΠ|ΣΥΜΠ|ΑΣΥΜΠ|ΑΚΑΤΑΠ|ΑΜΕΤΑΜΦ)$/.test(o[1])&&(s+="ΙΕΣΤ")),null!==(o=/^(.+?)(ΕΣΤΕ)$/.exec(s))&&(s=o[1],/^(ΑΛ|ΑΡ|ΕΚΤΕΛ|Ζ|Μ|Ξ|ΠΑΡΑΚΑΛ|ΠΡΟ|ΝΙΣ)$/.test(o[1])&&(s+="ΕΣΤ")),null!==(o=/^(.+?)(ΗΘΗΚΑ|ΗΘΗΚΕΣ|ΗΘΗΚΕ)$/.exec(s))&&(s=o[1]),null!==(o=/^(.+?)(ΗΚΑ|ΗΚΕΣ|ΗΚΕ)$/.exec(s))&&(s=o[1],(/(ΣΚΩΛ|ΣΚΟΥΛ|ΝΑΡΘ|ΣΦ|ΟΘ|ΠΙΘ)$/.test(o[1])||/^(ΔΙΑΘ|Θ|ΠΑΡΑΚΑΤΑΘ|ΠΡΟΣΘ|ΣΥΝΘ)$/.test(o[1]))&&(s+="ΗΚ")),null!==(o=/^(.+?)(ΟΥΣΑ|ΟΥΣΕΣ|ΟΥΣΕ)$/.exec(s))&&(s=o[1],(t(s)||/^(ΦΑΡΜΑΚ|ΧΑΔ|ΑΓΚ|ΑΝΑΡΡ|ΒΡΟΜ|ΕΚΛΙΠ|ΛΑΜΠΙΔ|ΛΕΧ|Μ|ΠΑΤ|Ρ|Λ|ΜΕΔ|ΜΕΣΑΖ|ΥΠΟΤΕΙΝ|ΑΜ|ΑΙΘ|ΑΝΗΚ|ΔΕΣΠΟΖ|ΕΝΔΙΑΦΕΡ)$/.test(o[1])||/(ΠΟΔΑΡ|ΒΛΕΠ|ΠΑΝΤΑΧ|ΦΡΥΔ|ΜΑΝΤΙΛ|ΜΑΛΛ|ΚΥΜΑΤ|ΛΑΧ|ΛΗΓ|ΦΑΓ|ΟΜ|ΠΡΩΤ)$/.test(o[1]))&&(s+="ΟΥΣ")),null!==(o=/^(.+?)(ΑΓΑ|ΑΓΕΣ|ΑΓΕ)$/.exec(s))&&(s=o[1],(/^(ΑΒΑΣΤ|ΠΟΛΥΦ|ΑΔΗΦ|ΠΑΜΦ|Ρ|ΑΣΠ|ΑΦ|ΑΜΑΛ|ΑΜΑΛΛΙ|ΑΝΥΣΤ|ΑΠΕΡ|ΑΣΠΑΡ|ΑΧΑΡ|ΔΕΡΒΕΝ|ΔΡΟΣΟΠ|ΞΕΦ|ΝΕΟΠ|ΝΟΜΟΤ|ΟΛΟΠ|ΟΜΟΤ|ΠΡΟΣΤ|ΠΡΟΣΩΠΟΠ|ΣΥΜΠ|ΣΥΝΤ|Τ|ΥΠΟΤ|ΧΑΡ|ΑΕΙΠ|ΑΙΜΟΣΤ|ΑΝΥΠ|ΑΠΟΤ|ΑΡΤΙΠ|ΔΙΑΤ|ΕΝ|ΕΠΙΤ|ΚΡΟΚΑΛΟΠ|ΣΙΔΗΡΟΠ|Λ|ΝΑΥ|ΟΥΛΑΜ|ΟΥΡ|Π|ΤΡ|Μ)$/.test(o[1])||/(ΟΦ|ΠΕΛ|ΧΟΡΤ|ΛΛ|ΣΦ|ΡΠ|ΦΡ|ΠΡ|ΛΟΧ|ΣΜΗΝ)$/.test(o[1])&&!/^(ΨΟΦ|ΝΑΥΛΟΧ)$/.test(o[1])||/(ΚΟΛΛ)$/.test(o[1]))&&(s+="ΑΓ")),null!==(o=/^(.+?)(ΗΣΕ|ΗΣΟΥ|ΗΣΑ)$/.exec(s))&&(s=o[1],/^(Ν|ΧΕΡΣΟΝ|ΔΩΔΕΚΑΝ|ΕΡΗΜΟΝ|ΜΕΓΑΛΟΝ|ΕΠΤΑΝ|Ι)$/.test(o[1])&&(s+="ΗΣ")),null!==(o=/^(.+?)(ΗΣΤΕ)$/.exec(s))&&(s=o[1],/^(ΑΣΒ|ΣΒ|ΑΧΡ|ΧΡ|ΑΠΛ|ΑΕΙΜΝ|ΔΥΣΧΡ|ΕΥΧΡ|ΚΟΙΝΟΧΡ|ΠΑΛΙΜΨ)$/.test(o[1])&&(s+="ΗΣΤ")),null!==(o=/^(.+?)(ΟΥΝΕ|ΗΣΟΥΝΕ|ΗΘΟΥΝΕ)$/.exec(s))&&(s=o[1],/^(Ν|Ρ|ΣΠΙ|ΣΤΡΑΒΟΜΟΥΤΣ|ΚΑΚΟΜΟΥΤΣ|ΕΞΩΝ)$/.test(o[1])&&(s+="ΟΥΝ")),null!==(o=/^(.+?)(ΟΥΜΕ|ΗΣΟΥΜΕ|ΗΘΟΥΜΕ)$/.exec(s))&&(s=o[1],/^(ΠΑΡΑΣΟΥΣ|Φ|Χ|ΩΡΙΟΠΛ|ΑΖ|ΑΛΛΟΣΟΥΣ|ΑΣΟΥΣ)$/.test(o[1])&&(s+="ΟΥΜ")),null!=(o=/^(.+?)(ΜΑΤΟΙ|ΜΑΤΟΥΣ|ΜΑΤΟ|ΜΑΤΑ|ΜΑΤΩΣ|ΜΑΤΩΝ|ΜΑΤΟΣ|ΜΑΤΕΣ|ΜΑΤΗ|ΜΑΤΗΣ|ΜΑΤΟΥ)$/.exec(s))&&(s=o[1]+"Μ",/^(ΓΡΑΜ)$/.test(o[1])?s+="Α":/^(ΓΕ|ΣΤΑ)$/.test(o[1])&&(s+="ΑΤ")),null!==(o=/^(.+?)(ΟΥΑ)$/.exec(s))&&(s=o[1]+"ΟΥ"),n.length===s.length&&null!==(o=/^(.+?)(Α|ΑΓΑΤΕ|ΑΓΑΝ|ΑΕΙ|ΑΜΑΙ|ΑΝ|ΑΣ|ΑΣΑΙ|ΑΤΑΙ|ΑΩ|Ε|ΕΙ|ΕΙΣ|ΕΙΤΕ|ΕΣΑΙ|ΕΣ|ΕΤΑΙ|Ι|ΙΕΜΑΙ|ΙΕΜΑΣΤΕ|ΙΕΤΑΙ|ΙΕΣΑΙ|ΙΕΣΑΣΤΕ|ΙΟΜΑΣΤΑΝ|ΙΟΜΟΥΝ|ΙΟΜΟΥΝΑ|ΙΟΝΤΑΝ|ΙΟΝΤΟΥΣΑΝ|ΙΟΣΑΣΤΑΝ|ΙΟΣΑΣΤΕ|ΙΟΣΟΥΝ|ΙΟΣΟΥΝΑ|ΙΟΤΑΝ|ΙΟΥΜΑ|ΙΟΥΜΑΣΤΕ|ΙΟΥΝΤΑΙ|ΙΟΥΝΤΑΝ|Η|ΗΔΕΣ|ΗΔΩΝ|ΗΘΕΙ|ΗΘΕΙΣ|ΗΘΕΙΤΕ|ΗΘΗΚΑΤΕ|ΗΘΗΚΑΝ|ΗΘΟΥΝ|ΗΘΩ|ΗΚΑΤΕ|ΗΚΑΝ|ΗΣ|ΗΣΑΝ|ΗΣΑΤΕ|ΗΣΕΙ|ΗΣΕΣ|ΗΣΟΥΝ|ΗΣΩ|Ο|ΟΙ|ΟΜΑΙ|ΟΜΑΣΤΑΝ|ΟΜΟΥΝ|ΟΜΟΥΝΑ|ΟΝΤΑΙ|ΟΝΤΑΝ|ΟΝΤΟΥΣΑΝ|ΟΣ|ΟΣΑΣΤΑΝ|ΟΣΑΣΤΕ|ΟΣΟΥΝ|ΟΣΟΥΝΑ|ΟΤΑΝ|ΟΥ|ΟΥΜΑΙ|ΟΥΜΑΣΤΕ|ΟΥΝ|ΟΥΝΤΑΙ|ΟΥΝΤΑΝ|ΟΥΣ|ΟΥΣΑΝ|ΟΥΣΑΤΕ|Υ||ΥΑ|ΥΣ|Ω|ΩΝ|ΟΙΣ)$/.exec(s))&&(s=o[1]),null!=(o=/^(.+?)(ΕΣΤΕΡ|ΕΣΤΑΤ|ΟΤΕΡ|ΟΤΑΤ|ΥΤΕΡ|ΥΤΑΤ|ΩΤΕΡ|ΩΤΑΤ)$/.exec(s))&&(/^(ΕΞ|ΕΣ|ΑΝ|ΚΑΤ|Κ|ΠΡ)$/.test(o[1])||(s=o[1]),/^(ΚΑ|Μ|ΕΛΕ|ΛΕ|ΔΕ)$/.test(o[1])&&(s+="ΥΤ")),s}var 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t.update(function(t){for(var r="",n=0;n<t.length;n++)r+=e[t.charAt(n)]||t.charAt(n);return r});for(var r="",n=0;n<t.length;n++)r+=e[t.charAt(n)]||t.charAt(n);return r}}(),e.Pipeline.registerFunction(e.el.normilizer,"normilizer-el")}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.es.min.js b/assets/javascripts/lunr/min/lunr.es.min.js
new file mode 100644
index 000000000..2989d3426
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.es.min.js
@@ -0,0 +1,18 @@
+/*!
+ * Lunr languages, `Spanish` language
+ * https://github.com/MihaiValentin/lunr-languages
+ *
+ * Copyright 2014, Mihai Valentin
+ * http://www.mozilla.org/MPL/
+ */
+/*!
+ * based on
+ * Snowball JavaScript Library v0.3
+ * http://code.google.com/p/urim/
+ * http://snowball.tartarus.org/
+ *
+ * Copyright 2010, Oleg Mazko
+ * http://www.mozilla.org/MPL/
+ */
+
+!function(e,s){"function"==typeof define&&define.amd?define(s):"object"==typeof exports?module.exports=s():s()(e.lunr)}(this,function(){return function(e){if(void 0===e)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===e.stemmerSupport)throw new Error("Lunr stemmer support is not present. 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\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.fi.min.js b/assets/javascripts/lunr/min/lunr.fi.min.js
new file mode 100644
index 000000000..29f5dfcea
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.fi.min.js
@@ -0,0 +1,18 @@
+/*!
+ * Lunr languages, `Finnish` language
+ * https://github.com/MihaiValentin/lunr-languages
+ *
+ * Copyright 2014, Mihai Valentin
+ * http://www.mozilla.org/MPL/
+ */
+/*!
+ * based on
+ * Snowball JavaScript Library v0.3
+ * http://code.google.com/p/urim/
+ * http://snowball.tartarus.org/
+ *
+ * Copyright 2010, Oleg Mazko
+ * http://www.mozilla.org/MPL/
+ */
+
+!function(i,e){"function"==typeof define&&define.amd?define(e):"object"==typeof exports?module.exports=e():e()(i.lunr)}(this,function(){return function(i){if(void 0===i)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===i.stemmerSupport)throw new Error("Lunr stemmer support is not present. 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i(),k=!1,A.limit_backward=e,A.cursor=A.limit,s(),A.cursor=A.limit,o(),A.cursor=A.limit,u(),A.cursor=A.limit,c(),A.cursor=A.limit,k?(m(),A.cursor=A.limit):(A.cursor=A.limit,w(),A.cursor=A.limit),_(),!0}};return function(i){return"function"==typeof i.update?i.update(function(i){return n.setCurrent(i),n.stem(),n.getCurrent()}):(n.setCurrent(i),n.stem(),n.getCurrent())}}(),i.Pipeline.registerFunction(i.fi.stemmer,"stemmer-fi"),i.fi.stopWordFilter=i.generateStopWordFilter("ei eivät emme en et ette että he heidän heidät heihin heille heillä heiltä heissä heistä heitä hän häneen hänelle hänellä häneltä hänen hänessä hänestä hänet häntä itse ja johon joiden joihin joiksi joilla joille joilta joina joissa joista joita joka joksi jolla jolle jolta jona jonka jos jossa josta jota jotka kanssa keiden keihin keiksi keille keillä keiltä keinä keissä keistä keitä keneen keneksi kenelle kenellä keneltä kenen kenenä kenessä kenestä kenet ketkä ketkä ketä koska kuin kuka kun me meidän meidät meihin meille meillä meiltä meissä meistä meitä mihin miksi mikä mille millä miltä minkä minkä minua minulla minulle minulta minun minussa minusta minut minuun minä minä missä mistä mitkä mitä mukaan mutta ne niiden niihin niiksi niille niillä niiltä niin niin niinä niissä niistä niitä noiden noihin noiksi noilla noille noilta noin noina noissa noista noita nuo nyt näiden näihin näiksi näille näillä näiltä näinä näissä näistä näitä nämä ole olemme olen olet olette oli olimme olin olisi olisimme olisin olisit olisitte olisivat olit olitte olivat olla olleet ollut on ovat poikki se sekä sen siihen siinä siitä siksi sille sillä sillä siltä sinua sinulla sinulle sinulta sinun sinussa sinusta sinut sinuun sinä sinä sitä tai te teidän teidät teihin teille teillä teiltä teissä teistä teitä tuo tuohon tuoksi tuolla tuolle tuolta tuon tuona tuossa tuosta tuota tähän täksi tälle tällä tältä tämä tämän tänä tässä tästä tätä vaan vai vaikka yli".split(" 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\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.fr.min.js b/assets/javascripts/lunr/min/lunr.fr.min.js
new file mode 100644
index 000000000..68cd0094a
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.fr.min.js
@@ -0,0 +1,18 @@
+/*!
+ * Lunr languages, `French` language
+ * https://github.com/MihaiValentin/lunr-languages
+ *
+ * Copyright 2014, Mihai Valentin
+ * http://www.mozilla.org/MPL/
+ */
+/*!
+ * based on
+ * Snowball JavaScript Library v0.3
+ * http://code.google.com/p/urim/
+ * http://snowball.tartarus.org/
+ *
+ * Copyright 2010, Oleg Mazko
+ * http://www.mozilla.org/MPL/
+ */
+
+!function(e,r){"function"==typeof define&&define.amd?define(r):"object"==typeof exports?module.exports=r():r()(e.lunr)}(this,function(){return function(e){if(void 0===e)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===e.stemmerSupport)throw new Error("Lunr stemmer support is not present. 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\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.he.min.js b/assets/javascripts/lunr/min/lunr.he.min.js
new file mode 100644
index 000000000..b863d3eae
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.he.min.js
@@ -0,0 +1 @@
+!function(e,r){"function"==typeof define&&define.amd?define(r):"object"==typeof exports?module.exports=r():r()(e.lunr)}(this,function(){return function(e){if(void 0===e)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===e.stemmerSupport)throw new Error("Lunr stemmer support is not present. Please include / require Lunr stemmer support before this script.");e.he=function(){this.pipeline.reset(),this.pipeline.add(e.he.trimmer,e.he.stopWordFilter,e.he.stemmer),this.searchPipeline&&(this.searchPipeline.reset(),this.searchPipeline.add(e.he.stemmer))},e.he.wordCharacters="֑-״א-תa-zA-Zａ-ｚＡ-Ｚ0-9０-９",e.he.trimmer=e.trimmerSupport.generateTrimmer(e.he.wordCharacters),e.Pipeline.registerFunction(e.he.trimmer,"trimmer-he"),e.he.stemmer=function(){var e=this;return e.result=!1,e.preRemoved=!1,e.sufRemoved=!1,e.pre={pre1:"ה ו י ת",pre2:"ב כ ל מ ש כש",pre3:"הב הכ הל המ הש בש לכ",pre4:"וב וכ ול ומ וש",pre5:"מה שה כל",pre6:"מב מכ מל ממ מש",pre7:"בה בו בי בת כה כו כי כת לה לו לי לת",pre8:"ובה ובו ובי ובת וכה וכו וכי וכת ולה ולו ולי ולת"},e.suf={suf1:"ך כ ם ן נ",suf2:"ים ות וך וכ ום ון ונ הם הן יכ יך ינ ים",suf3:"תי תך תכ תם תן תנ",suf4:"ותי ותך ותכ ותם ותן ותנ",suf5:"נו כם כן הם הן",suf6:"ונו וכם וכן והם והן",suf7:"תכם תכן תנו תהם תהן",suf8:"הוא היא הם הן אני אתה את אנו אתם אתן",suf9:"ני נו כי כו כם כן תי תך תכ תם תן",suf10:"י ך כ ם ן נ ת"},e.patterns=JSON.parse('{"hebrewPatterns": [{"pt1": [{"c": "ה", "l": 0}]}, {"pt2": [{"c": "ו", "l": 0}]}, {"pt3": [{"c": "י", "l": 0}]}, {"pt4": [{"c": "ת", "l": 0}]}, {"pt5": [{"c": "מ", "l": 0}]}, {"pt6": [{"c": "ל", "l": 0}]}, {"pt7": [{"c": "ב", "l": 0}]}, {"pt8": [{"c": "כ", "l": 0}]}, {"pt9": [{"c": "ש", "l": 0}]}, {"pt10": [{"c": "כש", "l": 0}]}, {"pt11": [{"c": "בה", "l": 0}]}, {"pt12": [{"c": "וב", "l": 0}]}, {"pt13": [{"c": "וכ", "l": 0}]}, {"pt14": [{"c": "ול", "l": 0}]}, {"pt15": [{"c": "ומ", "l": 0}]}, {"pt16": [{"c": "וש", "l": 0}]}, {"pt17": [{"c": "הב", "l": 0}]}, {"pt18": [{"c": "הכ", "l": 0}]}, {"pt19": [{"c": "הל", "l": 0}]}, {"pt20": [{"c": "המ", "l": 0}]}, {"pt21": [{"c": "הש", "l": 0}]}, {"pt22": [{"c": "מה", "l": 0}]}, {"pt23": [{"c": "שה", "l": 0}]}, {"pt24": [{"c": "כל", "l": 0}]}]}'),e.execArray=["cleanWord","removeDiacritics","removeStopWords","normalizeHebrewCharacters"],e.stem=function(){var r=0;for(e.result=!1,e.preRemoved=!1,e.sufRemoved=!1;r<e.execArray.length&&1!=e.result;)e.result=e[e.execArray[r]](),r++},e.setCurrent=function(r){e.word=r},e.getCurrent=function(){return e.word},e.cleanWord=function(){return!!new RegExp("[^֑-״א-ת]").test("")},e.removeDiacritics=function(){var r=new RegExp("[ְ-ֿ]","g");return e.word=e.word.replace(r,""),!1},e.removeStopWords=function(){if("אבל או אולי אותו אותי אותך אותם אותן אותנו אז אחר אחרות אחרי אחריכן אחרים אחרת אי איזה איך אין איפה אל אלה אלו אם אנחנו אני אף אפשר את אתה אתכם אתכן אתם אתן באיזה באיזו בגלל בין בלבד בעבור בעזרת בכל בכן בלי במידה במקום שבו ברוב בשביל בשעה ש בתוך גם דרך הוא היא היה היי היכן היתה היתי הם הן הנה הסיבה שבגללה הרי ואילו ואת זאת זה זות יהיה יוכל יוכלו יותר מדי יכול יכולה יכולות יכולים יכל יכלה יכלו יש כאן כאשר כולם כולן כזה כי כיצד כך כל כלל כמו כן כפי כש לא לאו לאיזותך לאן לבין לה להיות להם להן לו לזה לזות לי לך לכם לכן למה למעלה למעלה מ למטה למטה מ למעט למקום שבו למרות לנו לעבר לעיכן לפיכך לפני מאד מאחורי מאיזו סיבה מאין מאיפה מבלי מבעד מדוע מה מהיכן מול מחוץ מי מידע מכאן מכל מכן מלבד מן מנין מסוגל מעט מעטים מעל מצד מקום בו מתחת מתי נגד נגר נו עד עז על עלי עליו עליה עליהם עליך עלינו עם עצמה עצמהם עצמהן עצמו עצמי עצמם עצמן עצמנו פה רק שוב של שלה שלהם שלהן שלו שלי שלך שלכה שלכם שלכן שלנו שם תהיה תחת".split(" ").indexOf(e.word)>=0)return!0},e.normalizeHebrewCharacters=function(){return e.word=e.word.replace("ך","כ"),e.word=e.word.replace("ם","מ"),e.word=e.word.replace("ן","נ"),e.word=e.word.replace("ף","פ"),e.word=e.word.replace("ץ","צ"),!1},function(r){return"function"==typeof r.update?r.update(function(r){return e.setCurrent(r),e.stem(),e.getCurrent()}):(e.setCurrent(r),e.stem(),e.getCurrent())}}(),e.Pipeline.registerFunction(e.he.stemmer,"stemmer-he"),e.he.stopWordFilter=e.generateStopWordFilter("אבל או אולי אותו אותי אותך אותם אותן אותנו אז אחר אחרות אחרי אחריכן אחרים אחרת אי איזה איך אין איפה אל אלה אלו אם אנחנו אני אף אפשר את אתה אתכם אתכן אתם אתן באיזה באיזו בגלל בין בלבד בעבור בעזרת בכל בכן בלי במידה במקום שבו ברוב בשביל בשעה ש בתוך גם דרך הוא היא היה היי היכן היתה היתי הם הן הנה הסיבה שבגללה הרי ואילו ואת זאת זה זות יהיה יוכל יוכלו יותר מדי יכול יכולה יכולות יכולים יכל יכלה יכלו יש כאן כאשר כולם כולן כזה כי כיצד כך כל כלל כמו כן כפי כש לא לאו לאיזותך לאן לבין לה להיות להם להן לו לזה לזות לי לך לכם לכן למה למעלה למעלה מ למטה למטה מ למעט למקום שבו למרות לנו לעבר לעיכן לפיכך לפני מאד מאחורי מאיזו סיבה מאין מאיפה מבלי מבעד מדוע מה מהיכן מול מחוץ מי מידע מכאן מכל מכן מלבד מן מנין מסוגל מעט מעטים מעל מצד מקום בו מתחת מתי נגד נגר נו עד עז על עלי עליו עליה עליהם עליך עלינו עם עצמה עצמהם עצמהן עצמו עצמי עצמם עצמן עצמנו פה רק שוב של שלה שלהם שלהן שלו שלי שלך שלכה שלכם שלכן שלנו שם תהיה תחת".split(" ")),e.Pipeline.registerFunction(e.he.stopWordFilter,"stopWordFilter-he")}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.hi.min.js b/assets/javascripts/lunr/min/lunr.hi.min.js
new file mode 100644
index 000000000..7dbc41402
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.hi.min.js
@@ -0,0 +1 @@
+!function(e,r){"function"==typeof define&&define.amd?define(r):"object"==typeof exports?module.exports=r():r()(e.lunr)}(this,function(){return function(e){if(void 0===e)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===e.stemmerSupport)throw new Error("Lunr stemmer support is not present. Please include / require Lunr stemmer support before this script.");e.hi=function(){this.pipeline.reset(),this.pipeline.add(e.hi.trimmer,e.hi.stopWordFilter,e.hi.stemmer),this.searchPipeline&&(this.searchPipeline.reset(),this.searchPipeline.add(e.hi.stemmer))},e.hi.wordCharacters="ऀ-ःऄ-एऐ-टठ-यर-िी-ॏॐ-य़ॠ-९॰-ॿa-zA-Zａ-ｚＡ-Ｚ0-9０-９",e.hi.trimmer=e.trimmerSupport.generateTrimmer(e.hi.wordCharacters),e.Pipeline.registerFunction(e.hi.trimmer,"trimmer-hi"),e.hi.stopWordFilter=e.generateStopWordFilter("अत अपना अपनी अपने अभी अंदर आदि आप इत्यादि इन इनका इन्हीं इन्हें इन्हों इस इसका इसकी इसके इसमें इसी इसे उन उनका उनकी उनके उनको उन्हीं उन्हें उन्हों उस उसके उसी उसे एक एवं एस ऐसे और कई कर करता करते करना करने करें कहते कहा का काफ़ी कि कितना किन्हें किन्हों किया किर किस किसी किसे की कुछ कुल के को कोई कौन कौनसा गया घर जब जहाँ जा जितना जिन जिन्हें जिन्हों जिस जिसे जीधर जैसा जैसे जो तक तब तरह तिन तिन्हें तिन्हों तिस तिसे तो था थी थे दबारा दिया दुसरा दूसरे दो द्वारा न नके नहीं ना निहायत नीचे ने पर पहले पूरा पे फिर बनी बही बहुत बाद बाला बिलकुल भी भीतर मगर मानो मे में यदि यह यहाँ यही या यिह ये रखें रहा रहे ऱ्वासा लिए लिये लेकिन व वग़ैरह वर्ग वह वहाँ वहीं वाले वुह वे वो सकता सकते सबसे सभी साथ साबुत साभ सारा से सो संग ही हुआ हुई हुए है हैं हो होता होती होते होना होने".split(" ")),e.hi.stemmer=function(){return function(e){return"function"==typeof e.update?e.update(function(e){return e}):e}}();var r=e.wordcut;r.init(),e.hi.tokenizer=function(i){if(!arguments.length||null==i||void 0==i)return[];if(Array.isArray(i))return i.map(function(r){return isLunr2?new e.Token(r.toLowerCase()):r.toLowerCase()});var t=i.toString().toLowerCase().replace(/^\s+/,"");return r.cut(t).split("|")},e.Pipeline.registerFunction(e.hi.stemmer,"stemmer-hi"),e.Pipeline.registerFunction(e.hi.stopWordFilter,"stopWordFilter-hi")}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.hu.min.js b/assets/javascripts/lunr/min/lunr.hu.min.js
new file mode 100644
index 000000000..ed9d909f7
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.hu.min.js
@@ -0,0 +1,18 @@
+/*!
+ * Lunr languages, `Hungarian` language
+ * https://github.com/MihaiValentin/lunr-languages
+ *
+ * Copyright 2014, Mihai Valentin
+ * http://www.mozilla.org/MPL/
+ */
+/*!
+ * based on
+ * Snowball JavaScript Library v0.3
+ * http://code.google.com/p/urim/
+ * http://snowball.tartarus.org/
+ *
+ * Copyright 2010, Oleg Mazko
+ * http://www.mozilla.org/MPL/
+ */
+
+!function(e,n){"function"==typeof define&&define.amd?define(n):"object"==typeof exports?module.exports=n():n()(e.lunr)}(this,function(){return function(e){if(void 0===e)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===e.stemmerSupport)throw new Error("Lunr stemmer support is not present. Please include / require Lunr stemmer support before this script.");e.hu=function(){this.pipeline.reset(),this.pipeline.add(e.hu.trimmer,e.hu.stopWordFilter,e.hu.stemmer),this.searchPipeline&&(this.searchPipeline.reset(),this.searchPipeline.add(e.hu.stemmer))},e.hu.wordCharacters="A-Za-zªºÀ-ÖØ-öø-ʸˠ-ˤᴀ-ᴥᴬ-ᵜᵢ-ᵥᵫ-ᵷᵹ-ᶾḀ-ỿⁱⁿₐ-ₜKÅℲⅎⅠ-ↈⱠ-ⱿꜢ-ꞇꞋ-ꞭꞰ-ꞷꟷ-ꟿꬰ-ꭚꭜ-ꭤff-stＡ-Ｚａ-ｚ",e.hu.trimmer=e.trimmerSupport.generateTrimmer(e.hu.wordCharacters),e.Pipeline.registerFunction(e.hu.trimmer,"trimmer-hu"),e.hu.stemmer=function(){var n=e.stemmerSupport.Among,r=e.stemmerSupport.SnowballProgram,i=new function(){function e(){var e,n=L.cursor;if(d=L.limit,L.in_grouping(W,97,252))for(;;){if(e=L.cursor,L.out_grouping(W,97,252))return L.cursor=e,L.find_among(g,8)||(L.cursor=e,e<L.limit&&L.cursor++),void(d=L.cursor);if(L.cursor=e,e>=L.limit)return void(d=e);L.cursor++}if(L.cursor=n,L.out_grouping(W,97,252)){for(;!L.in_grouping(W,97,252);){if(L.cursor>=L.limit)return;L.cursor++}d=L.cursor}}function i(){return d<=L.cursor}function a(){var e;if(L.ket=L.cursor,(e=L.find_among_b(h,2))&&(L.bra=L.cursor,i()))switch(e){case 1:L.slice_from("a");break;case 2:L.slice_from("e")}}function t(){var e=L.limit-L.cursor;return!!L.find_among_b(p,23)&&(L.cursor=L.limit-e,!0)}function s(){if(L.cursor>L.limit_backward){L.cursor--,L.ket=L.cursor;var e=L.cursor-1;L.limit_backward<=e&&e<=L.limit&&(L.cursor=e,L.bra=e,L.slice_del())}}function c(){var e;if(L.ket=L.cursor,(e=L.find_among_b(_,2))&&(L.bra=L.cursor,i())){if((1==e||2==e)&&!t())return;L.slice_del(),s()}}function o(){L.ket=L.cursor,L.find_among_b(v,44)&&(L.bra=L.cursor,i()&&(L.slice_del(),a()))}function w(){var e;if(L.ket=L.cursor,(e=L.find_among_b(z,3))&&(L.bra=L.cursor,i()))switch(e){case 1:L.slice_from("e");break;case 2:case 3:L.slice_from("a")}}function l(){var e;if(L.ket=L.cursor,(e=L.find_among_b(y,6))&&(L.bra=L.cursor,i()))switch(e){case 1:case 2:L.slice_del();break;case 3:L.slice_from("a");break;case 4:L.slice_from("e")}}function u(){var e;if(L.ket=L.cursor,(e=L.find_among_b(j,2))&&(L.bra=L.cursor,i())){if((1==e||2==e)&&!t())return;L.slice_del(),s()}}function m(){var e;if(L.ket=L.cursor,(e=L.find_among_b(C,7))&&(L.bra=L.cursor,i()))switch(e){case 1:L.slice_from("a");break;case 2:L.slice_from("e");break;case 3:case 4:case 5:case 6:case 7:L.slice_del()}}function k(){var e;if(L.ket=L.cursor,(e=L.find_among_b(P,12))&&(L.bra=L.cursor,i()))switch(e){case 1:case 4:case 7:case 9:L.slice_del();break;case 2:case 5:case 8:L.slice_from("e");break;case 3:case 6:L.slice_from("a")}}function f(){var e;if(L.ket=L.cursor,(e=L.find_among_b(F,31))&&(L.bra=L.cursor,i()))switch(e){case 1:case 4:case 7:case 8:case 9:case 12:case 13:case 16:case 17:case 18:L.slice_del();break;case 2:case 5:case 10:case 14:case 19:L.slice_from("a");break;case 3:case 6:case 11:case 15:case 20:L.slice_from("e")}}function b(){var e;if(L.ket=L.cursor,(e=L.find_among_b(S,42))&&(L.bra=L.cursor,i()))switch(e){case 1:case 4:case 5:case 6:case 9:case 10:case 11:case 14:case 15:case 16:case 17:case 20:case 21:case 24:case 25:case 26:case 29:L.slice_del();break;case 2:case 7:case 12:case 18:case 22:case 27:L.slice_from("a");break;case 3:case 8:case 13:case 19:case 23:case 28:L.slice_from("e")}}var d,g=[new n("cs",-1,-1),new n("dzs",-1,-1),new n("gy",-1,-1),new n("ly",-1,-1),new n("ny",-1,-1),new n("sz",-1,-1),new n("ty",-1,-1),new n("zs",-1,-1)],h=[new n("á",-1,1),new n("é",-1,2)],p=[new n("bb",-1,-1),new n("cc",-1,-1),new n("dd",-1,-1),new n("ff",-1,-1),new n("gg",-1,-1),new n("jj",-1,-1),new n("kk",-1,-1),new n("ll",-1,-1),new n("mm",-1,-1),new n("nn",-1,-1),new n("pp",-1,-1),new n("rr",-1,-1),new n("ccs",-1,-1),new n("ss",-1,-1),new n("zzs",-1,-1),new n("tt",-1,-1),new n("vv",-1,-1),new n("ggy",-1,-1),new n("lly",-1,-1),new n("nny",-1,-1),new n("tty",-1,-1),new n("ssz",-1,-1),new n("zz",-1,-1)],_=[new n("al",-1,1),new n("el",-1,2)],v=[new n("ba",-1,-1),new n("ra",-1,-1),new n("be",-1,-1),new n("re",-1,-1),new n("ig",-1,-1),new n("nak",-1,-1),new 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keressünk keresztül ki kívül között közül legalább legyen lehet lehetett lenne lenni lesz lett maga magát majd majd meg mellett mely melyek mert mi mikor milyen minden mindenki mindent mindig mint mintha mit mivel miért most már más másik még míg nagy nagyobb nagyon ne nekem neki nem nincs néha néhány nélkül olyan ott pedig persze rá s saját sem semmi sok sokat sokkal szemben szerint szinte számára talán tehát teljes tovább továbbá több ugyanis utolsó után utána vagy vagyis vagyok valaki valami valamint való van vannak vele vissza viszont volna volt voltak voltam voltunk által általában át én éppen és így õ õk õket össze úgy új újabb újra".split(" ")),e.Pipeline.registerFunction(e.hu.stopWordFilter,"stopWordFilter-hu")}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.hy.min.js b/assets/javascripts/lunr/min/lunr.hy.min.js
new file mode 100644
index 000000000..b37f79298
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.hy.min.js
@@ -0,0 +1 @@
+!function(e,r){"function"==typeof define&&define.amd?define(r):"object"==typeof exports?module.exports=r():r()(e.lunr)}(this,function(){return function(e){if(void 0===e)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===e.stemmerSupport)throw new Error("Lunr stemmer support is not present. Please include / require Lunr stemmer support before this script.");e.hy=function(){this.pipeline.reset(),this.pipeline.add(e.hy.trimmer,e.hy.stopWordFilter)},e.hy.wordCharacters="[A-Za-z԰-֏ff-ﭏ]",e.hy.trimmer=e.trimmerSupport.generateTrimmer(e.hy.wordCharacters),e.Pipeline.registerFunction(e.hy.trimmer,"trimmer-hy"),e.hy.stopWordFilter=e.generateStopWordFilter("դու և եք էիր էիք հետո նաև նրանք որը վրա է որ պիտի են այս մեջ ն իր ու ի այդ որոնք այն կամ էր մի ես համար այլ իսկ էին ենք հետ ին թ էինք մենք նրա նա դուք եմ էի ըստ որպես ում".split(" ")),e.Pipeline.registerFunction(e.hy.stopWordFilter,"stopWordFilter-hy"),e.hy.stemmer=function(){return function(e){return"function"==typeof e.update?e.update(function(e){return e}):e}}(),e.Pipeline.registerFunction(e.hy.stemmer,"stemmer-hy")}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.it.min.js b/assets/javascripts/lunr/min/lunr.it.min.js
new file mode 100644
index 000000000..344b6a3c0
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.it.min.js
@@ -0,0 +1,18 @@
+/*!
+ * Lunr languages, `Italian` language
+ * https://github.com/MihaiValentin/lunr-languages
+ *
+ * Copyright 2014, Mihai Valentin
+ * http://www.mozilla.org/MPL/
+ */
+/*!
+ * based on
+ * Snowball JavaScript Library v0.3
+ * http://code.google.com/p/urim/
+ * http://snowball.tartarus.org/
+ *
+ * Copyright 2010, Oleg Mazko
+ * http://www.mozilla.org/MPL/
+ */
+
+!function(e,r){"function"==typeof define&&define.amd?define(r):"object"==typeof exports?module.exports=r():r()(e.lunr)}(this,function(){return function(e){if(void 0===e)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===e.stemmerSupport)throw new Error("Lunr stemmer support is not present. 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r("evo",-1,1),new r("ivo",-1,1),new r("ar",-1,1),new r("ir",-1,1),new r("erà",-1,1),new r("irà",-1,1),new r("erò",-1,1),new r("irò",-1,1)],L=[17,65,16,0,0,0,0,0,0,0,0,0,0,0,0,128,128,8,2,1],y=[17,65,0,0,0,0,0,0,0,0,0,0,0,0,0,128,128,8,2],U=[17],x=new n;this.setCurrent=function(e){x.setCurrent(e)},this.getCurrent=function(){return x.getCurrent()},this.stem=function(){var e=x.cursor;return i(),x.cursor=e,u(),x.limit_backward=e,x.cursor=x.limit,f(),x.cursor=x.limit,v()||(x.cursor=x.limit,b()),x.cursor=x.limit,_(),x.cursor=x.limit_backward,c(),!0}};return function(e){return"function"==typeof e.update?e.update(function(e){return i.setCurrent(e),i.stem(),i.getCurrent()}):(i.setCurrent(e),i.stem(),i.getCurrent())}}(),e.Pipeline.registerFunction(e.it.stemmer,"stemmer-it"),e.it.stopWordFilter=e.generateStopWordFilter("a abbia abbiamo abbiano abbiate ad agl agli ai al all alla alle allo anche avemmo avendo avesse avessero avessi avessimo aveste avesti avete aveva avevamo avevano avevate avevi avevo avrai avranno avrebbe avrebbero avrei avremmo avremo avreste avresti avrete avrà avrò avuta avute avuti avuto c che chi ci coi col come con contro cui da dagl dagli dai dal dall dalla dalle dallo degl degli dei del dell della delle dello di dov dove e ebbe ebbero ebbi ed era erano eravamo eravate eri ero essendo faccia facciamo facciano facciate faccio facemmo facendo facesse facessero facessi facessimo faceste facesti faceva facevamo facevano facevate facevi facevo fai fanno farai faranno farebbe farebbero farei faremmo faremo fareste faresti farete farà farò fece fecero feci fosse fossero fossi fossimo foste fosti fu fui fummo furono gli ha hai hanno ho i il in io l la le lei li lo loro lui ma mi mia mie miei mio ne negl negli nei nel nell nella nelle nello noi non nostra nostre nostri nostro o per perché più quale quanta quante quanti quanto quella quelle quelli quello questa queste questi questo sarai saranno sarebbe sarebbero sarei saremmo saremo sareste saresti sarete sarà sarò se sei si sia siamo siano siate siete sono sta stai stando stanno starai staranno starebbe starebbero starei staremmo staremo stareste staresti starete starà starò stava stavamo stavano stavate stavi stavo stemmo stesse stessero stessi stessimo steste stesti stette stettero stetti stia stiamo stiano stiate sto su sua sue sugl sugli sui sul sull sulla sulle sullo suo suoi ti tra tu tua tue tuo tuoi tutti tutto un una uno vi voi vostra vostre vostri vostro è".split(" ")),e.Pipeline.registerFunction(e.it.stopWordFilter,"stopWordFilter-it")}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.ja.min.js b/assets/javascripts/lunr/min/lunr.ja.min.js
new file mode 100644
index 000000000..5f254ebe9
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.ja.min.js
@@ -0,0 +1 @@
+!function(e,r){"function"==typeof define&&define.amd?define(r):"object"==typeof exports?module.exports=r():r()(e.lunr)}(this,function(){return function(e){if(void 0===e)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===e.stemmerSupport)throw new Error("Lunr stemmer support is not present. Please include / require Lunr stemmer support before this script.");var r="2"==e.version[0];e.ja=function(){this.pipeline.reset(),this.pipeline.add(e.ja.trimmer,e.ja.stopWordFilter,e.ja.stemmer),r?this.tokenizer=e.ja.tokenizer:(e.tokenizer&&(e.tokenizer=e.ja.tokenizer),this.tokenizerFn&&(this.tokenizerFn=e.ja.tokenizer))};var t=new e.TinySegmenter;e.ja.tokenizer=function(i){var n,o,s,p,a,u,m,l,c,f;if(!arguments.length||null==i||void 0==i)return[];if(Array.isArray(i))return i.map(function(t){return r?new e.Token(t.toLowerCase()):t.toLowerCase()});for(o=i.toString().toLowerCase().replace(/^\s+/,""),n=o.length-1;n>=0;n--)if(/\S/.test(o.charAt(n))){o=o.substring(0,n+1);break}for(a=[],s=o.length,c=0,l=0;c<=s;c++)if(u=o.charAt(c),m=c-l,u.match(/\s/)||c==s){if(m>0)for(p=t.segment(o.slice(l,c)).filter(function(e){return!!e}),f=l,n=0;n<p.length;n++)r?a.push(new e.Token(p[n],{position:[f,p[n].length],index:a.length})):a.push(p[n]),f+=p[n].length;l=c+1}return a},e.ja.stemmer=function(){return function(e){return e}}(),e.Pipeline.registerFunction(e.ja.stemmer,"stemmer-ja"),e.ja.wordCharacters="一二三四五六七八九十百千万億兆一-龠々〆ヵヶぁ-んァ-ヴーｱ-ﾝﾞa-zA-Zａ-ｚＡ-Ｚ0-9０-９",e.ja.trimmer=e.trimmerSupport.generateTrimmer(e.ja.wordCharacters),e.Pipeline.registerFunction(e.ja.trimmer,"trimmer-ja"),e.ja.stopWordFilter=e.generateStopWordFilter("これ それ あれ この その あの ここ そこ あそこ こちら どこ だれ なに なん 何 私 貴方 貴方方 我々 私達 あの人 あのかた 彼女 彼 です あります おります います は が の に を で え から まで より も どの と し それで しかし".split(" ")),e.Pipeline.registerFunction(e.ja.stopWordFilter,"stopWordFilter-ja"),e.jp=e.ja,e.Pipeline.registerFunction(e.jp.stemmer,"stemmer-jp"),e.Pipeline.registerFunction(e.jp.trimmer,"trimmer-jp"),e.Pipeline.registerFunction(e.jp.stopWordFilter,"stopWordFilter-jp")}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.jp.min.js b/assets/javascripts/lunr/min/lunr.jp.min.js
new file mode 100644
index 000000000..c055ebaf3
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.jp.min.js
@@ -0,0 +1 @@
+module.exports=require("./lunr.ja");
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.kn.min.js b/assets/javascripts/lunr/min/lunr.kn.min.js
new file mode 100644
index 000000000..1cef9befd
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.kn.min.js
@@ -0,0 +1 @@
+!function(e,r){"function"==typeof define&&define.amd?define(r):"object"==typeof exports?module.exports=r():r()(e.lunr)}(this,function(){return function(e){if(void 0===e)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===e.stemmerSupport)throw new Error("Lunr stemmer support is not present. Please include / require Lunr stemmer support before this script.");e.kn=function(){this.pipeline.reset(),this.pipeline.add(e.kn.trimmer,e.kn.stopWordFilter,e.kn.stemmer),this.searchPipeline&&(this.searchPipeline.reset(),this.searchPipeline.add(e.kn.stemmer))},e.kn.wordCharacters="ಀ-಄ಅ-ಔಕ-ಹಾ-ೌ಼-ಽೕ-ೖೝ-ೞೠ-ೡೢ-ೣ೤೥೦-೯ೱ-ೳ",e.kn.trimmer=e.trimmerSupport.generateTrimmer(e.kn.wordCharacters),e.Pipeline.registerFunction(e.kn.trimmer,"trimmer-kn"),e.kn.stopWordFilter=e.generateStopWordFilter("ಮತ್ತು ಈ ಒಂದು ರಲ್ಲಿ ಹಾಗೂ ಎಂದು ಅಥವಾ ಇದು ರ ಅವರು ಎಂಬ ಮೇಲೆ ಅವರ ತನ್ನ ಆದರೆ ತಮ್ಮ ನಂತರ ಮೂಲಕ ಹೆಚ್ಚು ನ ಆ ಕೆಲವು ಅನೇಕ ಎರಡು ಹಾಗು ಪ್ರಮುಖ ಇದನ್ನು ಇದರ ಸುಮಾರು ಅದರ ಅದು ಮೊದಲ ಬಗ್ಗೆ ನಲ್ಲಿ ರಂದು ಇತರ ಅತ್ಯಂತ ಹೆಚ್ಚಿನ ಸಹ ಸಾಮಾನ್ಯವಾಗಿ ನೇ ಹಲವಾರು ಹೊಸ ದಿ ಕಡಿಮೆ ಯಾವುದೇ ಹೊಂದಿದೆ ದೊಡ್ಡ ಅನ್ನು ಇವರು ಪ್ರಕಾರ ಇದೆ ಮಾತ್ರ ಕೂಡ ಇಲ್ಲಿ ಎಲ್ಲಾ ವಿವಿಧ ಅದನ್ನು ಹಲವು ರಿಂದ ಕೇವಲ ದ ದಕ್ಷಿಣ ಗೆ ಅವನ ಅತಿ ನೆಯ ಬಹಳ ಕೆಲಸ ಎಲ್ಲ ಪ್ರತಿ ಇತ್ಯಾದಿ ಇವು ಬೇರೆ ಹೀಗೆ ನಡುವೆ ಇದಕ್ಕೆ ಎಸ್ ಇವರ ಮೊದಲು ಶ್ರೀ ಮಾಡುವ ಇದರಲ್ಲಿ ರೀತಿಯ ಮಾಡಿದ ಕಾಲ ಅಲ್ಲಿ ಮಾಡಲು ಅದೇ ಈಗ ಅವು ಗಳು ಎ ಎಂಬುದು ಅವನು ಅಂದರೆ ಅವರಿಗೆ ಇರುವ ವಿಶೇಷ ಮುಂದೆ ಅವುಗಳ ಮುಂತಾದ ಮೂಲ ಬಿ ಮೀ ಒಂದೇ ಇನ್ನೂ ಹೆಚ್ಚಾಗಿ ಮಾಡಿ ಅವರನ್ನು ಇದೇ ಯ ರೀತಿಯಲ್ಲಿ ಜೊತೆ ಅದರಲ್ಲಿ ಮಾಡಿದರು ನಡೆದ ಆಗ ಮತ್ತೆ ಪೂರ್ವ ಆತ ಬಂದ ಯಾವ ಒಟ್ಟು ಇತರೆ ಹಿಂದೆ ಪ್ರಮಾಣದ ಗಳನ್ನು ಕುರಿತು ಯು ಆದ್ದರಿಂದ ಅಲ್ಲದೆ ನಗರದ ಮೇಲಿನ ಏಕೆಂದರೆ ರಷ್ಟು ಎಂಬುದನ್ನು ಬಾರಿ ಎಂದರೆ ಹಿಂದಿನ ಆದರೂ ಆದ ಸಂಬಂಧಿಸಿದ ಮತ್ತೊಂದು ಸಿ ಆತನ ".split(" ")),e.kn.stemmer=function(){return function(e){return"function"==typeof e.update?e.update(function(e){return e}):e}}();var r=e.wordcut;r.init(),e.kn.tokenizer=function(t){if(!arguments.length||null==t||void 0==t)return[];if(Array.isArray(t))return t.map(function(r){return isLunr2?new e.Token(r.toLowerCase()):r.toLowerCase()});var n=t.toString().toLowerCase().replace(/^\s+/,"");return r.cut(n).split("|")},e.Pipeline.registerFunction(e.kn.stemmer,"stemmer-kn"),e.Pipeline.registerFunction(e.kn.stopWordFilter,"stopWordFilter-kn")}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.ko.min.js b/assets/javascripts/lunr/min/lunr.ko.min.js
new file mode 100644
index 000000000..eaf9dabf7
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.ko.min.js
@@ -0,0 +1 @@
+!function(e,r){"function"==typeof define&&define.amd?define(r):"object"==typeof exports?module.exports=r():r()(e.lunr)}(this,function(){return function(e){if(void 0===e)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===e.stemmerSupport)throw new Error("Lunr stemmer support is not present. Please include / require Lunr stemmer support before this script.");e.ko=function(){this.pipeline.reset(),this.pipeline.add(e.ko.trimmer,e.ko.stopWordFilter)},e.ko.wordCharacters="[A-Za-z가-힣]",e.ko.trimmer=e.trimmerSupport.generateTrimmer(e.ko.wordCharacters),e.Pipeline.registerFunction(e.ko.trimmer,"trimmer-ko"),e.ko.stopWordFilter=e.generateStopWordFilter("아 휴 아이구 아이쿠 아이고 어 나 우리 저희 따라 의해 을 를 에 의 가 으로 로 에게 뿐이다 의거하여 근거하여 입각하여 기준으로 예하면 예를 들면 예를 들자면 저 소인 소생 저희 지말고 하지마 하지마라 다른 물론 또한 그리고 비길수 없다 해서는 안된다 뿐만 아니라 만이 아니다 만은 아니다 막론하고 관계없이 그치지 않다 그러나 그런데 하지만 든간에 논하지 않다 따지지 않다 설사 비록 더라도 아니면 만 못하다 하는 편이 낫다 불문하고 향하여 향해서 향하다 쪽으로 틈타 이용하여 타다 오르다 제외하고 이 외에 이 밖에 하여야 비로소 한다면 몰라도 외에도 이곳 여기 부터 기점으로 따라서 할 생각이다 하려고하다 이리하여 그리하여 그렇게 함으로써 하지만 일때 할때 앞에서 중에서 보는데서 으로써 로써 까지 해야한다 일것이다 반드시 할줄알다 할수있다 할수있어 임에 틀림없다 한다면 등 등등 제 겨우 단지 다만 할뿐 딩동 댕그 대해서 대하여 대하면 훨씬 얼마나 얼마만큼 얼마큼 남짓 여 얼마간 약간 다소 좀 조금 다수 몇 얼마 지만 하물며 또한 그러나 그렇지만 하지만 이외에도 대해 말하자면 뿐이다 다음에 반대로 반대로 말하자면 이와 반대로 바꾸어서 말하면 바꾸어서 한다면 만약 그렇지않으면 까악 툭 딱 삐걱거리다 보드득 비걱거리다 꽈당 응당 해야한다 에 가서 각 각각 여러분 각종 각자 제각기 하도록하다 와 과 그러므로 그래서 고로 한 까닭에 하기 때문에 거니와 이지만 대하여 관하여 관한 과연 실로 아니나다를가 생각한대로 진짜로 한적이있다 하곤하였다 하 하하 허허 아하 거바 와 오 왜 어째서 무엇때문에 어찌 하겠는가 무슨 어디 어느곳 더군다나 하물며 더욱이는 어느때 언제 야 이봐 어이 여보시오 흐흐 흥 휴 헉헉 헐떡헐떡 영차 여차 어기여차 끙끙 아야 앗 아야 콸콸 졸졸 좍좍 뚝뚝 주룩주룩 솨 우르르 그래도 또 그리고 바꾸어말하면 바꾸어말하자면 혹은 혹시 답다 및 그에 따르는 때가 되어 즉 지든지 설령 가령 하더라도 할지라도 일지라도 지든지 몇 거의 하마터면 인젠 이젠 된바에야 된이상 만큼\t어찌됏든 그위에 게다가 점에서 보아 비추어 보아 고려하면 하게될것이다 일것이다 비교적 좀 보다더 비하면 시키다 하게하다 할만하다 의해서 연이서 이어서 잇따라 뒤따라 뒤이어 결국 의지하여 기대여 통하여 자마자 더욱더 불구하고 얼마든지 마음대로 주저하지 않고 곧 즉시 바로 당장 하자마자 밖에 안된다 하면된다 그래 그렇지 요컨대 다시 말하자면 바꿔 말하면 즉 구체적으로 말하자면 시작하여 시초에 이상 허 헉 허걱 바와같이 해도좋다 해도된다 게다가 더구나 하물며 와르르 팍 퍽 펄렁 동안 이래 하고있었다 이었다 에서 로부터 까지 예하면 했어요 해요 함께 같이 더불어 마저 마저도 양자 모두 습니다 가까스로 하려고하다 즈음하여 다른 다른 방면으로 해봐요 습니까 했어요 말할것도 없고 무릎쓰고 개의치않고 하는것만 못하다 하는것이 낫다 매 매번 들 모 어느것 어느 로써 갖고말하자면 어디 어느쪽 어느것 어느해 어느 년도 라 해도 언젠가 어떤것 어느것 저기 저쪽 저것 그때 그럼 그러면 요만한걸 그래 그때 저것만큼 그저 이르기까지 할 줄 안다 할 힘이 있다 너 너희 당신 어찌 설마 차라리 할지언정 할지라도 할망정 할지언정 구토하다 게우다 토하다 메쓰겁다 옆사람 퉤 쳇 의거하여 근거하여 의해 따라 힘입어 그 다음 버금 두번째로 기타 첫번째로 나머지는 그중에서 견지에서 형식으로 쓰여 입장에서 위해서 단지 의해되다 하도록시키다 뿐만아니라 반대로 전후 전자 앞의것 잠시 잠깐 하면서 그렇지만 다음에 그러한즉 그런즉 남들 아무거나 어찌하든지 같다 비슷하다 예컨대 이럴정도로 어떻게 만약 만일 위에서 서술한바와같이 인 듯하다 하지 않는다면 만약에 무엇 무슨 어느 어떤 아래윗 조차 한데 그럼에도 불구하고 여전히 심지어 까지도 조차도 하지 않도록 않기 위하여 때 시각 무렵 시간 동안 어때 어떠한 하여금 네 예 우선 누구 누가 알겠는가 아무도 줄은모른다 줄은 몰랏다 하는 김에 겸사겸사 하는바 그런 까닭에 한 이유는 그러니 그러니까 때문에 그 너희 그들 너희들 타인 것 것들 너 위하여 공동으로 동시에 하기 위하여 어찌하여 무엇때문에 붕붕 윙윙 나 우리 엉엉 휘익 윙윙 오호 아하 어쨋든 만 못하다\t하기보다는 차라리 하는 편이 낫다 흐흐 놀라다 상대적으로 말하자면 마치 아니라면 쉿 그렇지 않으면 그렇지 않다면 안 그러면 아니었다면 하든지 아니면 이라면 좋아 알았어 하는것도 그만이다 어쩔수 없다 하나 일 일반적으로 일단 한켠으로는 오자마자 이렇게되면 이와같다면 전부 한마디 한항목 근거로 하기에 아울러 하지 않도록 않기 위해서 이르기까지 이 되다 로 인하여 까닭으로 이유만으로 이로 인하여 그래서 이 때문에 그러므로 그런 까닭에 알 수 있다 결론을 낼 수 있다 으로 인하여 있다 어떤것 관계가 있다 관련이 있다 연관되다 어떤것들 에 대해 이리하여 그리하여 여부 하기보다는 하느니 하면 할수록 운운 이러이러하다 하구나 하도다 다시말하면 다음으로 에 있다 에 달려 있다 우리 우리들 오히려 하기는한데 어떻게 어떻해 어찌됏어 어때 어째서 본대로 자 이 이쪽 여기 이것 이번 이렇게말하자면 이런 이러한 이와 같은 요만큼 요만한 것 얼마 안 되는 것 이만큼 이 정도의 이렇게 많은 것 이와 같다 이때 이렇구나 것과 같이 끼익 삐걱 따위 와 같은 사람들 부류의 사람들 왜냐하면 중의하나 오직 오로지 에 한하다 하기만 하면 도착하다 까지 미치다 도달하다 정도에 이르다 할 지경이다 결과에 이르다 관해서는 여러분 하고 있다 한 후 혼자 자기 자기집 자신 우에 종합한것과같이 총적으로 보면 총적으로 말하면 총적으로 대로 하다 으로서 참 그만이다 할 따름이다 쿵 탕탕 쾅쾅 둥둥 봐 봐라 아이야 아니 와아 응 아이 참나 년 월 일 령 영 일 이 삼 사 오 육 륙 칠 팔 구 이천육 이천칠 이천팔 이천구 하나 둘 셋 넷 다섯 여섯 일곱 여덟 아홉 령 영".split(" ")),e.Pipeline.registerFunction(e.ko.stopWordFilter,"stopWordFilter-ko"),e.ko.stemmer=function(){return function(e){return"function"==typeof e.update?e.update(function(e){return e}):e}}(),e.Pipeline.registerFunction(e.ko.stemmer,"stemmer-ko")}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.multi.min.js b/assets/javascripts/lunr/min/lunr.multi.min.js
new file mode 100644
index 000000000..7debad096
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.multi.min.js
@@ -0,0 +1 @@
+!function(e,t){"function"==typeof define&&define.amd?define(t):"object"==typeof exports?module.exports=t():t()(e.lunr)}(this,function(){return function(e){e.multiLanguage=function(){for(var t=Array.prototype.slice.call(arguments),i=t.join("-"),r="",n=[],s=[],p=0;p<t.length;++p)"en"==t[p]?(r+="\\w",n.unshift(e.stopWordFilter),n.push(e.stemmer),s.push(e.stemmer)):(r+=e[t[p]].wordCharacters,e[t[p]].stopWordFilter&&n.unshift(e[t[p]].stopWordFilter),e[t[p]].stemmer&&(n.push(e[t[p]].stemmer),s.push(e[t[p]].stemmer)));var o=e.trimmerSupport.generateTrimmer(r);return e.Pipeline.registerFunction(o,"lunr-multi-trimmer-"+i),n.unshift(o),function(){this.pipeline.reset(),this.pipeline.add.apply(this.pipeline,n),this.searchPipeline&&(this.searchPipeline.reset(),this.searchPipeline.add.apply(this.searchPipeline,s))}}}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.nl.min.js b/assets/javascripts/lunr/min/lunr.nl.min.js
new file mode 100644
index 000000000..c4a253594
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.nl.min.js
@@ -0,0 +1,18 @@
+/*!
+ * Lunr languages, `Dutch` language
+ * https://github.com/MihaiValentin/lunr-languages
+ *
+ * Copyright 2014, Mihai Valentin
+ * http://www.mozilla.org/MPL/
+ */
+/*!
+ * based on
+ * Snowball JavaScript Library v0.3
+ * http://code.google.com/p/urim/
+ * http://snowball.tartarus.org/
+ *
+ * Copyright 2010, Oleg Mazko
+ * http://www.mozilla.org/MPL/
+ */
+
+!function(r,e){"function"==typeof define&&define.amd?define(e):"object"==typeof exports?module.exports=e():e()(r.lunr)}(this,function(){return function(r){if(void 0===r)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===r.stemmerSupport)throw new Error("Lunr stemmer support is not present. Please include / require Lunr stemmer support before this script.");r.nl=function(){this.pipeline.reset(),this.pipeline.add(r.nl.trimmer,r.nl.stopWordFilter,r.nl.stemmer),this.searchPipeline&&(this.searchPipeline.reset(),this.searchPipeline.add(r.nl.stemmer))},r.nl.wordCharacters="A-Za-zªºÀ-ÖØ-öø-ʸˠ-ˤᴀ-ᴥᴬ-ᵜᵢ-ᵥᵫ-ᵷᵹ-ᶾḀ-ỿⁱⁿₐ-ₜKÅℲⅎⅠ-ↈⱠ-ⱿꜢ-ꞇꞋ-ꞭꞰ-ꞷꟷ-ꟿꬰ-ꭚꭜ-ꭤff-stＡ-Ｚａ-ｚ",r.nl.trimmer=r.trimmerSupport.generateTrimmer(r.nl.wordCharacters),r.Pipeline.registerFunction(r.nl.trimmer,"trimmer-nl"),r.nl.stemmer=function(){var e=r.stemmerSupport.Among,i=r.stemmerSupport.SnowballProgram,n=new function(){function r(){for(var r,e,i,o=C.cursor;;){if(C.bra=C.cursor,r=C.find_among(b,11))switch(C.ket=C.cursor,r){case 1:C.slice_from("a");continue;case 2:C.slice_from("e");continue;case 3:C.slice_from("i");continue;case 4:C.slice_from("o");continue;case 5:C.slice_from("u");continue;case 6:if(C.cursor>=C.limit)break;C.cursor++;continue}break}for(C.cursor=o,C.bra=o,C.eq_s(1,"y")?(C.ket=C.cursor,C.slice_from("Y")):C.cursor=o;;)if(e=C.cursor,C.in_grouping(q,97,232)){if(i=C.cursor,C.bra=i,C.eq_s(1,"i"))C.ket=C.cursor,C.in_grouping(q,97,232)&&(C.slice_from("I"),C.cursor=e);else if(C.cursor=i,C.eq_s(1,"y"))C.ket=C.cursor,C.slice_from("Y"),C.cursor=e;else if(n(e))break}else if(n(e))break}function n(r){return C.cursor=r,r>=C.limit||(C.cursor++,!1)}function o(){_=C.limit,d=_,t()||(_=C.cursor,_<3&&(_=3),t()||(d=C.cursor))}function t(){for(;!C.in_grouping(q,97,232);){if(C.cursor>=C.limit)return!0;C.cursor++}for(;!C.out_grouping(q,97,232);){if(C.cursor>=C.limit)return!0;C.cursor++}return!1}function s(){for(var r;;)if(C.bra=C.cursor,r=C.find_among(p,3))switch(C.ket=C.cursor,r){case 1:C.slice_from("y");break;case 2:C.slice_from("i");break;case 3:if(C.cursor>=C.limit)return;C.cursor++}}function u(){return _<=C.cursor}function c(){return d<=C.cursor}function a(){var r=C.limit-C.cursor;C.find_among_b(g,3)&&(C.cursor=C.limit-r,C.ket=C.cursor,C.cursor>C.limit_backward&&(C.cursor--,C.bra=C.cursor,C.slice_del()))}function l(){var r;w=!1,C.ket=C.cursor,C.eq_s_b(1,"e")&&(C.bra=C.cursor,u()&&(r=C.limit-C.cursor,C.out_grouping_b(q,97,232)&&(C.cursor=C.limit-r,C.slice_del(),w=!0,a())))}function m(){var r;u()&&(r=C.limit-C.cursor,C.out_grouping_b(q,97,232)&&(C.cursor=C.limit-r,C.eq_s_b(3,"gem")||(C.cursor=C.limit-r,C.slice_del(),a())))}function f(){var r,e,i,n,o,t,s=C.limit-C.cursor;if(C.ket=C.cursor,r=C.find_among_b(h,5))switch(C.bra=C.cursor,r){case 1:u()&&C.slice_from("heid");break;case 2:m();break;case 3:u()&&C.out_grouping_b(j,97,232)&&C.slice_del()}if(C.cursor=C.limit-s,l(),C.cursor=C.limit-s,C.ket=C.cursor,C.eq_s_b(4,"heid")&&(C.bra=C.cursor,c()&&(e=C.limit-C.cursor,C.eq_s_b(1,"c")||(C.cursor=C.limit-e,C.slice_del(),C.ket=C.cursor,C.eq_s_b(2,"en")&&(C.bra=C.cursor,m())))),C.cursor=C.limit-s,C.ket=C.cursor,r=C.find_among_b(k,6))switch(C.bra=C.cursor,r){case 1:if(c()){if(C.slice_del(),i=C.limit-C.cursor,C.ket=C.cursor,C.eq_s_b(2,"ig")&&(C.bra=C.cursor,c()&&(n=C.limit-C.cursor,!C.eq_s_b(1,"e")))){C.cursor=C.limit-n,C.slice_del();break}C.cursor=C.limit-i,a()}break;case 2:c()&&(o=C.limit-C.cursor,C.eq_s_b(1,"e")||(C.cursor=C.limit-o,C.slice_del()));break;case 3:c()&&(C.slice_del(),l());break;case 4:c()&&C.slice_del();break;case 5:c()&&w&&C.slice_del()}C.cursor=C.limit-s,C.out_grouping_b(z,73,232)&&(t=C.limit-C.cursor,C.find_among_b(v,4)&&C.out_grouping_b(q,97,232)&&(C.cursor=C.limit-t,C.ket=C.cursor,C.cursor>C.limit_backward&&(C.cursor--,C.bra=C.cursor,C.slice_del())))}var d,_,w,b=[new e("",-1,6),new e("á",0,1),new e("ä",0,1),new e("é",0,2),new e("ë",0,2),new e("í",0,3),new e("ï",0,3),new e("ó",0,4),new e("ö",0,4),new e("ú",0,5),new e("ü",0,5)],p=[new e("",-1,3),new e("I",0,2),new e("Y",0,1)],g=[new e("dd",-1,-1),new e("kk",-1,-1),new e("tt",-1,-1)],h=[new e("ene",-1,2),new e("se",-1,3),new e("en",-1,2),new e("heden",2,1),new e("s",-1,3)],k=[new e("end",-1,1),new e("ig",-1,2),new e("ing",-1,1),new e("lijk",-1,3),new e("baar",-1,4),new e("bar",-1,5)],v=[new e("aa",-1,-1),new e("ee",-1,-1),new e("oo",-1,-1),new e("uu",-1,-1)],q=[17,65,16,1,0,0,0,0,0,0,0,0,0,0,0,0,128],z=[1,0,0,17,65,16,1,0,0,0,0,0,0,0,0,0,0,0,0,128],j=[17,67,16,1,0,0,0,0,0,0,0,0,0,0,0,0,128],C=new i;this.setCurrent=function(r){C.setCurrent(r)},this.getCurrent=function(){return C.getCurrent()},this.stem=function(){var e=C.cursor;return r(),C.cursor=e,o(),C.limit_backward=e,C.cursor=C.limit,f(),C.cursor=C.limit_backward,s(),!0}};return function(r){return"function"==typeof r.update?r.update(function(r){return n.setCurrent(r),n.stem(),n.getCurrent()}):(n.setCurrent(r),n.stem(),n.getCurrent())}}(),r.Pipeline.registerFunction(r.nl.stemmer,"stemmer-nl"),r.nl.stopWordFilter=r.generateStopWordFilter(" aan al alles als altijd andere ben bij daar dan dat de der deze die dit doch doen door dus een eens en er ge geen geweest haar had heb hebben heeft hem het hier hij hoe hun iemand iets ik in is ja je kan kon kunnen maar me meer men met mij mijn moet na naar niet niets nog nu of om omdat onder ons ook op over reeds te tegen toch toen tot u uit uw van veel voor want waren was wat werd wezen wie wil worden wordt zal ze zelf zich zij zijn zo zonder zou".split(" ")),r.Pipeline.registerFunction(r.nl.stopWordFilter,"stopWordFilter-nl")}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.no.min.js b/assets/javascripts/lunr/min/lunr.no.min.js
new file mode 100644
index 000000000..92bc7e4e8
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.no.min.js
@@ -0,0 +1,18 @@
+/*!
+ * Lunr languages, `Norwegian` language
+ * https://github.com/MihaiValentin/lunr-languages
+ *
+ * Copyright 2014, Mihai Valentin
+ * http://www.mozilla.org/MPL/
+ */
+/*!
+ * based on
+ * Snowball JavaScript Library v0.3
+ * http://code.google.com/p/urim/
+ * http://snowball.tartarus.org/
+ *
+ * Copyright 2010, Oleg Mazko
+ * http://www.mozilla.org/MPL/
+ */
+
+!function(e,r){"function"==typeof define&&define.amd?define(r):"object"==typeof exports?module.exports=r():r()(e.lunr)}(this,function(){return function(e){if(void 0===e)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===e.stemmerSupport)throw new Error("Lunr stemmer support is not present. Please include / require Lunr stemmer support before this script.");e.no=function(){this.pipeline.reset(),this.pipeline.add(e.no.trimmer,e.no.stopWordFilter,e.no.stemmer),this.searchPipeline&&(this.searchPipeline.reset(),this.searchPipeline.add(e.no.stemmer))},e.no.wordCharacters="A-Za-zªºÀ-ÖØ-öø-ʸˠ-ˤᴀ-ᴥᴬ-ᵜᵢ-ᵥᵫ-ᵷᵹ-ᶾḀ-ỿⁱⁿₐ-ₜKÅℲⅎⅠ-ↈⱠ-ⱿꜢ-ꞇꞋ-ꞭꞰ-ꞷꟷ-ꟿꬰ-ꭚꭜ-ꭤff-stＡ-Ｚａ-ｚ",e.no.trimmer=e.trimmerSupport.generateTrimmer(e.no.wordCharacters),e.Pipeline.registerFunction(e.no.trimmer,"trimmer-no"),e.no.stemmer=function(){var r=e.stemmerSupport.Among,n=e.stemmerSupport.SnowballProgram,i=new function(){function e(){var e,r=w.cursor+3;if(a=w.limit,0<=r||r<=w.limit){for(s=r;;){if(e=w.cursor,w.in_grouping(d,97,248)){w.cursor=e;break}if(e>=w.limit)return;w.cursor=e+1}for(;!w.out_grouping(d,97,248);){if(w.cursor>=w.limit)return;w.cursor++}a=w.cursor,a<s&&(a=s)}}function i(){var e,r,n;if(w.cursor>=a&&(r=w.limit_backward,w.limit_backward=a,w.ket=w.cursor,e=w.find_among_b(m,29),w.limit_backward=r,e))switch(w.bra=w.cursor,e){case 1:w.slice_del();break;case 2:n=w.limit-w.cursor,w.in_grouping_b(c,98,122)?w.slice_del():(w.cursor=w.limit-n,w.eq_s_b(1,"k")&&w.out_grouping_b(d,97,248)&&w.slice_del());break;case 3:w.slice_from("er")}}function t(){var e,r=w.limit-w.cursor;w.cursor>=a&&(e=w.limit_backward,w.limit_backward=a,w.ket=w.cursor,w.find_among_b(u,2)?(w.bra=w.cursor,w.limit_backward=e,w.cursor=w.limit-r,w.cursor>w.limit_backward&&(w.cursor--,w.bra=w.cursor,w.slice_del())):w.limit_backward=e)}function o(){var e,r;w.cursor>=a&&(r=w.limit_backward,w.limit_backward=a,w.ket=w.cursor,e=w.find_among_b(l,11),e?(w.bra=w.cursor,w.limit_backward=r,1==e&&w.slice_del()):w.limit_backward=r)}var s,a,m=[new r("a",-1,1),new r("e",-1,1),new r("ede",1,1),new r("ande",1,1),new r("ende",1,1),new r("ane",1,1),new r("ene",1,1),new r("hetene",6,1),new r("erte",1,3),new r("en",-1,1),new r("heten",9,1),new r("ar",-1,1),new r("er",-1,1),new r("heter",12,1),new r("s",-1,2),new r("as",14,1),new r("es",14,1),new r("edes",16,1),new r("endes",16,1),new r("enes",16,1),new r("hetenes",19,1),new r("ens",14,1),new r("hetens",21,1),new r("ers",14,1),new r("ets",14,1),new r("et",-1,1),new r("het",25,1),new r("ert",-1,3),new r("ast",-1,1)],u=[new r("dt",-1,-1),new r("vt",-1,-1)],l=[new r("leg",-1,1),new r("eleg",0,1),new r("ig",-1,1),new r("eig",2,1),new r("lig",2,1),new r("elig",4,1),new r("els",-1,1),new r("lov",-1,1),new r("elov",7,1),new r("slov",7,1),new r("hetslov",9,1)],d=[17,65,16,1,0,0,0,0,0,0,0,0,0,0,0,0,48,0,128],c=[119,125,149,1],w=new n;this.setCurrent=function(e){w.setCurrent(e)},this.getCurrent=function(){return w.getCurrent()},this.stem=function(){var r=w.cursor;return e(),w.limit_backward=r,w.cursor=w.limit,i(),w.cursor=w.limit,t(),w.cursor=w.limit,o(),!0}};return function(e){return"function"==typeof e.update?e.update(function(e){return i.setCurrent(e),i.stem(),i.getCurrent()}):(i.setCurrent(e),i.stem(),i.getCurrent())}}(),e.Pipeline.registerFunction(e.no.stemmer,"stemmer-no"),e.no.stopWordFilter=e.generateStopWordFilter("alle at av bare begge ble blei bli blir blitt både båe da de deg dei deim deira deires dem den denne der dere deres det dette di din disse ditt du dykk dykkar då eg ein eit eitt eller elles en enn er et ett etter for fordi fra før ha hadde han hans har hennar henne hennes her hjå ho hoe honom hoss hossen hun hva hvem hver hvilke hvilken hvis hvor hvordan hvorfor i ikke ikkje ikkje ingen ingi inkje inn inni ja jeg kan kom korleis korso kun kunne kva kvar kvarhelst kven kvi kvifor man mange me med medan meg meget mellom men mi min mine mitt mot mykje ned no noe noen noka noko nokon nokor nokre nå når og også om opp oss over på samme seg selv si si sia sidan siden sin sine sitt sjøl skal skulle slik so som som somme somt så sånn til um upp ut uten var vart varte ved vere verte vi vil ville vore vors vort vår være være vært å".split(" ")),e.Pipeline.registerFunction(e.no.stopWordFilter,"stopWordFilter-no")}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.pt.min.js b/assets/javascripts/lunr/min/lunr.pt.min.js
new file mode 100644
index 000000000..6c16996d6
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.pt.min.js
@@ -0,0 +1,18 @@
+/*!
+ * Lunr languages, `Portuguese` language
+ * https://github.com/MihaiValentin/lunr-languages
+ *
+ * Copyright 2014, Mihai Valentin
+ * http://www.mozilla.org/MPL/
+ */
+/*!
+ * based on
+ * Snowball JavaScript Library v0.3
+ * http://code.google.com/p/urim/
+ * http://snowball.tartarus.org/
+ *
+ * Copyright 2010, Oleg Mazko
+ * http://www.mozilla.org/MPL/
+ */
+
+!function(e,r){"function"==typeof define&&define.amd?define(r):"object"==typeof exports?module.exports=r():r()(e.lunr)}(this,function(){return function(e){if(void 0===e)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===e.stemmerSupport)throw new Error("Lunr stemmer support is not present. 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\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.ro.min.js b/assets/javascripts/lunr/min/lunr.ro.min.js
new file mode 100644
index 000000000..727714018
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.ro.min.js
@@ -0,0 +1,18 @@
+/*!
+ * Lunr languages, `Romanian` language
+ * https://github.com/MihaiValentin/lunr-languages
+ *
+ * Copyright 2014, Mihai Valentin
+ * http://www.mozilla.org/MPL/
+ */
+/*!
+ * based on
+ * Snowball JavaScript Library v0.3
+ * http://code.google.com/p/urim/
+ * http://snowball.tartarus.org/
+ *
+ * Copyright 2010, Oleg Mazko
+ * http://www.mozilla.org/MPL/
+ */
+
+!function(e,i){"function"==typeof define&&define.amd?define(i):"object"==typeof exports?module.exports=i():i()(e.lunr)}(this,function(){return function(e){if(void 0===e)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===e.stemmerSupport)throw new Error("Lunr stemmer support is not present. 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dă ea ei el ele eram este eu eşti face fata fi fie fiecare fii fim fiu fiţi frumos fără graţie halbă iar ieri la le li lor lui lângă lîngă mai mea mei mele mereu meu mi mie mine mult multă mulţi mulţumesc mâine mîine mă ne nevoie nici nicăieri nimeni nimeri nimic nişte noastre noastră noi noroc nostru nouă noştri nu opt ori oricare orice oricine oricum oricând oricât oricînd oricît oriunde patra patru patrulea pe pentru peste pic poate pot prea prima primul prin puţin puţina puţină până pînă rog sa sale sau se spate spre sub sunt suntem sunteţi sută sînt sîntem sînteţi să săi său ta tale te timp tine toate toată tot totuşi toţi trei treia treilea tu tăi tău un una unde undeva unei uneia unele uneori unii unor unora unu unui unuia unul vi voastre voastră voi vostru vouă voştri vreme vreo vreun vă zece zero zi zice îi îl îmi împotriva în  înainte înaintea încotro încât încît între întrucât întrucît îţi ăla ălea ăsta ăstea ăştia şapte şase şi ştiu ţi ţie".split(" ")),e.Pipeline.registerFunction(e.ro.stopWordFilter,"stopWordFilter-ro")}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.ru.min.js b/assets/javascripts/lunr/min/lunr.ru.min.js
new file mode 100644
index 000000000..186cc485c
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.ru.min.js
@@ -0,0 +1,18 @@
+/*!
+ * Lunr languages, `Russian` language
+ * https://github.com/MihaiValentin/lunr-languages
+ *
+ * Copyright 2014, Mihai Valentin
+ * http://www.mozilla.org/MPL/
+ */
+/*!
+ * based on
+ * Snowball JavaScript Library v0.3
+ * http://code.google.com/p/urim/
+ * http://snowball.tartarus.org/
+ *
+ * Copyright 2010, Oleg Mazko
+ * http://www.mozilla.org/MPL/
+ */
+
+!function(e,n){"function"==typeof define&&define.amd?define(n):"object"==typeof exports?module.exports=n():n()(e.lunr)}(this,function(){return function(e){if(void 0===e)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===e.stemmerSupport)throw new Error("Lunr stemmer support is not present. 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n("ыло",24,2),new n("но",-1,1),new n("ено",27,2),new n("нно",27,1),new n("ет",-1,1),new n("ует",30,2),new n("ит",-1,2),new n("ыт",-1,2),new n("ют",-1,1),new n("уют",34,2),new n("ят",-1,2),new n("ны",-1,1),new n("ены",37,2),new n("ть",-1,1),new n("ить",39,2),new n("ыть",39,2),new n("ешь",-1,1),new n("ишь",-1,2),new n("ю",-1,2),new n("ую",44,2)],v=[new n("а",-1,1),new n("ев",-1,1),new n("ов",-1,1),new n("е",-1,1),new n("ие",3,1),new n("ье",3,1),new n("и",-1,1),new n("еи",6,1),new n("ии",6,1),new n("ами",6,1),new n("ями",6,1),new n("иями",10,1),new n("й",-1,1),new n("ей",12,1),new n("ией",13,1),new n("ий",12,1),new n("ой",12,1),new n("ам",-1,1),new n("ем",-1,1),new n("ием",18,1),new n("ом",-1,1),new n("ям",-1,1),new n("иям",21,1),new n("о",-1,1),new n("у",-1,1),new n("ах",-1,1),new n("ях",-1,1),new n("иях",26,1),new n("ы",-1,1),new n("ь",-1,1),new n("ю",-1,1),new n("ию",30,1),new n("ью",30,1),new n("я",-1,1),new n("ия",33,1),new n("ья",33,1)],F=[new n("ост",-1,1),new n("ость",-1,1)],q=[new n("ейше",-1,1),new n("н",-1,2),new n("ейш",-1,1),new n("ь",-1,3)],S=[33,65,8,232],W=new r;this.setCurrent=function(e){W.setCurrent(e)},this.getCurrent=function(){return W.getCurrent()},this.stem=function(){return w(),W.cursor=W.limit,!(W.cursor<b)&&(W.limit_backward=b,o()||(W.cursor=W.limit,f()||(W.cursor=W.limit),m()||(W.cursor=W.limit,l()||(W.cursor=W.limit,a()))),W.cursor=W.limit,W.ket=W.cursor,W.eq_s_b(1,"и")?(W.bra=W.cursor,W.slice_del()):W.cursor=W.limit,p(),W.cursor=W.limit,d(),!0)}};return function(e){return"function"==typeof e.update?e.update(function(e){return t.setCurrent(e),t.stem(),t.getCurrent()}):(t.setCurrent(e),t.stem(),t.getCurrent())}}(),e.Pipeline.registerFunction(e.ru.stemmer,"stemmer-ru"),e.ru.stopWordFilter=e.generateStopWordFilter("алло без близко более больше будем будет будете будешь будто буду будут будь бы бывает бывь был была были было быть в важная важное важные важный вам вами вас ваш ваша ваше ваши вверх вдали вдруг ведь везде весь вниз внизу во вокруг вон восемнадцатый восемнадцать восемь восьмой вот впрочем времени время все всегда всего всем всеми всему всех всею всю всюду вся всё второй вы г где говорил говорит год года году да давно даже далеко дальше даром два двадцатый двадцать две двенадцатый двенадцать двух девятнадцатый девятнадцать девятый девять действительно дел день десятый десять для до довольно долго должно другая другие других друго другое другой е его ее ей ему если есть еще ещё ею её ж же жизнь за занят занята занято заняты затем зато зачем здесь значит и из или им именно иметь ими имя иногда их к каждая каждое каждые каждый кажется как какая какой кем когда кого ком кому конечно которая которого которой которые который которых кроме кругом кто куда лет ли лишь лучше люди м мало между меля менее меньше меня миллионов мимо мира мне много многочисленная многочисленное многочисленные многочисленный мной мною мог могут мож может можно можхо мои мой мор мочь моя моё мы на наверху над надо назад наиболее наконец нам нами нас начала наш наша наше наши не него недавно недалеко нее ней нельзя нем немного нему непрерывно нередко несколько нет нею неё ни нибудь ниже низко никогда никуда ними них ничего но ну нужно нх о об оба обычно один одиннадцатый одиннадцать однажды однако одного одной около он она они оно опять особенно от отовсюду отсюда очень первый перед по под пожалуйста позже пока пор пора после посреди потом потому почему почти прекрасно при про просто против процентов пятнадцатый пятнадцать пятый пять раз разве рано раньше рядом с сам сама сами самим самими самих само самого самой самом самому саму свое своего своей свои своих свою сеаой себе себя сегодня седьмой сейчас семнадцатый семнадцать семь сих сказал сказала сказать сколько слишком сначала снова со собой собою совсем спасибо стал суть т та так такая также такие такое такой там твой твоя твоё те тебе тебя тем теми теперь тех то тобой тобою тогда того тоже только том тому тот тою третий три тринадцатый тринадцать ту туда тут ты тысяч у уж уже уметь хорошо хотеть хоть хотя хочешь часто чаще чего человек чем чему через четвертый четыре четырнадцатый четырнадцать что чтоб чтобы чуть шестнадцатый шестнадцать шестой шесть эта эти этим этими этих это этого этой этом этому этот эту я \ufeffа".split(" ")),e.Pipeline.registerFunction(e.ru.stopWordFilter,"stopWordFilter-ru")}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.sa.min.js b/assets/javascripts/lunr/min/lunr.sa.min.js
new file mode 100644
index 000000000..50ee56420
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.sa.min.js
@@ -0,0 +1 @@
+!function(e,r){"function"==typeof define&&define.amd?define(r):"object"==typeof exports?module.exports=r():r()(e.lunr)}(this,function(){return function(e){if(void 0===e)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===e.stemmerSupport)throw new Error("Lunr stemmer support is not present. Please include / require Lunr stemmer support before this script.");e.sa=function(){this.pipeline.reset(),this.pipeline.add(e.sa.trimmer,e.sa.stopWordFilter,e.sa.stemmer),this.searchPipeline&&(this.searchPipeline.reset(),this.searchPipeline.add(e.sa.stemmer))},e.sa.wordCharacters="ऀ-ःऄ-एऐ-टठ-यर-िी-ॏॐ-य़ॠ-९॰-ॿ꣠-꣱ꣲ-ꣷ꣸-ꣻ꣼-ꣽꣾ-ꣿᆰ0-ᆰ9",e.sa.trimmer=e.trimmerSupport.generateTrimmer(e.sa.wordCharacters),e.Pipeline.registerFunction(e.sa.trimmer,"trimmer-sa"),e.sa.stopWordFilter=e.generateStopWordFilter('तथा अयम्‌ एकम्‌ इत्यस्मिन्‌ तथा तत्‌ वा अयम्‌ इत्यस्य ते आहूत उपरि तेषाम्‌  किन्तु तेषाम्‌ तदा इत्यनेन अधिकः इत्यस्य तत्‌ केचन बहवः द्वि तथा महत्वपूर्णः अयम्‌ अस्य  विषये अयं अस्ति तत्‌ प्रथमः विषये इत्युपरि इत्युपरि इतर अधिकतमः अधिकः अपि सामान्यतया ठ इतरेतर नूतनम्‌ द  न्यूनम्‌ कश्चित्‌ वा विशालः द  सः अस्ति तदनुसारम् तत्र अस्ति केवलम्‌ अपि अत्र सर्वे विविधाः तत्‌ बहवः यतः इदानीम्‌ द  दक्षिण इत्यस्मै तस्य उपरि नथ अतीव कार्यम्‌ सर्वे एकैकम्‌ इत्यादि। एते सन्ति  उत इत्थम्‌ मध्ये एतदर्थं . स कस्य प्रथमः श्री. करोति अस्मिन् प्रकारः निर्मिता कालः तत्र कर्तुं  समान अधुना ते सन्ति स एकः अस्ति सः अर्थात् तेषां कृते . स्थितम्  विशेषः अग्रिम तेषाम्‌ समान स्रोतः ख म समान इदानीमपि अधिकतया करोतु ते समान इत्यस्य वीथी सह यस्मिन्  कृतवान्‌ धृतः तदा पुनः पूर्वं सः आगतः किम्‌ कुल इतर पुरा  मात्रा स विषये उ अतएव अपि नगरस्य  उपरि यतः प्रतिशतं  कतरः कालः साधनानि भूत तथापि जात सम्बन्धि अन्यत्‌ ग अतः अस्माकं स्वकीयाः अस्माकं इदानीं अन्तः इत्यादयः भवन्तः इत्यादयः एते एताः तस्य अस्य इदम् एते तेषां तेषां तेषां तान् तेषां तेषां तेषां समानः सः एकः च तादृशाः बहवः अन्ये च वदन्ति यत् कियत् कस्मै  कस्मै  यस्मै  यस्मै  यस्मै  यस्मै न अतिनीचः किन्तु प्रथमं सम्पूर्णतया  ततः चिरकालानन्तरं पुस्तकं सम्पूर्णतया अन्तः  किन्तु अत्र वा इह इव श्रद्धाय अवशिष्यते  परन्तु अन्ये वर्गाः सन्ति ते सन्ति शक्नुवन्ति सर्वे मिलित्वा सर्वे एकत्र"'.split(" ")),e.sa.stemmer=function(){return function(e){return"function"==typeof e.update?e.update(function(e){return e}):e}}();var r=e.wordcut;r.init(),e.sa.tokenizer=function(t){if(!arguments.length||null==t||void 0==t)return[];if(Array.isArray(t))return t.map(function(r){return isLunr2?new e.Token(r.toLowerCase()):r.toLowerCase()});var i=t.toString().toLowerCase().replace(/^\s+/,"");return r.cut(i).split("|")},e.Pipeline.registerFunction(e.sa.stemmer,"stemmer-sa"),e.Pipeline.registerFunction(e.sa.stopWordFilter,"stopWordFilter-sa")}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.stemmer.support.min.js b/assets/javascripts/lunr/min/lunr.stemmer.support.min.js
new file mode 100644
index 000000000..abd4475bb
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.stemmer.support.min.js
@@ -0,0 +1 @@
+!function(r,t){"function"==typeof define&&define.amd?define(t):"object"==typeof exports?module.exports=t():t()(r.lunr)}(this,function(){return function(r){r.stemmerSupport={Among:function(r,t,i,s){if(this.toCharArray=function(r){for(var t=r.length,i=new Array(t),s=0;s<t;s++)i[s]=r.charCodeAt(s);return i},!r&&""!=r||!t&&0!=t||!i)throw"Bad Among initialisation: s:"+r+", substring_i: "+t+", result: "+i;this.s_size=r.length,this.s=this.toCharArray(r),this.substring_i=t,this.result=i,this.method=s},SnowballProgram:function(){var r;return{bra:0,ket:0,limit:0,cursor:0,limit_backward:0,setCurrent:function(t){r=t,this.cursor=0,this.limit=t.length,this.limit_backward=0,this.bra=this.cursor,this.ket=this.limit},getCurrent:function(){var t=r;return r=null,t},in_grouping:function(t,i,s){if(this.cursor<this.limit){var e=r.charCodeAt(this.cursor);if(e<=s&&e>=i&&(e-=i,t[e>>3]&1<<(7&e)))return this.cursor++,!0}return!1},in_grouping_b:function(t,i,s){if(this.cursor>this.limit_backward){var e=r.charCodeAt(this.cursor-1);if(e<=s&&e>=i&&(e-=i,t[e>>3]&1<<(7&e)))return this.cursor--,!0}return!1},out_grouping:function(t,i,s){if(this.cursor<this.limit){var e=r.charCodeAt(this.cursor);if(e>s||e<i)return this.cursor++,!0;if(e-=i,!(t[e>>3]&1<<(7&e)))return this.cursor++,!0}return!1},out_grouping_b:function(t,i,s){if(this.cursor>this.limit_backward){var e=r.charCodeAt(this.cursor-1);if(e>s||e<i)return this.cursor--,!0;if(e-=i,!(t[e>>3]&1<<(7&e)))return this.cursor--,!0}return!1},eq_s:function(t,i){if(this.limit-this.cursor<t)return!1;for(var s=0;s<t;s++)if(r.charCodeAt(this.cursor+s)!=i.charCodeAt(s))return!1;return this.cursor+=t,!0},eq_s_b:function(t,i){if(this.cursor-this.limit_backward<t)return!1;for(var s=0;s<t;s++)if(r.charCodeAt(this.cursor-t+s)!=i.charCodeAt(s))return!1;return this.cursor-=t,!0},find_among:function(t,i){for(var s=0,e=i,n=this.cursor,u=this.limit,o=0,h=0,c=!1;;){for(var a=s+(e-s>>1),f=0,l=o<h?o:h,_=t[a],m=l;m<_.s_size;m++){if(n+l==u){f=-1;break}if(f=r.charCodeAt(n+l)-_.s[m])break;l++}if(f<0?(e=a,h=l):(s=a,o=l),e-s<=1){if(s>0||e==s||c)break;c=!0}}for(;;){var _=t[s];if(o>=_.s_size){if(this.cursor=n+_.s_size,!_.method)return _.result;var b=_.method();if(this.cursor=n+_.s_size,b)return _.result}if((s=_.substring_i)<0)return 0}},find_among_b:function(t,i){for(var s=0,e=i,n=this.cursor,u=this.limit_backward,o=0,h=0,c=!1;;){for(var a=s+(e-s>>1),f=0,l=o<h?o:h,_=t[a],m=_.s_size-1-l;m>=0;m--){if(n-l==u){f=-1;break}if(f=r.charCodeAt(n-1-l)-_.s[m])break;l++}if(f<0?(e=a,h=l):(s=a,o=l),e-s<=1){if(s>0||e==s||c)break;c=!0}}for(;;){var _=t[s];if(o>=_.s_size){if(this.cursor=n-_.s_size,!_.method)return _.result;var b=_.method();if(this.cursor=n-_.s_size,b)return _.result}if((s=_.substring_i)<0)return 0}},replace_s:function(t,i,s){var e=s.length-(i-t),n=r.substring(0,t),u=r.substring(i);return r=n+s+u,this.limit+=e,this.cursor>=i?this.cursor+=e:this.cursor>t&&(this.cursor=t),e},slice_check:function(){if(this.bra<0||this.bra>this.ket||this.ket>this.limit||this.limit>r.length)throw"faulty slice operation"},slice_from:function(r){this.slice_check(),this.replace_s(this.bra,this.ket,r)},slice_del:function(){this.slice_from("")},insert:function(r,t,i){var s=this.replace_s(r,t,i);r<=this.bra&&(this.bra+=s),r<=this.ket&&(this.ket+=s)},slice_to:function(){return this.slice_check(),r.substring(this.bra,this.ket)},eq_v_b:function(r){return this.eq_s_b(r.length,r)}}}},r.trimmerSupport={generateTrimmer:function(r){var t=new RegExp("^[^"+r+"]+"),i=new RegExp("[^"+r+"]+$");return function(r){return"function"==typeof r.update?r.update(function(r){return r.replace(t,"").replace(i,"")}):r.replace(t,"").replace(i,"")}}}}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.sv.min.js b/assets/javascripts/lunr/min/lunr.sv.min.js
new file mode 100644
index 000000000..3e5eb6400
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.sv.min.js
@@ -0,0 +1,18 @@
+/*!
+ * Lunr languages, `Swedish` language
+ * https://github.com/MihaiValentin/lunr-languages
+ *
+ * Copyright 2014, Mihai Valentin
+ * http://www.mozilla.org/MPL/
+ */
+/*!
+ * based on
+ * Snowball JavaScript Library v0.3
+ * http://code.google.com/p/urim/
+ * http://snowball.tartarus.org/
+ *
+ * Copyright 2010, Oleg Mazko
+ * http://www.mozilla.org/MPL/
+ */
+
+!function(e,r){"function"==typeof define&&define.amd?define(r):"object"==typeof exports?module.exports=r():r()(e.lunr)}(this,function(){return function(e){if(void 0===e)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===e.stemmerSupport)throw new Error("Lunr stemmer support is not present. Please include / require Lunr stemmer support before this script.");e.sv=function(){this.pipeline.reset(),this.pipeline.add(e.sv.trimmer,e.sv.stopWordFilter,e.sv.stemmer),this.searchPipeline&&(this.searchPipeline.reset(),this.searchPipeline.add(e.sv.stemmer))},e.sv.wordCharacters="A-Za-zªºÀ-ÖØ-öø-ʸˠ-ˤᴀ-ᴥᴬ-ᵜᵢ-ᵥᵫ-ᵷᵹ-ᶾḀ-ỿⁱⁿₐ-ₜKÅℲⅎⅠ-ↈⱠ-ⱿꜢ-ꞇꞋ-ꞭꞰ-ꞷꟷ-ꟿꬰ-ꭚꭜ-ꭤff-stＡ-Ｚａ-ｚ",e.sv.trimmer=e.trimmerSupport.generateTrimmer(e.sv.wordCharacters),e.Pipeline.registerFunction(e.sv.trimmer,"trimmer-sv"),e.sv.stemmer=function(){var r=e.stemmerSupport.Among,n=e.stemmerSupport.SnowballProgram,t=new function(){function e(){var e,r=w.cursor+3;if(o=w.limit,0<=r||r<=w.limit){for(a=r;;){if(e=w.cursor,w.in_grouping(l,97,246)){w.cursor=e;break}if(w.cursor=e,w.cursor>=w.limit)return;w.cursor++}for(;!w.out_grouping(l,97,246);){if(w.cursor>=w.limit)return;w.cursor++}o=w.cursor,o<a&&(o=a)}}function t(){var e,r=w.limit_backward;if(w.cursor>=o&&(w.limit_backward=o,w.cursor=w.limit,w.ket=w.cursor,e=w.find_among_b(u,37),w.limit_backward=r,e))switch(w.bra=w.cursor,e){case 1:w.slice_del();break;case 2:w.in_grouping_b(d,98,121)&&w.slice_del()}}function i(){var e=w.limit_backward;w.cursor>=o&&(w.limit_backward=o,w.cursor=w.limit,w.find_among_b(c,7)&&(w.cursor=w.limit,w.ket=w.cursor,w.cursor>w.limit_backward&&(w.bra=--w.cursor,w.slice_del())),w.limit_backward=e)}function s(){var e,r;if(w.cursor>=o){if(r=w.limit_backward,w.limit_backward=o,w.cursor=w.limit,w.ket=w.cursor,e=w.find_among_b(m,5))switch(w.bra=w.cursor,e){case 1:w.slice_del();break;case 2:w.slice_from("lös");break;case 3:w.slice_from("full")}w.limit_backward=r}}var a,o,u=[new r("a",-1,1),new r("arna",0,1),new r("erna",0,1),new r("heterna",2,1),new r("orna",0,1),new r("ad",-1,1),new r("e",-1,1),new r("ade",6,1),new r("ande",6,1),new r("arne",6,1),new r("are",6,1),new r("aste",6,1),new r("en",-1,1),new r("anden",12,1),new r("aren",12,1),new r("heten",12,1),new r("ern",-1,1),new r("ar",-1,1),new r("er",-1,1),new r("heter",18,1),new r("or",-1,1),new r("s",-1,2),new r("as",21,1),new r("arnas",22,1),new r("ernas",22,1),new r("ornas",22,1),new r("es",21,1),new r("ades",26,1),new r("andes",26,1),new r("ens",21,1),new r("arens",29,1),new r("hetens",29,1),new r("erns",21,1),new r("at",-1,1),new r("andet",-1,1),new r("het",-1,1),new r("ast",-1,1)],c=[new r("dd",-1,-1),new r("gd",-1,-1),new r("nn",-1,-1),new r("dt",-1,-1),new r("gt",-1,-1),new r("kt",-1,-1),new r("tt",-1,-1)],m=[new r("ig",-1,1),new r("lig",0,1),new r("els",-1,1),new r("fullt",-1,3),new r("löst",-1,2)],l=[17,65,16,1,0,0,0,0,0,0,0,0,0,0,0,0,24,0,32],d=[119,127,149],w=new n;this.setCurrent=function(e){w.setCurrent(e)},this.getCurrent=function(){return w.getCurrent()},this.stem=function(){var r=w.cursor;return e(),w.limit_backward=r,w.cursor=w.limit,t(),w.cursor=w.limit,i(),w.cursor=w.limit,s(),!0}};return function(e){return"function"==typeof e.update?e.update(function(e){return t.setCurrent(e),t.stem(),t.getCurrent()}):(t.setCurrent(e),t.stem(),t.getCurrent())}}(),e.Pipeline.registerFunction(e.sv.stemmer,"stemmer-sv"),e.sv.stopWordFilter=e.generateStopWordFilter("alla allt att av blev bli blir blivit de dem den denna deras dess dessa det detta dig din dina ditt du där då efter ej eller en er era ert ett från för ha hade han hans har henne hennes hon honom hur här i icke ingen inom inte jag ju kan kunde man med mellan men mig min mina mitt mot mycket ni nu när någon något några och om oss på samma sedan sig sin sina sitta själv skulle som så sådan sådana sådant till under upp ut utan vad var vara varför varit varje vars vart vem vi vid vilka vilkas vilken vilket vår våra vårt än är åt över".split(" ")),e.Pipeline.registerFunction(e.sv.stopWordFilter,"stopWordFilter-sv")}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.ta.min.js b/assets/javascripts/lunr/min/lunr.ta.min.js
new file mode 100644
index 000000000..a644bed22
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.ta.min.js
@@ -0,0 +1 @@
+!function(e,t){"function"==typeof define&&define.amd?define(t):"object"==typeof exports?module.exports=t():t()(e.lunr)}(this,function(){return function(e){if(void 0===e)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===e.stemmerSupport)throw new Error("Lunr stemmer support is not present. Please include / require Lunr stemmer support before this script.");e.ta=function(){this.pipeline.reset(),this.pipeline.add(e.ta.trimmer,e.ta.stopWordFilter,e.ta.stemmer),this.searchPipeline&&(this.searchPipeline.reset(),this.searchPipeline.add(e.ta.stemmer))},e.ta.wordCharacters="஀-உஊ-ஏஐ-ஙச-ட஠-னப-யர-ஹ஺-ிீ-௉ொ-௏ௐ-௙௚-௟௠-௩௪-௯௰-௹௺-௿a-zA-Zａ-ｚＡ-Ｚ0-9０-９",e.ta.trimmer=e.trimmerSupport.generateTrimmer(e.ta.wordCharacters),e.Pipeline.registerFunction(e.ta.trimmer,"trimmer-ta"),e.ta.stopWordFilter=e.generateStopWordFilter("அங்கு அங்கே அது அதை அந்த அவர் அவர்கள் அவள் அவன் அவை ஆக ஆகவே ஆகையால் ஆதலால் ஆதலினால் ஆனாலும் ஆனால் இங்கு இங்கே இது இதை இந்த இப்படி இவர் இவர்கள் இவள் இவன் இவை இவ்வளவு உனக்கு உனது உன் உன்னால் எங்கு எங்கே எது எதை எந்த எப்படி எவர் எவர்கள் எவள் எவன் எவை எவ்வளவு எனக்கு எனது எனவே என் என்ன என்னால் ஏது ஏன் தனது தன்னால் தானே தான் நாங்கள் நாம் நான் நீ நீங்கள்".split(" ")),e.ta.stemmer=function(){return function(e){return"function"==typeof e.update?e.update(function(e){return e}):e}}();var t=e.wordcut;t.init(),e.ta.tokenizer=function(r){if(!arguments.length||null==r||void 0==r)return[];if(Array.isArray(r))return r.map(function(t){return isLunr2?new e.Token(t.toLowerCase()):t.toLowerCase()});var i=r.toString().toLowerCase().replace(/^\s+/,"");return t.cut(i).split("|")},e.Pipeline.registerFunction(e.ta.stemmer,"stemmer-ta"),e.Pipeline.registerFunction(e.ta.stopWordFilter,"stopWordFilter-ta")}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.te.min.js b/assets/javascripts/lunr/min/lunr.te.min.js
new file mode 100644
index 000000000..9fa7a93b9
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.te.min.js
@@ -0,0 +1 @@
+!function(e,t){"function"==typeof define&&define.amd?define(t):"object"==typeof exports?module.exports=t():t()(e.lunr)}(this,function(){return function(e){if(void 0===e)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===e.stemmerSupport)throw new Error("Lunr stemmer support is not present. Please include / require Lunr stemmer support before this script.");e.te=function(){this.pipeline.reset(),this.pipeline.add(e.te.trimmer,e.te.stopWordFilter,e.te.stemmer),this.searchPipeline&&(this.searchPipeline.reset(),this.searchPipeline.add(e.te.stemmer))},e.te.wordCharacters="ఀ-ఄఅ-ఔక-హా-ౌౕ-ౖౘ-ౚౠ-ౡౢ-ౣ౦-౯౸-౿఼ఽ్ౝ౷౤౥",e.te.trimmer=e.trimmerSupport.generateTrimmer(e.te.wordCharacters),e.Pipeline.registerFunction(e.te.trimmer,"trimmer-te"),e.te.stopWordFilter=e.generateStopWordFilter("అందరూ అందుబాటులో అడగండి అడగడం అడ్డంగా అనుగుణంగా అనుమతించు అనుమతిస్తుంది అయితే ఇప్పటికే ఉన్నారు ఎక్కడైనా ఎప్పుడు ఎవరైనా ఎవరో ఏ ఏదైనా ఏమైనప్పటికి ఒక ఒకరు కనిపిస్తాయి కాదు కూడా గా గురించి చుట్టూ చేయగలిగింది తగిన తర్వాత దాదాపు దూరంగా నిజంగా పై ప్రకారం ప్రక్కన మధ్య మరియు మరొక మళ్ళీ మాత్రమే మెచ్చుకో వద్ద వెంట వేరుగా వ్యతిరేకంగా సంబంధం".split(" ")),e.te.stemmer=function(){return function(e){return"function"==typeof e.update?e.update(function(e){return e}):e}}();var t=e.wordcut;t.init(),e.te.tokenizer=function(r){if(!arguments.length||null==r||void 0==r)return[];if(Array.isArray(r))return r.map(function(t){return isLunr2?new e.Token(t.toLowerCase()):t.toLowerCase()});var i=r.toString().toLowerCase().replace(/^\s+/,"");return t.cut(i).split("|")},e.Pipeline.registerFunction(e.te.stemmer,"stemmer-te"),e.Pipeline.registerFunction(e.te.stopWordFilter,"stopWordFilter-te")}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.th.min.js b/assets/javascripts/lunr/min/lunr.th.min.js
new file mode 100644
index 000000000..dee3aac6e
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.th.min.js
@@ -0,0 +1 @@
+!function(e,r){"function"==typeof define&&define.amd?define(r):"object"==typeof exports?module.exports=r():r()(e.lunr)}(this,function(){return function(e){if(void 0===e)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===e.stemmerSupport)throw new Error("Lunr stemmer support is not present. Please include / require Lunr stemmer support before this script.");var r="2"==e.version[0];e.th=function(){this.pipeline.reset(),this.pipeline.add(e.th.trimmer),r?this.tokenizer=e.th.tokenizer:(e.tokenizer&&(e.tokenizer=e.th.tokenizer),this.tokenizerFn&&(this.tokenizerFn=e.th.tokenizer))},e.th.wordCharacters="[฀-๿]",e.th.trimmer=e.trimmerSupport.generateTrimmer(e.th.wordCharacters),e.Pipeline.registerFunction(e.th.trimmer,"trimmer-th");var t=e.wordcut;t.init(),e.th.tokenizer=function(i){if(!arguments.length||null==i||void 0==i)return[];if(Array.isArray(i))return i.map(function(t){return r?new e.Token(t):t});var n=i.toString().replace(/^\s+/,"");return t.cut(n).split("|")}}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.tr.min.js b/assets/javascripts/lunr/min/lunr.tr.min.js
new file mode 100644
index 000000000..563f6ec1f
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.tr.min.js
@@ -0,0 +1,18 @@
+/*!
+ * Lunr languages, `Turkish` language
+ * https://github.com/MihaiValentin/lunr-languages
+ *
+ * Copyright 2014, Mihai Valentin
+ * http://www.mozilla.org/MPL/
+ */
+/*!
+ * based on
+ * Snowball JavaScript Library v0.3
+ * http://code.google.com/p/urim/
+ * http://snowball.tartarus.org/
+ *
+ * Copyright 2010, Oleg Mazko
+ * http://www.mozilla.org/MPL/
+ */
+
+!function(r,i){"function"==typeof define&&define.amd?define(i):"object"==typeof exports?module.exports=i():i()(r.lunr)}(this,function(){return function(r){if(void 0===r)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===r.stemmerSupport)throw new Error("Lunr stemmer support is not present. Please include / require Lunr stemmer support before this script.");r.tr=function(){this.pipeline.reset(),this.pipeline.add(r.tr.trimmer,r.tr.stopWordFilter,r.tr.stemmer),this.searchPipeline&&(this.searchPipeline.reset(),this.searchPipeline.add(r.tr.stemmer))},r.tr.wordCharacters="A-Za-zªºÀ-ÖØ-öø-ʸˠ-ˤᴀ-ᴥᴬ-ᵜᵢ-ᵥᵫ-ᵷᵹ-ᶾḀ-ỿⁱⁿₐ-ₜKÅℲⅎⅠ-ↈⱠ-ⱿꜢ-ꞇꞋ-ꞭꞰ-ꞷꟷ-ꟿꬰ-ꭚꭜ-ꭤff-stＡ-Ｚａ-ｚ",r.tr.trimmer=r.trimmerSupport.generateTrimmer(r.tr.wordCharacters),r.Pipeline.registerFunction(r.tr.trimmer,"trimmer-tr"),r.tr.stemmer=function(){var i=r.stemmerSupport.Among,e=r.stemmerSupport.SnowballProgram,n=new function(){function r(r,i,e){for(;;){var n=Dr.limit-Dr.cursor;if(Dr.in_grouping_b(r,i,e)){Dr.cursor=Dr.limit-n;break}if(Dr.cursor=Dr.limit-n,Dr.cursor<=Dr.limit_backward)return!1;Dr.cursor--}return!0}function n(){var i,e;i=Dr.limit-Dr.cursor,r(Wr,97,305);for(var n=0;n<Br.length;n++){e=Dr.limit-Dr.cursor;var t=Br[n];if(Dr.eq_s_b(1,t[0])&&r(t[1],t[2],t[3]))return Dr.cursor=Dr.limit-i,!0;Dr.cursor=Dr.limit-e}return Dr.cursor=Dr.limit-e,!(!Dr.eq_s_b(1,"ü")||!r(Zr,246,252))&&(Dr.cursor=Dr.limit-i,!0)}function t(r,i){var e,n=Dr.limit-Dr.cursor;return r()&&(Dr.cursor=Dr.limit-n,Dr.cursor>Dr.limit_backward&&(Dr.cursor--,e=Dr.limit-Dr.cursor,i()))?(Dr.cursor=Dr.limit-e,!0):(Dr.cursor=Dr.limit-n,r()?(Dr.cursor=Dr.limit-n,!1):(Dr.cursor=Dr.limit-n,!(Dr.cursor<=Dr.limit_backward)&&(Dr.cursor--,!!i()&&(Dr.cursor=Dr.limit-n,!0))))}function u(r){return t(r,function(){return Dr.in_grouping_b(Wr,97,305)})}function o(){return u(function(){return Dr.eq_s_b(1,"n")})}function s(){return u(function(){return Dr.eq_s_b(1,"s")})}function c(){return u(function(){return Dr.eq_s_b(1,"y")})}function l(){return t(function(){return Dr.in_grouping_b(Lr,105,305)},function(){return Dr.out_grouping_b(Wr,97,305)})}function a(){return Dr.find_among_b(ur,10)&&l()}function m(){return n()&&Dr.in_grouping_b(Lr,105,305)&&s()}function d(){return Dr.find_among_b(or,2)}function f(){return n()&&Dr.in_grouping_b(Lr,105,305)&&c()}function b(){return n()&&Dr.find_among_b(sr,4)}function w(){return n()&&Dr.find_among_b(cr,4)&&o()}function _(){return n()&&Dr.find_among_b(lr,2)&&c()}function k(){return n()&&Dr.find_among_b(ar,2)}function p(){return n()&&Dr.find_among_b(mr,4)}function g(){return n()&&Dr.find_among_b(dr,2)}function y(){return n()&&Dr.find_among_b(fr,4)}function z(){return n()&&Dr.find_among_b(br,2)}function v(){return n()&&Dr.find_among_b(wr,2)&&c()}function h(){return Dr.eq_s_b(2,"ki")}function q(){return n()&&Dr.find_among_b(_r,2)&&o()}function C(){return n()&&Dr.find_among_b(kr,4)&&c()}function P(){return n()&&Dr.find_among_b(pr,4)}function F(){return n()&&Dr.find_among_b(gr,4)&&c()}function S(){return Dr.find_among_b(yr,4)}function W(){return n()&&Dr.find_among_b(zr,2)}function L(){return n()&&Dr.find_among_b(vr,4)}function x(){return n()&&Dr.find_among_b(hr,8)}function A(){return Dr.find_among_b(qr,2)}function E(){return n()&&Dr.find_among_b(Cr,32)&&c()}function j(){return Dr.find_among_b(Pr,8)&&c()}function T(){return n()&&Dr.find_among_b(Fr,4)&&c()}function Z(){return Dr.eq_s_b(3,"ken")&&c()}function B(){var r=Dr.limit-Dr.cursor;return!(T()||(Dr.cursor=Dr.limit-r,E()||(Dr.cursor=Dr.limit-r,j()||(Dr.cursor=Dr.limit-r,Z()))))}function D(){if(A()){var r=Dr.limit-Dr.cursor;if(S()||(Dr.cursor=Dr.limit-r,W()||(Dr.cursor=Dr.limit-r,C()||(Dr.cursor=Dr.limit-r,P()||(Dr.cursor=Dr.limit-r,F()||(Dr.cursor=Dr.limit-r))))),T())return!1}return!0}function G(){if(W()){Dr.bra=Dr.cursor,Dr.slice_del();var r=Dr.limit-Dr.cursor;return Dr.ket=Dr.cursor,x()||(Dr.cursor=Dr.limit-r,E()||(Dr.cursor=Dr.limit-r,j()||(Dr.cursor=Dr.limit-r,T()||(Dr.cursor=Dr.limit-r)))),nr=!1,!1}return!0}function H(){if(!L())return!0;var r=Dr.limit-Dr.cursor;return!E()&&(Dr.cursor=Dr.limit-r,!j())}function I(){var r,i=Dr.limit-Dr.cursor;return!(S()||(Dr.cursor=Dr.limit-i,F()||(Dr.cursor=Dr.limit-i,P()||(Dr.cursor=Dr.limit-i,C()))))||(Dr.bra=Dr.cursor,Dr.slice_del(),r=Dr.limit-Dr.cursor,Dr.ket=Dr.cursor,T()||(Dr.cursor=Dr.limit-r),!1)}function J(){var r,i=Dr.limit-Dr.cursor;if(Dr.ket=Dr.cursor,nr=!0,B()&&(Dr.cursor=Dr.limit-i,D()&&(Dr.cursor=Dr.limit-i,G()&&(Dr.cursor=Dr.limit-i,H()&&(Dr.cursor=Dr.limit-i,I()))))){if(Dr.cursor=Dr.limit-i,!x())return;Dr.bra=Dr.cursor,Dr.slice_del(),Dr.ket=Dr.cursor,r=Dr.limit-Dr.cursor,S()||(Dr.cursor=Dr.limit-r,W()||(Dr.cursor=Dr.limit-r,C()||(Dr.cursor=Dr.limit-r,P()||(Dr.cursor=Dr.limit-r,F()||(Dr.cursor=Dr.limit-r))))),T()||(Dr.cursor=Dr.limit-r)}Dr.bra=Dr.cursor,Dr.slice_del()}function K(){var r,i,e,n;if(Dr.ket=Dr.cursor,h()){if(r=Dr.limit-Dr.cursor,p())return Dr.bra=Dr.cursor,Dr.slice_del(),i=Dr.limit-Dr.cursor,Dr.ket=Dr.cursor,W()?(Dr.bra=Dr.cursor,Dr.slice_del(),K()):(Dr.cursor=Dr.limit-i,a()&&(Dr.bra=Dr.cursor,Dr.slice_del(),Dr.ket=Dr.cursor,W()&&(Dr.bra=Dr.cursor,Dr.slice_del(),K()))),!0;if(Dr.cursor=Dr.limit-r,w()){if(Dr.bra=Dr.cursor,Dr.slice_del(),Dr.ket=Dr.cursor,e=Dr.limit-Dr.cursor,d())Dr.bra=Dr.cursor,Dr.slice_del();else{if(Dr.cursor=Dr.limit-e,Dr.ket=Dr.cursor,!a()&&(Dr.cursor=Dr.limit-e,!m()&&(Dr.cursor=Dr.limit-e,!K())))return!0;Dr.bra=Dr.cursor,Dr.slice_del(),Dr.ket=Dr.cursor,W()&&(Dr.bra=Dr.cursor,Dr.slice_del(),K())}return!0}if(Dr.cursor=Dr.limit-r,g()){if(n=Dr.limit-Dr.cursor,d())Dr.bra=Dr.cursor,Dr.slice_del();else if(Dr.cursor=Dr.limit-n,m())Dr.bra=Dr.cursor,Dr.slice_del(),Dr.ket=Dr.cursor,W()&&(Dr.bra=Dr.cursor,Dr.slice_del(),K());else if(Dr.cursor=Dr.limit-n,!K())return!1;return!0}}return!1}function M(r){if(Dr.ket=Dr.cursor,!g()&&(Dr.cursor=Dr.limit-r,!k()))return!1;var i=Dr.limit-Dr.cursor;if(d())Dr.bra=Dr.cursor,Dr.slice_del();else if(Dr.cursor=Dr.limit-i,m())Dr.bra=Dr.cursor,Dr.slice_del(),Dr.ket=Dr.cursor,W()&&(Dr.bra=Dr.cursor,Dr.slice_del(),K());else if(Dr.cursor=Dr.limit-i,!K())return!1;return!0}function N(r){if(Dr.ket=Dr.cursor,!z()&&(Dr.cursor=Dr.limit-r,!b()))return!1;var i=Dr.limit-Dr.cursor;return!(!m()&&(Dr.cursor=Dr.limit-i,!d()))&&(Dr.bra=Dr.cursor,Dr.slice_del(),Dr.ket=Dr.cursor,W()&&(Dr.bra=Dr.cursor,Dr.slice_del(),K()),!0)}function O(){var r,i=Dr.limit-Dr.cursor;return Dr.ket=Dr.cursor,!(!w()&&(Dr.cursor=Dr.limit-i,!v()))&&(Dr.bra=Dr.cursor,Dr.slice_del(),r=Dr.limit-Dr.cursor,Dr.ket=Dr.cursor,!(!W()||(Dr.bra=Dr.cursor,Dr.slice_del(),!K()))||(Dr.cursor=Dr.limit-r,Dr.ket=Dr.cursor,!(a()||(Dr.cursor=Dr.limit-r,m()||(Dr.cursor=Dr.limit-r,K())))||(Dr.bra=Dr.cursor,Dr.slice_del(),Dr.ket=Dr.cursor,W()&&(Dr.bra=Dr.cursor,Dr.slice_del(),K()),!0)))}function Q(){var r,i,e=Dr.limit-Dr.cursor;if(Dr.ket=Dr.cursor,!p()&&(Dr.cursor=Dr.limit-e,!f()&&(Dr.cursor=Dr.limit-e,!_())))return!1;if(Dr.bra=Dr.cursor,Dr.slice_del(),Dr.ket=Dr.cursor,r=Dr.limit-Dr.cursor,a())Dr.bra=Dr.cursor,Dr.slice_del(),i=Dr.limit-Dr.cursor,Dr.ket=Dr.cursor,W()||(Dr.cursor=Dr.limit-i);else if(Dr.cursor=Dr.limit-r,!W())return!0;return Dr.bra=Dr.cursor,Dr.slice_del(),Dr.ket=Dr.cursor,K(),!0}function R(){var r,i,e=Dr.limit-Dr.cursor;if(Dr.ket=Dr.cursor,W())return Dr.bra=Dr.cursor,Dr.slice_del(),void K();if(Dr.cursor=Dr.limit-e,Dr.ket=Dr.cursor,q())if(Dr.bra=Dr.cursor,Dr.slice_del(),r=Dr.limit-Dr.cursor,Dr.ket=Dr.cursor,d())Dr.bra=Dr.cursor,Dr.slice_del();else{if(Dr.cursor=Dr.limit-r,Dr.ket=Dr.cursor,!a()&&(Dr.cursor=Dr.limit-r,!m())){if(Dr.cursor=Dr.limit-r,Dr.ket=Dr.cursor,!W())return;if(Dr.bra=Dr.cursor,Dr.slice_del(),!K())return}Dr.bra=Dr.cursor,Dr.slice_del(),Dr.ket=Dr.cursor,W()&&(Dr.bra=Dr.cursor,Dr.slice_del(),K())}else if(Dr.cursor=Dr.limit-e,!M(e)&&(Dr.cursor=Dr.limit-e,!N(e))){if(Dr.cursor=Dr.limit-e,Dr.ket=Dr.cursor,y())return Dr.bra=Dr.cursor,Dr.slice_del(),Dr.ket=Dr.cursor,i=Dr.limit-Dr.cursor,void(a()?(Dr.bra=Dr.cursor,Dr.slice_del(),Dr.ket=Dr.cursor,W()&&(Dr.bra=Dr.cursor,Dr.slice_del(),K())):(Dr.cursor=Dr.limit-i,W()?(Dr.bra=Dr.cursor,Dr.slice_del(),K()):(Dr.cursor=Dr.limit-i,K())));if(Dr.cursor=Dr.limit-e,!O()){if(Dr.cursor=Dr.limit-e,d())return Dr.bra=Dr.cursor,void Dr.slice_del();Dr.cursor=Dr.limit-e,K()||(Dr.cursor=Dr.limit-e,Q()||(Dr.cursor=Dr.limit-e,Dr.ket=Dr.cursor,(a()||(Dr.cursor=Dr.limit-e,m()))&&(Dr.bra=Dr.cursor,Dr.slice_del(),Dr.ket=Dr.cursor,W()&&(Dr.bra=Dr.cursor,Dr.slice_del(),K()))))}}}function U(){var r;if(Dr.ket=Dr.cursor,r=Dr.find_among_b(Sr,4))switch(Dr.bra=Dr.cursor,r){case 1:Dr.slice_from("p");break;case 2:Dr.slice_from("ç");break;case 3:Dr.slice_from("t");break;case 4:Dr.slice_from("k")}}function V(){for(;;){var r=Dr.limit-Dr.cursor;if(Dr.in_grouping_b(Wr,97,305)){Dr.cursor=Dr.limit-r;break}if(Dr.cursor=Dr.limit-r,Dr.cursor<=Dr.limit_backward)return!1;Dr.cursor--}return!0}function X(r,i,e){if(Dr.cursor=Dr.limit-r,V()){var n=Dr.limit-Dr.cursor;if(!Dr.eq_s_b(1,i)&&(Dr.cursor=Dr.limit-n,!Dr.eq_s_b(1,e)))return!0;Dr.cursor=Dr.limit-r;var t=Dr.cursor;return Dr.insert(Dr.cursor,Dr.cursor,e),Dr.cursor=t,!1}return!0}function Y(){var r=Dr.limit-Dr.cursor;(Dr.eq_s_b(1,"d")||(Dr.cursor=Dr.limit-r,Dr.eq_s_b(1,"g")))&&X(r,"a","ı")&&X(r,"e","i")&&X(r,"o","u")&&X(r,"ö","ü")}function $(){for(var r,i=Dr.cursor,e=2;;){for(r=Dr.cursor;!Dr.in_grouping(Wr,97,305);){if(Dr.cursor>=Dr.limit)return Dr.cursor=r,!(e>0)&&(Dr.cursor=i,!0);Dr.cursor++}e--}}function rr(r,i,e){for(;!Dr.eq_s(i,e);){if(Dr.cursor>=Dr.limit)return!0;Dr.cursor++}return(tr=i)!=Dr.limit||(Dr.cursor=r,!1)}function ir(){var r=Dr.cursor;return!rr(r,2,"ad")||(Dr.cursor=r,!rr(r,5,"soyad"))}function er(){var r=Dr.cursor;return!ir()&&(Dr.limit_backward=r,Dr.cursor=Dr.limit,Y(),Dr.cursor=Dr.limit,U(),!0)}var nr,tr,ur=[new i("m",-1,-1),new i("n",-1,-1),new i("miz",-1,-1),new i("niz",-1,-1),new i("muz",-1,-1),new i("nuz",-1,-1),new i("müz",-1,-1),new i("nüz",-1,-1),new i("mız",-1,-1),new i("nız",-1,-1)],or=[new i("leri",-1,-1),new i("ları",-1,-1)],sr=[new i("ni",-1,-1),new i("nu",-1,-1),new i("nü",-1,-1),new i("nı",-1,-1)],cr=[new i("in",-1,-1),new i("un",-1,-1),new i("ün",-1,-1),new i("ın",-1,-1)],lr=[new i("a",-1,-1),new i("e",-1,-1)],ar=[new i("na",-1,-1),new i("ne",-1,-1)],mr=[new i("da",-1,-1),new i("ta",-1,-1),new i("de",-1,-1),new i("te",-1,-1)],dr=[new i("nda",-1,-1),new i("nde",-1,-1)],fr=[new i("dan",-1,-1),new i("tan",-1,-1),new i("den",-1,-1),new i("ten",-1,-1)],br=[new i("ndan",-1,-1),new i("nden",-1,-1)],wr=[new i("la",-1,-1),new i("le",-1,-1)],_r=[new i("ca",-1,-1),new i("ce",-1,-1)],kr=[new i("im",-1,-1),new i("um",-1,-1),new i("üm",-1,-1),new i("ım",-1,-1)],pr=[new i("sin",-1,-1),new i("sun",-1,-1),new i("sün",-1,-1),new i("sın",-1,-1)],gr=[new i("iz",-1,-1),new i("uz",-1,-1),new i("üz",-1,-1),new i("ız",-1,-1)],yr=[new i("siniz",-1,-1),new i("sunuz",-1,-1),new i("sünüz",-1,-1),new i("sınız",-1,-1)],zr=[new i("lar",-1,-1),new i("ler",-1,-1)],vr=[new i("niz",-1,-1),new i("nuz",-1,-1),new i("nüz",-1,-1),new i("nız",-1,-1)],hr=[new i("dir",-1,-1),new i("tir",-1,-1),new i("dur",-1,-1),new i("tur",-1,-1),new i("dür",-1,-1),new i("tür",-1,-1),new i("dır",-1,-1),new i("tır",-1,-1)],qr=[new i("casına",-1,-1),new i("cesine",-1,-1)],Cr=[new i("di",-1,-1),new i("ti",-1,-1),new i("dik",-1,-1),new i("tik",-1,-1),new i("duk",-1,-1),new i("tuk",-1,-1),new i("dük",-1,-1),new i("tük",-1,-1),new i("dık",-1,-1),new i("tık",-1,-1),new i("dim",-1,-1),new i("tim",-1,-1),new i("dum",-1,-1),new i("tum",-1,-1),new i("düm",-1,-1),new i("tüm",-1,-1),new i("dım",-1,-1),new i("tım",-1,-1),new i("din",-1,-1),new i("tin",-1,-1),new i("dun",-1,-1),new i("tun",-1,-1),new i("dün",-1,-1),new i("tün",-1,-1),new i("dın",-1,-1),new i("tın",-1,-1),new i("du",-1,-1),new i("tu",-1,-1),new i("dü",-1,-1),new i("tü",-1,-1),new i("dı",-1,-1),new i("tı",-1,-1)],Pr=[new i("sa",-1,-1),new i("se",-1,-1),new i("sak",-1,-1),new i("sek",-1,-1),new i("sam",-1,-1),new i("sem",-1,-1),new i("san",-1,-1),new i("sen",-1,-1)],Fr=[new i("miş",-1,-1),new i("muş",-1,-1),new i("müş",-1,-1),new i("mış",-1,-1)],Sr=[new i("b",-1,1),new i("c",-1,2),new i("d",-1,3),new i("ğ",-1,4)],Wr=[17,65,16,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,32,8,0,0,0,0,0,0,1],Lr=[1,16,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,8,0,0,0,0,0,0,1],xr=[1,64,16,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1],Ar=[17,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,130],Er=[1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1],jr=[17],Tr=[65],Zr=[65],Br=[["a",xr,97,305],["e",Ar,101,252],["ı",Er,97,305],["i",jr,101,105],["o",Tr,111,117],["ö",Zr,246,252],["u",Tr,111,117]],Dr=new e;this.setCurrent=function(r){Dr.setCurrent(r)},this.getCurrent=function(){return Dr.getCurrent()},this.stem=function(){return!!($()&&(Dr.limit_backward=Dr.cursor,Dr.cursor=Dr.limit,J(),Dr.cursor=Dr.limit,nr&&(R(),Dr.cursor=Dr.limit_backward,er())))}};return function(r){return"function"==typeof r.update?r.update(function(r){return n.setCurrent(r),n.stem(),n.getCurrent()}):(n.setCurrent(r),n.stem(),n.getCurrent())}}(),r.Pipeline.registerFunction(r.tr.stemmer,"stemmer-tr"),r.tr.stopWordFilter=r.generateStopWordFilter("acaba altmış altı ama ancak arada aslında ayrıca bana bazı belki ben benden beni benim beri beş bile bin bir biri birkaç birkez birçok birşey birşeyi biz bizden bize bizi bizim bu buna bunda bundan bunlar bunları bunların bunu bunun burada böyle böylece da daha dahi de defa değil diye diğer doksan dokuz dolayı dolayısıyla dört edecek eden ederek edilecek ediliyor edilmesi ediyor elli en etmesi etti ettiği ettiğini eğer gibi göre halen hangi hatta hem henüz hep hepsi her herhangi herkesin hiç hiçbir iki ile ilgili ise itibaren itibariyle için işte kadar karşın katrilyon kendi kendilerine kendini kendisi kendisine kendisini kez ki kim kimden kime kimi kimse kırk milyar milyon mu mü mı nasıl ne neden nedenle nerde nerede nereye niye niçin o olan olarak oldu olduklarını olduğu olduğunu olmadı olmadığı olmak olması olmayan olmaz olsa olsun olup olur olursa oluyor on ona ondan onlar onlardan onları onların onu onun otuz oysa pek rağmen sadece sanki sekiz seksen sen senden seni senin siz sizden sizi sizin tarafından trilyon tüm var vardı ve veya ya yani yapacak yapmak yaptı yaptıkları yaptığı yaptığını yapılan yapılması yapıyor yedi yerine yetmiş yine yirmi yoksa yüz zaten çok çünkü öyle üzere üç şey şeyden şeyi şeyler şu şuna şunda şundan şunları şunu şöyle".split(" ")),r.Pipeline.registerFunction(r.tr.stopWordFilter,"stopWordFilter-tr")}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.vi.min.js b/assets/javascripts/lunr/min/lunr.vi.min.js
new file mode 100644
index 000000000..22aed28c4
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.vi.min.js
@@ -0,0 +1 @@
+!function(e,r){"function"==typeof define&&define.amd?define(r):"object"==typeof exports?module.exports=r():r()(e.lunr)}(this,function(){return function(e){if(void 0===e)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===e.stemmerSupport)throw new Error("Lunr stemmer support is not present. Please include / require Lunr stemmer support before this script.");e.vi=function(){this.pipeline.reset(),this.pipeline.add(e.vi.stopWordFilter,e.vi.trimmer)},e.vi.wordCharacters="[A-Za-ẓ̀͐́͑̉̃̓ÂâÊêÔôĂ-ăĐ-đƠ-ơƯ-ư]",e.vi.trimmer=e.trimmerSupport.generateTrimmer(e.vi.wordCharacters),e.Pipeline.registerFunction(e.vi.trimmer,"trimmer-vi"),e.vi.stopWordFilter=e.generateStopWordFilter("là cái nhưng mà".split(" "))}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/min/lunr.zh.min.js b/assets/javascripts/lunr/min/lunr.zh.min.js
new file mode 100644
index 000000000..fda66e9c5
--- /dev/null
+++ b/assets/javascripts/lunr/min/lunr.zh.min.js
@@ -0,0 +1 @@
+!function(e,r){"function"==typeof define&&define.amd?define(r):"object"==typeof exports?module.exports=r(require("@node-rs/jieba")):r()(e.lunr)}(this,function(e){return function(r,t){if(void 0===r)throw new Error("Lunr is not present. Please include / require Lunr before this script.");if(void 0===r.stemmerSupport)throw new Error("Lunr stemmer support is not present. Please include / require Lunr stemmer support before this script.");var i="2"==r.version[0];r.zh=function(){this.pipeline.reset(),this.pipeline.add(r.zh.trimmer,r.zh.stopWordFilter,r.zh.stemmer),i?this.tokenizer=r.zh.tokenizer:(r.tokenizer&&(r.tokenizer=r.zh.tokenizer),this.tokenizerFn&&(this.tokenizerFn=r.zh.tokenizer))},r.zh.tokenizer=function(n){if(!arguments.length||null==n||void 0==n)return[];if(Array.isArray(n))return n.map(function(e){return i?new r.Token(e.toLowerCase()):e.toLowerCase()});t&&e.load(t);var o=n.toString().trim().toLowerCase(),s=[];e.cut(o,!0).forEach(function(e){s=s.concat(e.split(" "))}),s=s.filter(function(e){return!!e});var u=0;return s.map(function(e,t){if(i){var n=o.indexOf(e,u),s={};return s.position=[n,e.length],s.index=t,u=n,new r.Token(e,s)}return e})},r.zh.wordCharacters="\\w一-龥",r.zh.trimmer=r.trimmerSupport.generateTrimmer(r.zh.wordCharacters),r.Pipeline.registerFunction(r.zh.trimmer,"trimmer-zh"),r.zh.stemmer=function(){return function(e){return e}}(),r.Pipeline.registerFunction(r.zh.stemmer,"stemmer-zh"),r.zh.stopWordFilter=r.generateStopWordFilter("的 一 不 在 人 有 是 为 為 以 于 於 上 他 而 后 後 之 来 來 及 了 因 下 可 到 由 这 這 与 與 也 此 但 并 並 个 個 其 已 无 無 小 我 们 們 起 最 再 今 去 好 只 又 或 很 亦 某 把 那 你 乃 它 吧 被 比 别 趁 当 當 从 從 得 打 凡 儿 兒 尔 爾 该 該 各 给 給 跟 和 何 还 還 即 几 幾 既 看 据 據 距 靠 啦 另 么 麽 每 嘛 拿 哪 您 凭 憑 且 却 卻 让 讓 仍 啥 如 若 使 谁 誰 虽 雖 随 隨 同 所 她 哇 嗡 往 些 向 沿 哟 喲 用 咱 则 則 怎 曾 至 致 着 著 诸 諸 自".split(" ")),r.Pipeline.registerFunction(r.zh.stopWordFilter,"stopWordFilter-zh")}});
\ No newline at end of file
diff --git a/assets/javascripts/lunr/tinyseg.js b/assets/javascripts/lunr/tinyseg.js
new file mode 100644
index 000000000..167fa6dd6
--- /dev/null
+++ b/assets/javascripts/lunr/tinyseg.js
@@ -0,0 +1,206 @@
+/**
+ * export the module via AMD, CommonJS or as a browser global
+ * Export code from https://github.com/umdjs/umd/blob/master/returnExports.js
+ */
+;(function (root, factory) {
+    if (typeof define === 'function' && define.amd) {
+        // AMD. Register as an anonymous module.
+        define(factory)
+    } else if (typeof exports === 'object') {
+        /**
+         * Node. Does not work with strict CommonJS, but
+         * only CommonJS-like environments that support module.exports,
+         * like Node.
+         */
+        module.exports = factory()
+    } else {
+        // Browser globals (root is window)
+        factory()(root.lunr);
+    }
+}(this, function () {
+    /**
+     * Just return a value to define the module export.
+     * This example returns an object, but the module
+     * can return a function as the exported value.
+     */
+
+    return function(lunr) {
+        // TinySegmenter 0.1 -- Super compact Japanese tokenizer in Javascript
+        // (c) 2008 Taku Kudo <taku@chasen.org>
+        // TinySegmenter is freely distributable under the terms of a new BSD licence.
+        // For details, see http://chasen.org/~taku/software/TinySegmenter/LICENCE.txt
+
+        function TinySegmenter() {
+          var patterns = {
+            "[一二三四五六七八九十百千万億兆]":"M",
+            "[一-龠々〆ヵヶ]":"H",
+            "[ぁ-ん]":"I",
+            "[ァ-ヴーｱ-ﾝﾞｰ]":"K",
+            "[a-zA-Zａ-ｚＡ-Ｚ]":"A",
+            "[0-9０-９]":"N"
+          }
+          this.chartype_ = [];
+          for (var i in patterns) {
+            var regexp = new RegExp(i);
+            this.chartype_.push([regexp, patterns[i]]);
+          }
+
+          this.BIAS__ = -332
+          this.BC1__ = {"HH":6,"II":2461,"KH":406,"OH":-1378};
+          this.BC2__ = {"AA":-3267,"AI":2744,"AN":-878,"HH":-4070,"HM":-1711,"HN":4012,"HO":3761,"IA":1327,"IH":-1184,"II":-1332,"IK":1721,"IO":5492,"KI":3831,"KK":-8741,"MH":-3132,"MK":3334,"OO":-2920};
+          this.BC3__ = {"HH":996,"HI":626,"HK":-721,"HN":-1307,"HO":-836,"IH":-301,"KK":2762,"MK":1079,"MM":4034,"OA":-1652,"OH":266};
+          this.BP1__ = {"BB":295,"OB":304,"OO":-125,"UB":352};
+          this.BP2__ = {"BO":60,"OO":-1762};
+          this.BQ1__ = {"BHH":1150,"BHM":1521,"BII":-1158,"BIM":886,"BMH":1208,"BNH":449,"BOH":-91,"BOO":-2597,"OHI":451,"OIH":-296,"OKA":1851,"OKH":-1020,"OKK":904,"OOO":2965};
+          this.BQ2__ = {"BHH":118,"BHI":-1159,"BHM":466,"BIH":-919,"BKK":-1720,"BKO":864,"OHH":-1139,"OHM":-181,"OIH":153,"UHI":-1146};
+          this.BQ3__ = {"BHH":-792,"BHI":2664,"BII":-299,"BKI":419,"BMH":937,"BMM":8335,"BNN":998,"BOH":775,"OHH":2174,"OHM":439,"OII":280,"OKH":1798,"OKI":-793,"OKO":-2242,"OMH":-2402,"OOO":11699};
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+            if (str.match(this.chartype_[i][0])) {
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+        TinySegmenter.prototype.ts_ = function(v) {
+          if (v) { return v; }
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+        TinySegmenter.prototype.segment = function(input) {
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+          for (var i = 4; i < seg.length - 3; ++i) {
+            var score = this.BIAS__;
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+            var c5 = ctype[i+1];
+            var c6 = ctype[i+2];
+            score += this.ts_(this.UP1__[p1]);
+            score += this.ts_(this.UP2__[p2]);
+            score += this.ts_(this.UP3__[p3]);
+            score += this.ts_(this.BP1__[p1 + p2]);
+            score += this.ts_(this.BP2__[p2 + p3]);
+            score += this.ts_(this.UW1__[w1]);
+            score += this.ts_(this.UW2__[w2]);
+            score += this.ts_(this.UW3__[w3]);
+            score += this.ts_(this.UW4__[w4]);
+            score += this.ts_(this.UW5__[w5]);
+            score += this.ts_(this.UW6__[w6]);
+            score += this.ts_(this.BW1__[w2 + w3]);
+            score += this.ts_(this.BW2__[w3 + w4]);
+            score += this.ts_(this.BW3__[w4 + w5]);
+            score += this.ts_(this.TW1__[w1 + w2 + w3]);
+            score += this.ts_(this.TW2__[w2 + w3 + w4]);
+            score += this.ts_(this.TW3__[w3 + w4 + w5]);
+            score += this.ts_(this.TW4__[w4 + w5 + w6]);
+            score += this.ts_(this.UC1__[c1]);
+            score += this.ts_(this.UC2__[c2]);
+            score += this.ts_(this.UC3__[c3]);
+            score += this.ts_(this.UC4__[c4]);
+            score += this.ts_(this.UC5__[c5]);
+            score += this.ts_(this.UC6__[c6]);
+            score += this.ts_(this.BC1__[c2 + c3]);
+            score += this.ts_(this.BC2__[c3 + c4]);
+            score += this.ts_(this.BC3__[c4 + c5]);
+            score += this.ts_(this.TC1__[c1 + c2 + c3]);
+            score += this.ts_(this.TC2__[c2 + c3 + c4]);
+            score += this.ts_(this.TC3__[c3 + c4 + c5]);
+            score += this.ts_(this.TC4__[c4 + c5 + c6]);
+        //  score += this.ts_(this.TC5__[c4 + c5 + c6]);    
+            score += this.ts_(this.UQ1__[p1 + c1]);
+            score += this.ts_(this.UQ2__[p2 + c2]);
+            score += this.ts_(this.UQ3__[p3 + c3]);
+            score += this.ts_(this.BQ1__[p2 + c2 + c3]);
+            score += this.ts_(this.BQ2__[p2 + c3 + c4]);
+            score += this.ts_(this.BQ3__[p3 + c2 + c3]);
+            score += this.ts_(this.BQ4__[p3 + c3 + c4]);
+            score += this.ts_(this.TQ1__[p2 + c1 + c2 + c3]);
+            score += this.ts_(this.TQ2__[p2 + c2 + c3 + c4]);
+            score += this.ts_(this.TQ3__[p3 + c1 + c2 + c3]);
+            score += this.ts_(this.TQ4__[p3 + c2 + c3 + c4]);
+            var p = "O";
+            if (score > 0) {
+              result.push(word);
+              word = "";
+              p = "B";
+            }
+            p1 = p2;
+            p2 = p3;
+            p3 = p;
+            word += seg[i];
+          }
+          result.push(word);
+
+          return result;
+        }
+
+        lunr.TinySegmenter = TinySegmenter;
+    };
+
+}));
\ No newline at end of file
diff --git a/assets/javascripts/lunr/wordcut.js b/assets/javascripts/lunr/wordcut.js
new file mode 100644
index 000000000..0d898c9ed
--- /dev/null
+++ b/assets/javascripts/lunr/wordcut.js
@@ -0,0 +1,6708 @@
+(function(f){if(typeof exports==="object"&&typeof module!=="undefined"){module.exports=f()}else if(typeof define==="function"&&define.amd){define([],f)}else{var g;if(typeof window!=="undefined"){g=window}else if(typeof global!=="undefined"){g=global}else if(typeof self!=="undefined"){g=self}else{g=this}(g.lunr || (g.lunr = {})).wordcut = f()}})(function(){var define,module,exports;return (function e(t,n,r){function s(o,u){if(!n[o]){if(!t[o]){var a=typeof require=="function"&&require;if(!u&&a)return a(o,!0);if(i)return i(o,!0);var f=new Error("Cannot find module '"+o+"'");throw f.code="MODULE_NOT_FOUND",f}var l=n[o]={exports:{}};t[o][0].call(l.exports,function(e){var n=t[o][1][e];return s(n?n:e)},l,l.exports,e,t,n,r)}return n[o].exports}var i=typeof require=="function"&&require;for(var o=0;o<r.length;o++)s(r[o]);return s})({1:[function(require,module,exports){
+var _ = require("underscore");
+
+var Acceptors = {
+  creators: null,
+  current: null,
+  tag: null,
+
+  init: function() {
+    this.creators = [];
+    this.current = [];
+    this.tag = {};
+  },
+
+  reset: function() {
+    this.current = [];
+    this.tag = {}
+  },
+
+  transit: function(ch) {
+    var self = this;
+
+    self.creators.forEach(function(creator) {
+      var acceptor = creator.createAcceptor(self.tag);
+      if (acceptor) 
+        self.current.push(acceptor);
+    });
+    
+    var _current = [];
+    self.tag = {};
+
+    for (var i = 0; i < self.current.length; i++) {
+      var _acceptor = self.current[i]
+        , acceptor = _acceptor.transit(ch);
+      
+      if (!acceptor.isError) {
+        _current.push(acceptor);
+        self.tag[acceptor.tag] = acceptor;
+      }
+    }
+    self.current = _current;
+
+  },
+
+  getFinalAcceptors: function() {    
+    return this.current.filter(function(acceptor) {
+      return acceptor.isFinal;
+    });
+  }
+};
+
+module.exports = function() {
+  var acceptors = _.clone(Acceptors);
+  acceptors.init();
+  return acceptors;
+};
+
+},{"underscore":25}],2:[function(require,module,exports){
+(function (__dirname){
+
+var LEFT = 0;
+var RIGHT = 1;
+var path = require("path");
+var glob = require("glob");
+
+var WordcutDict = {
+
+
+  init: function (dictPathFile, withDefault, words) {
+    withDefault = withDefault || false
+    var defaultDict = path.normalize(__dirname + "/..") + "/data/tdict-*.txt";
+    this.dict=[]
+    var dictPathIsDefined = dictPathFile !== undefined
+    var dictPath = (withDefault || !dictPathIsDefined) ? [defaultDict]: [];
+    var dictPathFile = dictPathFile || defaultDict
+
+    if(dictPathIsDefined){
+      if (Array.isArray(dictPathFile)) {
+        dictPath.concat.apply(dictPath, dictPathFile);
+      } else {
+        dictPath.push(dictPathFile)
+      }
+    }
+
+    this.addFiles(dictPath, false)
+
+    if(words!==undefined){
+      this.addWords(words, false)
+    }
+    this.finalizeDict();
+  },
+
+  addWords: function(words, finalize){
+    finalize = finalize===undefined || finalize;
+    this.dict.push.apply(this.dict, words)
+    if(finalize){
+      this.finalizeDict();
+    }
+  },
+
+  finalizeDict: function(){
+    this.dict = this.sortuniq(this.dict);
+  },
+
+  addFiles: function(files, finalize){
+    finalize = finalize===undefined || finalize;
+    
+    for (var i = 0; i < 1; i++) {
+      var words = "ก.ก.\nก.ก.น.\nก.ข.ค.\nก.ค.\nก.จ.\nก.ช.น.\nก.ฌ.\nก.ต.\nก.ต.ง.\nก.ต.ช.\nก.ตร.\nก.ท.\nก.น.ช.\nก.บช.\nก.บถ.\nก.ป.ส.\nก.พ.\nก.ม.\nก.ย.\nก.ร.\nก.ล.ต.\nก.ว.\nก.ศ.ว.\nก.ส.ท.\nก.ส.ธ.\nก.ส.อ.\nก.อ.\nกก.ตชด.\nกก.ตร.น.\nกก.ภ.จว.\nกก.รสช.\nกกบ.ขส.ทบ.\nกกล.รพน.\nกง.กห.\nกง.ทบ.\nกง.ทร.\nกซข.ป.\nกซม.ป.\nกทม.กรุงเทพมหานคร\nกบ.ทบ.\nกป.สป.\nกพ.ทบ.\nกพ.ทร.\nกพ.ทหาร\nกร.ทบ.\nกรป.กลาง\nกรอ.พอ.\nกศ.ด.\nกศ.บ.\nกศ.บป.\nกศ.ม.\nกษ.ด.\nกษ.บ.\nกษ.ม.\nกส.ด.\nกส.ทบ.\nกส.บ.\nกส.ม.\nกอ.ปค.\nกอ.รพน.\nกอ.รมน.\nกอ.รสต.\nข.ต.ว.\nขว.ทบ.\nขว.ทร.\nขว.ทหาร\nขส.ทบ.\nขส.ทร.\nขส.ทอ.\nค.ด.\nค.บ.\nค.พ.ศ.\nค.ม.\nค.ร.น.\nค.ร.ฟ.\nค.ร.ม.\nค.ศ.\nค.อ.ด.\nค.อ.บ.\nค.อ.ม.\nคศ.ด.\nคศ.บ.\nคศ.ม.\nง.ด.\nจ.จ.\nจ.จ.จ.\nจ.ช.\nจ.ต.\nจ.ท.\nจ.ป.ร.\nจ.ม.\nจ.ศ.\nจ.ส.ต.\nจ.ส.ท.\nจ.ส.อ.\nจ.อ.\nจ.อ.ร.\nจ.๑๘\nจก.ธน.\nจก.สน.\nช.ค.\nช.ค.บ.\nช.พ.ค.\nช.ส.\nช.ส.ค.\nฌ.ป.ค.\nฌ.ศ.ร.\nฌ.ส.อ.\nฐท.สห.\nด.ช.\nด.ญ.\nด.ต.\nด.ศ.ค.\nด.ศ.ร.\nดย.ทร.\nต.ก.\nต.ค.\nต.จ.\nต.จ.ว.\nต.ช.\nต.ต.\nต.บ.\nต.ม.\nต.ร.\nต.ศ.ร.\nต.ห.\nต.อ.\nต.อ.จ.\nตร.กม.\nตร.ซม.\nตร.ต.\nตร.ทล.\nตร.น.\nตร.ปม.\nตร.ภ.\nตร.ม.\nตร.รฟ.\nตร.ว.\nตร.ส.\nตร.สข.\nท.จ.\nท.จ.ว.\nท.ช.\nท.ญ.\nท.ด.\nท.ท.ท.\nท.ทบ.\nท.บ.\nท.พ.\nท.ม.\nท.ศ.\nทก.ด.\nทก.บ.\nทก.ม.\nทส.ปช.\nทส.รมว.กห.\nทุ.ส.นิ.ม.\nธ.ก.ส.\nธ.ค.\nธ.ญ\nธ.บ.\nน.ช.\nน.ญ.\nน.ด.\nน.ต.\nน.ท.\nน.น.\nน.บ.\nน.บ.ท.\nน.ป.ท.\nน.พ.\nน.ม.\nน.ร.\nน.ว.\nน.ศ.\nน.ส.\nน.ส.พ.\nน.ส.๓\nน.สพ.\nน.อ.\nนปพ.ภ.\nนศ.ด.\nนศ.บ.\nนศ.ม.\nบ.ก.\nบ.ข.ส.\nบ.ช.\nบ.ด.ท.\nบ.ตร.\nบ.ภ.\nบ.ม.\nบก.จร.\nบก.ตชด.\nบก.ตม.\nบก.ทล.\nบก.น.\nบก.ป.\nบก.ปค.\nบก.ปม.\nบก.ภ.เขต\nบก.รน.\nบก.รฟ.\nบก.ร้อย.ตชด.\nบก.ส.\nบกข.ป.\nบจพ.ป.\nบช.ก.\nบช.ด.\nบช.ตชด.\nบช.น.\nบช.บ.\nบช.ปส.\nบช.ภ.\nบช.ม.\nบชท.ป.\nบชน.ป.\nบชส.ป.\nบธ.ด.\nบธ.บ.\nบธ.ม.\nบนท.ป.\nบนอ.ป.\nบปช.ป.\nป.กท.\nป.กศ.\nป.กศ.สูง\nป.จ.\nป.จ.ว.\nป.ช.\nป.ธ.\nป.ป.\nป.ป.ก.\nป.ป.ช.\nป.ป.ป.\nป.ป.ร.\nป.ป.ส.\nป.พ.\nป.พ.พ.\nป.พย.\nป.ม.\nป.ม.ก.\nป.ม.ช.\nป.ม.ธ.\nป.ม.ศ.\nป.ม.อ.\nป.ร.ร.๔\nป.ร.ร.๕\nป.ร.ร.๖\nป.ล.\nป.ว.พ.\nป.วิ.อ.\nป.ส.ส.\nป.อ.\nป.อ.ร.ส.\nป.๑\nปม.วส.\nปอ.พ.\nผกก.ภ.\nผช.ผอ.\nผต.มท.\nผบ.ตร.\nผบ.ทบ.\nผบ.ทร.\nผบ.ทสส.\nผบ.ทอ.\nผบก.น.\nผบก.ป.\nผบก.ปค.\nผบก.ปม.\nผบก.ภ.\nผบช.ก.\nผบช.ตชด.\nผบช.น.\nผบช.ภ.\nผว.กทม.\nผอ.ปจ.\nพ.ก.ง.\nพ.กศ.\nพ.ข.ต.\nพ.ค.\nพ.ค.ช.\nพ.ค.ว.\nพ.ค.ศ.\nพ.จ.ต.\nพ.จ.ท.\nพ.จ.อ.\nพ.ช.\nพ.ช.ค.\nพ.ด.\nพ.ต.\nพ.ต.ต.\nพ.ต.ท.\nพ.ต.อ.\nพ.ต.อ.พิเศษ\nพ.ท.\nพ.บ.\nพ.ป.\nพ.ภ.ม.\nพ.ม.\nพ.ม.ช.\nพ.ย.\nพ.ร.ก.\nพ.ร.ฎ.\nพ.ร.ต.\nพ.ร.ธ.\nพ.ร.บ.\nพ.ศ.\nพ.ศ.บ.\nพ.ส.ร.\nพ.ส.ล.\nพ.อ.\nพ.อ.ต.\nพ.อ.ท.\nพ.อ.พิเศษ\nพ.อ.อ.\nพณ.ด.\nพณ.บ.\nพณ.ม.\nพธ.ด.\nพธ.บ.\nพธ.ม.\nพบ.ด.\nพบ.บ.\nพบ.ม.\nพย.ด.\nพย.บ.\nพย.ม.\nพล.จ.\nพล.ต.\nพล.ต.จ.\nพล.ต.ต.\nพล.ต.ท.\nพล.ต.อ.\nพล.ท.\nพล.ปตอ.\nพล.ม.\nพล.ม.๒\nพล.ร.จ.\nพล.ร.ต.\nพล.ร.ท.\nพล.ร.อ.\nพล.อ.\nพล.อ.จ.\nพล.อ.ต.\nพล.อ.ท.\nพล.อ.อ.\nพลา.ทร.\nพศ.ด.\nพศ.บ.\nพศ.ม.\nพอ.สว.\nภ.ง.ด.\nภ.ง.ด.๙\nภ.ด.\nภ.บ.\nภ.บ.ท.๕\nภ.ป.ร.\nภ.พ.\nภ.ม.\nภ.สถ.บ.\nม.ค.\nม.จ.\nม.ป.ท.\nม.ป.ป.\nม.ป.พ.\nม.ร.ว.\nม.ศ.\nม.อ.\nม.อ.ปัตตานี\nมิ.ย.\nมี.ค.\nยศ.ทบ.\nยศ.ทร.\nยศ.ทอ.\nร.ง.\nร.ด.\nร.ต.\nร.ต.ต.\nร.ต.ท.\nร.ต.อ.\nร.ท.\nร.น.\nร.บ.\nร.พ.\nร.ฟ.ล.\nร.ย.ล.\nร.ย.ส.ท.\nร.ล.\nร.ศ.\nร.ส.พ.\nร.อ.\nรป.ม.\nรร.จปร.\nรร.จอ.\nรร.ชท.\nรร.ตท.\nรร.นร.\nรร.นรต.\nรร.นอ.\nล.ญ.\nล.ว.\nลส.ชบ.\nว.ค.\nว.ฉ.\nว.ช.\nว.ด.ป.\nว.ป.ถ.\nวท.บ.\nศ.บ.\nศ.ป.ก.\nศ.ศ.ป.\nศฝร.ภ.\nศศ.บ.\nศษ.บ.\nศส.บ.\nส.ก.\nส.ก.ศ.ท.\nส.ค.\nส.ค.1\nส.ค.ร.\nส.ค.ส.\nส.ต.\nส.ต.ต.\nส.ต.ท.\nส.ต.อ.\nส.ท.\nส.ทร.\nส.ป.ช.\nส.ป.ส.ท.\nส.ป.อ.\nส.ร.\nส.ล.น.\nส.ว.\nส.ว.ท.\nส.ว.ส.ท.\nส.ส.\nส.ส.ท.\nส.ส.ร.\nส.ห.\nส.อ.\nสถ.บ.\nสนง.สสอ.\nสพ.ญ.\nสพ.บ.\nสว.จร.\nสว.ธร.\nสว.ส.\nสว.สป.\nสว.สส.\nสว.อก.\nสส.บ.\nสุ.จิ.ปุ.ลิ.\nห.ร.ม.\nอ.ก.ค.\nอ.ก.จ.\nอ.จ.\nอ.ช.พ.\nอ.ตร.\nอ.บ.\nอ.ส.ท.\nอ.ส.ม.ท.\nอ.ส.ย.\nอ.อ.ป.\nอส.รด.\nอุ.อา.ก.ส.\nฮ.จ.\nฮ.ท.\nฮ.ฝ.\nฮ.ล.\nฮ.ศ.\nเม.ย.\n\nกรีนิช\nกลันตัน\nกัลกัตตา\nกัวลาลัมเปอร์\nกัศมีร์\nกาฐมาณฑุ\nโกลกาตา\nควิเบก\nคอนเนตทิคัต\nคาบูล\nคุชราต\nคุนหมิง\nเคนตักกี\nเคนทักกี\nเคมบริดจ์\nแคชเมียร์\nแคนซัส\nแคนเบอร์รา\nแคโรไลนา\nแคลิฟอร์เนีย\nโคเปนเฮเกน\nโคลัมโบ\nโคโลราโด\nไครสต์เชิร์ช\nไคโร\nจาการ์ตา\nจำปาศักดิ์\nเจนไน\nเจนีวา\nเจ้อเจียง\nฉงชิ่ง\nเฉิงตู\nชานตง\nชิคาโก\nเชนไน\nเชอร์โนบิล\nซัปโปโร\nซานมารีโน\nซาบาห์\nซาราเยโว\nซาราวัก\nซิดนีย์\nซีอาน\nซีแอตเทิล\nซูริก\nซูริค\nเซเชลส์\nเซนได\nเซี่ยงไฮ้\nโซเฟีย\nโซล\nโซโลมอน\nไซ่ง่อน\nไซบีเรีย\nดัลลัส\nดาโคตา\nดานัง\nดีทรอยต์\nดูไบ\nเดนเวอร์\nเดลาแวร์\nเดียนเบียนฟู\nโดเวอร์\nโดฮา\nไดฟุกุ\nไดฟูกุ\nตรังกานู\nตริโปลี\nตูวาลู\nเตหะราน\nโตเกียว\nโตรอนโต\nทมิฬนาฑู\nทริโปลี\nทิเบต\nเทกซัส\nเท็กซัส\nเทนเนสซี\nเทลอาวีฟ\nแทสเมเนีย\nโทรอนโต\nไทเป\nธากา\nนางาซากิ\nนาริตะ\nนิวเจอร์ซีย์\nนิวเดลี\nนิวยอร์ก\nนิวยอร์ค\nนิวแฮมป์เชียร์\nเนบราสกา\nเนแบรสกา\nเนวาดา\nบรัสเซลส์\nบราซิเลีย\nบอมเบย์\nบอสตัน\nบังกาลอร์\nบังคาลอร์\nบูคาเรสต์\nบูดาเปสต์\nเบงกาซี\nเบนกาซี\nเบรุต\nเบลเกรด\nเบอร์ลิน\nแบกแดด\nปอยเปต\nปะลิส\nปะหัง\nปักกิ่ง\nปัญจาบ\nปัฏนา\nปารีส\nปีนัง\nเประ\nเปียงยาง\nพนมเปญ\nพระตะบอง\nพะโค\nพะสิม\nพาราณสี\nพิหารี\nเพนซิลวาเนีย\nเพนซิลเวเนีย\nฟรานซ์\nฟลอริดา\nฟิลาเดลเฟีย\nฟุกุชิมะ\nฟุกุชิมา\nฟุกุโอกะ\nฟูกูโอกะ\nแฟรงก์เฟิร์ต\nมอสโก\nมะนิลา\nมะละแหม่ง\nมัณฑะเลย์\nมัทราส\nมาดริด\nมิชิแกน\nมินนิโซตา\nมิยางิ\nมิลาน\nมิวนิก\nมิสซูรี\nมุมไบ\nเมน\nเมลเบิร์น\nเมาะตะมะ\nเมาะลำเลิง\nแมนจูเรีย\nแมนเชสเตอร์\nแมนฮัตตัน\nแมริแลนด์\nแมรีแลนด์\nแมสซาชูเซตส์\nยะไข่\nย่างกุ้ง\nยูทาห์\nยูนนาน\nเยรูซาเล็ม\nโยโกฮามา\nริยาด\nรีโอเดจาเนโร\nโรดไอแลนด์\nลอนดอน\nลอสแองเจลิส\nลาปาซ\nลาสเวกัส\nลิสบอน\nลุยเซียนา\nโลซาน\nโลซานน์\nวอชิงตัน\nวอร์ซอ\nวิสคอนซิน\nเวนิส\nเวลส์\nเวอร์จิเนีย\nเวอร์มอนต์\nเวียงจันทน์\nเวียนนา\nแวนคูเวอร์\nไวโอมิง\nสกอตแลนด์\nสก็อตแลนด์\nสตอกโฮล์ม\nสลังงอร์\nเสฉวน\nเสียมราฐ\nเสียมเรียบ\nหงสา\nหงสาวดี\nหนานไห่\nหลวงพระบาง\nหูเป่ย\nหูเป่ย์\nหูหนาน\nเหอเป่ย\nเหอเป่ย์\nเหอหนาน\nอชันตา\nอลาสกา\nอวันตี\nออริกอน\nออสโล\nอะแลสกา\nอัตตะปือ\nอัมมาน\nอัมสเตอร์ดัม\nอัสสัม\nอาบูดาบี\nอาร์คันซอ\nอินเดียนา\nอิบารากิ\nอิลลินอยส์\nอิสตันบูล\nอิสลามาบัด\nอุรุมชี\nอูลานบาตอร์\nเอดินบะระ\nเอเธนส์\nแอตแลนตา\nแอริโซนา\nแอลเจียร์\nโอคลาโฮมา\nโอค็อตสค์\nโอกินาวา\nโอซากา\nโอริสสา\nโอเรกอน\nโอไฮโอ\nไอดาโฮ\nไอโอวา\nฮอนโนลูลู\nฮานอย\nฮาเนดะ\nฮาราเร\nฮาวาย\nฮิโรชิมา\nฮุสตัน\nเฮลซิงกิ\n\nมกรา\nกุมภา\nมีนา\nเมษา\nพฤษภา\nมิถุนา\nกรกฎา\nสิงหา\nกันยา\nตุลา\nพฤศจิกา\nธันวา\nเอ\nบี\nซี\nดี\nอี\nเอฟ\nจี\nเอช\nไอ\nเจ\nเค\nแอล\nเอ็ม\nเอ็น\nโอ\nพี\nคิว\nอาร์\nเอส\nที\nยู\nวี\nดับเบิล\nดับบลิว\nเอ็กซ์\nเอ๊กซ์\nวาย\nแซด\nแอลฟา\nแอลฟ่า\nเบตา\nเบต้า\nแกมมา\nแกมม่า\nเดลตา\nเดลต้า\nโอเมกา\nโอเมก้า\nเมกะ\nกิกะ\nนาโน\nไมโคร\n\nกรรมาชน\nกรอบรูป\nกระดี๊กระด๊า\nกระบับ\nกราวนด์\nกรีน\nกรุ๊ป\nกฤษณ์\nกลาส\nก๊วน\nกษัตริยา\nกษัตริยาธิราช\nก่อนหน้า\nกะบับ\nกับดัก\nกัมมันตะ\nก๊าก\nก๋ากั่น\nกาญจน์\nกาญจนาภิเษก\nกามิกาเซ่\nการันตี\nกาหลิบ\nกิฟท์\nกิมจิ\nกีวี\nกึ๊ก\nกึ๋ย\nกุนซือ\nกุมภาพันธ์\nกู๋\nเกจิ\nเกมส์\nเกย์\nเกรด\nเกรย์\nเกสต์เฮาส์\nเก๊ะ\nเก๋ากี้\nเกิร์ล\nแกงค์\nแกรนด์\nแกสโซฮอล์\nแก๊สโซฮอล์\nโกเต็กซ์\nโกลด์\nโกะ\nโก๊ะ\nไกด์\nขั้นตอน\nเขวี้ยง\nคณาญาติ\nครัวซอง\nครัวซองต์\nคร่ำครวญ\nครีเอทีฟ\nครูเสด\nคลับ\nคลาสสิก\nคลิตอริส\nคลิป\nความหมาย\nควิก\nควีน\nคองเกรส\nคอนซูเมอร์\nคอนเซปต์\nคอนเซ็ปต์\nคอนโด\nคอนโดมิเนียม\nคอนเทนเนอร์\nคอนแทค\nคอนแท็ค\nคอนโทรล\nคอนเฟิร์ม\nคอปเตอร์\nคอมพ์\nคอมเพล็กซ์\nคอมมอนส์\nคอมเมนท์\nคอมเมนต์\nคอร์ป\nคอร์ปอเรชั่น\nคอร์รัปชัน\nคอร์รัปชั่น\nคอรัปชัน\nคอรัปชั่น\nคอร์ส\nคอลเล็กชั่น\nคอลัมน์\nคอลัมนิสต์\nคัตเอาต์\nคันคาก\nคันถธุระ\nคันธาระ\nคันยิ\nคัสตาร์ด\nคาราโอเกะ\nคีตกวี\nคีตปฏิภาณ\nคีตราชัน\nคาปูชิโน\nคามิคาเซ่\nคาเฟ่\nคาร์\nคาร์โก้\nคาราเมล\nคาแรกเตอร์\nคาแร็กเตอร์\nคาแรคเตอร์\nคาแร็คเตอร์\nคาวบอย\nคาสิโน\nคิกขุ\nคิวบิก\nคูลเลอร์\nเคบับ\nเครป\nเคลม\nเคลียร์\nเคลื่อนย้าย\nเคส\nเคอร์ฟิว\nแคชเชียร์\nแคทวอล์ค\nแคนดิเดต\nแคนตาลูป\nแคนยอน\nแคนู\nแคป\nแคมป์\nแคมปัส\nแคมเปญ\nแคร์\nแครกเกอร์\nแคร็กเกอร์\nแครอท\nแคสต์\nแคสติง\nแคสติ้ง\nโค้ก\nโค้ช\nโคโยตี\nโคโยตี้\nโครนา\nโคอะล่า\nโคอาลา\nโคอาล่า\nไคลแมกซ์\nไคลแม็กซ์\nงั้น\nง่าว\nงี้\nเง็ง\nโง่เขลา\nไง\nจตุคาม\nจ๊อกกี้\nจอหงวน\nจังโก้\nจัมโบ้\nจ๊าบ\nจารกรรม\nจารชน\nจิ๊ก\nจิ๊กโก๋\nจิ๊กซอว์\nจิตพิสัย\nจิตเภท\nจีดีพี\nจึ๊ก\nจุ๊ย\nจูน\nจูเนียร์\nเจ๊\nเจได\nเจ็ต\nเจล\nเจ๊าะแจ๊ะ\nเจี๊ยว\nแจ็กเก็ต\nแจ๊กเก็ต\nแจ็กพอต\nแจ็กพ็อต\nแจ๊กพอต\nแจ๊กพ็อต\nแจม\nแจ๊ส\nโจ๋\nฉลุย\nเฉิ่ม\nชนะเลิศ\nช็อค\nช็อต\nช็อป\nช็อปปิ้ง\nช็อปเปอร์\nชะโนด\nชัตเตอร์\nชัวร์\nชาร์จ\nชาร์ต\nชาร์ป\nชินบัญชร\nชิฟฟอน\nชีส\nชีอะห์\nเช็ก\nเช็งเม้ง\nเชฟ\nเชลียร์\nเชอร์รี่\nแชเชือน\nแช่แข็ง\nแชมป์\nแชมปิยอง\nแชมเปญ\nแชมเปี้ยน\nแชมพู\nโชว์รูม\nโชห่วย\nใช้งาน\nไชน่า\nซ้อ\nซอมบี้\nซะ\nซังเต\nซันตาคลอส\nซัพพลาย\nซัพพลายเออร์\nซัมเมอร์\nซากุระ\nซาดิสต์\nซาดิสม์\nซาตาน\nซานตาคลอส\nซาฟารี\nซาบะ\nซามูไร\nซาร์\nซาร์ดีน\nซาเล้ง\nซิง\nซิ่ง\nซิงเกิล\nซิตี\nซิตี้\nซินโดรม\nซิม\nซิ้ม\nซิมโฟนี\nซิมโฟนี่\nซิลเวอร์\nซี้\nซี้ซั้ว\nซีดาน\nซีน\nซีนีเพล็กซ์\nซีเนียร์\nซีร็อกซ์\nซีรีส์\nซีเรียส\nซีอีโอ\nซื่อบื้อ\nซุนหนี่\nซุปเปอร์\nซูชิ\nซูเปอร์\nซูม\nซูโม่\nซูเอี๋ย\nซูฮก\nเซ็กซ์\nเซ็กซี่\nเซ็กส์\nเซนเซอร์\nเซ็นเซอร์\nเซนเตอร์\nเซ็นเตอร์\nเซ็นทรัล\nเซนส์\nเซ่นไหว้\nเซฟตี้\nเซรามิก\nเซลส์\nเซลส์แมน\nเซอร์\nเซอร์ไพรส์\nเซอร์วิส\nเซาท์\nเซี้ยว\nแซ็ก\nแซกโซโฟน\nแซ็กโซโฟน\nแซนด์วิช\nแซมบ้า\nแซลมอน\nแซว\nโซเชียล\nโซน\nโซนี่\nโซลาร์\nโซโล\nโซโล่\nญาณทัสสนะ\nดยุก\nดยุค\nดร็อป\nดรัมเมเยอร์\nดรามา\nดราม่า\nดอกเตอร์\nด็อกเตอร์\nดัมพ์\nดั๊มพ์\nดาวน์\nดิกชันนารี\nดิสเครดิต\nดีกรี\nดีเจ\nดีไซน์\nดีไซน์เนอร์\nดีไซเนอร์\nดีเบต\nดีพาร์ตเมนต์\nดีพาร์ตเมนท์\nดีพาร์ทเมนต์\nดีพาร์ทเมนท์\nดีมานด์\nดีล\nดีลเลอร์\nดีเลย์\nเดชานุภาพ\nเดบิต\nเดโม\nเดย์\nเด้อ\nเดอะ\nเด๊ะ\nเดี้ยง\nเดี๊ยะ\nแดนซ์\nแดนเซอร์\nแดรี่\nโดนัท\nโดมิโน\nโดรายากิ\nไดเอ็ต\nตถตา\nตนเอง\nตรวจทาน\nตรวจสอบ\nตอกย้ำ\nต๊อง\nต่อยอด\nต่อรอง\nตะหงิด\nตังค์\nตันเถียน\nตัวตน\nตัวเอง\nตาปรือ\nต้าอ่วย\nติงต๊อง\nติ๋ม\nติ่มซำ\nติว\nติวเตอร์\nตี๋\nตื้บ\nตุ๊ก\nตุ๊กตุ๊ก\nตุ๊ด\nตุ๋ย\nตู้เซฟ\nเต๊ะ\nเตี๊ยม\nแตงกวา\nแตงโม\nแต๋ว\nโต๋เต๋\nโต๊ะจีน\nไตรมาส\nถ่ายทำ\nถูกต้อง\nทงคัตสึ\nทริป\nทรู\nทอม\nท็อป\nทอร์นาโด\nทอล์ค\nทักซิโด\nทันตกรรม\nทันตแพทยศาสตร์\nทับซ้อน\nทัวร์\nทัวร์นาเมนต์\nทัวร์นาเมนท์\nทัวริสต์\nทาเลนต์\nทาวน์\nทาวน์เฮาส์\nทำงาน\nทิป\nทิพยสมบัติ\nทิวลิป\nทีรามิสุ\nทีวี\nทูน่า\nเท็กซ์\nเทค\nเทคโน\nเทคโนแครต\nเทควันโด\nเทป\nเทรด\nเทรนด์\nเทรนเนอร์\nเทรลเลอร์\nเทรลเล่อร์\nเทเลกราฟ\nเทวบัญชา\nเทวบุตร\nเทวา\nเทวาธิราช\nเทโวโรหนะ\nเทอร์โบ\nเที่ยงคืน\nเที่ยงวัน\nเทียมทาน\nแทกติค\nแทคติค\nแทงกั๊ก\nแทงโก้\nโทมาฮอก\nโทมาฮอว์ก\nโทมาฮอว์ค\nโทร\nโทรโข่ง\nไทม์\nไทยแลนด์\nไทเฮา\nธรรมา\nธรรมาภิบาล\nธัมโม\nธีม\nธุรกรรม\nธุหร่ำ\nเธค\nนพมาศ\nนรีแพทย์\nน็อก\nน็อค\nน้องใหม่\nนอมินี\nนอร์ท\nน่ะ\nนางแบบ\nนาฏยศาลา\nนายแบบ\nนายพราน\nนินจา\nนิรันดร์\nนิว\nนิวส์\nนู้ด\nเนอะ\nเนิร์สเซอรี\nเนิร์สเซอรี่\nเนี้ยบ\nโนติส\nไนท์\nไนน์\nบรรพชน\nบร็อกโคลี\nบร็อคโคลี\nบรา\nบริกร\nบริวเวอรี่ส์\nบลอนด์\nบลูเบอร์รี\nบลูเบอร์รี่\nบ๊วย\nบอกซ์\nบ็อกซ์\nบ๊อกซ์\nบอดี้\nบอนด์\nบ๊อบ\nบอมบ์\nบ๋อย\nบอยคอต\nบอยคอตต์\nบอร์ด\nบังเกอร์\nบัตเตอร์\nบัลลาสต์\nบัส\nบาบูน\nบาร์บีคิว\nบาร์บี้\nบาลานซ์\nบิ๊ก\nบิล\nบึม\nบึ้ม\nบุญคุณ\nบุ๋น\nบุปผา\nบู๊\nบูชิโด\nบูติก\nบูติค\nบูม\nเบเกอรี่\nเบญจมบพิตร\nเบตาดีน\nเบนโตะ\nเบนโล\nเบบี้\nเบลอ\nเบอร์เกอร์\nเบอร์รี\nเบิร์ด\nเบิร์น\nแบ็กโฮ\nแบคโฮ\nแบด\nแบต\nแบนเนอร์\nแบรนด์\nแบล็ก\nแบล็ค\nไบโอ\nโบกี้\nโบตั๋น\nโบ้ย\nโบรกเกอร์\nโบรชัวร์\nโบว์\nโบว์ลิ่ง\nไบเบิล\nปฏิสัมพันธ์\nป๊อก\nปอดแหก\nป๊อป\nป๋อหลอ\nปักขคณนา\nปัจเจกชน\nปัจฉิมนิเทศ\nป๊า\nป๋า\nป่าไม้\nปาร์ตี้\nปาสกาล\nปาสคาล\nปาสเตอร์\nปิกอัพ\nปิ๊ง\nปิโตรเคมี\nปิยมิตร\nปึ้ก\nปูอัด\nเปโซ\nเป็นไง\nเปปเปอร์มินต์\nเปเปอร์\nเปราะบาง\nเป๊ะ\nเป่ายิงฉุบ\nเป่ายิ้งฉุบ\nเปียโน\nแป้ก\nแป๋ว\nแป๊ะเจี๊ยะ\nโปร\nโปรเจกต์\nโปรเจ็กต์\nโปรเจกเตอร์\nโปรเจ็กเตอร์\nโปรเจคท์\nโปรเจ็คท์\nโปรดักชั่น\nโปรดิวเซอร์\nโปรโมชั่น\nโปรโมต\nโปรโมเตอร์\nโปรโมท\nโปลิศ\nโปสเตอร์\nผลไม้\nผลักดัน\nผ้าห่ม\nผิดพลาด\nผู้นำ\nแผดเผา\nเฝอ\nพงษ์\nพริตตี้\nพรีเซนต์\nพรีเซ็นเตอร์\nพรีเมียม\nพรีเมียร์\nพฤหัส\nพล็อต\nพลาซ่า\nพลานุภาพ\nพ่อค้า\nพอเพียง\nพะเรอ\nพันธกิจ\nพันธุวิศวกรรม\nพาร์\nพาร์ตเนอร์\nพาร์ทเนอร์\nพาวเวอร์\nพาสเจอร์ไรส์\nพาสตา\nพาสต้า\nพาสปอร์ต\nพาเหรด\nพิซซ่า\nพีเรียด\nพุดดิ้ง\nพุทธภูมิ\nพุทธศตวรรษ\nพุทโธ\nพูล\nเพทนาการ\nเพนกวิน\nเพนตากอน\nเพรส\nเพรียวบาง\nเพลซ\nเพลท\nเพลย์บอย\nเพียบแปร้\nเพียว\nเพาเวอร์\nแพกเกจ\nแพ็ค\nแพตเทิร์น\nแพทเทิร์น\nแพทยสภา\nแพนงเชิญ\nแพนดา\nแพนด้า\nแพลน\nโพลล์\nโพลารอยด์\nโพสต์\nไพลิน\nฟยอร์ด\nฟรังก์\nฟรุต\nฟลอร์\nฟลุก\nฟลุค\nฟลุต\nฟลุท\nฟอยล์\nฟอร์ม\nฟันด์\nฟาวล์\nฟาสต์ฟู้ด\nฟินิกซ์\nฟิวเจอร์\nฟีด\nฟีเวอร์\nฟุตบาท\nเฟรช\nเฟรชชี่\nเฟรม\nเฟมินิสต์\nเฟส\nเฟอร์นิเจอร์\nเฟอร์รี่\nเฟิร์ม\nเฟี้ยวฟ้าว\nแฟกซ์\nแฟ็กซ์\nแฟนซี\nแฟนตาซี\nแฟ้บ\nแฟร์\nแฟรนไชส์\nแฟรี\nแฟรี่\nแฟลช\nแฟล็ต\nโฟน\nโฟม\nโฟล์ค\nไฟต์\nไฟแนนซ์\nไฟลต์\nไฟลท์\nภควัทคีตา\nภควัมบดี\nภควัมปติ\nภคันทลาพาธ\nภววิสัย\nภารตะ\nภูมิทัศน์\nม้ง\nมวลชน\nมยุราภิรมย์\nมลภาวะ\nมหภาค\nมหาอุปราชา\nมอคคา\nมอคค่า\nมอนสเตอร์\nม็อบ\nมอบตัว\nมอยส์เจอไรเซอร์\nมอลล์\nมะกัน\nมั้ง\nมัฟฟิน\nมั้ย\nม้านั่ง\nมาเฟีย\nมาม่า\nมายองเนส\nมายาคติ\nมาร์ก\nมาร์เก็ต\nมาร์เก็ตติ้ง\nมาร์ค\nมาร์จิน\nมาร์ช\nมาร์ต\nมาร์ท\nมาราธอน\nม้าหินอ่อน\nมินต์\nมินท์\nมินิ\nมิลค์\nมิวสิค\nมิสซัง\nมิสไซล์\nมิสเตอร์\nมือถือ\nมุมมอง\nเมคอัพ\nเมจิก\nเมจิค\nเมทัล\nเมเปิล\nเมาท์\nเมี่ยงคำ\nแมกกาซีน\nแม็กกาซีน\nแมคเคอเรล\nแม่ค้า\nแมชชีน\nแมชีน\nแมนชั่น\nแมมบ้า\nแมมโบ้\nโมจิ\nโมเดล\nโมเดิร์น\nโมเต็ล\nโมโนเรล\nโมหจริต\nไมค์\nไมเกรน\nยนตรกรรม\nยอมรับ\nยะเยือก\nยังไง\nยากูซ่า\nยาวี\nยิม\nยิว\nยุวทูต\nยูโทเปีย\nยูโร\nยูวี\nเยน\nเยลลี่\nเย้ว\nเยอบีรา\nเยอบีร่า\nเยอร์บีรา\nเยอร์บีร่า\nแยมโรล\nโยเกิร์ต\nโยโย่\nรวมมิตร\nร็อค\nร็อคเก็ต\nรองรับ\nรอมฎอน\nรอยัลตี้\nระโงก\nรันเวย์\nรัม\nรากหญ้า\nราชบัณฑิตยสถาน\nราชานุญาต\nราชานุสาวรีย์\nรามเทพ\nรามาธิบดี\nรามายณะ\nราเม็ง\nราเมน\nรายชื่อ\nราสเบอร์รี\nริกเตอร์\nริคเตอร์\nรีไซเคิล\nรีดไถ\nรีทัช\nรีเทิร์น\nรีไทร์\nรีแบรนด์\nรีพอร์ท\nรีโมต\nรีโมท\nรีวิว\nรีสอร์ต\nรีสอร์ท\nรีเสิร์ช\nรุมบ้า\nรุสโซ\nรูบิก\nรูบิค\nเรซิน\nเรซิ่น\nเรดิโอ\nเรต\nเรตติ้ง\nแรงใจ\nแรงดูด\nแรงผลัก\nแรลลี\nแรลลี่\nโรดแมป\nโรเนียว\nโรแมนติก\nโรแมนติค\nโรล\nโรลออน\nไรเฟิล\nล็อกเกอร์\nลอจิสติกส์\nล็อต\nล็อบบี้\nลอร์ด\nล้มเหลว\nละติน\nละอ่อน\nลาซานญ่า\nลาติน\nลาเต้\nลานีญา\nลามะ\nลิมิต\nลิมูซีน\nลิสต์\nลีก\nลีด\nลีดเดอร์\nลีเมอร์\nลีลาวดี\nลุค\nลูกชาย\nลูกสาว\nเลกเชอร์\nเลคเชอร์\nเลดี้\nเลสเบี้ยน\nเลิฟ\nแลนด์\nแล็บ\nโลโก้\nโลชั่น\nไลท์\nไลน์\nไลฟ์\nวนาราม\nวราราม\nวโรกาส\nว้อดก้า\nวอเตอร์\nวอฟเฟิล\nว้อย\nวอร์ม\nวอร์มอัพ\nวอร์รูม\nวอล์ก\nวอล์ค\nวอลซ์\nวอลนัต\nวอลนัท\nวอลล์\nว่ะ\nวันเวย์\nวัสสา\nวาซาบิ\nวาทกรรม\nวาทะ\nวานิลลา\nวานิลา\nวาฟเฟิล\nวาริชศาสตร์\nว้าว\nวัคค์\nวัจนะ\nวาไรตี้\nวิก\nวิดีโอ\nวิทย์\nวิน\nวิป\nวิปปิ้ง\nวิภัชภาค\nวิว\nวิลล์\nวิลเลจ\nวีเจ\nวีซ่า\nวีดิทัศน์\nวีน\nวีไอพี\nวืด\nเวณิกา\nเวเฟอร์\nเวสต์\nเวอร์\nเวิร์ก\nเวิร์กช็อป\nเวิร์ค\nเวิร์ลด์\nเวิลด์\nแวมไพร์\nไวกิ้ง\nไวเบรเตอร์\nไวอะกร้า\nไวอากร้า\nศากยบุตร\nศิรินทร์\nศิลปวัฒนธรรม\nศิลปากร\nศิวิไลซ์\nศึกษาศาสตร์\nสกรัม\nสกาย\nสกู๊ป\nสเกตช์\nสเก็ตช์\nสคริปต์\nสแควร์\nสงบสุข\nสจ๊วต\nสตรอเบอร์รี\nสตรอเบอรี\nสตรอว์เบอร์รี\nสตริง\nสต็อก\nสต๊อก\nสต็อค\nสต๊อค\nสตอรี\nสตาร์\nสตาร์ท\nสติกเกอร์\nสติ๊กเกอร์\nสตีล\nสตูดิโอ\nสเตชัน\nสเตชั่น\nสเตเดียม\nสเตนเลส\nสเต็ป\nสเตย์\nสเตริโอ\nสเตอริโอ\nสแตนดาร์ด\nสแตนเลส\nสโตน\nสโตร์\nสไตรค์\nสไตล์\nสถาปัตย์\nสไนเปอร์\nสปอต\nสป็อต\nสปอนเซอร์\nสปอร์ต\nสปา\nสปาย\nสปิริต\nสเปก\nสเปค\nสไปเดอร์\nสมณพราหมณ์\nสมาพันธ์\nสมิติเวช\nสโรชา\nสลัม\nสแล็ก\nสโลแกน\nสโลว์\nสไลด์\nสวีท\nสหรัฐ\nสหัชญาณ\nสหัสวรรษ\nสะกอม\nสะเด่า\nสะบึม\nสะบึมส์\nสะออน\nสังโฆ\nสะโหลสะเหล\nสันทนาการ\nสัมนา\nสามช่า\nสามแยก\nสารขัณฑ์\nสี่แยก\nสึนามิ\nสุนทรีย์\nสุริยยาตร\nสุริยยาตร์\nสุหนี่\nเสกสรรค์\nเสพติด\nเสือโคร่ง\nหงวน\nหน่อมแน้ม\nหมวย\nหมั่นโถว\nหม่านโถว\nหมายปอง\nหมิง\nหยวน\nหลวงตา\nหลวงปู่\nหลวงพี่\nหล่อฮังก้วย\nหลินจือ\nห่วย\nเห็นด้วย\nเหมย\nเห่ย\nเหี่ยวย่น\nแหม็บ\nแหวว\nโหงว\nโหงวเฮ้ง\nโหลน\nโหลยโท่ย\nไหง\nไหร่\nอพาร์ตเมนต์\nอพาร์ตเมนท์\nอพาร์ทเมนต์\nอพาร์ทเมนท์\nอมาตยาธิปไตย\nอยุติธรรม\nอริยสงฆ์\nอ่วม\nอวอร์ด\nออกแบบ\nออดิชั่น\nออดิทอเรียม\nออเดอร์\nออโต้\nออทิสติก\nอ่อนด้อย\nออฟ\nออยล์\nออร์แกน\nออร์แกนิก\nออร์แกนิค\nออร์เดอร์\nออรัล\nออสซี่\nอะ\nอัตลักษณ์\nอัตวิสัย\nอันเดอร์\nอันตรกิริยา\nอัลตรา\nอัลไซเมอร์\nอัลบัม\nอัลบั้ม\nอัลมอนด์\nอาข่า\nอาโนเนะ\nอาฟเตอร์\nอาร์ติสต์\nอาร์พีจี\nอาว์\nอาสวะ\nอิกัวนา\nอินดอร์\nอินดัสตรีส์\nอินเตอร์\nอิ่มแปร้\nอิมพีเรียล\nอิเล็กทริก\nอิเล็กทริค\nอิเลียด\nอิสรชน\nอิเหนา\nอิออน\nอีแต๋น\nอีโรติก\nอีเวนท์\nอีสต์\nอีสเตอร์\nอึ๊บ\nอึ้ม\nอึ๋ม\nอึมครึม\nอุด้ง\nอุตสาหการ\nอุเทน\nอุปการคุณ\nอุปทาน\nอุปนายก\nอุปนายิกา\nอุปสงค์\nอุปัทวเหตุ\nอุรังคธาตุ\nอูคูเลเล่\nอู้ฟู่\nเอ๋\nเอ็กซ์โป\nเอ็กซ์เพรส\nเอ็กโซเซต์\nเอ็กโซเซ่ต์\nเอเซีย\nเอ็นจีโอ\nเอ็นเตอร์เทน\nเอนทรานซ์\nเอ็นทรานซ์\nเอฟเฟ็กต์\nเอเยนต์\nเอลนีโญ\nเอสเปรสโซ\nเอสเพรสโซ\nเอ๋อ\nเอาต์\nเอาท์\nเอาท์ดอร์\nเอ๊าะ\nแอ็กชั่น\nแอ็คชั่น\nแอคทีฟ\nแอดมิชชั่น\nแอดมิสชัน\nแอนด์\nแอ๊บแบ๊ว\nแอปเปิล\nแอปเปิ้ล\nแอปพริคอท\nแอพพริคอท\nแอพริคอต\nแอร์\nแอโรบิก\nแอโรบิค\nแอลมอนด์\nแอสเตอร์\nโอเค\nโอเปอเรเตอร์\nโอเปร่า\nโอเพ่น\nโอ้ย\nโอยัวะ\nโอรสาธิราช\nโอเลี้ยง\nโอวัลติน\nโอเวอร์\nไอซ์\nไอซียู\nไอดอล\nไอเดีย\nไอติม\nฮวงจุ้ย\nฮ่องเต้\nฮองเฮา\nฮอต\nฮ็อต\nฮอตดอก\nฮ็อตด็อก\nฮันนีมูน\nฮัม\nฮัลโลวีน\nฮัลโหล\nฮากกา\nฮาร์ด\nฮาราคีรี\nฮาลาล\nฮาโลวีน\nฮิ\nฮิต\nฮิบรู\nฮิปโป\nฮิปฮอป\nฮีโร่\nฮูลาฮูป\nฮูล่าฮูป\nเฮฟวี\nเฮฟวี่\nเฮอร์ริเคน\nเฮีย\nแฮนด์\nแฮปปี้\nแฮมเบอร์เกอร์\nโฮป\nโฮม\nโฮลดิงส์\nโฮลวีต\nโฮสเตส\nไฮกุ\nไฮแจ็ค\nไฮโซ\nไฮเทค\nไฮบริด\nไฮเปอร์\nไฮไลต์\nไฮไลท์\nไฮเวย์\nไฮสคูล\nไฮเอนด์\n\nกรีซ\nกัมพูชา\nกัวเตมาลา\nกาตาร์\nกานา\nกาบอง\nกายอานา\nกินี\nเกรนาดีนส์\nเกรเนดา\nเกาหลี\nแกมเบีย\nโกตดิวัวร์\nคองโก\nคอโมโรส\nคอสตาริกา\nคาซัคสถาน\nคิตส์\nคิริบาตี\nคิริบาส\nคิวบา\nคีร์กีซสถาน\nคูเวต\nเคนยา\nเคปเวิร์ด\nเคย์แมน\nแคนาดา\nแคเมอรูน\nโครเอเชีย\nโคลอมเบีย\nจอร์เจีย\nจอร์แดน\nจาเมกา\nจิบูตี\nจีน\nชาด\nชิลี\nเช็ก\nซามัว\nซาอุ\nซิมบับเว\nซีเรีย\nซูดาน\nซูรินาเม\nเซนต์\nเซเนกัล\nเซอร์เบีย\nเซาตูเม\nเซียร์รา\nแซมเบีย\nโซมาเลีย\nโซเวียต\nไซปรัส\nญี่ปุ่น\nดารุสซาลาม\nเดนมาร์ก\nโดมินิกัน\nโดมินิกา\nตรินิแดด\nตองกา\nติมอร์\nตุรกี\nตูนิเซีย\nเติร์กเมนิสถาน\nโตโก\nโตเบโก\nไต้หวัน\nทาจิกิสถาน\nแทนซาเนีย\nนอร์เวย์\nนามิเบีย\nนาอูรู\nนิการากัว\nนิวซีแลนด์\nเนเธอร์แลนด์\nเนปาล\nเนวิส\nไนจีเรีย\nไนเจอร์\nบราซิล\nบริติช\nบริเตน\nบรูไน\nบอตสวานา\nบอสเนีย\nบังกลาเทศ\nบังคลาเทศ\nบัลแกเรีย\nบาร์บูดา\nบาร์เบโดส\nบาห์เรน\nบาฮามาส\nบิสเซา\nบุรุนดี\nบูร์กินาฟาโซ\nเบนิน\nเบลเยียม\nเบลารุส\nเบลีซ\nเบอร์มิวดา\nโบลิเวีย\nปรินซิปี\nปากีสถาน\nปานามา\nปาปัวนิวกินี\nปารากวัย\nปาเลสไตน์\nปาเลา\nเปรู\nเปอร์เซีย\nเปอร์โตริโก\nโปรตุเกส\nโปแลนด์\nฝรั่งเศส\nพม่า\nฟิจิ\nฟินแลนด์\nฟิลิปปินส์\nเฟรนช์\nภูฏาน\nภูฐาน\nมองโกเลีย\nมอนเตเนโกร\nมอนแทนา\nมอริเชียส\nมอริเตเนีย\nมอลโดวา\nมอลตา\nมัลดีฟส์\nมาเก๊า\nมาซิโดเนีย\nมาดากัสการ์\nมาร์แชลล์\nมาลาวี\nมาลี\nมาเลเซีย\nเม็กซิโก\nเมียนมาร์\nโมซัมบิก\nโมนาโก\nโมนาโค\nโมร็อกโก\nไมโครนีเซีย\nยูกันดา\nยูโกสลาเวีย\nยูเครน\nเยเมน\nเยอรมนี\nรวันดา\nรัสเซีย\nโรมาเนีย\nลักเซมเบิร์ก\nลัตเวีย\nลาว\nลิกเตนสไตน์\nลิทัวเนีย\nลิเบีย\nลีโอน\nลูเซีย\nเลโซโท\nเลบานอน\nเลสเต\nไลบีเรีย\nวาติกัน\nวานูอาตู\nวินเซนต์\nเวเนซุเอลา\nเวียดนาม\nศรีลังกา\nสเปน\nสโลวะเกีย\nสโลวัก\nสโลวีเนีย\nสวาซิแลนด์\nสวิตเซอร์แลนด์\nสวีเดน\nสหรัฐ\nสหราชอาณาจักร\nสิกขิม\nสิงคโปร์\nอเมริกา\nออสเตรเลีย\nออสเตรีย\nอันดอร์รา\nอัฟกานิสถาน\nอาเซอร์ไบจาน\nอาร์เจนตินา\nอาร์เมเนีย\nอาระเบีย\nอิเควทอเรียล\nอิตาลี\nอินเดีย\nอินโดนีเซีย\nอิรัก\nอิสราเอล\nอิหร่าน\nอียิปต์\nอุซเบกิสถาน\nอุรุกวัย\nเอกวาดอร์\nเอธิโอเปีย\nเอมิเรตส์\nเอริเทรีย\nเอลซัลวาดอร์\nเอสโตเนีย\nแองโกลา\nแอนติกา\nแอลจีเรีย\nแอลเบเนีย\nโอมาน\nไอซ์แลนด์\nไอร์แลนด์\nฮ่องกง\nฮอนดูรัส\nฮังการี\nเฮติ\nเฮอร์เซโกวีนา\n\nกระบี่\nกรุงเทพ\nกาญจนบุรี\nกาฬสินธุ์\nกำแพงเพชร\nขอนแก่น\nจันทบุรี\nฉะเชิงเทรา\nชลบุรี\nชัยนาท\nชัยภูมิ\nชุมพร\nเชียงราย\nเชียงใหม่\nตรัง\nตราด\nตาก\nนครนายก\nนครปฐม\nนครพนม\nนครราชสีมา\nนครศรีธรรมราช\nนครสวรรค์\nนนทบุรี\nนราธิวาส\nน่าน\nบึงกาฬ\nบุรีรัมย์\nปทุมธานี\nประจวบคีรีขันธ์\nปราจีนบุรี\nปัตตานี\nพะเยา\nพังงา\nพัทลุง\nพิจิตร\nพิษณุโลก\nเพชรบุรี\nเพชรบูรณ์\nแพร่\nภูเก็ต\nมหาสารคาม\nมุกดาหาร\nแม่ฮ่องสอน\nยโสธร\nยะลา\nร้อยเอ็ด\nระนอง\nระยอง\nราชบุรี\nลพบุรี\nลำปาง\nลำพูน\nเลย\nศรีสะเกษ\nสกลนคร\nสงขลา\nสตูล\nสมุทรปราการ\nสมุทรสงคราม\nสมุทรสาคร\nสระแก้ว\nสระบุรี\nสิงห์บุรี\nสุโขทัย\nสุพรรณบุรี\nสุราษฎร์\nสุราษฎร์ธานี\nสุรินทร์\nหนองคาย\nหนองบัวลำภู\nอยุธยา\nอ่างทอง\nอำนาจเจริญ\nอุดรธานี\nอุตรดิตถ์\nอุทัยธานี\nอุบลราชธานี\nกันทรลักษ์\nจตุจักร\nไชยา\nซีคอน\nดอนเมือง\nถลาง\nไทรโยค\nธนบุรี\nธัญบุรี\nบางกอก\nบางปะกง\nบางระจัน\nปะทิว\nปาย\nพญาไท\nพัฒน์พงษ์\nพัทยา\nพารากอน\nภูมิซรอล\nรัตนาธิเบศร์\nรังสิต\nลันตา\nลาดพร้าว\nวโรรส\nวิภาวดี\nสตึก\nสมุย\nสัตหีบ\nสิมิลัน\nสุขุมวิท\nสุไหง\nเสลภูมิ\nอังรีดูนังต์\nอ่างขาง\nอินทนนท์\nเอ็มโพเรียม\n\nคิวชู\nแคริบเบียน\nแคสเปียน\nดานูบ\nตะนาวศรี\nนอร์วีเจียน\nนิโคบาร์\nเนรัญชรา\nไนล์\nบอร์เนียว\nบอลติก\nเบงกอล\nปิง\nแปซิฟิก\nมะละกา\nมินดาเนา\nมิสซิสซิปปี\nเมดิเตอร์เรเนียน\nเมโสโปเตเมีย\nยมุนา\nยุโรป\nยูเรเชีย\nยูเรเซีย\nแยงซี\nแยงซีเกียง\nสแกนดิเนเวีย\nสะโตง\nสาละวิน\nสุมาตรา\nสุเอซ\nอะเมซอน\nอันดามัน\nอัลไต\nอาร์กติก\nอาหรับ\nอินโดจีน\nอิรวดี\nอิระวดี\nอีเจียน\nอุษาคเณย์\nอูราล\nเอเชีย\nเอเดรียติก\nเอเวอเรสต์\nแอตแลนติก\nแอนตาร์กติก\nแอนตาร์กติกา\nแอฟริกา\nโอลิมปัส\nไอโอเนียน\nฮวงโห\nฮอกไกโด\nฮอนชู\n\nกบิลพัสดุ์\nกุสินารา\nโกลิยะ\nโกสัมพี\nโคตรบอง\nโคตรบูรณ์\nตองอู\nทรอย\nทวารวดี\nทวาราวดี\nเทวทหะ\nไทรบุรี\nนาลันทา\nไบแซนไทน์\nปรัสเซีย\nปัลลวะ\nปาฏลีบุตร\nพุทธคยา\nมถุรา\nมายัน\nมิถิลา\nราชคฤห์\nล้านช้าง\nล้านนา\nลุมพินี\nวัชชี\nเวสาลี\nสารนาถ\nสาวัตถี\nหริภุญชัย\nอโยธยา\nออตโตมัน\nอังวะ\nอินทปัตถ์\nอุชเชนี\n\nกราฟิก\nกราฟิกส์\nกราฟิค\nกริด\nกิกะไบต์\nกูเกิล\nกูเกิ้ล\nเกตเวย์\nโกลบอล\nคลัสเตอร์\nคลาส\nคลิก\nคลิปอาร์ต\nคอนโซล\nคอนเทนต์\nคอมพิวติ้ง\nคอมไพล์\nคอมไพเลอร์\nคอมมูนิเคชั่น\nคอร์\nคีย์\nคีย์บอร์ด\nเครือข่าย\nเคอร์เซอร์\nเคอร์เนล\nแคช\nแคมฟรอก\nแคมฟร็อก\nแคร็ก\nโค้ด\nจาวา\nจีพีเอส\nชิป\nชิพ\nเชลล์\nแช็ต\nแชนเนล\nแชนแนล\nซ็อกเก็ต\nซอฟต์แวร์\nซอฟท์แวร์\nซอร์ส\nซัพพอร์ต\nซัพพอร์ท\nซีดี\nซีดีรอม\nซีเนอร์\nเซิร์ฟเวอร์\nโซลูชัน\nโซลูชั่น\nไซต์\nไซเบอร์\nทรานแซกชัน\nทรานแซกชั่น\nทรานแซ็กชัน\nทรานแซ็กชั่น\nทรานแซคชัน\nทรานแซคชั่น\nทรานแซ็คชัน\nทรานแซ็คชั่น\nทวิตเตอร์\nทวีต\nทัชแพด\nเทมเพลต\nเทอร์มินัล\nแท็ก\nแท็บ\nแทบเล็ต\nโทรจัน\nเน็ต\nเน็ตบุ๊ก\nเน็ตบุค\nเน็ตบุ๊ค\nเน็ตเวิร์ก\nเน็ตเวิร์ค\nโน้ตบุ๊ก\nโน้ตบุค\nโน้ตบุ๊ค\nดอส\nดาวน์เกรด\nดาวน์โหลด\nดิจิตอล\nดิจิทัล\nดีบั๊ก\nดีวีดี\nดีไวซ์\nเดเบียน\nเดลไฟ\nเดสก์ท็อป\nโดเมน\nไดรว์\nไดรเวอร์\nไดเรกทอรี\nไดโอด\nเทเลคอม\nบล็อกเกอร์\nบรอดแบนด์\nบราวเซอร์\nบลูทูท\nบลูทูธ\nบลูเรย์\nบั๊ก\nบัฟเฟอร์\nบิต\nบิท\nบูต\nเบราว์เซอร์\nแบนด์วิดท์\nไบต์\nไบนารี\nโปรแกรมเมอร์\nโปรเซส\nโปรเซสเซอร์\nโปรโตคอล\nพร็อกซี\nพอร์ต\nพอร์ท\nพาเนล\nพาร์ทิชัน\nพารามิเตอร์\nพาสเวิร์ด\nพิกเซล\nเพจ\nเพจเจอร์\nแพกเก็ต\nแพตช์\nแพลตฟอร์ม\nโพรเซส\nโพรเซสเซอร์\nโพรโทคอล\nไพธอน\nฟล็อปส์\nฟอนต์\nฟอร์แมต\nฟอร์เวิร์ด\nฟอรัม\nฟีเจอร์\nเฟซบุ๊ก\nเฟิร์มแวร์\nแฟล็ก\nโฟลเดอร์\nไฟร์ฟอกซ์\nไฟร์วอลล์\nไฟล์\nมอดูล\nมอนิเตอร์\nมัลติ\nมัลติทัช\nมัลติเพล็กซ์\nมัลแวร์\nมาสเตอร์\nมีเดีย\nเมนู\nเมมโมรี\nเมล\nเมาส์\nแมค\nโมดูล\nโมเด็ม\nโมบาย\nโมบายล์\nโมไบล์\nไมโครซอฟท์\nยูนิกซ์\nยูนิโคด\nยูนิโค้ด\nริงโทน\nรีเฟรช\nรีเลย์\nเราเตอร์\nเรียลไทม์\nลิงก์\nลินุกซ์\nลีนุกซ์\nลูป\nเลเยอร์\nแล็ปท็อป\nไลเซนส์\nไลบรารี\nวิกิ\nวิกิพีเดีย\nวินโดวส์\nวินโดว์ส\nเว็บ\nเวอร์ชวล\nเวอร์ชัน\nเวอร์ชั่น\nเวิร์กสเตชัน\nเวิร์กสเตชั่น\nเวิร์คสเตชัน\nเวิร์คสเตชั่น\nเวิร์ด\nเวิร์ม\nไวแมกซ์\nสกรีน\nสแกน\nสแกนเนอร์\nสแต็ก\nสนิฟเฟอร์\nสปายแวร์\nสเปซ\nสแปม\nสมาร์ท\nสล็อต\nเสิร์ช\nโหลด\nออนไลน์\nออปติก\nออปติคอล\nออปติคัล\nออฟไลน์\nออราเคิล\nอัพเกรด\nอัพเดต\nอัพโหลด\nอัปเกรด\nอัปเดต\nอัปโหลด\nอัลกอริทึม\nอาร์กิวเมนต์\nอินเตอร์เน็ต\nอินทิเกรเตอร์\nอินเทอร์เน็ต\nอินเทอร์เฟซ\nอินเทล\nอินพุต\nอินพุท\nอีเมล\nอีเมล์\nอูบุนตู\nอูบันตู\nเอนจิน\nเอ็นจิน\nเอาต์พุต\nเอาต์พุท\nเอาท์พุต\nเอาท์พุท\nแอนะล็อก\nแอนิเมชัน\nแอนิเมชั่น\nแอปพลิเคชัน\nแอปพลิเคชั่น\nแอพพลิเคชัน\nแอพพลิเคชั่น\nแอสเซมบลี\nแอสเซมเบลอร์\nโอเพน\nไอคอน\nไอซี\nไอพอด\nไอพ็อด\nไอแพด\nไอโฟน\nฮับ\nฮาร์ดดิสก์\nฮาร์ดแวร์\nแฮกเกอร์\nแฮ็กเกอร์\nแฮนด์เฮลด์\nโฮสต์\n\nกรีก\nกัณณาฑ\nกัศมีรี\nคันจิ\nคาตาคานะ\nคุชราตี\nคุรุมุขี\nซีริลลิก\nซูลู\nเซลติก\nเซิร์บ\nตากาล็อก\nเตลุคู\nเติร์ก\nทราวิฑ\nเบงกาลี\nปัญจาบี\nพินอิน\nมลยาฬัม\nมองโกล\nมาราฐี\nมาเลย์\nเม็กซิกัน\nแมนจู\nแมนดาริน\nไมถิลี\nเยอรมัน\nรัสเซียน\nสวาฮิลี\nสวิส\nสินธี\nอูรดู\nอัสสมี\nอารบิก\nอิตาเลียน\nอุยกูร์\nแอฟริกัน\nโอริยา\nไอริช\nฮันกึล\nฮินดี\nฮิรางานะ\nฮีบรู\n\nกรีนพีซ\nกรือเซะ\nกวนอิม\nกวนอู\nกัดดาฟี\nกัลยาณวัตร\nกัสสปะ\nกาลิเลโอ\nกินเนส\nกุมภกรรณ\nกูเตนเบิร์ก\nเกตส์\nเกษมณี\nโกณฑัญญะ\nขงเบ้ง\nคริสโตเฟอร์\nคองคอร์ด\nคอลเกต\nคานธี\nคาเบรียล\nคาร์ฟูร์\nคาร์สัน\nคาราบาว\nคาสิโอ\nคิริน\nคุนลุ้น\nคูโบต้า\nเครมลิน\nแคทรีนา\nโคตมะ\nโคตมี\nโคลัมบัส\nไคฟง\nไครสเลอร์\nง้อไบ๊\nจตุพร\nจ็อบส์\nจอห์น\nจิ้น\nจิม\nจิ๋ม\nจิว\nจุฬาภรณ์\nจุฬาลงกรณ์\nเจมส์\nแจ็กสัน\nโจเซฟ\nโจว\nชมัยมรุเชฐ\nชมัยมรุเชษฐ์\nชเวดากอง\nชาร์ลส์\nชินราช\nชินวัตร\nชุนชิว\nเช็ง\nเชตวัน\nเชฟรอน\nเชฟโรเลต\nเชลซี\nไชยานุชิต\nซ่ง\nซังฮี้\nซัดดัม\nซันซิล\nซัมซุง\nซัวเจ๋ง\nซินหัว\nซีซาร์\nซีแพค\nซูซาน\nซูซูกิ\nซูบารุ\nเซ็นทารา\nเซเวน\nเซเว่น\nโซฟิเทล\nโซยุซ\nโซยูซ\nณัฐวุฒิ\nดาร์ลี่\nดาวโจนส์\nดิสนีย์\nดีแทค\nดูปองท์\nเดโมแครต\nเดลล์\nเดลินิวส์\nเดวิด\nแดวู\nโดนัลด์\nโดราเอมอน\nโดเรมอน\nต๋อง\nตั๊กม้อ\nตากสิน\nตาเมือน\nตาลีบัน\nตูน\nเตมีย์\nโต๋\nโตชิบา\nโตโยต้า\nถังซัมจั๋ง\nถังซำจั๋ง\nทรพา\nทราเวล\nทรูมูฟ\nทีปังกร\nเทปโก\nเทพรัตน\nเทวทัต\nเทสโก้\nโทมัส\nไททานิก\nไททานิค\nไทยรัฐ\nธีออส\nนครินทรา\nนโปเลียน\nนพดล\nนราดูร\nนเรนทร\nนอสตราดามุส\nนาซา\nนาซ่า\nนาซี\nนาโต\nนาโต้\nนาลแก\nนิคอน\nนิโคลัส\nนิด้า\nนินเทนโด\nนิปปอน\nนิวตัน\nนิสสัน\nเนคเทค\nเนชั่น\nเนชันแนล\nเนชั่นแนล\nเนวิน\nเนสเล่\nเนสาด\nแนท\nแนสแดค\nโนเกีย\nโนเบล\nโนเวลล์\nโนโวเทล\nไนเม็กซ์\nบรอดเวย์\nบรัดเลย์\nบรู๊ซ\nบัลเมอร์\nบารัก\nบารัค\nบู๊ตึ๊ง\nเบญกาย\nเบนซ์\nเบ็นซ์\nเบนจามิน\nโบตัน\nไบโอเทค\nประชาธิปัตย์\nปวีณา\nปอเต็กตึ๊ง\nปอเต๊กตึ๊ง\nป่อเต็กตึ๊ง\nปัตตะโชติ\nปารุสก์\nปีเตอร์\nปูติน\nเป๊ปซี่\nเป้ย\nเปอร์โยต์\nเปาบุ้นจิ้น\nโปเกมอน\nโป๊ยก่าย\nพรหมทัต\nพลาโต\nพอลล่า\nพานาโซนิค\nพานาโซนิก\nพิทยานุกูล\nพิมพิสาร\nเพนแทกซ์\nเพลโต\nไพโอเนียร์\nฟรอยด์\nฟรังซิส\nฟรานซิส\nฟลอเรนซ์\nฟอร์ด\nฟิลิปส์\nฟูจิ\nแฟซ่า\nโฟร์โมสต์\nภูมิพล\nภูริทัต\nมงฟอร์ต\nมณโฑ\nมติชน\nมหิตลาธิเบศร\nมโหสถ\nมัจฉานุ\nมาร์กาเร็ต\nมาร์ติน\nมาสด้า\nมิตซูบิชิ\nมิราเคิล\nมุสโสลินี\nเม้ง\nเมจิ\nเมอร์ซีเดส\nเมอร์เซเดส\nแมกซ์เวลล์\nแมกไซไซ\nแมคอินทอช\nแมชีนเนอรี่\nโมคคัลลานะ\nโมโตโรลา\nโมโตโรล่า\nโมเนีย\nไมเคิล\nไมยราพณ์\nยโสธรา\nยะโฮวา\nยะโฮวาห์\nยามาฮ่า\nยาเวห์\nยาฮู\nยูนิเซฟ\nยูเนสโก\nยูไล\nเยโฮวาห์\nรอยเตอร์\nรอยัล\nรัชดา\nรัสปูติน\nราฟาเอล\nรามาวตาร\nราเมศวร\nราหุล\nริชาร์ด\nรีพับลิกัน\nรูนีย์\nเรนโบว์\nแรมโบ้\nโรตารี\nโรนัลโด\nโรนัลโด้\nโรบินสัน\nโรเบิร์ต\nล็อกซเล่ย์\nลิงคอล์น\nลิจฉวี\nลิไท\nลิไทย\nลินคอล์น\nลิเวอร์พูล\nเลโนโว\nเลียดก๊ก\nโลตัส\nวชิราลงกรณ์\nวลาดิเมียร์\nวอลล์สตรีท\nวาเลนไทน์\nวิกตอเรีย\nวิทยานุสรณ์\nวิทยายน\nวิมเบิลดัน\nวิลเลียม\nวีระ\nวุฒิชัย\nเวียดกง\nไวตามิลค์\nศกุนตลา\nศรีวิชัย\nศิริพงษ์\nศิริราช\nศุภชลาศัย\nสดกก๊อกธม\nสดายุ\nสตาลิน\nสตีฟ\nสแตนฟอร์ด\nสวรินทิรา\nสังกัจจายน์\nสาทิตย์\nสารีบุตร\nสิริกิติ์\nสิรินธร\nสิหิงค์\nสีวลี\nสีหนุ\nสีหมุนี\nสีหโมนี\nสุครีพ\nสุทโธทนะ\nสุเทพ\nสุนทราภรณ์\nสุนีย์\nสุรนารี\nสุรยุทธ์\nสุริยาสน์\nเส้าหลิน\nโสกราตีส\nโสภิต\nหนุมาน\nหลินฮุ่ย\nหลุยส์\nเห้งเจีย\nไหหม่า\nองคต\nองคุลิมาล\nอชาตศัตรู\nอดุลยเดช\nอพอลโล\nอริสโตเติล\nอริสมันต์\nอลิซาเบธ\nอ๋อม\nออร์คิด\nออสการ์\nอะพอลโล\nอับราฮัม\nอั้ม\nอัลกออิดะห์\nอัลคาเทล\nอัลจาซีราห์\nอัลเฟรด\nอัลเลาะห์\nอัสซุส\nอัสสชิ\nอัสสัมชัญ\nอาเซม\nอาเซ็ม\nอาเซียน\nอาฟต้า\nอาร์เซนอล\nอินทรชิต\nอินทราทิตย์\nอีซูซุ\nอีเลฟเวน\nอีเลฟเว่น\nอุณรุท\nอุบลรัตน์\nอุบาลี\nอุ๋ย\nเอกทัศน์\nเอเซอร์\nเอ็ดเวิร์ด\nเอดิสัน\nเอแบค\nเอลิซาเบธ\nเอสพลานาด\nเอสพลานาร์ด\nแอคคอร์\nแอคคอร์ด\nแองเจลิน่า\nแอตแลนติส\nแอน\nแอ๋ม\nแอมบาสซาเดอร์\nแอมบาสเดอร์\nแอมเวย์\nแอ๋ว\nโอดีสซีย์\nโอเดียน\nโอบามา\nโอรสาราม\nโอลิมเปีย\nโออิชิ\nไอน์สไตน์\nฮอนด้า\nฮอปกินส์\nฮอลลีวูด\nฮอลลีวู้ด\nฮานามิ\nฮามาส\nฮิตเลอร์\nฮิตาชิ\nฮุนเซน\nฮุนเซ็น\nฮุนได\nฮุสเซ็น\nเฮนรี\nเฮนรี่\nเฮเลน\nโฮจิมินห์\nโฮปเวลล์\nโฮเมอร์\n\nกลีเซอรีน\nกำทอน\nแกนีมีด\nครอส\nคริสตัล\nคลอโรพลาสต์\nคลอไรด์\nควอนตัม\nคอนดักเตอร์\nคอปเปอร์\nคอลลาเจน\nคอเลสเตอรอล\nคอสมิก\nคูลอมบ์\nเคอราติน\nแคโรทีน\nแคสสินี\nโครมาโทกราฟี\nไคโตซาน\nจีโนม\nจุลชีววิทยา\nชิคุนกุนยา\nซัลฟิวริก\nซัลเฟต\nซัลไฟด์\nซิงค์\nซิริอุส\nซิลิกา\nซิลิเกต\nซิลิโคน\nซีเทน\nซีเวิร์ต\nเซ็กเตอร์\nเซ็กเมนต์\nเซมิ\nโซนาร์\nไซบอร์ก\nดอปเปลอร์\nดอปเพลอร์\nไดนามิก\nไดนามิกส์\nไดนามิค\nไดนามิคส์\nไดออกไซด์\nทรานส์\nทามิฟลู\nเทฟลอน\nเทสโทสเตอโรน\nเทอร์โม\nแทนนิน\nไททัน\nไทฟอยด์\nไทรอยด์\nธาลัสซีเมีย\nเนกาตีฟ\nโนวา\nบอแรกซ์\nโบทอกซ์\nโบท็อกซ์\nไบโอติน\nปฏิยานุพันธ์\nโปรเจสเตอโรน\nพอลิเมอร์\nพันธุศาสตร์\nพัลซาร์\nพาร์กินสัน\nพาราเซตามอล\nพาราโบลา\nเพอร์ออกไซด์\nโพรเจสเทอโรน\nโพลาไรซ์\nโพลิเมอร์\nโพลีเอทิลีน\nไพรเมต\nฟลาโวนอยด์\nฟลูออเรสเซนซ์\nฟลูออไรด์\nฟอสซิล\nฟิชชัน\nฟิวชัน\nฟีโรโมน\nไฟเบอร์\nมอนอกไซด์\nมิราจ\nเมตริกซ์\nเมทริกซ์\nเมลานิน\nเมลามีน\nโมเมนตัม\nไมโตคอนเดรีย\nไมโทคอนเดรีย\nยีสต์\nยูริก\nยูเรีย\nรูมาตอยด์\nวีก้า\nเวกเตอร์\nเวก้า\nเวสิเคิล\nโวลต์\nสเกล\nสเกลาร์\nสเต็ม\nสเตียรอยด์\nสปีชีส์\nสเปิร์ม\nสัมพัทธภาพ\nสุริยจักรวาล\nออกเทน\nออโรรา\nออโรร่า\nอะคริลิก\nอะครีลิก\nอะซีติก\nอะซีโตน\nอะมิโน\nอะลูมินา\nอันโดรเมดา\nอัลคาไลน์\nอัลตราซาวด์\nอัลตราซาวนด์\nอัลลอยด์\nอินทิกรัล\nอินทิเกรต\nอีโบลา\nอีโบล่า\nเอ็กซ์โพเนนเชียล\nเอทานอล\nเอทิลีน\nเอนโทรปี\nเอสเตอร์\nเอสโตรเจน\nเอสโทรเจน\nแอนดรอยด์\nแอนแทร็กซ์\nแอมพลิจูด\nแอมโมเนียม\nแอลกอฮอลิซึม\nแอสพาร์แตม\nโอเซลทามิเวียร์\nฮับเบิล\nฮิวมัส\nไฮดรอกไซด์\nไฮดรอลิก\nไฮโดรลิก\nไฮเพอร์โบลา\n\nกงเต็ก\nกฎุมพี\nกฏ\nกฏหมาย\nกบฎ\nกราไฟต์\nก๊อปปี้\nกะทะ\nกังวาล\nกุฎฐัง\nกุฏุมพี\nฃวด\nคฑา\nคลินิค\nคลีนิก\nคลีนิค\nคาทอลิค\nคึ่นฉ่าย\nแคตตาล็อก\nโควต้า\nฅน\nจุมพฎ\nช็อคโกแลต\nแซ่ด\nดัทช์\nทนง\nทรมาณ\nทราก\nทะแยง\nทิฏฐิ\nบล็อค\nบ๊องแบ๊ว\nบัลเล่ต์\nเบรค\nแบงค์\nปรากฎ\nปัคคหะ\nปาฏิโมกข์\nปิติ\nปิรามิด\nโปรเตสแตนท์\nพนิช\nพยักเพยิด\nพริ้ว\nพลูโตเนียม\nพากษ์\nเฟิร์น\nยากี้\nเยภุยยสิกา\nรุสเซีย\nฤาษี\nล็อค\nล็อคเกอร์\nวันทยาหัตถ์\nวานิช\nวิญญาน\nวิศิษฐ์\nศรีษะ\nสเปกโทรสโคป\nสฤษฎ์\nสลิ่ม\nสัตตสดก\nสาราณียากร\nสุกี้\nสุกี้ยากี้\nสูญญากาศ\nหยอมแหยม\nหยอย\nหล่ะ\nอะดรีนาลีน\nอะหลั่ย\nอัตคัต\nอัฟริกา\nอานิสงค์\nอาฟริกา\nอิริยาบท\nอิเลคโทรนิคส์\nอีรุงตุงนัง\nอุตรายัน\nอุลตรา\nอุลตร้า\nโอกาศ\n\nกกหู\nกงการ\nกงจักร\nกฎเกณฑ์\nกฎบัตร\nกฎหมาย\nกฎหมู่\nกดขี่\nกดดัน\nก้นกบ\nก้นบึ้ง\nก้นปล่อง\nกนิษฐภคินี\nกนิษฐภาดา\nกรงเล็บ\nกรมการ\nกรมท่า\nกรมธรรม์\nกรมนา\nกรมวัง\nกรรมกร\nกรรมการ\nกรรมฐาน\nกรรมบถ\nกรรมพันธุ์\nกรรมวิธี\nกรรมสิทธิ์\nกระจกเงา\nกระจกตา\nกระจกนูน\nกระจกเว้า\nกระจอกชวา\nกระจอกเทศ\nกระจ้อยร่อย\nกระจับบก\nกระจับปิ้ง\nกระจับปี่\nกระโชกโฮกฮาก\nกระดานดำ\nกระดานหก\nกระดาษแก้ว\nกระดาษไข\nกระดาษทราย\nกระดาษสา\nกระดูกงู\nกระทาชาย\nกระเท่เร่\nกระบวนการ\nกระบองเพชร\nกระผีกริ้น\nกระยาทิพย์\nกระยาสารท\nกระยาหาร\nกระสอบทราย\nกระสุนปืน\nกระแสจิต\nกระแสน้ำ\nกระแสลม\nกรับคู่\nกรับพวง\nกรับเสภา\nกราดเกรี้ยว\nกราวรูด\nกริ่งเกรง\nกรีฑาสถาน\nกรีดกราย\nกรี๊ดกร๊าด\nกลไก\nกลบท\nกลเม็ด\nกลยุทธ์\nกลวิธี\nกลศาสตร์\nกลอักษร\nกลบเกลื่อน\nกลมกล่อม\nกลมกลืน\nกลมเกลียว\nกล้วยแขก\nกล้วยไม้\nกล่องเสียง\nกล่อมเกลา\nกล่อมเกลี้ยง\nกลัดกลุ้ม\nกลัดมัน\nกลั่นกรอง\nกลั่นแกล้ง\nกลับกลอก\nกลางคน\nกลางคัน\nกลางค่ำ\nกลางคืน\nกลางแจ้ง\nกลางแปลง\nกลางวัน\nกลาดเกลื่อน\nกล่าวขวัญ\nกล่าวโทษ\nกล่าวหา\nกล้ำกราย\nกล้ำกลืน\nกลิ้งกลอก\nกลิ้งเกลือก\nกลิ่นอาย\nกลียุค\nกวดขัน\nกวัดแกว่ง\nกวัดไกว\nกวีนิพนธ์\nก่อกวน\nก่อการ\nก่อตั้ง\nก่อสร้าง\nก่อหวอด\nก้อร่อก้อติก\nกองกลาง\nกองเกิน\nกองโจร\nกองทัพ\nกองทุน\nกองพล\nกองพัน\nกองฟอน\nกองร้อย\nกองหนุน\nกอบโกย\nกะเกณฑ์\nกะบังลม\nกักกัน\nกักขัง\nกักตัว\nกักตุน\nกัณฑ์เทศน์\nกัดฟัน\nกันชน\nกันท่า\nกันสาด\nกันเอง\nกับแกล้ม\nกับข้าว\nกับระเบิด\nกากเพชร\nกากหมู\nกาชาด\nกาญจนาภิเษก\nก้านคอ\nกาฝาก\nก้ามกราม\nกามกิจ\nกามคุณ\nกามเทพ\nกามโรค\nก้ามปู\nกายกรรม\nกายบริหาร\nกายภาพ\nกายวิภาค\nกายสิทธิ์\nก่ายกอง\nการคลัง\nการเงิน\nการบ้าน\nการเปรียญ\nการเมือง\nการเรือน\nการละเล่น\nกาลกิริยา\nกาลเทศะ\nก้าวก่าย\nก้าวร้าว\nก้าวหน้า\nกาสาวพัสตร์\nกาฬพฤกษ์\nกาฬโรค\nกำปั้น\nกำมือ\nกำแพงขาว\nกำลังใจ\nกำลังม้า\nกี่งอำเภอ\nกิจกรรม\nกิจการ\nกิจวัตร\nกิจจะลักษณะ\nกิตติคุณ\nกิตติศัพท์\nกินขาด\nกินใจ\nกินดอง\nกินโต๊ะ\nกินแบ่ง\nกินเปล่า\nกินเลี้ยง\nกินเส้น\nกินแหนง\nกิโลกรัม\nกิโลเมตร\nกิโลลิตร\nกิโลเฮิรตซ์\nกีดกัน\nกีดกั้น\nกีดขวาง\nกึกก้อง\nกึกกัก\nกึกกือ\nกึ่งกลาง\nกุกกัก\nกุ๊กกิ๊ก\nกุ้งฝอย\nกุ้งมังกร\nกุ้งแห้ง\nกุ้งเต้น\nกุ้งยิง\nกุญแจผี\nกุญแจมือ\nกุญแจเลื่อน\nกุญแจเสียง\nกุลธิดา\nกุลบุตร\nกุลสตรี\nกู้ยืม\nเก้งก้าง\nเก็บกวาด\nเก็บเกี่ยว\nเก็บงำ\nเก็บตก\nเกรงกลัว\nเกรงใจ\nเกรงขาม\nเกรียงไกร\nเกรียมกรม\nเกรี้ยวกราด\nเกล็ดเลือด\nเกลี้ยกล่อม\nเกลี้ยงเกลา\nเกลือกกลั้ว\nเกลือกกลิ้ง\nเกลื่อนกล่น\nเกลื่อนกลาด\nเกศธาตุ\nเกษตรกร\nเกษตรกรรม\nเกษตรศาสตร์\nเกษมสันต์\nเกษียรสมุทร\nเก้อเขิน\nเกาะแกะ\nเกี่ยงงอน\nเกียจคร้าน\nเกียรติคุณ\nเกียรตินิยม\nเกียรติประวัติ\nเกียรติภูมิ\nเกียรติยศ\nเกียรติศักดิ์\nเกียรติมุข\nเกี่ยวข้อง\nเกี่ยวดอง\nเกี่ยวพัน\nเกี่ยวโยง\nเกี้ยวพาน\nเกี้ยวพาราสี\nแก่แดด\nแก้ขัด\nแก้ไข\nแก้ตัว\nแก้เผ็ด\nแก้ลำ\nแกงคั่ว\nแกงจืด\nแกงบวด\nแกงป่า\nแกงเผ็ด\nแกงส้ม\nแก่งแย่ง\nแก่นแก้ว\nแก่นสาร\nแก้วตา\nแก้วหู\nแกว่งกวัด\nแกว่งไกว\nแกะรอย\nโก้เก๋\nโกรธเกรี้ยว\nโกรธขึ้ง\nไก่เขี่ย\nไก่ชน\nไก่บ้าน\nไก่ป่า\nไก่ฟ้า\nไกล่เกลี่ย\nขจัดขจาย\nขนเพชร\nขนสัตว์\nขนหนู\nขนส่ง\nขนมจีน\nขบขัน\nขบวนการ\nข่มขี่\nข่มขู่\nข่มขืน\nข่มเหง\nขมหิน\nขมิ้นชัน\nขมุบขมิบ\nขยะแขยง\nขยักขย่อน\nขยักขย้อน\nขยับขยาย\nขยับเขยื้อน\nขวดโหล\nขวยเขิน\nขวัญใจ\nขวัญตา\nขวัญอ่อน\nขวากหนาม\nขวางโลก\nของ้าว\nขอสับ\nขอขมา\nขอทาน\nขอโทษ\nขอร้อง\nขออภัย\nข้อเขียน\nข้อความ\nข้อเท็จจริง\nของกลาง\nของขวัญ\nของแข็ง\nของชำ\nของลับ\nของเล่น\nของว่าง\nของเหลว\nของไหล\nของไหว้\nข้องใจ\nข้องแวะ\nขอบข่าย\nขอบเขต\nขอบคุณ\nขอบใจ\nขอบพระคุณ\nข้อมูล\nข้อแม้\nข้อหา\nข้อสังเกต\nขัดข้อง\nขัดขืน\nขัดเขิน\nขัดจังหวะ\nขัดดอก\nขัดแตะ\nขัดยอก\nขัดแย้ง\nขัดสมาธิ\nขันหมาก\nขันอาสา\nขับขี่\nขับเคี่ยว\nขั้วโลก\nขาจร\nขาประจำ\nข้าราชการ\nข้าศึก\nข้าหลวง\nขาดแคลน\nขาดใจ\nขาดตอน\nขาดตัว\nขาดทุน\nขาดเหลือ\nขายหน้า\nข่าวกรอง\nข่าวคราว\nข่าวล่า\nข่าวลือ\nข่าวสาร\nข้าวเกรียบ\nข้าวแกง\nข้าวของ\nข้าวจี่\nข้าวเจ้า\nข้าวซอย\nข้าวต้ม\nข้าวตอก\nข้าวตัง\nข้าวแตน\nข้าวทิพย์\nข้าวบิณฑ์\nข้าวเปลือก\nข้าวโพด\nข้าวฟ่าง\nข้าวเม่า\nข้าวสวย\nข้าวสาร\nข้าวเหนียว\nข้าวหมาก\nข้าวหลาม\nขี้เกียจ\nขี้ข้า\nขี้ครอก\nขี้คร้าน\nขี้คุก\nขี้ไคล\nขี้เซา\nขีดขั้น\nขีดคร่อม\nขีดคั่น\nขีดฆ่า\nขี้ตา\nขี้ตืด\nขี้เถ้า\nขี้ทูด\nขี้ปะติ๋ว\nขี้ผึ้ง\nขี้มูก\nขี้ยา\nขี้แย\nขี้ริ้ว\nขี้เรื้อน\nขี้เล็บ\nขี้หู\nขี้หน้า\nขี้เหนียว\nขี้เหล็ก\nขี้เหร่\nขึงขัง\nขึงพืด\nขึ้งโกรธ\nขึ้นใจ\nขึ้นชื่อ\nขึ้นมือ\nขืนใจ\nขื่นขม\nขุดคุ้ย\nขุนทอง\nขุนนาง\nขุนพล\nขุนศึก\nขุนหลวง\nขูดรีด\nเข็มกลัด\nเข็มขัด\nเข้มข้น\nเข้มแข็ง\nเข้มงวด\nเข็มทิศ\nเข็มหมุด\nเข้าขา\nเข้าเค้า\nเข้าใจ\nเข้าชื่อ\nเข้าตัว\nเข้าถึง\nเข้าทรง\nเข้าท่า\nเข้าที\nเข้าเนื้อ\nเข้าเล่ม\nเขียวเสวย\nเขียวหวาน\nแขกเต้า\nแข็งกร้าว\nแข็งกล้า\nแข็งแกร่ง\nแข็งข้อ\nแข็งขัน\nแข่งขัน\nแข็งใจ\nแข็งตัว\nแข็งเมือง\nแข็งแรง\nแขวนลอย\nโขกสับ\nโขยกเขยก\nไขข้อ\nไขควง\nไขมัน\nไข่มุก\nไขว่ห้าง\nไขสันหลัง\nไขสือ\nไข่เค็ม\nไข่เยี่ยวม้า\nไข่หงส์\nไข่เหี้ย\nคงกระพัน\nคงตัว\nคงทน\nคงที่\nคชลักษณ์\nคชสาร\nคชสีห์\nคชราช\nคณิตศาสตร์\nคดเคี้ยว\nคติธรรม\nคติพจน์\nคนกลาง\nคนไข้\nคนใช้\nคนทรง\nคบไฟ\nคบเพลิง\nคบค้า\nคบคิด\nคบหา\nคมคาย\nครบครัน\nครบถ้วน\nครอบครอง\nครอบคลุม\nครอบครัว\nครอบงำ\nครอบจักรวาล\nคริสตกาล\nคริสตจักร\nคริสต์มาส\nคริสต์ศตวรรษ\nคริสต์ศักราช\nคริสตัง\nคริสเตียน\nครุกรรม\nครุภัณฑ์\nครุศาสตร์\nครุฑพ่าห์\nครุ่นคิด\nคลอเคลีย\nคล่องแคล่ว\nคล่องตัว\nคล่องมือ\nคลั่งไคล้\nคลาคล่ำ\nคลาไคล\nคลาดเคลื่อน\nคลาดแคล้ว\nคลี่คลาย\nคลึงเคล้น\nคลึงเคล้า\nคลื่นไส้\nคลื่นเหียน\nคลุกคลี\nคลุกคลาน\nคลุมเครือ\nคลุมโปง\nคลุ้มคลั่ง\nควงสว่าน\nควบคุม\nควบคู่\nควบแน่น\nควันหลง\nความคิด\nความหลัง\nความเห็น\nคอหอย\nคอห่าน\nคอแห้ง\nค่อนขอด\nค่อนแคะ\nค้อนควัก\nคั่งค้าง\nคั่งแค้น\nคัดค้าน\nคัดง้าง\nคัดท้าย\nคัดเลือก\nคันจาม\nคันฉ่อง\nคันฉาย\nคันชัก\nคันชั่ง\nคันไถ\nคันนา\nคันเร่ง\nคับขัน\nคับคั่ง\nคับแค้น\nคับแคบ\nคางทูม\nคางหมู\nค้างคืน\nค้างปี\nคาดคั้น\nคาดเชือก\nคาดโทษ\nคาดหมาย\nคานหาม\nคาบเกี่ยว\nคาบศิลา\nคาบสมุทร\nคำขาด\nคำนำ\nคิดค้น\nคืนดี\nคืนตัว\nคุกเข่า\nคุณค่า\nคุณชาย\nคุณธรรม\nคุณนาย\nคุณภาพ\nคุณลักษณะ\nคุณวุฒิ\nคุณศัพท์\nคุณสมบัติ\nคุณหญิง\nคุณากร\nคุณูปการ\nคุโณปการ\nคุมเชิง\nคุ้มกัน\nคุยเขื่อง\nคุยโต\nคุ้ยเขี่ย\nคุ้มครอง\nคู่กรณี\nคู่กัด\nคู่ขา\nคู่แข่ง\nคู่ครอง\nคู่ควร\nคู่คิด\nคู่คี่\nคู่ใจ\nคู่ชีพ\nคู่ชีวิต\nคู่บารมี\nคู่บุญ\nคู่ปรปักษ์\nคู่ปรับ\nคู่ผสม\nคู่มือ\nคู่รัก\nคู่ลำดับ\nคู่สาย\nคู่หมั้น\nคู่หู\nคู่อริ\nคู่อาฆาต\nเคมีภัณฑ์\nเคยตัว\nเคร่งขรึม\nเคร่งครัด\nเคร่งเครียด\nเครดิตฟองซิเอร์\nเครื่องกล\nเครื่องกัณฑ์\nเครื่องแกง\nเครื่องเขิน\nเครื่องครัว\nเครื่องเคียง\nเครื่องเงิน\nเครื่องจักร\nเครื่องเซ่น\nเครื่องดนตรี\nเครื่องต้น\nเครื่องทุ่นแรง\nเครื่องเทศ\nเครื่องใน\nเครื่องบิน\nเครื่องบูชา\nเครื่องแบบ\nเครื่องประดับ\nเครื่องปรุง\nเครื่องปรุงรส\nเครื่องมือ\nเครื่องยนต์\nเครื่องร่อน\nเครื่องราง\nเครื่องเรือน\nเครื่องล่าง\nเครื่องเล่น\nเครื่องสาย\nเครื่องสำอาง\nเครื่องสุกำศพ\nเครื่องหมาย\nเครือรัฐ\nเคลียคลอ\nเคลื่อนที่\nเคลื่อนไหว\nเคลือบแคลง\nเคลือบแฝง\nเคลือบฟัน\nเคว้งคว้าง\nเคหสถาน\nเค้าโครง\nเคียดแค้น\nเคี่ยวเข็ญ\nเคี้ยวเอื้อง\nเคืองขุ่น\nโคนม\nโคบาล\nโคมูตร\nโคมลอย\nโครงการ\nโครงเรื่อง\nโครงงาน\nโครงสร้าง\nโครมคราม\nโคลงเคลง\nฆ้องกระแต\nฆ้องชัย\nฆ้องวง\nฆ้องหุ่ย\nฆ้องเหม่ง\nฆ้องโหม่ง\nฆาตกร\nฆาตกรรม\nฆานประสาท\nงงงวย\nงงงัน\nงดเว้น\nงบดุล\nงบประมาณ\nงมโข่ง\nงมงาย\nง่วงงุน\nง่วงเหงา\nงอหาย\nง้องอน\nงอนง้อ\nงอมแงม\nงาช้าง\nง่าเงย\nงานการ\nง่ายดาย\nงึมงำ\nเงินเดือน\nเงินตรา\nเงินยวง\nเงียบกริบ\nเงียบเชียบ\nเงียบเหงา\nเงื่องหงอย\nเงื่อนไข\nเงื่อนงำ\nเงื่อนเวลา\nเงื้อมมือ\nแง่งอน\nจงใจ\nจงรัก\nจดจ่อ\nจดจำ\nจดหมาย\nจดหมายเหตุ\nจรจัด\nจรรยาบรรณ\nจริงจัง\nจริงใจ\nจอมขวัญ\nจอมใจ\nจอมทัพ\nจอมปลวก\nจอมพล\nจ๊ะเอ๋\nจักสาน\nจักรพรรดิ\nจักรภพ\nจักรยาน\nจักรยานยนต์\nจักรราศี\nจักรวรรดิ\nจักรวรรดินิยม\nจักรวาล\nจังหนับ\nจัดการ\nจัดจ้าน\nจัดเจน\nจัดแจง\nจัดตั้ง\nจัดสรร\nจับกุม\nจับจด\nจับเจ่า\nจ่าหน้า\nจาตุทสี\nจาตุมหาราช\nจาตุมหาราชิก\nจาตุมหาราชิกา\nจาตุรงคสันนิบาต\nจาตุรราชการ\nจานเชิง\nจานบิน\nจานผี\nจานเสียง\nจาบจ้วง\nจำเป็น\nจำพรรษา\nจำวัด\nจ้ำจี้จ้ำไช\nจำเลาะตา\nจิงโจ้น้ำ\nจิตใจ\nจิตตภาวนา\nจิตตัง\nจิตตานุปัสสนา\nจิตนิยม\nจิตบำบัด\nจิตแพทย์\nจิตวิสัย\nจิตรกร\nจิตรกรรม\nจิตรลดา\nจิตวิทยา\nจิตเวช\nจิตเวชศาสตร์\nจินตกวี\nจินตนา\nจินตนาการ\nจินตภาพ\nจุฑามณี\nจุฑามาศ\nจุฑารัตน์\nจุนเจือ\nจุ้นจ้าน\nจุลชีพ\nจุลชีวัน\nจุลชีวิน\nจุลทรรศน์\nจุลภาค\nจุลวรรค\nจุลศักราช\nจุลสาร\nจุลินทรีย์\nจุฬามณี\nจุฬาลักษณ์\nเจตคติ\nเจตจำนง\nเจตนารมณ์\nเจตภูต\nเจริญพร\nเจ้ากรม\nเจ้ากรรม\nเจ้าของ\nเจ้าขา\nเจ้าข้า\nเจ้าคณะ\nเจ้าค่ะ\nเจ้าจอม\nเจ้าชู้\nเจ้าตัว\nเจ้าถิ่น\nเจ้าท่า\nเจ้าที่\nเจ้าทุกข์\nเจ้านาย\nเจ้าเนื้อ\nเจ้าบ้าน\nเจ้าบ่าว\nเจ้าประคุณ\nเจ้าประคู้น\nเจ้าพนักงาน\nเจ้าพระคุณ\nเจ้าพระยา\nเจ้าพ่อ\nเจ้าพายุ\nเจ้าฟ้า\nเจ้าภาพ\nเจ้ามือ\nเจ้าแม่\nเจ้าเรือน\nเจ้าสังกัด\nเจ้าสัว\nเจ้าสาว\nเจ้าหน้าที่\nเจ้าหนี้\nเจ้าอาวาส\nเจาะจง\nเจือจาง\nเจือจาน\nเจือปน\nเจื้อยแจ้ว\nแจกจ่าย\nแจ่มแจ้ง\nแจ่มใส\nโจงกระเบน\nโจมตี\nโจรกรรม\nโจรสลัด\nใจความ\nใจคอ\nฉกฉวย\nฉกชิง\nฉลองได\nฉ้อฉล\nฉัตรมงคล\nฉันทลักษณ์\nฉายาลักษณ์\nฉิบหาย\nฉุกเฉิน\nฉุกละหุก\nฉุนเฉียว\nฉุปศาสตร์\nเฉไฉ\nเฉยเมย\nเฉาโฉด\nเฉิดฉัน\nเฉิดฉาย\nเฉิดฉิน\nเฉียบขาด\nเฉียบพลัน\nเฉียบแหลม\nเฉื่อยชา\nแฉะแบะ\nโฉดเฉา\nโฉมงาม\nโฉมฉาย\nโฉมเฉลา\nโฉมตรู\nโฉมยง\nโฉมศรี\nโฉมหน้า\nชดช้อย\nชดเชย\nชดใช้\nชนบท\nชนินทร์\nชนกกรรม\nชนมพรรษา\nชนมายุ\nชมเชย\nชมพูทวีป\nชมพูนท\nชมพูนุท\nชราธรรม\nชราภาพ\nชลจร\nชลธาร\nชลธี\nชลนัยน์\nชลนา\nชลเนตร\nชลประทาน\nชลมารค\nชลาธาร\nชลาลัย\nชลาศัย\nชลาสินธุ์\nชโลทร\nช่วงชิง\nช่วงใช้\nชวนชม\nชวนหัว\nช่วยเหลือ\nช่อฟ้า\nช่อม่วง\nชอกช้ำ\nช่องเขา\nช่องแคบ\nช่องไฟ\nช่องว่าง\nช้องนาง\nชอบกล\nชอบใจ\nชอบธรรม\nชอบพอ\nชักโครก\nชักเงา\nชักจูง\nชักชวน\nชักนำ\nชักเนื้อ\nชักพระ\nชักเย่อ\nชักใย\nชั่งใจ\nชังฆวิหาร\nชัดเจน\nชั้นเชิง\nชั่วคน\nชั่วคราว\nชั่วช้า\nชั่วโมง\nชั่วแล่น\nชาเย็น\nช้านาน\nช่างเครื่อง\nช่างฝีมือ\nช่างฟิต\nช่างไฟ\nช้างน้ำ\nช้างเผือก\nช้างพลาย\nช้างพัง\nช้างสาร\nช้างสีดอ\nชาติธรรม\nชาตินิยม\nชาติพันธุ์\nชาติพันธุ์วิทยา\nชาติภูมิ\nชานชาลา\nชายชาตรี\nชายคา\nชายฝั่ง\nชายทะเล\nชาวเล\nชาววัง\nช้ำใจ\nช้ำชอก\nชิงชัง\nชิงพลบ\nชินชา\nชินบุตร\nชิ้นเอก\nชิมลาง\nชีเปลือย\nชี้ขาด\nชี้แจง\nชี้นำ\nชี้แนะ\nชี้ฟ้า\nชีพจร\nชีพิตักษัย\nชื่นชม\nชื่นบาน\nชื่นมื่น\nชื่อย่อ\nชื่อรอง\nชื่อเล่น\nชื่อเสียง\nชุกชุม\nชุติมา\nชุบตัว\nชุบเลี้ยง\nชุมชน\nชุมทาง\nชุมสาย\nชุ่มใจ\nชุ่มชื่น\nชุ่มชื้น\nชุมนุมชน\nชูชีพ\nชูโรง\nชู้สาว\nเชยชม\nเชลยศักดิ์\nเชลยศึก\nเช่าซื้อ\nเช้าตรู่\nเช้ามืด\nเชิงกราน\nเชิงกล\nเชิงชั้น\nเชิงชาย\nเชิงซ้อน\nเชิงเดียว\nเชิงเดี่ยว\nเชิงตะกอน\nเชิงเทิน\nเชิงมุม\nเชิดชู\nเชิงอรรถ\nเชี่ยนหมาก\nเชี่ยวชาญ\nเชื่องช้า\nเชื่อใจ\nเชื่อถือ\nเชื่อฟัง\nเชื่อมือ\nเชื้อชาติ\nเชื้อเพลิง\nเชื้อไฟ\nเชื้อโรค\nเชื้อสาย\nเชื้อเชิญ\nเชื่องช้า\nเชือนแช\nเชื่อวัน\nแช่เย็น\nแช่อิ่ม\nแช่มช้อย\nแช่มชื่น\nโชกโชน\nโชติช่วง\nโชติรส\nใช้สอย\nซบเซา\nซมซาน\nซวนเซ\nซอกซอน\nซอกแซก\nซ่องสุม\nซ่องเสพ\nซ่องแซ่ง\nซ่อนรูป\nซ่อนเร้น\nซ่อนหา\nซ่อนกลิ่น\nซ่อนทราย\nซ่อมแซม\nซักค้าน\nซักซ้อม\nซักไซ้\nซักฟอก\nซักแห้ง\nซังกะตาย\nซังตาย\nซัดเซ\nซัดทอด\nซับซ้อน\nซับใน\nซับพระพักตร์\nซากศพ\nซ่านเซ็น\nซ้ำซ้อน\nซ้ำซาก\nซ้ำเติม\nซ้ำร้าย\nซี่โครง\nซีดเซียว\nซึมกะทือ\nซึมซาบ\nซึมเซา\nซึมทราบ\nซึมเศร้า\nซื่อตรง\nซื่อสัตย์\nซื้อขาย\nซุกซน\nซุกซ่อน\nซุบซิบ\nซู่ซ่า\nเซซัง\nเซ่อซ่า\nแซ่ซ้อง\nโซดาไฟ\nญาณทัสนะ\nญาณวิทยา\nญาณศาสตร์\nญาติกา\nฐานราก\nดกดื่น\nดงดิบ\nดลใจ\nดลบันดาล\nดวงแก้ว\nดวงใจ\nดวงเดือน\nดวงตรา\nดวงตา\nดวงสมร\nดอกจัน\nดอกจิก\nดอกบัว\nดอกเบี้ย\nดอกฟ้า\nดอกไม้\nดอกยาง\nดอกเล็บ\nดอกทอง\nดอกสร้อย\nดองยา\nดักคอ\nดักฟัง\nดังนั้น\nดังนี้\nดังหนึ่ง\nดั้งเดิม\nดัดจริต\nดัดแปลง\nดันทุรัง\nดับขันธ์\nดับจิต\nดับชีพ\nด่าทอ\nด่างทับทิม\nด่างพร้อย\nดาดฟ้า\nดาราศาสตร์\nดาลเดือด\nดาวกระจาย\nดาวเคราะห์\nดาวตก\nดาวเทียม\nดาวรุ่ง\nดาวเรือง\nดาวฤกษ์\nดาวหาง\nดาวเหนือ\nดาษดื่น\nดินขาว\nดินดาน\nดินดำ\nดินประสิว\nดินปืน\nดินระเบิด\nดินสอ\nดินสอพอง\nดิ้นรน\nดิบดี\nดีเกลือ\nดีใจ\nดีซ่าน\nดีดัก\nดีเดือด\nดีฝ่อ\nดีดดิ้น\nดึกดำบรรพ์\nดึกดื่น\nดึงดัน\nดึงดูด\nดื่มด่ำ\nดื้อด้าน\nดื้อดึง\nดื้อแพ่ง\nดื้อยา\nดื้อรั้น\nดุดัน\nดุเดือด\nดุร้าย\nดุลการค้า\nดุลพินิจ\nดุลภาค\nดุลยพินิจ\nดุลยภาพ\nดุษฎีนิพนธ์\nดุษฎีบัณฑิต\nดุษณีภาพ\nดูแคลน\nดูถูก\nดูดาย\nดูเบา\nดูแล\nดูหมิ่น\nดูเหมือน\nดูดดื่ม\nเด็ดขาด\nเด็ดดวง\nเด็ดเดี่ยว\nเดนตาย\nเดาสวด\nเดาสุ่ม\nเดินทาง\nเดินสะพัด\nเดินสาย\nเดินเหิน\nเดิมพัน\nเดียงสา\nเดียดฉันท์\nเดียวกัน\nเดียวดาย\nเดี๋ยวเดียว\nเดี๋ยวนี้\nเดือดดาล\nเดือดร้อน\nเดือนมืด\nเดือนหงาย\nแดดาล\nแดดิ้น\nแดกดัน\nโด่เด่\nโด่งดัง\nโดดเดี่ยว\nโดยสาร\nได้การ\nได้แก่\nได้ใจ\nได้ที\nได้ยิน\nได้เสีย\nตกเขียว\nตกค้าง\nตกใจ\nตกต่ำ\nตกแต่ง\nตกทอด\nตกฟาก\nตกมัน\nตกยาก\nตกลง\nตกหล่น\nต้นขั้ว\nต้นคิด\nต้นฉบับ\nต้นตอ\nต้นตำรับ\nต้นทุน\nต้นแบบ\nต้นเพลิง\nต้นมือ\nต้นไม้\nต้นร่าง\nต้นเรื่อง\nต้นสังกัด\nต้นหน\nต้นเหตุ\nตบตา\nตบแต่ง\nตบแผละ\nตบมือ\nต้มข่า\nต้มโคล้ง\nต้มยำ\nต้มส้ม\nตรมตรอม\nตรรกวิทยา\nตรรกศาสตร์\nตรวจการ\nตรวจการณ์\nตรวจตรา\nตระบัดสัตย์\nตรัสรู้\nตราตั้ง\nตราบาป\nตรายาง\nตราสาร\nตริตรอง\nตรีกฏุก\nตรีกาย\nตรีโกณ\nตรีโกณมิติ\nตรีคูณ\nตรีทูต\nตรีปิฎก\nตรีภพ\nตรีมูรติ\nตรึกตรอง\nตรึงตรา\nตรุษจีน\nตฤณชาติ\nตฤณมัย\nตลกบาตร\nตลบตะแลง\nตลบหลัง\nตลาดนัด\nตลาดน้ำ\nตลาดมืด\nตลาดสด\nต่อตี\nต่อเติม\nต่อว่า\nต่อสู้\nต่อกร\nต่อต้าน\nต่อแย้ง\nต้องการ\nต้องโทษ\nต้องหา\nต้อนรับ\nตอบโต้\nตอบแทน\nต่อยหอย\nตะพาบน้ำ\nตักตวง\nตักบาตร\nตั้งเข็ม\nตั้งไข่\nตั้งเค้า\nตั้งแง่\nตั้งใจ\nตั้งต้น\nตั้งแต่\nตั้งท้อง\nตัดขาด\nตัดใจ\nตัดเชือก\nตัดตอน\nตัดทอน\nตัดบท\nตัดพ้อ\nตัดรอน\nตัดสิน\nตับเต่า\nตับแลบ\nตับอ่อน\nตัวกลาง\nตัวการ\nตัวเก็ง\nตัวดี\nตัวตั้ง\nตัวเต็ง\nตัวถัง\nตัวแทน\nตัวประกอบ\nตัวประกัน\nตัวแปร\nตัวผู้\nตัวพิมพ์\nตัวเมีย\nตัวยืน\nตัวเลข\nตัวอย่าง\nตั๋วเงิน\nตั๋วแลกเงิน\nตากล้อง\nตาไก่\nตาข่าย\nตาชั่ง\nตาตุ่ม\nตาทวด\nตาปลา\nตาราง\nต่างหาก\nต้านทาน\nตามใจ\nตายใจ\nตายซาก\nตายด้าน\nตายตัว\nตายทั้งกลม\nตายห่า\nตายโหง\nตาลปัตร\nต่ำช้า\nต่ำต้อย\nตำส้ม\nติเตียน\nติณชาติ\nติดขัด\nติดใจ\nติดต่อ\nติดตั้ง\nติดตาม\nติดตื้น\nติดพัน\nติดลม\nติดอ่าง\nตีเกลียว\nตีขลุม\nตีความ\nตีคู่\nตีจาก\nตีตื้น\nตีแผ่\nตีรวน\nตีลังกา\nตีวง\nตีเสมอ\nตีนกา\nตีนคู้\nตีนจก\nตีนตะขาบ\nตีนผี\nตีนเหยียด\nตึกแถว\nตึกระฟ้า\nตึงเครียด\nตึงตัง\nตื้นตัน\nตื่นตัว\nตื่นตูม\nตื่นเต้น\nตุ๊ต๊ะ\nตุ้บตั้บ\nตุ้มหู\nตุลาการ\nตุลาคม\nตู้นิรภัย\nตูมตาม\nตู้เสบียง\nเตโชธาตุ\nเตร็ดเตร่\nเต้นรำ\nเตาแก๊ส\nเตาผิง\nเตาฟู่\nเตาไฟ\nเตารีด\nเตาสูบ\nเต่าทอง\nเต้ารับ\nเต้าส่วน\nเต้าเสียบ\nเต้าหู้ยี้\nแต่ละ\nแตกคอ\nแตกคอก\nแตกฉาน\nแตกดับ\nแตกตื่น\nแตกพาน\nแตกแยก\nแตกร้าว\nแตกหัก\nแต่งงาน\nแต่งตั้ง\nแต้มคู\nแต้มต่อ\nแตรงอน\nแตรเดี่ยว\nแตรฝรั่ง\nแตรฟันฟาร์\nแตรวง\nโต้ตอบ\nโต้เถียง\nโต้แย้ง\nโต๊ะหมู่\nโต๊ะอิหม่าม\nใต้ถุน\nไต้ก๋ง\nไต่คู้\nไต่เต้า\nไต่ถาม\nไต้ฝุ่น\nไตรจักร\nไตรจีวร\nไตรตรึงษ์\nไตรทวาร\nไตรปิฎก\nไตรเพท\nไตรภพ\nไตรภูมิ\nไตรภาคี\nไตรยางศ์\nไตรรงค์\nไตรรัตน์\nไตรลักษณ์\nไตรโลก\nไตรสรณคมน์\nไตรสิกขา\nไต่สวน\nถกเถียง\nถดถอย\nถนัดถนี่\nถนิมสร้อย\nถมถืด\nถมเถ\nถมไป\nถลากไถล\nถ้วนถี่\nถ้วยฟู\nถ่องแท้\nถอดถอน\nถ้อยคำ\nถ้อยแถลง\nถากถาง\nถ่านไฟฉาย\nถ่านหิน\nถามไถ่\nถ่ายทอด\nถ่ายทุกข์\nถ่ายเท\nถาวรวัตถุ\nถ้ำมอง\nถี่ถ้วน\nถึงใจ\nถูกใจ\nถูกชะตา\nเถรวาท\nเถ้าแก่\nเถ้าแก่เนี้ย\nแถมพก\nแถลงการณ์\nไถ่ถอน\nไถ่ถาม\nทดแทน\nทดรอง\nทดลอง\nทดสอบ\nทนทาน\nทนายความ\nทบทวน\nทแยงมุม\nทรงกลด\nทรงเครื่อง\nทรงเจ้า\nทรัพย์สิน\nทรามชม\nทรามเชย\nทรามวัย\nทรามสงวน\nทรามสวาท\nทรุดโทรม\nทฤษฎีบท\nท้วงติง\nท่วมท้น\nทวาทศ\nทวาทศมาส\nทวาบรยุค\nทวารบาล\nทวิบถ\nทวิบท\nทวิบาท\nทวิภาค\nทวิภาคี\nทวีคูณ\nทศกัณฐ์\nทศชาติ\nทศทิศ\nทศนิยม\nทศพร\nทศพล\nทศพิธราชธรรม\nทศมาส\nทศวรรษ\nท่อไอเสีย\nท้อถอย\nท้อแท้\nทองขาว\nทองคำ\nทองคำขาว\nทองคำเปลว\nทองเค\nทองแดง\nทองบรอนซ์\nทองม้วน\nทองย้อย\nทองสัมฤทธิ์\nทองหยอด\nทองหยิบ\nทองเหลือง\nทองเอก\nท่องเที่ยว\nท้องตรา\nท้องถิ่น\nท้องที่\nท้องน้อย\nท้องร่อง\nท้องเรื่อง\nทอดมัน\nทอดทิ้ง\nทอดน่อง\nทอดยอด\nทอดหุ่ย\nทอยกอง\nทะเบียนบ้าน\nทะเลทราย\nทะเลสาบ\nทะเลหลวง\nทักขิณาวัฏ\nทักท้วง\nทักทาย\nทักษิณาวรรต\nทักษิณาทาน\nทักษิณานุประทาน\nทั้งกลม\nทั้งคน\nทั้งดุ้น\nทั้งที\nทั้งนั้น\nทั้งนี้\nทั้งปวง\nทั้งผอง\nทั้งเพ\nทั้งมวล\nทั้งสิ้น\nทั้งหมด\nทั้งหลาย\nทัณฑ์บน\nทัดทาน\nทัดเทียม\nทันควัน\nทันใจ\nทันใด\nทันตา\nทันสมัย\nทันที\nทับถม\nทับทรวง\nทับศัพท์\nทั่วถึง\nทั่วไป\nท่าทาง\nท่าที\nท้าทาย\nทางการ\nทางข้าม\nทางด่วน\nทางเท้า\nทางโท\nทางใน\nทางผ่าน\nทางม้าลาย\nทางหลวง\nทางออก\nทางเอก\nทานกัณฑ์\nทานตะวัน\nท่านชาย\nทานบารมี\nท่านผู้หญิง\nท่านหญิง\nทาบทาม\nท้ายทอย\nทารุณกรรม\nทำคลอด\nทำใจ\nทำซ้ำ\nทำท่า\nทำที\nทำแท้ง\nทำโทษ\nทำบาป\nทำบุญ\nทำพิษ\nทำฟัน\nทำร้าย\nทำวัตร\nทำสาว\nทำเสน่ห์\nทำหมัน\nทำให้\nทิ้งขว้าง\nทิ้งทวน\nทิ้งท้าย\nทินกร\nทิพจักขุ\nทิพโสต\nทิพยจักษุ\nทิพยญาณ\nทิพยเนตร\nทิพยรส\nทิพากร\nทิ่มตำ\nทิ่มแทง\nทิวากร\nทิวากาล\nทิศทาง\nทีเด็ด\nทีท่า\nทีนี้\nทีหลัง\nทีฆนิกาย\nทีฆสระ\nที่ดิน\nที่นอน\nที่นั่ง\nที่ปรึกษา\nที่พึ่ง\nที่มั่น\nที่ราบ\nที่ว่าการ\nที่สุด\nที่หมาย\nที่ไหน\nทุกที\nทุกเมื่อ\nทุกข์สุข\nทุนทรัพย์\nทุนนิยม\nทุนรอน\nทุนสำรอง\nทุ่มเถียง\nทุ่มเท\nทูนหัว\nทูลกระหม่อม\nเทกระจาด\nเทครัว\nเทพเจ้า\nเทพดา\nเทพธิดา\nเทพนม\nเทพนิยม\nเทพนิยาย\nเทพบุตร\nเทพสังหรณ์\nเทศกาล\nเทศนาโวหาร\nเทศบัญญัติ\nเทศบาล\nเทศมนตรี\nเทห์ฟากฟ้า\nเท่ากับ\nเท่าใด\nเท่าตัว\nเท่าทัน\nเท่าทุน\nเท่าเทียม\nเท่านั้น\nเท่าไร\nเท้าช้าง\nเทิดทูน\nเที่ยงตรง\nเที่ยงแท้\nเที่ยงธรรม\nเทียนชนวน\nเทียนพรรษา\nเทียบเคียง\nเทียบเท่า\nเทือกเขา\nเทือกเถา\nแท็งก์น้ำ\nแท่นพิมพ์\nแท่นมณฑล\nแท่นหมึก\nแทรกซอน\nแทรกซ้อน\nแทรกซึม\nแทรกแซง\nแทะโลม\nไทยดำ\nไทยทาน\nไทยธรรม\nไทยน้อย\nไทยใหญ่\nธงชัย\nธงชาติ\nธงทิว\nธรณีวิทยา\nธรณีสงฆ์\nธรรมกาย\nธรรมการ\nธรรมเกษตร\nธรรมขันธ์\nธรรมคุณ\nธรรมจรรยา\nธรรมจริยา\nธรรมจักร\nธรรมจักษุ\nธรรมจาคะ\nธรรมจารี\nธรรมชาติ\nธรรมดา\nธรรมเนียม\nธรรมราชา\nธรรมศาสตร์\nธรรมสภา\nธรรมสังเวช\nธัญพืช\nธารพระกร\nธีรภาพ\nธีรราช\nนกเขา\nนกต่อ\nนกยูง\nนกรู้\nนกหวีด\nนครบาล\nนครรัฐ\nนงคราญ\nนงนุช\nนงพะงา\nนงเยาว์\nนงราม\nนงลักษณ์\nนบนอบ\nนพเก้า\nนพคุณ\nนพเคราะห์\nนพปฎล\nนพพล\nนพรัตน์\nนพศก\nนพศูล\nนมข้น\nนมผง\nนมไม้\nนมนาน\nนมหนู\nนมแมว\nนรีเวช\nนรีเวชวิทยา\nนวดฟั้น\nนวยนาด\nนวลระหง\nนวลลออ\nนวลละออง\nนวลจันทร์\nนอกครู\nนอกคอก\nนอกจาก\nนอกใจ\nนอกชาน\nนอกรีต\nนอกเหนือ\nนองเนือง\nนองเลือด\nนอนก้น\nนอนใจ\nนอบนบ\nนอนเล่น\nนอบน้อม\nน้อมนำ\nน้อยใจ\nน้อยหน้า\nนักการ\nนักการเมือง\nนักกีฬา\nนักข่าว\nนักท่องเที่ยว\nนักเทศน์\nนักโทษ\nนักธรรม\nนักบวช\nนักบิน\nนักบุญ\nนักปราชญ์\nนักพรต\nนักรบ\nนักเรียน\nนักเลง\nนักวิชาการ\nนักศึกษา\nนักสิทธิ์\nนักสืบ\nนักหนา\nนั่งเทียน\nนั่งร้าน\nนัดแนะ\nนัดหมาย\nนั่นแหละ\nนั่นเอง\nนับถือ\nนับประสา\nนัยน์ตา\nนาดำ\nนาปรัง\nนาปี\nนาสวน\nนาหว่าน\nนาคบาศ\nนาคปรก\nนาคราช\nนางกวัก\nนางกำนัล\nนางงาม\nนางใน\nนางบำเรอ\nนางแบบ\nนางพญา\nนางฟ้า\nนางไม้\nนางโลม\nนางสาว\nนางห้าม\nนางเอก\nนาฏกรรม\nนาฏดนตรี\nนาฏศิลป์\nนานนม\nน่านน้ำ\nน่านฟ้า\nนามกร\nนามธรรม\nนามไธย\nนามบัตร\nนามปากกา\nนามแฝง\nนามสกุล\nนามสงเคราะห์\nนามสมญา\nนายทะเบียน\nนายท่า\nนายท้าย\nนายทุน\nนายประกัน\nนายหน้า\nนายอำเภอ\nนารายณ์หัตถ์\nนารีผล\nนาวิกโยธิน\nนำจับ\nนำพา\nนำทาง\nนำร่อง\nนำสืบ\nนำแสดง\nน้ำกรด\nน้ำกาม\nน้ำเกลือ\nน้ำข้าว\nน้ำแข็ง\nน้ำแข็งไส\nน้ำแข็งแห้ง\nน้ำครำ\nน้ำคร่ำ\nน้ำค้าง\nน้ำค้างแข็ง\nน้ำคาวปลา\nน้ำคำ\nน้ำเค็ม\nน้ำเคย\nน้ำเงิน\nน้ำเงี้ยว\nน้ำจัณฑ์\nน้ำจิ้ม\nน้ำใจ\nน้ำเชื้อ\nน้ำเชื่อม\nน้ำซาวข้าว\nน้ำดอกไม้\nน้ำดี\nน้ำตก\nน้ำตา\nน้ำตาล\nน้ำท่า\nน้ำนม\nน้ำนวล\nน้ำบาดาล\nน้ำประสานทอง\nน้ำประปา\nน้ำปลา\nน้ำป่า\nน้ำผึ้ง\nน้ำพริก\nน้ำพริกเผา\nน้ำพี้\nน้ำพุ\nน้ำมนต์\nน้ำมนตร์\nน้ำมัน\nน้ำมือ\nน้ำมูก\nน้ำเมา\nน้ำย่อย\nน้ำยา\nน้ำรัก\nน้ำแร่\nน้ำลาย\nน้ำเลี้ยง\nน้ำสต๊อก\nน้ำส้ม\nน้ำส้มสายชู\nน้ำสังข์\nน้ำสาบาน\nน้ำเสียง\nน้ำหนวก\nน้ำหนอง\nน้ำหนัก\nน้ำหน้า\nน้ำหนึ่ง\nน้ำหมึก\nน้ำหอม\nน้ำเหลือง\nน้ำอบ\nน้ำอ้อย\nน้ำอัดลม\nนิ่งเฉย\nนิจศีล\nนิดเดียว\nนิดหน่อย\nนิติกร\nนิติกรรม\nนิติธรรม\nนิตินัย\nนิติบัญญัติ\nนิติบุคคล\nนิติภาวะ\nนิติวิทยาศาสตร์\nนิติเวช\nนิติเวชศาสตร์\nนิติศาสตร์\nนิเทศศาสตร์\nนิ่มนวล\nนิรุกติศาสตร์\nนิเวศวิทยา\nนิศากร\nนิศากาล\nนิศาชล\nนิศารัตน์\nนี่แน่ะ\nนี่แหละ\nนี่เอง\nนึกคิด\nนุงถุง\nนุ่งห่ม\nนุ่มนวล\nนุ่มนิ่ม\nเนตรนารี\nเนติบัณฑิต\nเนยเทียม\nเนยใส\nเนิ่นนาน\nเนิบนาบ\nเนื้อความ\nเนื้อคู่\nเนื้อเค็ม\nเนื้องอก\nเนื้อตัว\nเนื้อตาย\nเนื้อที่\nเนื้อแท้\nเนื้อเปื่อย\nเนื้อผ้า\nเนื้อเพลง\nเนื้อไม้\nเนื้อเยื่อ\nเนื้อร้อง\nเนื้อร้าย\nเนื้อเรื่อง\nเนื้อหา\nเนืองนอง\nเนืองนิตย์\nเนืองแน่น\nแน่ใจ\nแน่ชัด\nแน่แท้\nแน่นอน\nแน่นิ่ง\nแน่แน่ว\nแน่นแฟ้น\nแน่นหนา\nแนบเนียน\nแนบแน่น\nแนวคิด\nแนวทาง\nแนวโน้ม\nแนวป่า\nแนวรบ\nแนวร่วม\nแนวหน้า\nแนวหลัง\nแน่วแน่\nแนะนำ\nแนะแนว\nโน้มน้าว\nในหลวง\nบกพร่อง\nบงกช\nบงการ\nบดบัง\nบทกลอน\nบทกวี\nบทความ\nบทคัดย่อ\nบทเฉพาะกาล\nบทนำ\nบทบัญญัติ\nบทบาท\nบทประพันธ์\nบทเพลง\nบทร้อง\nบทเรียน\nบทลงโทษ\nบทสนทนา\nบทอัศจรรย์\nบทจร\nบทบงสุ์\nบทมาลย์\nบทรัช\nบทเรศ\nบทวลัญช์\nบนบาน\nบรมครู\nบรมธาตุ\nบรมบพิตร\nบรมวงศานุวงศ์\nบรมอัฐิ\nบรรณพิภพ\nบรรณศาลา\nบรรณาการ\nบรรณาธิการ\nบรรณานุกรม\nบรรณารักษ์\nบรรณารักษศาสตร์\nบรรดามี\nบรรดาศักดิ์\nบรรทัดฐาน\nบรรพบุรุษ\nบรรลัยกัลป์\nบรรลัยจักร\nบริคณห์สนธิ\nบวงสรวง\nบ่วงบาศ\nบ้วนพระโอษฐ์\nบ่อเกิด\nบอกกล่าว\nบอกบท\nบอกบุญ\nบอกใบ้\nบอกปัด\nบ้องกัญชา\nบ้องตื้น\nบ้องไฟ\nบ้องหู\nบอดสี\nบ่อนทำลาย\nบอบช้ำ\nบอบบาง\nบอบแบบ\nบังโกลน\nบังโคลน\nบังใบ\nบั้งไฟ\nบังคับการ\nบังคับบัญชา\nบัญชาการ\nบัณฑุกัมพล\nบัดดล\nบัดเดี๋ยว\nบัดนั้น\nบัดนี้\nบัดสีบัดเถลิง\nบัตรเครดิต\nบัตรพลี\nบัตรสนเท่ห์\nบัตรสินเชื่อ\nบั่นทอน\nบั้นท้าย\nบั้นปลาย\nบั้นพระองค์\nบั้นเอว\nบันไดลิง\nบันไดเลื่อน\nบันเทิงคดี\nบัวลอย\nบัวบก\nบ้าจี้\nบ้าดีเดือด\nบ้าน้ำลาย\nบ้าบิ่น\nบ้าระห่ำ\nบ้าเลือด\nบ้าหอบฟาง\nบากบั่น\nบากหน้า\nบางตา\nบางเบา\nบางที\nบาดเจ็บ\nบาดแผล\nบาดหมาง\nบาตรใหญ่\nบาทบงกช\nบาทบงสุ์\nบาทบริจาริกา\nบาทวิถี\nบานเกล็ด\nบานตะเกียง\nบานตะไท\nบานเบอะ\nบานปลาย\nบานแผละ\nบานพับ\nบ้านจัดสรร\nบ้านช่อง\nบ้านนอก\nบ้านพัก\nบ้านเมือง\nบ้านรับรอง\nบ้านเรือน\nบาปกรรม\nบายศรี\nบ่ายเบี่ยง\nบ่ายหน้า\nบ่าวไพร่\nบิดเบี้ยว\nบิดเบือน\nบิดพลิ้ว\nบี้แบน\nบีบคั้น\nบีบรัด\nบึ้งตึง\nบึ้งบูด\nบุกบั่น\nบุกเบิก\nบุกรุก\nบุคลิกภาพ\nบุคลิกลักษณะ\nบุญธรรม\nบุญนิธิ\nบุญฤทธิ์\nบุบสลาย\nบุ้ยใบ้\nบุรุษเพศ\nบุหงารำไป\nบู้บี้\nบูชายัญ\nบูดบึ้ง\nบูดเบี้ยว\nเบาความ\nเบาใจ\nเบาบาง\nเบาปัญญา\nเบามือ\nเบาแรง\nเบาสมอง\nเบาหวาน\nเบาโหวง\nเบ้าตา\nเบาะแส\nเบิกความ\nเบิกบาน\nเบี้ยล่าง\nเบี้ยเลี้ยง\nเบี้ยหวัด\nเบี่ยงบ่าย\nเบียดบัง\nเบียดเบียน\nเบียดเสียด\nเบื้องต้น\nเบื้องบน\nเบื้องหน้า\nเบื้องหลัง\nแบกะดิน\nแบเบาะ\nแบ่งเบา\nแบ่งปัน\nแบ่งแยก\nแบบฉบับ\nแบบแปลน\nแบบแผน\nแบบฝึกหัด\nแบบพิมพ์\nแบบสอบถาม\nแบบอย่าง\nแบะแฉะ\nแบะท่า\nโบแดง\nโบราณคดี\nโบราณวัตถุ\nโบราณสถาน\nใบขับขี่\nใบจอง\nใบตอง\nใบแทรก\nใบบอก\nใบบุญ\nใบเบิกทาง\nใบปลิว\nใบพัด\nใบโพ\nใบไม้\nใบระกา\nใบรับรอง\nใบลา\nใบเลี้ยง\nใบสั่ง\nใบสำคัญ\nใบสุทธิ\nใบเสร็จ\nใบหน้า\nใบอนุญาต\nใบระกา\nปกครอง\nปกคลุม\nปกป้อง\nปกปิด\nปฏิบัติการ\nปฏิบัติบูชา\nปฐพีวิทยา\nปฐมฌาน\nปฐมทัศน์\nปฐมเทศนา\nปฐมนิเทศ\nปฐมพยาบาล\nปฐมยาม\nปฐมฤกษ์\nปฐมวัย\nปฐมสมโพธิ\nปนเป\nป่นปี้\nปมเขื่อง\nปมเด่น\nปมด้อย\nปรนเปรอ\nปรบไก่\nปรบมือ\nปรสิตวิทยา\nประโปรย\nประพรม\nประกันชีวิต\nประกันภัย\nประจักษ์พยาน\nประจัญบาน\nประจันหน้า\nประจำการ\nประจำเดือน\nประจำเมือง\nประจำยาม\nประชดประชัน\nประชากร\nประชากรศาสตร์\nประชาคม\nประชาชน\nประชาราษฎร์\nประชาชาติ\nประชาชี\nประชาทัณฑ์\nประชาบาล\nประชาพิจารณ์\nประชาภิบาล\nประชามติ\nประชาสงเคราะห์\nประชาสัมพันธ์\nประดับประดา\nประดามี\nประดาน้ำ\nประเดี๋ยวเดียว\nประเดี๋ยวนี้\nประทับใจ\nประทุษร้าย\nประเทศราช\nประพาสต้น\nประเพณีนิยม\nประลัยกัลป์\nประวัติการณ์\nประวัติศาสตร์\nประสบการณ์\nประสบการณ์นิยม\nประสาทการ\nประสูติการ\nประสูติกาล\nประเส\nปรับทุกข์\nปรับโทษ\nปรับปรุง\nปรากฏการณ์\nปราดเปรียว\nปราดเปรื่อง\nปราบปราม\nปริญญาบัตร\nปรัยัติธรรม\nปรุโปร่ง\nปลงใจ\nปลงตก\nปลดทุกข์\nปลดปลง\nปลดปล่อย\nปลดเปลื้อง\nปลดระวาง\nปลดแอก\nปล้นสะดม\nปลอกกระสุน\nปลอกคอ\nปลอดโปร่ง\nปลอดภัย\nปลอมปน\nปลอมแปลง\nปลอบโยน\nปล่อยใจ\nปล่อยตัว\nปล่อยปละ\nปลั๊กไฟ\nปลากริม\nปลาเค็ม\nปลาจ่อม\nปลาเจ่า\nปลาแดก\nปลาตู้\nปลาทอง\nปลาร้า\nปลาส้ม\nปลาดาว\nปลาบิน\nปลาฝา\nปลาวาฬ\nปลาหมึก\nปลาบปลื้ม\nปลายข้าว\nปลายแถว\nปลายทาง\nปลิ้นปลอก\nปลิ้นปล้อน\nปลีกตัว\nปลีกย่อย\nปลุกใจ\nปลุกปล้ำ\nปลุกปั่น\nปลุกระดม\nปลุกเสก\nปลูกฝัง\nปลูกสร้าง\nปวดถ่วง\nปวดมวน\nปวดร้าว\nป่วนปั่น\nป่วยการ\nปอกลอก\nป้องกัน\nปักใจ\nปักดำ\nปักหลัก\nปัจเจกบุคคล\nปัจเจกพุทธะ\nปัจเจกโพธิ\nปัจฉิมชน\nปัจฉิมทิศ\nปัจฉิมภาค\nปัจฉิมยาม\nปัจฉิมลิขิต\nปัจฉิมวัย\nปัจฉิมวาจา\nปัญญาชน\nปัญญาวิมุติ\nปัญญาอ่อน\nปัดเป่า\nปันส่วน\nปั่นป่วน\nปั่นแปะ\nปั่นหัว\nปั้นจิ้ม\nปั้นเจ๋อ\nปั้นปึ่ง\nปั้นสิบ\nปั๊มน้ำมัน\nป่าช้า\nป่าชายเลน\nป่าดง\nป่าดงดิบ\nป่าดิบ\nป่าเถื่อน\nป่าเบญจพรรณ\nป่าละเมาะ\nปากกา\nปากขอ\nปากแข็ง\nปากคอ\nปากคำ\nปากคีบ\nปากจัด\nปากน้ำ\nปากเปล่า\nปากเสียง\nปานกลาง\nป่านนี้\nป้านลม\nป้ายสี\nป่าวร้อง\nปิดฉาก\nปิดบัง\nปิตุฆาต\nปิตุภูมิ\nปีมะโว้\nปีแสง\nปี่กลาง\nปี่ไฉน\nปี่ชวา\nปี่นอก\nปี่ใน\nปี่พาทย์\nปี่อ้อ\nปีกกา\nปีนเกลียว\nปีนป่าย\nปึกแผ่น\nปึงปัง\nปืนกล\nปืนครก\nปืนพก\nปืนยา\nปืนยาว\nปืนลม\nปืนเล็ก\nปืนเล็กยาว\nปืนสั้น\nปืนใหญ่\nปุบปับ\nปุ๊บปั๊บ\nปุ่มเปือก\nปุยฝ้าย\nปุ๋ยคอก\nปุ๋ยเคมี\nปุ๋ยวิทยาศาสตร์\nปุ๋ยหมัก\nปุ๋ยอินทรีย์\nปูจ๋า\nปูเสฉวน\nปู่เจ้า\nปู่ทวด\nปูนขาว\nปูนซีเมนต์\nปูนดิบ\nปูนแดง\nปูนปลาสเตอร์\nปูนปั้น\nเป็ดเทศ\nเป็ดน้ำ\nเป็นกลาง\nเป็นใจ\nเป็นต้น\nเป็นต่อ\nเป็นรอง\nเป็นไร\nเป็นลม\nเป็นห่วง\nเป็นอยู่\nเปรมปรีดิ์\nเปรอะเปื้อน\nเปรียบเทียบ\nเปรียบเปรย\nเปรี้ยวปาก\nเปรี้ยวหวาน\nเปรื่องปราด\nเปลญวน\nเปล่งปลั่ง\nเปล่าดาย\nเปล่าเปลี่ยว\nเปลี่ยนใจ\nเปลี่ยนตัว\nเปลี่ยนแปลง\nเปลี่ยนมือ\nเปลี่ยนหน้า\nเป๋อเหลอ\nเปะปะ\nเป่ากบ\nเป้านิ่ง\nเป้าหมาย\nเปิดฉาก\nเปิดเปิง\nเปิดโปง\nเปิดผนึก\nเปิดเผย\nเปียกปูน\nแป้งสาลี\nแป้งนวล\nแป้งเปียก\nแป้งมัน\nแป้งฝุ่น\nแป้งร่ำ\nแป้งสิงคโปร์\nแป้งหมี่\nแปดปน\nแปดเปื้อน\nแปรปรวน\nแปรผัน\nแปรพักตร์\nแปรรูป\nแปรอักษร\nแปลกปลอม\nแปะโป้ง\nโป้ปด\nโปร่งแสง\nโปร่งใส\nโปรดปราน\nโปรยทาน\nโปรยปราย\nโปโลน้ำ\nผกผัน\nผกากรอง\nผงขาว\nผงชูรส\nผงซักฟอก\nผงฟู\nผดุงครรภ์\nผมไฟ\nผลพลอยได้\nผลลัพธ์\nผลัดเปลี่ยน\nผลิตผล\nผลิตภัณฑ์\nผลุบโผล่\nผสมเทียม\nผสมผสาน\nผสมผเส\nผสมพันธุ์\nผสมโรง\nผสมเสร็จ\nผ่องแผ้ว\nผ่องใส\nผ่อนคลาย\nผ่อนชำระ\nผ่อนปรน\nผ่อนผัน\nผ่อนส่ง\nผอมโซ\nผอมแห้ง\nผักชี\nผักตบชวา\nผักบุ้ง\nผังเมือง\nผัดผ่อน\nผันแปร\nผันผวน\nผ่าตัด\nผ่าเผย\nผ่าหมาก\nผ่าเหล่า\nผ้าขนหนู\nผ้าขาวม้า\nผ้าขี้ริ้ว\nผ้าเช็ดตัว\nผ้าเช็ดปาก\nผ้าเช็ดมือ\nผ้าเช็ดหน้า\nผ้าดิบ\nผ้าต่วน\nผ้าไตร\nผ้าถุง\nผ้าแถบ\nผ้านวม\nผ้านุ่ง\nผ้าใบ\nผ้าป่า\nผ้าป่าน\nผ้าผ่อน\nผ้าพันคอ\nผ้าพันแผล\nผ้าแพร\nผ้าโพกหัว\nผ้ามัดหมี่\nผ้ายาง\nผ้าลูกไม้\nผ้าเหลือง\nผ้าอนามัย\nผ้าอ้อม\nผาดโผน\nผาติกรรม\nผิดหวัง\nผิวเผิน\nผิวพรรณ\nผิวหนัง\nผีกระสือ\nผีกระหัง\nผีกองกอย\nผีโขมด\nผีดิบ\nผีตองเหลือง\nผีถ้วยแก้ว\nผีแถน\nผีทะเล\nผีบุญ\nผีปอบ\nผีพุ่งไต้\nผีฟ้า\nผีเรือน\nผีสาง\nผีเสื้อ\nผีห่า\nผึ่งผาย\nผุดผ่อง\nผุดผาด\nผู้คน\nผู้คุม\nผู้จัดการ\nผู้ชาย\nผู้เชี่ยวชาญ\nผู้ดี\nผู้โดยสาร\nผู้ต้องขัง\nผู้ต้องหา\nผู้แทน\nผู้น้อย\nผู้บริโภค\nผู้บังคับบัญชา\nผู้ปกครอง\nผู้ประกอบการ\nผู้ป่วย\nผู้พิพากษา\nผู้เยาว์\nผู้ร้าย\nผู้วิเศษ\nผู้สื่อข่าว\nผู้เสียหาย\nผู้หญิง\nผู้ใหญ่\nผู้ใหญ่บ้าน\nผูกขวัญ\nผูกขาด\nผูกพัน\nผูกมัด\nเผชิญหน้า\nเผด็จการ\nเผด็จศึก\nเผยแผ่\nเผยแพร่\nเผละผละ\nเผ่าพันธุ์\nเผื่อแผ่\nแผงลอย\nแผนการ\nแผนงาน\nแผนที่\nแผนผัง\nแผนภาพ\nแผนภูมิ\nแผ่นดิน\nแผ่นเสียง\nแผ้วพาน\nโผงผาง\nฝนทอง\nฝอยทอง\nฝักแค\nฝักบัว\nฝักฝ่าย\nฝักใฝ่\nฝังใจ\nฝังหัว\nฝาชี\nฝาแฝด\nฝาละมี\nฝ่าพระบาท\nฝ่าฝืน\nฝ่าฟัน\nฝ้าฟาง\nฝากตัว\nฝากฝัง\nฝีดาษ\nฝีมะม่วง\nฝีจักร\nฝีเท้า\nฝีปาก\nฝีพาย\nฝีมือ\nฝีเย็บ\nฝึกงาน\nฝึกปรือ\nฝึกฝน\nฝึกสอน\nฝึกหัด\nฝืดเคือง\nใฝ่ฝัน\nพงพี\nพงศ์พันธุ์\nพญาโศก\nพญาไฟ\nพบปะ\nพบพาน\nพรสวรรค์\nพรมคด\nพรมแดน\nพรมมิ\nพรรคพวก\nพรรณราย\nพรวดพราด\nพรหมชาติ\nพรหมลิขิต\nพรหมโลก\nพรหมวิหาร\nพร้อมใจ\nพร้อมพรั่ง\nพร้อมเพรียง\nพร้อมมูล\nพร้อมสรรพ\nพร้อมหน้า\nพระครู\nพระคุณ\nพระเคราะห์\nพระเครื่อง\nพระเจ้า\nพระเจ้าอยู่หัว\nพระชายา\nพระทัย\nพระนาง\nพระนางเจ้า\nพระเป็นเจ้า\nพระผู้เป็นเจ้า\nพระพิมพ์\nพระพุทธเจ้า\nพระพุทธองค์\nพระภูมิ\nพระยา\nพระรอง\nพระสนม\nพระสนมเอก\nพระองค์\nพระองค์เจ้า\nพระเอก\nพรั่งพร้อม\nพรั่งพรู\nพรั่นพรึง\nพร่างพราว\nพรายน้ำ\nพรายแพรว\nพราวแพรว\nพร่ำพลอด\nพร่ำเพรื่อ\nพร่ำเพ้อ\nพริกไทย\nพริ้งพราย\nพริ้งเพรา\nพริ้งเพริศ\nพริบตา\nพริ้มพราย\nพริ้มเพรา\nพรุ่งนี้\nพฤติกรรม\nพฤติการณ์\nพฤตินัย\nพลการ\nพลขับ\nพลความ\nพลเมือง\nพลรบ\nพลร่ม\nพลเรือน\nพลโลก\nพลศึกษา\nพลบค่ำ\nพลอดรัก\nพลังงาน\nพลังเงียบ\nพลังจิต\nพลั้งปาก\nพลั้งเผลอ\nพลั้งพลาด\nพลัดถิ่น\nพลัดพราก\nพลาดท่า\nพลาดพลั้ง\nพลิกแพลง\nพลีกรรม\nพลุ่งพล่าน\nพวกพ้อง\nพวงมาลัย\nพวงมาลา\nพวงหรีด\nพวงคราม\nพวงชมพู\nพวงแสด\nพ่วงพี\nพวยน้ำ\nพวยพุ่ง\nพสกนิกร\nพหุคูณ\nพหุภาคี\nพหูพจน์\nพหูสูต\nพอควร\nพอใจ\nพอใช้\nพอใช้ได้\nพอดี\nพอตัว\nพอทำเนา\nพอประมาณ\nพอเพียง\nพอแรง\nพอสมควร\nพอเหมาะ\nพ่อขุน\nพ่อครัว\nพ่อตา\nพ่อบ้าน\nพ่อพันธุ์\nพ่อม่าย\nพ่อเมือง\nพ่อเลี้ยง\nพ่อสื่อ\nพอกพูน\nพ้องพาน\nพักผ่อน\nพักพิง\nพักฟื้น\nพักร้อน\nพักแรม\nพัดยศ\nพัดลม\nพันพัว\nพับฐาน\nพับเพียบ\nพัวพัน\nพาซื่อ\nพาดพิง\nพิณพาทย์\nพิธีกร\nพิธีกรรม\nพิธีการ\nพิธีรีตอง\nพิธีสาร\nพินัยกรรม\nพิมพ์เขียว\nพิมพ์ใจ\nพิมพ์ดีด\nพิษสง\nพี่น้อง\nพี่เบิ้ม\nพี่เลี้ยง\nพึงใจ\nพึงพอใจ\nพึ่งพา\nพึ่งพิง\nพืชพันธุ์\nพืชมงคล\nพื้นฐาน\nพื้นที่\nพื้นบ้าน\nพื้นเพ\nพื้นเมือง\nพื้นเสีย\nพุพอง\nพุทธกาล\nพุทธคุณ\nพุทธจักร\nพุทธเจดีย์\nพุทธฎีกา\nพุทธปฏิมา\nพุทธปฏิมากร\nพุทธมามกะ\nพุทธศักราช\nพุทธศาสนิกชน\nพุทธองค์\nพุทธชาด\nพุทธรักษา\nพุ่มพวง\nพุ่มไม้\nพู่กัน\nพูดจา\nเพ่งเล็ง\nเพดานบิน\nเพดานปาก\nเพริศพราย\nเพริศพริ้ง\nเพริศแพร้ว\nเพรียกพร้อง\nเพรียวลม\nเพลงเชิด\nเพลงยาว\nเพลิงกัลป์\nเพลินใจ\nเพลินตา\nเพลี่ยงพล้ำ\nเพ้อฝัน\nเพาะกาย\nเพาะชำ\nเพาะปลูก\nเพิกถอน\nเพิกเฉย\nเพิ่มเติม\nเพิ่มพูน\nเพียงตา\nเพียงพอ\nเพียบแประ\nเพียบพร้อม\nเพื่อนเกลอ\nเพื่อนตาย\nเพื่อนบ้าน\nเพื่อนฝูง\nเพื่อนยาก\nแพ้ท้อง\nแพร่หลาย\nแพร่งพราย\nแพรวพราว\nโพธิญาณ\nโพธิบัลลังก์\nโพธิสมภาร\nโพธิสัตว์\nโพ้นทะเล\nโพยภัย\nไพ่ตาย\nไพ่ป๊อก\nไพรวัน\nไพรสณฑ์\nไพรสัณฑ์\nไพร่พล\nไพร่ฟ้า\nไพร่สม\nไพร่ส่วย\nไพร่หลวง\nฟกช้ำ\nฟองเต้าหู้\nฟองน้ำ\nฟองมัน\nฟ้องกลับ\nฟ้องร้อง\nฟอนเฟะ\nฟักทอง\nฟัดเฟียด\nฟันดาบ\nฟันฝ่า\nฟันแท้\nฟันน้ำนม\nฟันปลา\nฟันฟาง\nฟันเฟือง\nฟันม้า\nฟันเลื่อย\nฟันหนู\nฟั่นเฝือ\nฟั่นเฟือน\nฟื้นตัว\nฟื้นฝอย\nฟื้นฟู\nฟุ้งซ่าน\nฟุ้งเฟ้อ\nฟุ้งเฟื่อง\nฟุตบอล\nฟูฟ่อง\nฟูเฟื่อง\nฟูมฟัก\nฟูมฟาย\nเฟะฟะ\nเฟื่องฟ้า\nเฟื่องฟุ้ง\nเฟื่องฟู\nไฟฉาย\nไฟแช็ก\nไฟธาตุ\nไฟฟ้า\nภัตกิจ\nภาคทัณฑ์\nภาคพื้น\nภาคเรียน\nภาคภูมิ\nภาพถ่าย\nภาพนิ่ง\nภาพประกอบ\nภาพพจน์\nภาพยนตร์\nภาพลวงตา\nภาพลักษณ์\nภายนอก\nภายใน\nภายหน้า\nภายหลัง\nภารกิจ\nภารธุระ\nภารโรง\nภารตวิทยา\nภาษาศาสตร์\nภาสกร\nภิญโญภาพ\nภินชาติ\nภูธร\nภูธเรศ\nภูบาล\nภูเบศ\nภูเบศวร์\nภูเขา\nภูเขาไฟ\nภูผา\nภูตคาม\nภูตบดี\nภูตรูป\nภูเตศวร\nภูมินทร์\nภูมิบาล\nภูมิประเทศ\nภูมิภาค\nภูมิรัฐศาสตร์\nภูมิลำเนา\nภูมิศาสตร์\nภูมิอากาศ\nภูมิธรรม\nภูมิปัญญา\nภูมิรู้\nภูมิใจ\nภูมิฐาน\nภูมิคุ้มกัน\nภูมิแพ้\nภูษาโยง\nเภทภัย\nเภสัชกร\nเภสัชกรรม\nเภสัชวิทยา\nเภสัชศาสตร์\nโภคทรัพย์\nโภคภัณฑ์\nโภชนากร\nโภชนาการ\nมกุฎราชกุมาร\nมงคลแฝด\nมงคลสูตร\nมงคลหัตถี\nมณเฑียรบาล\nมดดำ\nมดแดง\nมดเท็จ\nมดยอบ\nมดลูก\nมธุปายาส\nมธุรส\nมนเทียรบาล\nมนุษย์กบ\nมโนกรรม\nมโนคติ\nมโนทุจริต\nมโนธรรม\nมโนภาพ\nมโนมัย\nมโนรถ\nมโนรมย์\nมโนสุจริต\nมรรคนายก\nมรรคผล\nมฤคชาติ\nมฤคทายวัน\nมฤคราช\nมลทิน\nมลพิษ\nมลสาร\nมวกเหล็ก\nม้วนหน้า\nมวยไทย\nมวยปล้ำ\nมวยล้ม\nมวยวัด\nมวยสากล\nมวยหมู่\nมวลสาร\nมอคราม\nมอซอ\nมอหมึก\nมองเมียง\nมอบตัว\nมอบหมาย\nมอมเมา\nมะขามเทศ\nมะขามป้อม\nมะขามเปียก\nมะเขือเทศ\nมะเขือพวง\nมะพร้าวแก้ว\nมักคุ้น\nมักจี่\nมักง่าย\nมักน้อย\nมักมาก\nมักใหญ่\nมั่งคั่ง\nมั่งมี\nมัจจุราช\nมัชฌิมนิกาย\nมัชฌิมประเทศ\nมัชฌิมยาม\nมัชฌิมวัย\nมัดจำ\nมัดหมี่\nมัธยมกาล\nมัธยมศึกษา\nมันแกว\nมันเทศ\nมันฝรั่ง\nมันเปลว\nมันสมอง\nมั่นคง\nมั่นใจ\nมั่นหมาย\nมั่นเหมาะ\nมัวเมา\nมัวหมอง\nมั่วสุม\nม้าเทศ\nม้าน้ำ\nม้ามืด\nม้าเร็ว\nม้าล่อ\nม้าลาย\nมากมาย\nมาตรการ\nมาตรฐาน\nมาตราส่วน\nมาตุคาม\nมาตุฆาต\nมาตุภูมิ\nม่านตา\nม่านบังตา\nมายากร\nมายากล\nมายาการ\nมายาวี\nมารผจญ\nมารวิชัย\nมารสังคม\nมารหัวขน\nมาลาการ\nมิ่งขวัญ\nมิ่งมิตร\nมิจฉาจาร\nมิจฉาชีพ\nมิดชิด\nมิดเมี้ยน\nมิดหมี\nมิตรจิต\nมิตรภาพ\nมิตรสหาย\nมิน่า\nมีหน้า\nมีดโกน\nมีดดาบ\nมีดโต้\nมีดพก\nมีดพับ\nมีดสั้น\nมึนงง\nมึนชา\nมึนตึง\nมึนเมา\nมืดครึ้ม\nมืดมน\nมืดมัว\nมือจับ\nมือดี\nมือเติบ\nมือปืน\nมือเปล่า\nมือมืด\nมือสอง\nมือเสือ\nมือหนึ่ง\nมือใหม่\nมุกตลก\nมุขปาฐะ\nมุขมนตรี\nมุ่งมั่น\nมุ่งมาด\nมุ่งหน้า\nมุ่งหมาย\nมุ่งหวัง\nมุ้งลวด\nมุ้งสายบัว\nมุมก้ม\nมุมกลับ\nมุมเงย\nมุมฉาก\nมุมตรง\nมุมป้าน\nมุมมืด\nมุมแย้ง\nมุมสะท้อน\nมุมหักเห\nมุมแหลม\nมุสาวาท\nมูกเลือด\nมูกมัน\nมูกหลวง\nมูนดิน\nมูลฐาน\nมูลนาย\nมูลนิธิ\nมูลเหตุ\nมูลค่า\nมูลฝอย\nเม็ดเงิน\nเม็ดเลือด\nเม็ดโลหิต\nเม่นทะเล\nเมรุมาศ\nเมรุราช\nเมล์อากาศ\nเมาดิบ\nเมามัน\nเมามัว\nเมามาย\nเมินเฉย\nเมียน้อย\nเมียหลวง\nเมียงมอง\nเมี่ยงลาว\nเมี่ยงส้ม\nเมื่อกี้\nเมื่อตะกี้\nเมื่อใด\nเมื่อไร\nเมื่อไหร่\nเมื่อนั้น\nเมืองขึ้น\nเมืองท่า\nเมืองนอก\nเมืองหลวง\nเมื่อยขบ\nเมื่อยล้า\nแม่กอง\nแม่กุญแจ\nแม่คุณ\nแม่งาน\nแม่เจ้า\nแม่ชี\nแม่ทัพ\nแม่นม\nแม่น้ำ\nแม่บท\nแม่บ้าน\nแม่เบี้ย\nแม่พระ\nแม่พิมพ์\nแม่เพลง\nแม่มด\nแม่ม่าย\nแม่ไม้\nแม่ยก\nแม่ยาย\nแม่ร้าง\nแม่เรือน\nแม่แรง\nแม่เล้า\nแม่เลี้ยง\nแม่สี\nแม่สื่อ\nแม่เหล็ก\nแมงมุม\nแม่นยำ\nแมลงช้าง\nแมลงวัน\nแมลงปอ\nแมลงภู่\nแมลงเม่า\nแมวเซา\nแมวน้ำ\nแมวป่า\nแมวมอง\nไม้กลัด\nไม้กวาด\nไม้กางเขน\nไม้เกาหลัง\nไม้ขีดไฟ\nไม้จิ้มฟัน\nไม้เด็ด\nไม้ตาย\nไม้ตีพริก\nไม้ที\nไม้เท้า\nไม้บรรทัด\nไม้เมตร\nไม้ระแนง\nไม้เรียว\nไม้หมอน\nไม้อัด\nไม้จัตวา\nไม้ตรี\nไม้ไต่คู้\nไม้โท\nไม้ผัด\nไม้มลาย\nไม้ม้วน\nไม้ยมก\nไม้หน้า\nไม้หันอากาศ\nไม้เอก\nยกกลีบ\nยกครู\nยกเครื่อง\nยกเค้า\nยกทรง\nยกฟ้อง\nยกเมฆ\nยกยอ\nยกย่อง\nยกเลิก\nยกเว้น\nย่นย่อ\nยมทูต\nยมบาล\nยมราช\nยมโลก\nยวดยิ่ง\nยวดยาน\nยวนยี\nยวบยาบ\nย่อท้อ\nย่อส่วน\nย่อหน้า\nย่อหย่อน\nยอกย้อน\nยองใย\nย่องเบา\nย่องแย่ง\nยอดเยี่ยม\nยอดอก\nย้อนยอก\nย้อนรอย\nย้อนศร\nย้อนแสง\nย้อนหลัง\nยอบแยบ\nยอมความ\nย่อมเยา\nย่อยยับ\nยักยอก\nยักย้าย\nยักเยื้อง\nยัญกรรม\nยัญพิธี\nยัดเยียด\nยับเยิน\nยับยั้ง\nยั่วยวน\nยั่วยุ\nยั่วเย้า\nยากวาด\nยากันยุง\nยาเขียว\nยาใจ\nยาฉุน\nยาชา\nยาซัด\nยาดอง\nยาแดง\nยาถ่าย\nยาธาตุ\nยานัตถุ์\nยาเบื่อ\nยาโป๊\nยาแฝด\nยาพิษ\nยาระบาย\nยาสลบ\nยาสั่ง\nยาสีฟัน\nยาสูบ\nยาเส้น\nยาเสพติด\nยาหม่อง\nยาเหลือง\nย่าทวด\nย่านาง\nยากแค้น\nยากจน\nยากเย็น\nยากไร้\nยางนอก\nยางใน\nยางมะตอย\nยางมะตูม\nยางลบ\nยางสน\nยางอาย\nย่างกราย\nย่างเยื้อง\nย่างสด\nย่างสามขุม\nย่างเหยียบ\nยานเกราะ\nยานพาหนะ\nยานอวกาศ\nยานคาง\nยายทวด\nยาวเฟื้อย\nยาวยืด\nยาวเหยียด\nยำทวาย\nยำใหญ่\nยำเกรง\nยำเยง\nย่ำต๊อก\nย่ำยี\nย่ำแย่\nยิงเป้า\nยิ่งนัก\nยิ่งยวด\nยิ่งใหญ่\nยินดี\nยินยอม\nยินร้าย\nยิ้มกริ่ม\nยิ้มแฉ่ง\nยิ้มแต้\nยิ้มแป้น\nยิ้มเผล่\nยิ้มเยาะ\nยิ้มแย้ม\nยียวน\nยึดครอง\nยึดถือ\nยึดมั่น\nยึดเหนี่ยว\nยืดยาด\nยืดยาว\nยืดเยื้อ\nยืดหยุ่น\nยืดอก\nยืนกราน\nยืนต้น\nยืนพื้น\nยืนยง\nยืนยัน\nยืนหยัด\nยื้อยุด\nยุยง\nยุแยง\nยุแหย่\nยุคลบาท\nยุคเข็ญ\nยุคทอง\nยุคมืด\nยุ่งขิง\nยุ่งยาก\nยุ่งเหยิง\nยุติธรรม\nยุทธการ\nยุทธนาวี\nยุทธปัจจัย\nยุทธภัณฑ์\nยุทธภูมิ\nยุทธวิธี\nยุทธศาสตร์\nยุทธหัตถี\nยุทธนาการ\nยุทธนาธิการ\nยุบยับ\nยุบยิบ\nยุพราช\nยู่ยี่\nเย็นเจี๊ยบ\nเย็นใจ\nเย็นฉ่ำ\nเย็นเฉียบ\nเย็นชา\nเย็นชืด\nเย็นตา\nเย็นเยียบ\nเย็นเยือก\nเย็นวาบ\nเย็นวูบ\nเย็บกี่\nเย็บจักร\nเย็บด้าย\nเย้ยหยัน\nเย้าหยอก\nเยาะเย้ย\nเยี่ยมกราย\nเยี่ยมเยียน\nเยี่ยมเยือน\nเยี่ยมยอด\nเยื่อเคย\nเยื่อใย\nเยือกเย็น\nเยื้องกราย\nเยื้องยัก\nเยื้องย่าง\nแยกย้าย\nแยกแยะ\nแย่งชิง\nแยบคาย\nแยบยล\nแย้มพราย\nแย้มยิ้ม\nแย้มสรวล\nโยเย\nโย้เย้\nโยกโคลง\nโยกย้าย\nโยกโย้\nโยนกลอง\nใยหิน\nรกชัฏ\nรกร้าง\nรกเรี้ยว\nรกเรื้อ\nรกราก\nรงควัตถุ\nรชนีกร\nรถกระบะ\nรถเก๋ง\nรถเข็น\nรถแข่ง\nรถจักร\nรถจี๊ป\nรถตู้\nรถทัวร์\nรถบรรทุก\nรถพ่วง\nรถพยาบาล\nรถไฟ\nรถไฟฟ้า\nรถม้า\nรถเมล์\nรถยนต์\nรถราง\nรถลาก\nรถสปอร์ต\nรถสิบล้อ\nรบกวน\nรบรา\nรบเร้า\nรมดำ\nร่มเกล้า\nร่มชูชีพ\nร่มเย็น\nร่มรื่น\nร่วงโรย\nรวงผึ้ง\nรวงรัง\nรวดเร็ว\nรวนเร\nรวบยอด\nรวบรวม\nรวบรัด\nรวมพล\nรวมหัว\nร่วมใจ\nร่วมเพศ\nร่วมมือ\nร่วมรัก\nร่วมสมัย\nรวยริน\nรวยรื่น\nรสชาติ\nรสนิยม\nรองท้อง\nรองเท้า\nรองพื้น\nร่องน้ำ\nร่องรอย\nร้องขอ\nร้องทุกข์\nร้องเรียน\nร้องห่ม\nร้องไห้\nรองช้ำ\nรองทรง\nรอดชีวิต\nรอดตัว\nรอดตาย\nรอนแรม\nร่อนเร่\nร้อนใจ\nร้อนตัว\nร้อนรน\nร้อนรุ่ม\nร้อนวิชา\nร้อนอาสน์\nรอบจัด\nรอบเดือน\nรอบรู้\nรอยร้าว\nร่อยหรอ\nร้อยละ\nร้อยกรอง\nร้อยแก้ว\nร้อยหวาย\nระนาดทุ้ม\nระนาดเอก\nระเบิดขวด\nระเบิดมือ\nระเบียบการ\nรักใคร่\nรักษาการ\nรักษาการณ์\nรังไข่\nรังแตน\nรังนก\nรังผึ้ง\nรังเพลิง\nรังมด\nรังสรรค์\nรังสฤษฏ์\nรั้งรอ\nรังสีแพทย์\nรังสีวิทยา\nรัชกาล\nรัชทายาท\nรัชนีกร\nรัฐธรรมนูญ\nรัฐบาล\nรัฐบุรุษ\nรัฐประศาสน์\nรัฐประหาร\nรัฐพิธี\nรัฐมนตรี\nรัฐวิสาหกิจ\nรัฐศาสตร์\nรัฐสภา\nรัดกุม\nรัดเกล้า\nรัดตัว\nรัดประคด\nรัดรึง\nรัดรูป\nรัตติกาล\nรับขวัญ\nรับจ้าง\nรับช่วง\nรับใช้\nรับซื้อ\nรับทราบ\nรับประกัน\nรับประทาน\nรับปาก\nรับผิด\nรับผิดชอบ\nรับฟ้อง\nรับฟัง\nรับมือ\nรับรอง\nรับรู้\nรับสมัคร\nรับสั่ง\nรับหน้า\nรับเหมา\nรั่วไหล\nรามือ\nร่าเริง\nรากแก้ว\nรากขวัญ\nรากฐาน\nรากฟัน\nรากศัพท์\nรากเหง้า\nร่างกาย\nร่างแห\nร้างรา\nราชกรณียกิจ\nราชการ\nราชกิจ\nราชครู\nราชฐาน\nราชทัณฑ์\nราชทินนาม\nราชทูต\nราชธานี\nราชนาวี\nราชบัณฑิต\nราชบัลลังก์\nราชบาตร\nราชบุตร\nราชปะแตน\nราชภัฏ\nราชมัล\nราชยาน\nราชรถ\nราชลัญจกร\nราชเลขาธิการ\nราชเลขานุการ\nราชวงศ์\nราชวัติ\nราชสกุล\nราชสมบัติ\nราชสาส์น\nราชหัตถเลขา\nราชองครักษ์\nราชโองการ\nราชาคณะ\nราชาศัพท์\nราชินีนาถ\nร้านชำ\nร้านรวง\nราบคาบ\nราบรื่น\nราบเรียบ\nรายการ\nรายงาน\nรายจ่าย\nรายได้\nรายทาง\nรายรับ\nรายล้อม\nรายละเอียด\nรายวิชา\nร่ายยาว\nร่ายรำ\nร้ายกาจ\nร้ายแรง\nราวนม\nราวป่า\nร้าวฉาน\nร้าวราน\nรำพัด\nรำแพน\nรำวง\nร่ำไป\nร่ำร้อง\nร่ำเรียน\nร่ำไร\nร่ำลา\nร่ำไห้\nริเริ่ม\nริอ่าน\nริมฝีปาก\nริ้วรอย\nรีบร้อน\nรีบรุด\nรีบเร่ง\nรื่นรมย์\nรื่นเริง\nรื้อถอน\nรื้อฟื้น\nรุกฆาต\nรุกราน\nรุกล้ำ\nรุกไล่\nรุ่งขึ้น\nรุ่งแจ้ง\nรุ่งเช้า\nรุ่งเรือง\nรุ่งโรจน์\nรุ่งสว่าง\nรุ่งสาง\nรุ่งอรุณ\nรุจิเรข\nรุดหน้า\nรุนแรง\nรุมเร้า\nรุมล้อม\nรุ่มรวย\nรุ่มร้อน\nรุ่ยร่าย\nรู้แกว\nรู้ความ\nรู้คุณ\nรู้งาน\nรู้จัก\nรู้แจ้ง\nรู้ใจ\nรู้เชิง\nรู้ตัว\nรู้ทัน\nรู้เท่า\nรู้เรื่อง\nรู้สำนึก\nรู้สึก\nรู้เห็น\nรูปการณ์\nรูปโฉม\nรูปฌาน\nรูปถ่าย\nรูปทรง\nรูปธรรม\nรูปแบบ\nรูปพรรณ\nรูปพรหม\nรูปภพ\nรูปภาพ\nรูปร่าง\nรูปสมบัติ\nเร่ร่อน\nเร่งด่วน\nเร่งมือ\nเร่งรัด\nเร่งรีบ\nเร่งเร้า\nเร้นลับ\nเร่อร่า\nเร่าร้อน\nเราะราย\nเราะร้าย\nเริงใจ\nเริงรมย์\nเริดร้าง\nเริ่มต้น\nเริ่มแรก\nเรี่ยราด\nเรี่ยไร\nเรียกคืน\nเรียกตัว\nเรียกร้อง\nเรียกหา\nเรียบร้อย\nเรียงความ\nเรียงตัว\nเรียงเบอร์\nเรียงพิมพ์\nเรียงเม็ด\nเรียงราย\nเรียนรู้\nเรียบร้อย\nเรียบเรียง\nเรียบวุธ\nเรี่ยมเร้\nเรี่ยวแรง\nเรือกลไฟ\nเรือกอและ\nเรือกำปั่น\nเรือจ้าง\nเรือดำน้ำ\nเรือโดยสาร\nเรือตรวจการณ์\nเรือตังเก\nเรือธง\nเรือนำร่อง\nเรือบด\nเรือบิน\nเรือใบ\nเรือประมง\nเรือพ่วง\nเรือพิฆาต\nเรือยนต์\nเรือยาว\nเรือโยง\nเรือรบ\nเรือลากจูง\nเรือสำปั้น\nเรือสำเภา\nเรือหลวง\nเรือหางยาว\nเรืออีโปง\nเรือเอี้ยมจุ๊น\nเรื้อรัง\nเรือกสวน\nเรืองนาม\nเรืองรอง\nเรืองแสง\nเรื่องราว\nเรื่องสั้น\nเรือนแก้ว\nเรือนจำ\nเรือนเบี้ย\nเรือนแพ\nเรือนหอ\nเรื่อยเจื้อย\nเรื่อยเฉื่อย\nเรื่อยเปื่อย\nแรเงา\nแรกนา\nแรกนาขวัญ\nแรงงาน\nแรงดึงดูด\nแรงเทียน\nแรงม้า\nแรงเหวี่ยง\nแรมรอน\nแรมรา\nแรมโรย\nโรคจิต\nโรงครัว\nโรงงาน\nโรงเจ\nโรงเตี๊ยม\nโรงทาน\nโรงนา\nโรงพยาบาล\nโรงพัก\nโรงพิมพ์\nโรงเรียน\nโรงเรือน\nโรงแรม\nโรงเลี้ยง\nโรงเลื่อย\nโรงสี\nโรงสีข้าว\nโรงอาหาร\nโรมรัน\nโรยรา\nฤชากร\nฤดูกาล\nลงขัน\nลงแขก\nลงคอ\nลงตัว\nลงท้าย\nลงทุน\nลงโทษ\nลงพุง\nลงมือ\nลงรัก\nลงรอย\nลงแรง\nลงโรง\nลงเอย\nลดตัว\nลดละ\nลดเลี้ยว\nลดหย่อน\nลดหลั่น\nลนลาน\nล้นพ้น\nล้นหลาม\nล้นเหลือ\nลบล้าง\nลบเลือน\nลบหลู่\nลมกรด\nลมค้า\nลมงวง\nลมแดด\nลมทะเล\nลมบก\nลมบน\nลมบ้าหมู\nลมปราณ\nลมปาก\nลมพิษ\nลมว่าว\nลมเสีย\nลมหนาว\nลมหายใจ\nล่มจม\nล่มสลาย\nล้มละลาย\nล้มลุก\nล้มเลิก\nล่วงเกิน\nล่วงรู้\nล่วงละเมิด\nล่วงลับ\nล่วงล้ำ\nล่วงเลย\nล่วงหน้า\nลวดลาย\nลวดสปริง\nลวดหนาม\nล้วนแล้ว\nลหุโทษ\nล่อลวง\nล่อหลอก\nล่อแหลม\nล้อต๊อก\nล้อเลื่อน\nล้อเล่น\nล้อเลียน\nล้อหลอก\nลองเชิง\nลองดี\nลองภูมิ\nล่องหน\nลอดช่อง\nล่อนจ้อน\nลอบกัด\nล้อมวง\nลอยแก้ว\nลอยชาย\nลอยตัว\nลอยนวล\nลอยแพ\nลอยลำ\nละทิ้ง\nละเลย\nละเว้น\nละครนอก\nละครใน\nละครเพลง\nละครร้อง\nละครรำ\nละครลิง\nละครสัตว์\nละเอียดอ่อน\nลักไก่\nลักพา\nลักเพศ\nลักยิ้ม\nลักลอบ\nลักลั่น\nลักหลับ\nลัดเลาะ\nลับตา\nลับแล\nลับหลัง\nลาออก\nล่าช้า\nล่าทัพ\nล้าสมัย\nล้าหลัง\nลากข้าง\nล้างบาง\nล้างผลาญ\nลาดเขา\nลาดตระเวน\nลาดเท\nลาดยาง\nลานบิน\nลาภปาก\nลาภลอย\nลามปาม\nลามเลีย\nลายคราม\nลายเซ็น\nลายแทง\nลายน้ำ\nลายพร้อย\nลายมือ\nลายลักษณ์\nลายเส้น\nลำกล้อง\nลำแข้ง\nลำธาร\nลำแสง\nลำไส้\nลำตัด\nลำนำ\nล่ำสัน\nล้ำยุค\nล้ำสมัย\nล้ำลึก\nล้ำเลิศ\nล้ำเส้น\nล้ำหน้า\nลิงจุ่น\nลิงลม\nลิงโลด\nลิดรอน\nลิ้นไก่\nลิ้นชัก\nลิ้นปี่\nลิ้นควาย\nลิ้นงูเห่า\nลิ้นหมา\nลิบลับ\nลิบลิ่ว\nลิ่มเลือด\nลี้ภัย\nลี้ลับ\nลึกซึ้ง\nลึกลับ\nลึกล้ำ\nลืมตน\nลืมต้น\nลืมตัว\nลืมตา\nลืมเลือน\nลือชา\nลือชื่อ\nลือลั่น\nลุล่วง\nลุกลน\nลุกลาม\nลุกลี้ลุกลน\nลุกฮือ\nลุ่มน้ำ\nลุ่มลึก\nลุ่มหลง\nลุ่ทาง\nลูกกรง\nลูกกรอก\nลูกกรุง\nลูกกลอน\nลูกกลิ้ง\nลูกกวาด\nลูกกะจ๊อก\nลูกกุญแจ\nลูกเกด\nลูกแก้ว\nลูกขนไก่\nลูกข่าง\nลูกขุน\nลูกเขย\nลูกครึ่ง\nลูกคลื่น\nลูกความ\nลูกคอ\nลูกค้า\nลูกคิด\nลูกคู่\nลูกจ้าง\nลูกช้าง\nลูกชิด\nลูกชิ้น\nลูกชุบ\nลูกซอง\nลูกโซ่\nลูกดอก\nลูกดิ่ง\nลูกตะกั่ว\nลูกตุ้ม\nลูกเต้า\nลูกเต๋า\nลูกถ้วย\nลูกทุ่ง\nลูกเธอ\nลูกน้อง\nลูกน้ำ\nลูกนิมิต\nลูกบอล\nลูกบ้าน\nลูกบาศก์\nลูกบิด\nลูกเบี้ยว\nลูกประคบ\nลูกประคำ\nลูกปัด\nลูกปืน\nลูกโป่ง\nลูกผสม\nลูกผู้ชาย\nลูกผู้หญิง\nลูกพรรค\nลูกพี่\nลูกฟูก\nลูกไฟ\nลูกมือ\nลูกโม่\nลูกไม้\nลูกยาเธอ\nลูกรอก\nลูกรัง\nลูกเรือ\nลูกล้อ\nลูกลอย\nลูกเล่น\nลูกเลี้ยง\nลูกโลก\nลูกวัด\nลูกศร\nลูกศิษย์\nลูกสมุน\nลูกสะใภ้\nลูกสูบ\nลูกเสือ\nลูกหนัง\nลูกหนี้\nลูกหนู\nลูกหมาก\nลูกหลง\nลูกหลาน\nลูกหาบ\nลูกหิน\nลูกเห็บ\nลูกเหม็น\nลูกแหง่\nลูกอม\nลูกหม้อ\nลูบคม\nลูบคลำ\nลูบไล้\nเล็กน้อย\nเลขคณิต\nเลขผา\nเลขหมาย\nเล็ดลอด\nเล่นงาน\nเล่นแง่\nเล่นชู้\nเล่นตัว\nเล่นลิ้น\nเล่นหัว\nเลนส์นูน\nเลนส์เว้า\nเล็บครุฑ\nเลยเถิด\nเลศนัย\nเล่ห์กล\nเล่ห์เหลี่ยม\nเลอโฉม\nเลอมาน\nเลอเลิศ\nเลอสรวง\nเล่อล่า\nเลอะเลือน\nเล่าเรียน\nเล่าลือ\nเลาะลัด\nเลิกรา\nเลิกร้าง\nเลิกล้ม\nเลิศเลอ\nเลี้ยงชีพ\nเลี้ยงดู\nเลี้ยงต้อย\nเลียบเคียง\nเลี้ยวลด\nเลือกตั้ง\nเลือกเฟ้น\nเลือกสรร\nเลื่องลือ\nเลือดกำเดา\nเลือดเนื้อ\nเลือดฝาด\nเลือดเย็น\nเลือดร้อน\nเลือดหมู\nเลือดอุ่น\nเลือนราง\nเลื่อนเปื้อน\nเลื่อนลอย\nเลื่อมพราย\nเลื่อมใส\nเลื่อยฉลุ\nเลื่อยลันดา\nเลื่อยวงเดือน\nเลื้อยคลาน\nแลเหลียว\nแลกเปลี่ยน\nแล้วกัน\nและเล็ม\nโล่งใจ\nโล่งโถง\nโล่งอก\nโลดเต้น\nโลดโผน\nโลดลิ่ว\nโลดแล่น\nไล่ที่\nไล่เบี้ย\nไล่เลี่ย\nไล่เลียง\nไล่หลัง\nไล่ออก\nวกวน\nวงกบ\nวงกลม\nวงการ\nวงแขน\nวงเงิน\nวงจร\nวงนอก\nวงใน\nวงรี\nวงเล็บ\nวงเวียน\nวงแหวน\nวงศ์วาน\nวจีกรรม\nวจีเภท\nวจีภาค\nวนเวียน\nวอดวาย\nว็อบแว็บ\nวังวน\nวังหน้า\nวังหลวง\nวังหลัง\nวัดราษฎร์\nวัดวา\nวัดหลวง\nวัดผล\nวัดพื้น\nวัตถุนิยม\nวัตถุประสงค์\nวัตรปฏิบัติ\nวันโกน\nวันพระ\nวันเพ็ญ\nวัยรุ่น\nวัยวุฒิ\nว่ากล่าว\nว่าจ้าง\nว่าด้วย\nว่าที่\nวางก้าม\nวางใจ\nวางตัว\nวางตา\nวางโต\nวางท่า\nวางมวย\nวางมาด\nวางมือ\nวางวาย\nว่างเปล่า\nว่างเว้น\nวาดเขียน\nว่านเครือ\nวาบหวาม\nวายชนม์\nวายปราณ\nวายวาง\nวายวอด\nวายร้าย\nวายุภักษ์\nวาววับ\nวาววาม\nวาวแวว\nวาวแสง\nวิกฤตการณ์\nวิกฤติการณ์\nวิกฤตกาล\nวิกฤติกาล\nวิกลจริต\nวิงเวียน\nวิ่งเต้น\nวิ่งผลัด\nวิ่งรอก\nวิ่งราว\nวิจิตรศิลป์\nวิชาการ\nวิชาชีพ\nวิชาธร\nวิญญูชน\nวิดพื้น\nวิตกจริต\nวิถีทาง\nวิทยากร\nวิทยากล\nวิทยาการ\nวิทยาเขต\nวิทยาทาน\nวิทยาธร\nวิทยานิพนธ์\nวิทยาศาสตร์\nวิเทศสัมพันธ์\nวิธีการ\nวินัยธร\nวินัยปิฎก\nวินาศกรรม\nวินาศภัย\nวินาศสันตะโร\nวิภัชพยากรณ์\nวิภัชวาที\nวิไลวรรณ\nวิสัญญีแพทย์\nวิสัญญีภาพ\nวิสัญญีวิทยา\nวุฒิบัตร\nวุฒิสภา\nวุฒิสมาชิก\nวุ่นวาย\nวุ้นเส้น\nวูบวาบ\nเวจกุฎี\nเวจมรรค\nเวชกรรม\nเวชภัณฑ์\nเวชศาสตร์\nเวทมนตร์\nเวนคืน\nเวรกรรม\nเวฬุการ\nเวฬุวัน\nเว้าวอน\nเวิ้งว้าง\nเวียงวัง\nเวียนเทียน\nแว้งกัด\nแวดล้อม\nแวดวง\nแว่นขยาย\nแว่นแคว้น\nแว่นตา\nแวบวับ\nแววตา\nแวววาม\nแวววาว\nแวะเวียน\nโวยวาย\nไวไฟ\nไว้ใจ\nไว้ชื่อ\nไว้ตัว\nไว้ทุกข์\nไว้ลาย\nไว้หน้า\nไว้อาลัย\nศนิวาร\nศอกกลับ\nศอกกำ\nศอกกำมา\nศักดิ์ศรี\nศักดิ์สิทธิ์\nศารทวิษุวัติ\nศาลแขวง\nศาลจังหวัด\nศาลชั้นต้น\nศาลฎีกา\nศาลเตี้ย\nศาลทหาร\nศาลปกครอง\nศาลพระภูมิ\nศาลเพียงตา\nศาลแพ่ง\nศาลรัฐธรรมนูญ\nศาลแรงงาน\nศาลล้มละลาย\nศาลโลก\nศาลสูง\nศาลสูงสุด\nศาลอาญา\nศาลอุทธรณ์\nศาลากลาง\nศาลาดิน\nศาลาราย\nศาลาวัด\nศิลาฤกษ์\nศิลาแลง\nศิษย์เก่า\nศิษย์เอก\nศีลจุ่ม\nศีลธรรม\nศีลวัต\nศีลอด\nศูนย์กลาง\nศูนย์การค้า\nศูนย์ถ่วง\nศูนย์สูตร\nศูนย์หน้า\nเศร้าใจ\nเศร้าโศก\nเศร้าสร้อย\nเศร้าสลด\nเศร้าหมอง\nเศวตฉัตร\nเศษเกิน\nเศษซ้อน\nเศษวรรค\nเศษส่วน\nเศษเหล็ก\nโศกนาฏกรรม\nโศกศัลย์\nโศกเศร้า\nโศกสลด\nสกลโลก\nส่งเดช\nส่งท้าย\nส่งเสริม\nส่งเสีย\nส่งเสียง\nสงบเงียบ\nสงบเสงี่ยม\nสง่างาม\nสง่าราศี\nสดชื่น\nสดใส\nสตรีเพศ\nสติปัญญา\nสถลมารค\nสถานกงสุล\nสถานที่\nสถานทูต\nสถานการณ์\nสถานภาพ\nสถิติศาสตร์\nสนตะพาย\nสนใจ\nส้นตีน\nสนธิสัญญา\nสนนราคา\nสนับแข้ง\nสนับเพลา\nสนับมือ\nสนามบิน\nสนามเพลาะ\nสนิทสนม\nสนิมขุม\nสนิมสร้อย\nสนุกสนาน\nสบประมาท\nสบายใจ\nสภาพธรรม\nสมควร\nสมจริง\nสมใจ\nสมนัย\nสมน้ำหน้า\nสมประกอบ\nสมส่วน\nสมหวัง\nสมคบ\nสมทบ\nสมยอม\nสมรัก\nสมรู้\nสมสู่\nส้มฉุน\nส้มตำ\nส้มลิ้ม\nส้มกุ้ง\nส้มเช้า\nสมญานาม\nสมมติฐาน\nสมมุติฐาน\nสมมติเทพ\nสมรภูมิ\nสมัครใจ\nสมัยนิยม\nสมุทรศาสตร์\nสมุทรเสนา\nสยดสยอง\nสยองขวัญ\nสยามรัฐ\nสรรหา\nสรวมชีพ\nสรวลเส\nสร้อยเศร้า\nสร้างสรรค์\nสร้างเสริม\nสลดใจ\nสลบไสล\nสละสลวย\nสลาเหิน\nสลากภัต\nสวนครัว\nสวนป่า\nสวนสนุก\nสวนหย่อม\nส่วนกลาง\nส่วนเกิน\nส่วนตัว\nส่วนบุญ\nส่วนแบ่ง\nส่วนประกอบ\nส่วนพระองค์\nส่วนผสม\nส่วนรวม\nส่วนร่วม\nส่วนลด\nส่วนสัด\nสวมกอด\nสวมเขา\nสวมรอย\nสวยมภู\nสว่างไสว\nสวามิภักดิ์\nสวิงสวาย\nสสารนิยม\nส่อเสียด\nสอดคล้อง\nสอดแทรก\nสอดแนม\nสอบถาม\nสอบทาน\nสอบไล่\nสอบสวน\nส้อมเสียง\nสะสวย\nสะแกวัลย์\nสะแกแสง\nสะใจ\nสะเด็ดยาด\nสะเทือนใจ\nสะบัดช่อ\nสั่งสม\nสั่งสอน\nสั่งเสีย\nสังเกตการณ์\nสังคมนิยม\nสังคมวิทยา\nสังคมศาสตร์\nสังคมศึกษา\nสังคมสงเคราะห์\nสัญญาบัตร\nสัดส่วน\nสัตการ\nสัตบุรุษ\nสัตบริภัณฑ์\nสัตภัณฑ์\nสัตมหาสถาน\nสัตโลหะ\nสันเขา\nสันดอน\nสันหลัง\nสั่นเทา\nสั่นเทิ้ม\nสันติบาล\nสันติภาพ\nสันติวิธี\nสันติสุข\nสับเปลี่ยน\nสับสน\nสับหลีก\nสับหว่าง\nสัมมาคารวะ\nสัมมาชีพ\nส่าเหล้า\nสากกะเบือ\nสาทิสลักษณ์\nสาธุการ\nสาธุชน\nสาบเสือ\nสาปสรร\nสาปแช่ง\nสาปส่ง\nสามง่าม\nสามล้อ\nสามเหลี่ยม\nสามเวท\nสามัญชน\nสามัญสำนึก\nสายดิ่ง\nสายดิน\nสายตรวจ\nสายน้ำ\nสายบัว\nสายพาน\nสายฟ้า\nสายยาง\nสายยู\nสายใย\nสายรก\nสายรุ้ง\nสายล่อฟ้า\nสายลับ\nสายเลือด\nสายโลหิต\nสายวัด\nสายส่ง\nสายสวาท\nสายสะดือ\nสายสะพาย\nสายสัมพันธ์\nสายสิญจน์\nสายสืบ\nสายไหม\nสายอากาศ\nสายตา\nสายหยุด\nสารตรา\nสารประกอบ\nสารละลาย\nสารส้ม\nสารหนู\nสารทฤดู\nสาวใช้\nสาวน้อย\nสาวใหญ่\nสำนักงาน\nสำนักพิมพ์\nสำนักสงฆ์\nสำมะโนครัว\nสำเร็จรูป\nสิกขาบท\nสิงสถิต\nสิงสู่\nสิ่งก่อสร้าง\nสิ่งของ\nสิ่งปฏิกูล\nสิ่งพิมพ์\nสิ่งแวดล้อม\nสิ่งศักดิ์สิทธิ์\nสิทธิกร\nสิทธิ์ขาด\nสิทธิชัย\nสิทธิโชค\nสิทธิบัตร\nสินค้า\nสินจ้าง\nสินเชื่อ\nสินไถ่\nสินทรัพย์\nสินน้ำใจ\nสินบน\nสินแร่\nสินสมรส\nสินสอด\nสินไหม\nสิ้นเชิง\nสิ้นสุด\nสีผึ้ง\nสีลม\nสีชอล์ก\nสีถ่าน\nสีเทียน\nสีน้ำ\nสีน้ำมัน\nสีโปสเตอร์\nสีฝุ่น\nสี่เหลี่ยม\nสีหน้า\nสึกหรอ\nสืบทอด\nสืบค้น\nสืบสวน\nสืบสาว\nสืบเสาะ\nสื่อผสม\nสื่อมวลชน\nสื่อสาร\nสุกงอม\nสุกดิบ\nสุกปลั่ง\nสุกใส\nสุขนาฏกรรม\nสุขภัณฑ์\nสุขภาพ\nสุขลักษณะ\nสุขวิทยา\nสุขศาลา\nสุขศึกษา\nสุดท้าย\nสุตกวี\nสุนทรพจน์\nสุภาพชน\nสู่ขอ\nสู่รู้\nสู่สม\nสูงส่ง\nสูญเปล่า\nสูญสิ้น\nสูญเสีย\nสูญหาย\nเสสรวล\nเสแสร้ง\nเสกสรร\nเสถียรภาพ\nเส้นชัย\nเส้นตรง\nเส้นตาย\nเส้นทาง\nเส้นใย\nเส้นรุ้ง\nเส้นเลือด\nเส้นแวง\nเส้นสาย\nเส้นเสียง\nเส้นหมี่\nเส้นเอ็น\nเสบียงกรัง\nเสมอภาค\nเสมอหน้า\nเสมอเหมือน\nเสมียนตรา\nเสร็จสรรพ\nเสร็จสิ้น\nเสริมส่ง\nเสริมสร้าง\nเสริมสวย\nเสรีไทย\nเสรีธรรม\nเสรีนิยม\nเสรีภาพ\nเสาเข็ม\nเสาธง\nเสียใจ\nเสียเชิง\nเสียดาย\nเสียที\nเสียเที่ยว\nเสียเปรียบ\nเสียเปล่า\nเสียรู้\nเสียแรง\nเสียสละ\nเสียหลัก\nเสียหาย\nเสี่ยงทาย\nเสียดแทง\nเสียดแทรก\nเสียดสี\nเสี้ยนศึก\nเสี้ยนหนาม\nเสี้ยมสอน\nเสียวซ่าน\nเสียวไส้\nเสือดาว\nเสือดำ\nเสือปลา\nเสือป่า\nเสือไฟ\nเสื่อกก\nเสื่อกระจูด\nเสื่อน้ำมัน\nเสื่อลำแพน\nเสื้อกล้าม\nเสื้อกั๊ก\nเสื้อเกราะ\nเสื้อครุย\nเสื้อแสง\nเสื้อเมือง\nเสือกคลาน\nเสือกสน\nเสือกไส\nเสื่อมคลาย\nเสื่อมถอย\nเสื่อมทราม\nเสื่อมโทรม\nเสื่อมสลาย\nเสื่อมสูญ\nเสื่อมเสีย\nเสือหมอบ\nแสกหน้า\nแสดงออก\nแสเถา\nแสนกล\nแสนรู้\nแสร้งว่า\nใส่ความ\nใส่ไคล้\nใส่ใจ\nใส่ไฟ\nไส้กรอก\nไส้ไก่\nไส้ติ่ง\nไส้ศึก\nไส้อั่ว\nไส้เดือน\nไส้ตัน\nไสยเวท\nไสยศาสตร์\nหกล้ม\nหงส์หยก\nหงอนไก่\nหงอยก๋อย\nหงอยเหงา\nหงายท้อง\nหงายหลัง\nหงำเหงอะ\nหงำเหงือก\nหดหาย\nหดหู่\nหนทาง\nหนวกหู\nหน่วงเหนี่ยว\nหน่วยก้าน\nหน่อไม้\nหนองใน\nหนองแซง\nหนักข้อ\nหนักใจ\nหนักแน่น\nหนักหน่วง\nหนักหนา\nหนังกลับ\nหนังตะลุง\nหนังเรียด\nหนังสด\nหนังใหญ่\nหนังสือพิมพ์\nหนาแน่น\nหน้ากระดาน\nหน้ากาก\nหน้ากาฬ\nหน้าแข้ง\nหน้าจั่ว\nหน้าฉาน\nหน้าตัก\nหน้าตา\nหน้าต่าง\nหน้าท้อง\nหน้าทับ\nหน้าที่\nหน้าที่นั่ง\nหน้าบัน\nหน้าปัด\nหน้าผา\nหน้าผาก\nหน้าม้า\nหน้ามุข\nหน้าไม้\nหน้าเลือด\nหน้าอก\nหนามเตย\nหน่ายหนี\nหน่ายแหนง\nหนาวเหน็บ\nหนำใจ\nหนี้สิน\nหนี้ส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น\nกณิกนันต์\nกณิการ์\nกด\nกตเวทิตา\nกตเวที\nกตัญชลี\nกตัญญุตา\nกตัญญู\nกตาธิการ\nกตาภินิหาร\nกติกา\nกถา\nกถิกาจารย์\nกทลี\nกน\nก่น\nก้น\nกนก\nกนิษฐ์\nกนิษฐา\nกบ\nกบฏ\nกบดาน\nกบทู\nกบาล\nกบินทร์\nกบิล\nกบี่\nกบูร\nกเบนทร์\nกม\nก้ม\nกมณฑลาภิเษก\nกมณฑโลทก\nกมล\nกมลา\nกมลาศ\nกมลาสน์\nกมเลศ\nกมัณฑลุ\nกมุท\nกร\nกรกฎ\nกรกฎาคม\nกรกฏ\nกรง\nกรชกาย\nกรณฑ์\nกรณิการ์\nกรณี\nกรณีย์\nกรณียกิจ\nกรณียะ\nกรด\nกรน\nกรบ\nกรบูร\nกรพินธุ์\nกรม\nกรรกฎ\nกรรกศ\nกรรเกด\nกรรไกร\nกรรเจียก\nกรรชิง\nกรรเชียง\nกรรโชก\nกรรฐ์\nกรรฐา\nกรรณ\nกรรณา\nกรรณิกา\nกรรณิการ์\nกรรดิ\nกรรดิก\nกรรดึก\nกรรตุ\nกรรไตร\nกรรทบ\nกรรแทก\nกรรบิด\nกรรบูร\nกรรภิรมย์\nกรรม\nกรรม์\nกรรม์ภิรมย์\nกรรมชวาต\nกรรมัชวาต\nกรรมาชีพ\nกรรมาธิการ\nกรรมาร\nกรรษก\nกรรสะ\nกรรแสง\nกรวด\nกรวบ\nกรวม\nกร้วม\nกรวย\nกรวิก\nกรสาปน์\nกรสุทธิ์\nกรอ\nกร้อ\nกรอก\nกร็อกกร๋อย\nกรอกแกรก\nกรอง\nกรองกรอย\nกรอด\nกร่อน\nกรอบ\nกรอม\nกร่อย\nกระ\nกระกร\nกระกรุ่น\nกระกลับกลอก\nกระกี้\nกระเกรอก\nกระเกริก\nกระเกริ่น\nกระคน\nกระคาย\nกระงกกระเงิ่น\nกระง่องกระแง่ง\nกระง่อนกระแง่น\nกระเง้ากระงอด\nกระโงก\nกระจก\nกระจง\nกระจร\nกระจอก\nกระจองหง่อง\nกระจ๋องหง่อง\nกระจองอแง\nกระจ้อน\nกระจอนหู\nกระจ้อย\nกระจ๋อหวอ\nกระจะ\nกระจัก\nกระจัง\nกระจัด\nกระจับ\nกระจ่า\nกระจ่าง\nกระจาด\nกระจาน\nกระจาบ\nกระจาม\nกระจาย\nกระจาว\nกระจิก\nกระจิ๋ง\nกระจิด\nกระจิบ\nกระจิ๋ม\nกระจิริด\nกระจิ๋ว\nกระจี้\nกระจี๋\nกระจุก\nกระจุ๋งกระจิ๋ง\nกระจุบ\nกระจุ๊บ\nกระจุ๋มกระจิ๋ม\nกระจุย\nกระจู้\nกระจู๋กระจี๋\nกระจูด\nกระเจอะกระเจิง\nกระเจา\nกระเจ่า\nกระเจ้า\nกระเจาะ\nกระเจิง\nกระเจิดกระเจิง\nกระเจี้ยง\nกระเจี๊ยบ\nกระเจียว\nกระเจี๊ยว\nกระแจะ\nกระโจน\nกระโจม\nกระฉอก\nกระฉ่อน\nกระฉับกระเฉง\nกระฉิ่ง\nกระฉีก\nกระฉูด\nกระเฉก\nกระเฉด\nกระแฉก\nกระโฉกกระเฉก\nกระโฉม\nกระชดกระช้อย\nกระชอน\nกระชอมดอก\nกระช้อย\nกระชัง\nกระชั้น\nกระชับ\nกระชาก\nกระชาย\nกระชิง\nกระชิด\nกระชุ\nกระชุก\nกระชุ่มกระชวย\nกระเชอ\nกระเชา\nกระเช้า\nกระเชียง\nกระแชง\nกระแชะ\nกระโชก\nกระซ่องกระแซ่ง\nกระซับ\nกระซาบ\nกระซิก\nกระซิบ\nกระซี้\nกระซุง\nกระซุบกระซิบ\nกระซุ้ม\nกระซู่\nกระเซ็น\nกระเซอ\nกระเซอะกระเซอ\nกระเซอะกระเซิง\nกระเซ้า\nกระเซิง\nกระแซ\nกระแซะ\nกระโซกระเซ\nกระฎี\nกระฎุมพี\nกระดก\nกระด้ง\nกระดนโด่\nกระดวง\nกระดวน\nกระด้วมกระเดี้ยม\nกระดอ\nกระดอง\nกระดองหาย\nกระดอน\nกระดอม\nกระดักกระเดี้ย\nกระดังงัว\nกระดังงา\nกระดาก\nกระด้าง\nกระดางลาง\nกระดาด\nกระดาดขาว\nกระดาน\nกระดานพน\nกระดาษ\nกระดำกระด่าง\nกระดิก\nกระดิ่ง\nกระดิ้ง\nกระดิบ\nกระดี่\nกระดี้กระเดียม\nกระดึง\nกระดืบ\nกระดุ\nกระดุกกระดิก\nกระดุ้งกระดิ้ง\nกระดุบ\nกระดุบกระดิบ\nกระดุม\nกระดูก\nกระเดก\nกระเด้ง\nกระเด็น\nกระเด้า\nกระเดาะ\nกระเดิด\nกระเดี้ย\nกระเดียด\nกระเดือก\nกระเดื่อง\nกระแด็ก\nกระแด้ง\nกระแด้แร่\nกระแด่ว\nกระแดะ\nกระโดก\nกระโดง\nกระโดด\nกระโดน\nกระได\nกระตรับ\nกระตราก\nกระตรุด\nกระตรุม\nกระต้วมกระเตี้ยม\nกระต้อ\nกระต่องกระแต่ง\nกระต๊อบ\nกระต้อยตีวิด\nกระตัก\nกระตั้ว\nกระต่าย\nกระติก\nกระติ๊ด\nกระติบ\nกระตือรือร้น\nกระตุก\nกระตุ้งกระติ้ง\nกระตุ่น\nกระตุ้น\nกระตูบ\nกระเตง\nกระเต็น\nกระเตอะ\nกระเตาะ\nกระเตาะกระแตะ\nกระเตื้อง\nกระแต\nกระแตแต้แว้ด\nกระโตกกระตาก\nกระโตน\nกระถด\nกระถอบ\nกระถั่ว\nกระถาง\nกระถิก\nกระถิน\nกระเถิบ\nกระโถน\nกระทก\nกระทง\nกระทบ\nกระทรวง\nกระทอก\nกระท้อน\nกระท่อนกระแท่น\nกระท่อม\nกระท้อมกระแท้ม\nกระทะ\nกระทั่ง\nกระทั้น\nกระทา\nกระทาย\nกระทาสี\nกระทาหอง\nกระทำ\nกระทิกกระทวย\nกระทิง\nกระทึง\nกระทืบ\nกระทุ\nกระทุง\nกระทุ้ง\nกระทุ่ม\nกระทู้\nกระเท่\nกระเทียบ\nกระเทียม\nกระเทือน\nกระเทื้อม\nกระแทก\nกระแท่น\nกระแทะ\nกระไทชาย\nกระน่อง\nกระนั้น\nกระนี้\nกระแนะกระแหน\nกระโน้น\nกระไน\nกระบก\nกระบม\nกระบวน\nกระบวย\nกระบวร\nกระบอก\nกระบอง\nกระบะ\nกระบัด\nกระบั้วกระเบี้ย\nกระบ่า\nกระบ้า\nกระบาก\nกระบาย\nกระบาล\nกระบิ\nกระบิ้ง\nกระบิด\nกระบิล\nกระบี่\nกระบือ\nกระบุง\nกระบุ่มกระบ่าม\nกระบู้กระบี้\nกระบูน\nกระบูร\nกระเบง\nกระเบญ\nกระเบ็ดกระบวน\nกระเบน\nกระเบา\nกระเบิก\nกระเบียด\nกระเบียน\nกระเบื้อง\nกระแบก\nกระแบะ\nกระโบม\nกระปมกระปำ\nกระปมกระเปา\nกระปรอก\nกระปรอกว่าว\nกระปรี้กระเปร่า\nกระปอก\nกระป้อกระแป้\nกระป่อง\nกระป๋อง\nกระปอดกระแปด\nกระป๋อหลอ\nกระปั้วกระเปี้ย\nกระป่ำ\nกระปุก\nกระปุ๊กลุก\nกระปุ่ม\nกระปุ่มกระป่ำ\nกระปุ่มกระปิ่ม\nกระเป๋า\nกระเปาะ\nกระโปก\nกระโปรง\nกระผม\nกระผลีกระผลาม\nกระผาน\nกระผีก\nกระพรวน\nกระพริ้ม\nกระพอก\nกระพอง\nกระพ้อม\nกระพัก\nกระพัง\nกระพังเหิร\nกระพังโหม\nกระพัด\nกระพัตร\nกระพัน\nกระพั่น\nกระพา\nกระพาก\nกระพี้\nกระพือ\nกระพุ้ง\nกระพุ่ม\nกระเพาะ\nกระเพิง\nกระเพื่อม\nกระแพ้ง\nกระฟัดกระเฟียด\nกระฟูมกระฟาย\nกระมล\nกระมอบ\nกระมอมกระแมม\nกระมัง\nกระมัน\nกระมิดกระเมี้ยน\nกระมุท\nกระเมาะ\nกระย่อง\nกระย่องกระแย่ง\nกระย่อน\nกระย่อม\nกระยา\nกระยาง\nกระยาจก\nกระยาหงัน\nกระยิก\nกระยิ้มกระย่อง\nกระยึกกระยือ\nกระยืดกระยาด\nกระเย้อกระแหย่ง\nกระรอก\nกระเรียน\nกระโรกน้ำข้าว\nกระโรกใหญ่\nกระไร\nกระลด\nกระลบ\nกระลอก\nกระลอม\nกระละหล่ำ\nกระลัด\nกระลับ\nกระลัมพร\nกระลา\nกระลำ\nกระลำพัก\nกระลำพุก\nกระลิง\nกระลี\nกระลุมพาง\nกระลุมพุก\nกระลุมพู\nกระลูน\nกระลู่น์\nกระเล็น\nกระเลียด\nกระเลือก\nกระโลง\nกระวน\nกระวัด\nกระวาด\nกระวาน\nกระวาย\nกระวิน\nกระวี\nกระวีกระวาด\nกระวูดกระวาด\nกระเวน\nกระเวยกระวาย\nกระแวน\nกระโวยกระวาย\nกระษัย\nกระษาปณ์\nกระสง\nกระสบ\nกระสม\nกระสรวล\nกระสร้อย\nกระสวน\nกระสวย\nกระสอบ\nกระสะ\nกระสัง\nกระสัน\nกระสับกระส่าย\nกระสา\nกระสานติ์\nกระสาบ\nกระสาย\nกระสือ\nกระสุงกระสิง\nกระส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ทิง\nกากะเยีย\nกากี\nกาง\nก้าง\nกางเกง\nกางเขน\nก๊าซ\nกาซะลอง\nกาญจนา\nกาฐ\nกาด\nก๊าด\nกาน\nก่าน\nก้าน\nก๊าน\nกานดา\nกานต์\nกานน\nก้านพร้าว\nกานพลู\nกาน้า\nกาบ\nก้าบ\nกาบู\nกาพย์\nกาเฟอีน\nกาแฟ\nกาม\nก้าม\nกามารมณ์\nกามินี\nกาเมสุมิจฉาจาร\nกาย\nก่าย\nกาเยน\nการ\nการณ์\nการ์ด\nการ์ตูน\nการบูร\nการย์\nการวิก\nการเวก\nการะเกด\nการะบุหนิง\nการัณย์\nการันต์\nการางหัวขวาน\nการิตการก\nการิตวาจก\nการุญ\nการุณย์\nกาเรการ่อน\nกาล\nกาลกรรณี\nกาลกิณี\nกาลจักร\nกาลัญญุตา\nกาลัญญู\nกาลัด\nกาลานุกาล\nกาลิก\nกาลี\nกาแล\nกาแล็กซี\nกาแล็กโทส\nกาว\nก้าว\nกาววาว\nกาวาง\nกาแวน\nกาศิก\nกาษฐะ\nกาษา\nกาสร\nกาสะ\nกาสา\nกาสาร\nกาสาวะ\nกาสิโน\nกาหล\nกาหลง\nกาหลา\nกาเหว่า\nกาไหล่\nกาฬ\nกาฬาวก\nกาฮัง\nกำ\nก่ำ\nกำกวม\nกำกัด\nกำกับ\nก้ำกึ่ง\nกำกูน\nก้ำเกิน\nกำเกียง\nกำคูน\nกำจร\nกำจัด\nกำจาย\nกำชับ\nกำชำ\nกำซาบ\nกำซำ\nกำด้น\nกำดัด\nกำดาล\nกำเดา\nกำธร\nกำนล\nกำนัน\nกำนัล\nกำเนิด\nกำบัง\nก่ำบึ้ง\nกำเบ้อ\nกำปอ\nกำปั่น\nกำผลา\nกำพง\nกำพด\nกำพต\nกำพร้า\nกำพราก\nกำพวด\nกำพอง\nกำพืด\nกำพุด\nกำพู\nกำเพลิง\nกำแพง\nกำภู\nกำมลาศน์\nกำมเลศ\nกำมะถัน\nกำมะลอ\nกำมะหยี่\nกำมะหริด\nกำมังละการ\nกำมังวิลิต\nกำมัชพล\nกำยาน\nกำยำ\nกำรอ\nกำราบ\nกำราล\nกำเริบ\nกำไร\nกำลัง\nกำลุง\nกำเลา\nกำไล\nกำสรด\nกำสรวล\nกำหนด\nกำหนัด\nกำเหน็จ\nกำแหง\nกิก\nกิ๊ก\nกิ่ง\nกิ้งก่า\nกิ้งกือ\nกิ้งโครง\nกิจ\nกิจจะ\nกิจจา\nกิดาการ\nกิดาหยัน\nกิตติ\nกิตติมศักดิ์\nกิน\nกินนร\nกินปลี\nกินเปี้ยว\nกินริน\nกินรี\nกิ๊บ\nกิมตึ๋ง\nกิมิชาติ\nกิมิวิทยา\nกิโมโน\nกิโยตีน\nกิระ\nกิริณี\nกิรินท\nกิริเนศวร\nกิริยา\nกิเลน\nกิเลส\nกิโล\nกิโลมกะ\nกิ่ว\nกิ๋ว\nกี\nกี่\nกี้\nกี๊\nกี๋\nกีฏวิทยา\nกีด\nกีตาร์\nกีบ\nกีรติ\nกีฬา\nกึก\nกึง\nกึ่ง\nกึ๋น\nกุ\nกุก\nกุ๊ก\nกุกกุฏ\nกุกกุร\nกุกรรม\nกุ้ง\nกุงอน\nกุงาน\nกุโงก\nกุจี\nกุญแจ\nกุญชร\nกุฎ\nกุฎา\nกุฎี\nกุฎุมพี\nกุฏฐัง\nกุฏิ\nกุณฑ์\nกุณฑล\nกุณฑี\nกุณโฑ\nกุณาล\nกุณี\nกุด\nกุดัง\nกุดั่น\nกุดา\nกุทัณฑ์\nกุน\nกุ๊น\nกุนเชียง\nกุนที\nกุโนกามอ\nกุบ\nกุบกับ\nกุม\nกุ่ม\nกุมฝอย\nกุมภ์\nกุมภนิยา\nกุมภัณฑ์\nกุมภา\nกุมภิล\nกุมภีล์\nกุมเหง\nกุมาร\nกุมารา\nกุมารี\nกุมุท\nกุย\nกุ๊ย\nกุ๋ย\nกุยช่าย\nกุยเฮง\nกุรระ\nกุรุพินท์\nกุเรา\nกุล\nกุลา\nกุลาหล\nกุลี\nกุลีกุจอ\nกุเลา\nกุแล\nกุเวร\nกุศราช\nกุศล\nกุศโลบาย\nกุสุม\nกุสุมภ์\nกุสุมา\nกุสุมาลย์\nกุสุมิตลดาเวลลิตา\nกุหนี\nกุหนุง\nกุหร่า\nกุหล่า\nกุหลาบ\nกุแหละ\nกู\nกู่\nกู้\nกู๊ก\nกูฏ\nกูฏา\nกูณฑ์\nกูด\nกูบ\nกูปรี\nกูรมะ\nกูรมาวตาร\nเก\nเก้\nเก๊\nเก๋\nเกก\nเก๊ก\nเกกมะเหรก\nเก๊กฮวย\nเก้กัง\nเก็ง\nเก่ง\nเก้ง\nเก๋ง\nเกงกอย\nเก่งกาจ\nเกงเขง\nเก๋งเคง\nเก็จ\nเกจิอาจารย์\nเกชา\nเกณฑ์\nเกด\nเก็ด\nเกตุ\nเกน\nเก็บ\nเกม\nเกย\nเกยูร\nเกรง\nเกร็ง\nเกร็ด\nเกรน\nเกร่อ\nเกรอะ\nเกราะ\nเกริก\nเกริน\nเกริ่น\nเกรียก\nเกรียง\nเกรียด\nเกรียน\nเกรียบ\nเกรียม\nเกรียว\nเกรี้ยว\nเกเร\nเกล็ด\nเกลศ\nเกลอ\nเกลา\nเกล้า\nเกลาะ\nเกลี่ย\nเกลี้ย\nเกลียง\nเกลี้ยง\nเกลียด\nเกลียว\nเกลือ\nเกลื้อ\nเกลือก\nเกลื่อน\nเกลื้อน\nเกวัฏ\nเกวียน\nเกศ\nเกศว\nเกศวะ\nเกศา\nเกศินี\nเกศี\nเกษตร\nเกษม\nเกษียณ\nเกษียน\nเกษียร\nเกส\nเกสร\nเกสรี\nเกสา\nเกสี\nเก้อ\nเกอิชา\nเกะ\nเกะกะ\nเกา\nเก่า\nเก้า\nเก๋า\nเกาต์\nเกาทัณฑ์\nเกาบิล\nเกาลัด\nเกาลิน\nเกาไศย\nเกาหลี\nเกาเหลา\nเกาเหลียง\nเก้าอี้\nเกาะ\nเกิ้ง\nเกิด\nเกิน\nเกิบ\nเกีย\nเกียกกาย\nเกียง\nเกี่ยง\nเกี๋ยง\nเกียจ\nเกียด\nเกียน\nเกี้ยมไฉ่\nเกี้ยมอี๋\nเกียร์\nเกียรติ\nเกียรติ์\nเกี่ยว\nเกี้ยว\nเกี๊ยว\nเกี๊ยะ\nเกื้อ\nเกือก\nเกื้อกูล\nเกือบ\nแก\nแก่\nแก้\nแกง\nแก่ง\nแก้ง\nแก๊ง\nแกงได\nแกงแนง\nแกโดลิเนียม\nแกน\nแก่น\nแก๊ป\nแกม\nแก้ม\nแกมมา\nแกรก\nแกร่ง\nแกร็น\nแกรนิต\nแกรไฟต์\nแกร่ว\nแกระ\nแกล\nแกล้ง\nแกลน\nแกลบ\nแกล้ม\nแกลลอน\nแกลเลียม\nแกล้ว\nแกละ\nแกแล\nแกว\nแก้ว\nแกว่ง\nแก๊ส\nแกะ\nโก\nโก่\nโก้\nโก๋\nโกก\nโกกนุท\nโกกิลา\nโกโก้\nโกง\nโก่ง\nโกงกาง\nโก้งเก้ง\nโกงโก้\nโก้งโค้ง\nโกเชาว์\nโกญจนาท\nโกญจา\nโกฏิ\nโกฐ\nโกฐาส\nโกณะ\nโกดัง\nโกทัณฑ์\nโกน\nโก่น\nโก๋น\nโกมล\nโกมุท\nโกเมน\nโกเมศ\nโกย\nโกรก\nโกรกกราก\nโกรง\nโกร่ง\nโกร่งกร่าง\nโกรงเกรง\nโกร๋งเกร๋ง\nโกรญจ\nโกรต๋น\nโกรธ\nโกรธา\nโกร๋น\nโกรม\nโกรย\nโกรศ\nโกโรโกเต\nโกโรโกโรก\nโกโรโกโส\nโกลน\nโกลาหล\nโกไล\nโกวิท\nโกศ\nโกศล\nโกษม\nโกสน\nโกสัช\nโกสินทร์\nโกสีย์\nโกสุม\nโกไสย\nโกหก\nใกล้\nไก\nไก่\nไก๊\nไก๋\nไก่กอม\nไกพัล\nไกร\nไกรพ\nไกรลาส\nไกรศร\nไกรศรี\nไกรสร\nไกรสรี\nไกรสิทธิ\nไกล\nไกล่\nไกลาส\nไกว\nไกวัล\nขงจื๊อ\nขจร\nขจรจบ\nขจัด\nขจ่าง\nขจาย\nขจาว\nขจิต\nขจี\nขจุย\nขเจา\nขณะ\nขด\nขน\nข้น\nขนง\nขนด\nขนบ\nขนม\nขนอง\nขนอน\nขนอบ\nขนัด\nขนัน\nขนาก\nขนาง\nขนาด\nขนาน\nขนาบ\nขนาย\nขนำ\nขนิษฐ\nขนิษฐา\nขนุน\nขนุนนก\nขบ\nขบถ\nขบวน\nขบวร\nขม\nข่ม\nขมงโกรย\nขมวด\nขมวน\nขมอง\nขม่อม\nขมัง\nขมับ\nขมา\nขม้ำ\nขมิ้น\nขมิบ\nขมีขมัน\nขมึง\nขมึงทึง\nขมุ\nขมุกขมัว\nขมุบ\nขโมย\nขยด\nขยม\nขย่ม\nขยอก\nขยอง\nขย่อน\nขย้อน\nขยะ\nขยัก\nขยัน\nขยั้น\nขยับ\nขยาด\nขยาย\nขยำ\nขย้ำ\nขยิก\nขยิบ\nขยิ่ม\nขยี้\nขยุกขยิก\nขยุกขยุย\nขยุบ\nขยุบขยิบ\nขยุม\nขยุ้ม\nขยุย\nขรม\nขรรค์\nขรัว\nขริบ\nขรี\nขรึม\nขรุขระ\nขลบ\nขล้อ\nขลัง\nขลับ\nขลาด\nขลาย\nขลิบ\nขลุก\nขลุกขลัก\nขลุกขลิก\nขลุบ\nขลุม\nขลุ่ย\nขลู\nขลู่\nขวง\nข่วง\nขวด\nข่วน\nขวนขวาย\nขวบ\nขวย\nขวักไขว่\nขวัญ\nขวั้น\nขวับ\nขวับเขวียว\nขวา\nขวาก\nขวาง\nขว้าง\nขวาด\nขวาน\nขวายขวน\nขวาว\nขว้าว\nขวิด\nขอ\nข่อ\nข้อ\nของ\nข้อง\nขอด\nขอน\nข้อน\nขอบ\nขอม\nข่อย\nข้อย\nข่อยหยอง\nขะแจะ\nขะเน็ด\nขะมอมขะแมม\nขะมักเขม้น\nขะมุกขะมอม\nขะยิก\nขะยุก\nขะเย้อแขย่ง\nขัค\nขัง\nขังขอก\nขัช\nขัณฑสกร\nขัณฑสีมา\nขัด\nขัดมอน\nขัตติยมานะ\nขัน\nขั้น\nขันติ\nขันตี\nขันโตก\nขันที\nขันธ์\nขันธาวาร\nขับ\nขัว\nขั้ว\nขา\nข่า\nข้า\nขาก\nขาก๊วย\nขาง\nข่าง\nข้าง\nขาณุ\nขาด\nขาทนียะ\nขาน\nขาบ\nข้าพเจ้า\nขาม\nข่าม\nข้าม\nขาย\nข่าย\nขาล\nขาว\nข่าว\nข้าว\nข้าวอังกุลี\nขำ\nขิก\nขิง\nขิงแกลง\nขิงแครง\nขิด\nขิปสัทโท\nขิม\nขี่\nขี้\nขี้เข็บ\nขีณาสพ\nขีด\nขี้ตังนี\nขีปนาวุธ\nขี้ยอก\nขีระ\nขึง\nขึ้ง\nขึ้น\nขึ้นฉ่าย\nขืน\nขื่น\nขื่อ\nขุก\nขุด\nขุน\nขุ่น\nขุนเพ็ด\nขุม\nขุย\nขู่\nขูด\nเข\nเข้\nเขก\nเข็ง\nเข่ง\nเขจร\nเข็ญ\nเข็ด\nเขดา\nเขต\nเขน\nเข็น\nเข่น\nเขนง\nเขน็ด\nเขนย\nเขบ็จขบวน\nเขบ็ต\nเขม\nเข็ม\nเข้ม\nเข้มขาบ\nเขม็ง\nเขม็ดแขม่\nเขม่น\nเขม้น\nเขม้นขะมัก\nเขมร\nเขมา\nเขม่า\nเขมือบ\nเขย\nเขยก\nเขย่ง\nเขย้อแขย่ง\nเขย่า\nเขยิน\nเขยิบ\nเขยื้อน\nเขรอะ\nเขลง\nเขลอะ\nเขละ\nเขลา\nเขลาะ\nเขว\nเขษม\nเขฬะ\nเขะขะ\nเขา\nเข่า\nเข้า\nเขิง\nเขิน\nเขิบ\nเขี่ย\nเขียง\nเขียด\nเขียดตะปาด\nเขียน\nเขี่ยน\nเขียม\nเขียว\nเขี้ยว\nเขียะ\nเขือ\nเขือง\nเขื่อง\nเขื่อน\nเขือม\nแข\nแข้\nแขก\nแข็ง\nแข่ง\nแข้ง\nแขน\nแข่น\nแข้น\nแขนง\nแขม\nแขม็บ\nแขม่ว\nแขยง\nแขย่ง\nแขวก\nแขวง\nแขวน\nแขวะ\nโข\nโขก\nโขง\nโข่ง\nโขด\nโขดง\nโขน\nโขนง\nโขม\nโขมง\nโขมด\nโขยก\nโขยง\nโขย่ง\nโขยด\nโขลก\nโขลง\nโขลน\nโขษม\nไข\nไข่\nไข้\nไขว่\nไขว้\nคคนะ\nคคนัมพร\nคคนางค์\nคคนานต์\nคง\nคงคา\nคงไคย\nคช\nคชาชาติ\nคชาชีพ\nคชาธาร\nคชาภรณ์\nคณนา\nคณบดี\nคณะ\nคณาจารย์\nคณาธิการ\nคณาธิปไตย\nคณานับ\nคณิกา\nคณิต\nคเณศ\nคด\nคดี\nคติ\nคทา\nคน\nค้น\nคนทา\nคนทิสอ\nคนที\nคนโท\nคนธ์\nคันธ์\nคนธรรพ์\nคเนจร\nคบ\nคม\nคมน์\nคมนาการ\nคมนาคม\nคมิกภัต\nครก\nครบ\nครรชิต\nครรภ\nครรภ์\nครรลอง\nครรโลง\nครรไล\nครวญ\nครวี\nครหา\nครอก\nครอง\nครองแครง\nคร่อเงาะ\nคร่อเทียน\nครอบ\nคร่อม\nคระเมิม\nคระแลง\nคระไล\nคระแวง\nคระหน\nคระหวน\nคระหาย\nคระโหย\nครั่ง\nครั้ง\nครัดเคร่ง\nครัน\nครั่น\nครั้น\nครับ\nครัว\nครา\nคร่า\nคราก\nคราง\nคราญ\nคราด\nคร้าน\nคราบ\nคราม\nคร้าม\nครามครัน\nคราว\nคร่าว\nคราส\nครำ\nคร่ำ\nคร่ำเคร่ง\nคริปทอน\nคริสต์\nครีบ\nครีม\nครีษมายัน\nครึ\nครึกครื้น\nครึกโครม\nครึ่ง\nครึ่ด\nครึน\nครึ้ม\nครืด\nครืน\nครื้น\nครืนครั่น\nครื้นครั่น\nครื้นครึก\nครื้นเครง\nครือ\nครุ\nครุคระ\nครุฑ\nครุ่น\nครุมเครือ\nครุย\nครุวนา\nครู\nครู่\nครูด\nคฤโฆษ\nคฤนถ์\nคฤหบดี\nคฤหัสถ์\nคฤหาสน์\nคลวง\nคลอ\nคล้อ\nคลอก\nคลอง\nคล่อง\nคล้อง\nคลอด\nคลอน\nคล้อย\nคลอรีน\nคลอโรฟอร์ม\nคลอโรฟีลล์\nคละ\nคละคลุ้ง\nคลัก\nคลั่ก\nคลัง\nคลั่ง\nคลัตช์\nคลับคล้าย\nคลับคลา\nคลา\nคล้า\nคลางแคลง\nคลาด\nคลาน\nคลาย\nคล้าย\nคล้ายคลึง\nคล่าว\nคลำ\nคล่ำ\nคล้ำ\nคลิ้งโคลง\nคลิด\nคลินิก\nคลี\nคลี่\nคลึง\nคลื่น\nคลุก\nคลุ้ง\nคลุบ\nคลุม\nคลุ่ม\nคลุ้ม\nควง\nควณ\nควน\nควบ\nควย\nควร\nควัก\nควั่ก\nควั่งคว้าง\nควัน\nควั่น\nคว้า\nควาก\nคว้าง\nควาญ\nควาน\nคว้าน\nความ\nควาย\nคว่าว\nคว่ำ\nควินิน\nควิวคว่าง\nคหกรรม\nคหกรรมศาสตร์\nคหบดี\nคหัฐ\nคอ\nค้อ\nคอก\nค็อกคัส\nค็อกเทล\nคอเคซอยด์\nค่องอ้อย\nคอด\nคอแดง\nคอน\nค่อน\nค้อน\nคอนกรีต\nคอนเดนเซอร์\nคอนแวนต์\nคอนเสิร์ต\nคอม\nค่อม\nค้อม\nคอมพิวเตอร์\nคอมมานโด\nคอมมิวนิสต์\nคอย\nค่อย\nค้อย\nคอยล์\nคอร์ด\nคอแลน\nคอสติกโซดา\nคะ\nค่ะ\nคะไขว่\nคะค้อย\nคะคาน\nคะนน\nคะนอง\nคะน้า\nคะนึง\nคะเน\nคะเนงร้าย\nคะเน็ด\nคะแนน\nคะมำ\nคะยั้นคะยอ\nคะเยอ\nคัก\nคั่ก\nคัคนะ\nคัคนัมพร\nคัคนางค์\nคัคนานต์\nคั่ง\nคังไคย\nคัจฉ\nคัณฑมาลา\nคัณฑสูตร\nคัด\nคัดเค้า\nคัดมอน\nคัดเม็ง\nคัทลียา\nคัน\nคั่น\nคั้น\nคันถรจนาจารย์\nคันธกุฎี\nคันธมาทน์\nคันธารราษฎร์\nคับ\nคับค้อน\nคับคา\nคับแค\nคัพภ์\nคัมภีร์\nคัมภีรภาพ\nคัล\nคั่ว\nคา\nค่า\nค้า\nค่าคบ\nคาง\nค่าง\nค้าง\nคางคก\nค้างคาว\nคาด\nคาถา\nคาทอลิก\nคาน\nค้าน\nคาบ\nคาพยุต\nคาม\nคามวาสี\nคามณีย์\nคามภีร์\nคาย\nค่าย\nคาร์บอน\nคาร์บอเนต\nคาร์บอลิก\nคาร์บูเรเตอร์\nคาร์โบรันดัม\nคาร์โบไฮเดรต\nคารม\nคารวะ\nคาราเต้\nคาราวาน\nคาว\nค่าว\nค้าว\nคาวตอง\nคาวี\nคาวุต\nคาส\nคำ\nค่ำ\nค้ำ\nคำนวณ\nคำนวร\nคำนับ\nคำนัล\nคำนึง\nคำนูณ\nคำฝอย\nคำเพลิง\nคำรน\nคำรบ\nคำราม\nคำแสด\nคำแหง\nคำโอง\nคิก\nคิง\nคิด\nคิมหันต์\nคิรี\nคิลาน\nคิลานะ\nคิว\nคิ้ว\nคี่\nคีต\nคีบ\nคีม\nคีรี\nคีรีบูน\nคึก\nคึ่ก\nคึกคัก\nคืน\nคืบ\nคือ\nคุ\nคุก\nคุกกี้\nคุกคาม\nคุกพาทย์\nคุ้ง\nคุณ\nคุด\nคุดทะราด\nคุต\nคุตติ\nคุ่น\nคุ้น\nคุป\nคุปต์\nคุปติ\nคุม\nคุ่ม\nคุ้ม\nคุย\nคุ้ย\nคุยหฐาน\nคุยหประเทศ\nคุรุ\nคุลา\nคุลิก่า\nคุลีการ\nคุหา\nคู\nคู่\nคู้\nคูณ\nคูถ\nคูน\nคูปอง\nคูเรียม\nคูหา\nเค้ก\nเค้เก้\nเค้ง\nเคณฑะ\nเคด\nเค็ด\nเคน\nเค้น\nเคเบิล\nเค็ม\nเคมี\nเคย\nเครง\nเคร่ง\nเครงครา\nเครงครำ\nเครดิต\nเครน\nเครา\nเคร่า\nเคราหณี\nเคราะห์\nเครียด\nเครียว\nเครือ\nเครื่อง\nเคล้ง\nเคล็ด\nเคล้น\nเคล้า\nเคล่าคล่อง\nเคลิบเคลิ้ม\nเคลิ้ม\nเคลีย\nเคลื่อน\nเคลือบ\nเคว้ง\nเคหะ\nเคหา\nเคอะ\nเค้า\nเคาน์เตอร์\nเคารพ\nเคาะ\nเคาะแคะ\nเคียง\nเคียด\nเคียน\nเคียม\nเคี่ยม\nเคียร\nเคียว\nเคี่ยว\nเคี้ยว\nเคือง\nแค\nแค่\nแค้\nแคแล\nแคดเมียม\nแค็ตตาล็อก\nแคแตร\nแคโทด\nแคน\nแค่น\nแค้น\nแคบ\nแคบหมู\nแคปซูล\nแคม\nแคร่\nแครก\nแครง\nแคระ\nแคลคูลัส\nแคลง\nแคลเซียม\nแคลน\nแคล้ว\nแคล่วคล่อง\nแคลอรี\nแคลิฟอร์เนียม\nแคว\nแควก\nแคว้น\nแคแสด\nแคะ\nโค\nโคก\nโคเคน\nโค่ง\nโค้ง\nโคจร\nโคเซแคนต์\nโคไซน์\nโคตร\nโคแทนเจนต์\nโคธา\nโคน\nโค่น\nโคบอลต์\nโคปผกะ\nโคม\nโคม่า\nโครก\nโครกคราก\nโครง\nโคร่ง\nโคร่งคร่าง\nโครม\nโครเมียม\nโครโมโซม\nโคราช\nโครำ\nโคล\nโคลง\nโคลน\nโควตา\nโคออร์ดิเนต\nใคร\nใคร่\nใคร่ครวญ\nไค\nไค้\nไคร้\nไคร้เครือ\nไคล\nไคล้\nฆนะ\nฆราวาส\nฆ้อง\nฆ่า\nฆาต\nฆาน\nฆานินทรีย์\nเฆี่ยน\nโฆรวิส\nโฆษก\nโฆษณา\nโฆษะ\nโฆษ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nเฉ่ง\nเฉด\nเฉท\nเฉนียน\nเฉพาะ\nเฉย\nเฉลย\nเฉลว\nเฉลา\nเฉลิม\nเฉลี่ย\nเฉลียง\nเฉลี่ยง\nเฉลียบ\nเฉลียว\nเฉวียง\nเฉวียน\nเฉอะแฉะ\nเฉา\nเฉาก๊วย\nเฉาฮื้อ\nเฉาะ\nเฉิด\nเฉิบ\nเฉียง\nเฉียงพร้านางแอ\nเฉียด\nเฉียบ\nเฉียว\nเฉี่ยว\nเฉือน\nเฉื่อย\nแฉ\nแฉ่\nแฉก\nแฉง\nแฉ่ง\nแฉลบ\nแฉล้ม\nแฉะ\nโฉ\nโฉ่\nโฉเก\nโฉ่งฉ่าง\nโฉงเฉง\nโฉด\nโฉนด\nโฉบ\nโฉเบ๊\nโฉม\nโฉลก\nไฉน\nไฉไล\nชก\nชคัตตรัย\nชง\nชงโค\nชงฆ์\nชงฆา\nชงโลง\nชฎา\nชฎามังษี\nชฎามังสี\nชฎิล\nชด\nชน\nชนก\nชนนี\nชนม์\nชนวน\nชนะ\nชนัก\nชนา\nชนาง\nชนิด\nชเนตตี\nชบา\nชม\nชมดชม้อย\nชมนาด\nชมพู\nชมพู่\nชมรม\nชม้อย\nชม้าย\nชไม\nชยา\nชโย\nชรทึง\nชรริน\nชรอุ่ม\nชระล้ำ\nชระลุ\nชระอาบ\nชระเอม\nชรัด\nชรา\nชล\nชโลง\nชโลม\nช่วง\nชวด\nชวน\nชวย\nช่วย\nชวร\nชวลิต\nชวา\nชวาล\nชวาลา\nช่อ\nชอก\nช็อก\nช็อกโกเลต\nช็อกโกแลต\nชอง\nช่อง\nช้อง\nชองระอา\nชอน\nช่อน\nช้อน\nชอบ\nชอม\nช้อย\nชอล์ก\nชอ่ำ\nชอุ่ม\nชะ\nชะคราม\nชะงอก\nชะง่อน\nชะงัก\nชะงัด\nชะง้ำ\nชะงุ้ม\nชะเง้อ\nชะเงื้อม\nชะแง้\nชะโงก\nชะฉ่า\nชะช่อง\nชะชะ\nชะช้า\nชะโด\nชะตา\nชะต้า\nชะนี\nชะเนาะ\nชะเนียง\nชะพลู\nชะเพลิง\nชะมด\nชะมบ\nชะมวง\nชะมัง\nชะมัด\nชะแม่\nชะรอย\nชะลอ\nชะลอม\nชะล่า\nชะลาน\nชะลิน\nชะลูด\nชะเลง\nชะเลย\nชะแล็ก\nชะแลง\nชะวาก\nชะวาด\nชะเวิกชะวาก\nชะแวง\nชะอม\nชะอ้อน\nชะเอม\nชะโอน\nชัก\nชักคราม\nชักช้า\nชัง\nชั่ง\nชังคา\nชังฆ\nชัชวาล\nชัฏ\nชัด\nชัดช้า\nชัน\nชั้น\nชันกาด\nชันชี\nชันตุ\nชันนะตุ\nชันนุ\nชันโรง\nชันษา\nชันสูตร\nชัปนะ\nชัพ\nชัมพูนท\nชัย\nชัยพฤกษ์\nชัยภูมิ\nชัลลุกา\nชั่ว\nชั้ว\nชัวชม\nชา\nช้า\nชาคระ\nชาคริต\nชาคริยานุโยค\nช่าง\nช้าง\nช้าช่อน\nชาญ\nชาด\nชาดก\nชาต\nชาตบุษย์\nชาตรี\nชาตะ\nชาตา\nชาติ\nชาน\nชานุ\nช้าปี่\nชาปีไหน\nช้าแป้น\nช้าพลู\nชาม\nชามพูนท\nชามาดร\nชามาดา\nชามาตุ\nชาย\nชายา\nชาล\nชาลา\nชาลินี\nช้าเลือด\nชาว\nชาวี\nชำ\nช่ำ\nช้ำ\nชำงัด\nชำงาย\nช่ำชอง\nชำนะ\nชำนัญ\nชำนัน\nชำนาญ\nชำนิ\nชำเนียร\nชำมะนาด\nชำมะเลียง\nชำร่วย\nชำระ\nช้ำรั่ว\nชำรุด\nชำเรา\nชำเราะ\nชำแรก\nชำแระ\nชำเลือง\nชำแหละ\nชิ\nชิง\nชิ่ง\nชิงชัน\nชิงช้า\nชิงช้าชาลี\nชิงชี่\nชิงฮื้อ\nชิชะ\nชิชิ\nชิณณะ\nชิด\nชิเดนทรีย์\nชิต\nชิตินทรีย์\nชิน\nชิ้น\nชินโต\nชิโนรส\nชิม\nชิมแปนซี\nชิยา\nชิรณะ\nชิระ\nชิวหา\nชิสา\nชี\nชี่\nชี้\nชีปะขาว\nชีผะขาว\nชีผ้าขาว\nชีพ\nชีฟอง\nชีรณ\nชีระ\nชีวเคมี\nชีวประวัติ\nชีวภาพ\nชีววิทยา\nชีวะ\nชีวัน\nชีวา\nชีวาตม์\nชีวาลัย\nชีวิต\nชีวิตักษัย\nชีวิน\nชีวี\nชืด\nชื่น\nชื้น\nชื่อ\nชุก\nชุกชี\nชุ้ง\nชุณห\nชุด\nชุติ\nชุน\nชุบ\nชุม\nชุ่ม\nชุมนุม\nชุมพร\nชุมพา\nชุมแพรก\nชุมรุม\nชุมแสง\nชุมเห็ด\nชุ่ย\nชุลมุน\nชุลี\nชุษณะ\nชู\nชู้\nเช็ค\nเช้ง\nเช้งวับ\nเชงเลง\nเช็ด\nเชน\nเช่น\nเชย\nเชลง\nเชลย\nเชลแล็ก\nเชลียง\nเชวง\nเชษฐะ\nเชษฐา\nเชอ\nเช่า\nเช้า\nเชาว์\nเชาวน์\nเชิง\nเชิญ\nเชิด\nเชิ้ต\nเชียง\nเชี่ยน\nเชียบ\nเชี่ยม\nเชียร\nเชียร์\nเชียว\nเชี่ยว\nเชื่อ\nเชื้อ\nเชือก\nเชื่อง\nเชือด\nเชือน\nเชื่อม\nแช\nแช่\nแช่ง\nแชงมา\nแชบ๊วย\nแช่ม\nแชร์\nแชล่ม\nแชสซี\nแชะ\nโชก\nโชค\nโชงโลง\nโชดก\nโชดึก\nโชต\nโชตก\nโชติ\nโชติก\nโชน\nโชมโรม\nโชย\nโชยงการ\nโชยชาย\nโชยติส\nโชว์\nใช่\nใช้\nไช\nไชนะ\nไชย\nไชโย\nซก\nซ่ก\nซงดำ\nซ่งฮื้อ\nซด\nซน\nซ้น\nซบ\nซม\nซวดเซ\nซวน\nซวย\nซอ\nซอก\nซอง\nซ่อง\nซ้อง\nซองแมว\nซ้องแมว\nซอน\nซ่อน\nซ้อน\nซอม\nซ่อม\nซ้อม\nซอมซ่อ\nซอย\nซอส\nซัก\nซักส้าว\nซัง\nซั้ง\nซัด\nซับ\nซัลฟา\nซั้ว\nซา\nซ่า\nซาก\nซาง\nซ่าง\nซาด\nซาน\nซ่าน\nซาบซ่าน\nซาบซึ้ง\nซ่าโบะ\nซาแมเรียม\nซ้าย\nซาลาเปา\nซาว\nซ่าหริ่ม\nซำ\nซ้ำ\nซิ\nซี\nซิก\nซิกข์\nซิกซี้\nซิกแซ็ก\nซิการ์\nซิงโคนา\nซิ่น\nซินนามิก\nซินแส\nซิบ\nซิป\nซิฟิลิส\nซิลิคอน\nซิว\nซี่\nซีก\nซีเซียม\nซีด\nซี้ด\nซีนอน\nซีป่าย\nซีเมนต์\nซีเรียม\nซีลีเนียม\nซีอิ๊ว\nซึก\nซึง\nซึ่ง\nซึ้ง\nซึม\nซื่อ\nซื้อ\nซุก\nซุง\nซุน\nซุบ\nซุป\nซุ่ม\nซุ้ม\nซุ่มซ่าม\nซุย\nซู่\nซูโครส\nซูด\nซู้ด\nซูดซาด\nซูบ\nเซ\nเซ็ก\nเซแคนต์\nเซ็ง\nเซ่ง\nเซ้ง\nเซ็งแซ่\nเซต\nเซน\nเซ็น\nเซ่น\nเซนติกรัม\nเซนติเกรด\nเซนติเมตร\nเซนติลิตร\nเซปักตะกร้อ\nเซราะ\nเซรุ่ม\nเซลเซียส\nเซลล์\nเซลลูลอยด์\nเซลลูโลส\nเซ่อ\nเซอร์โคเนียม\nเซอะ\nเซา\nเซ้าซี้\nเซาะ\nเซิง\nเซิ้ง\nเซียน\nเซียบ\nเซียมซี\nเซียว\nเซี่ยว\nเซี่ยวกาง\nเซื่อง\nแซ\nแซ่\nแซ็กคาริน\nแซง\nแซงแซว\nแซด\nแซบ\nแซม\nแซยิด\nแซ่ว\nแซะ\nโซ\nโซ่\nโซก\nโซ่ง\nโซงโขดง\nโซเซ\nโซดา\nโซเดียม\nโซม\nโซรม\nโซลา\nไซ\nไซ้\nไซเกิล\nไซโคลน\nไซน์\nไซยาไนด์\nไซร้\nไซเรน\nไซโล\nฌาน\nฌาปน\nฌาปนกิจ\nฌาปนสถาน\nเฌอ\nเฌอเอม\nญวน\nญัตติ\nญาณ\nญาติ\nญานาซะฮ์\nญิบ\nญี่ปุ่น\nเญยธรรม\nไญยธรรม\nฎีกา\nฐกัด\nฐากูร\nฐาน\nฐานะ\nฐานันดร\nฐานานุกรม\nฐานานุรูป\nฐานานุศักดิ์\nฐานียะ\nฐาปน\nฐาปนา\nฐายี\nฐิต\nฐิติ\nฑาหก\nฑาหะ\nเฒ่า\nณรงค์\nเณร\nดก\nดง\nด้ง\nด้น\nดนโด่\nดนตรี\nดนัย\nดนุ\nดนู\nดบัสวิน\nดบัสวี\nดม\nดรงค์\nดรณี\nดรรชนี\nดราฟต์\nดรุณ\nดรุณี\nดล\nดวง\nด้วง\nดวด\nด่วน\nด้วน\nด้วย\nดอก\nดอง\nด่อง\nด้อง\nดองฉาย\nดองดึง\nดอด\nดอน\nด่อน\nดอม\nด้อม\nดอย\nด้อย\nดอลลาร์\nดะ\nดะโต๊ะ\nดะหมัง\nดัก\nดักดาน\nดักแด้\nดัง\nดั่ง\nดั้ง\nดัชนี\nดัด\nดัตช์\nดัน\nดั้น\nดับ\nดัมพ์\nดั้วเดี้ย\nดัสกร\nดา\nด่า\nดาก\nด่าง\nด้าง\nดาด\nดาน\nด่าน\nด้าน\nดาบ\nดาบส\nดาม\nด้าม\nด้ามจิ้ว\nดามพ์\nดาย\nด้าย\nดารกะ\nดารณี\nดารดาษ\nดาระ\nดารา\nดาล\nดาลัด\nดาว\nด่าว\nด้าว\nดาวดึงส์\nดาวบส\nดาษ\nดาษดา\nดำ\nด่ำ\nด้ำ\nดำกล\nดำเกิง\nดำแคง\nดำดง\nดำนาณ\nดำเนิน\nดำบล\nดำรง\nดำรวจ\nดำรัส\nดำริ\nดำรี\nดำรู\nดำฤษณา\nดำเลิง\nดิก\nดิ่ง\nดิฉัน\nดิฐ\nดิตถ์\nดิถี\nดิน\nดิ้น\nดิบ\nดิรัจฉาน\nดิลก\nดิ่ว\nดิ้ว\nดิ้วเดี้ยว\nดิษฐ์\nดิสโพรเซียม\nดี\nดีเซล\nดีด\nดีดีที\nดีบุก\nดีปลี\nดีเปรสชัน\nดีหมี\nดีหลี\nดึก\nดึง\nดึ่ง\nดึ่ม\nดื่น\nดื่ม\nดือ\nดื้อ\nดุ\nดุก\nดุกดิก\nดุกทะเล\nดุ้ง\nดุ้งดิ้ง\nดุจ\nดุด\nดุน\nดุ้น\nดุบ\nดุม\nดุ่ม\nดุ่ย\nดุรงค์\nดุริยะ\nดุริยางค์\nดุริยางคศาสตร์\nดุริยางคศิลป์\nดุล\nดุษฎี\nดุษณี\nดุษณีภาพ\nดุษิต\nดุสิต\nดุเหว่า\nดู\nดูกค่าง\nดูกร\nดูด\nดูรา\nดูแล\nเด\nเด่\nเดก\nเด็ก\nเดกซ์โทรส\nเดคากรัม\nเดคาเมตร\nเดคาลิตร\nเด้ง\nเด็จ\nเดช\nเดชน์\nเดชนะ\nเดชะ\nเดโช\nเดซิกรัม\nเดซิเมตร\nเดซิลิตร\nเด็ด\nเดน\nเด่น\nเดนมาร์ก\nเดรัจฉาน\nเด๋อ\nเด๋อด๋า\nเดา\nเด้า\nเดาะ\nเดิน\nเดิ่น\nเดิม\nเดียง\nเดียด\nเดียรดาษ\nเดียรถีย์\nเดียรัจฉาน\nเดียว\nเดี่ยว\nเดี๋ยว\nเดียะ\nเดื่อ\nเดือก\nเดื่อง\nเดือด\nเดือน\nเดือย\nแด\nแด่\nแดก\nแด็ก\nแดกงา\nแดกแด้\nแดง\nแดด\nแดน\nแด่น\nแด่ว\nแดะ\nแดะแด๋\nโด\nโด่\nโดกเดก\nโด่ง\nโดด\nโดน\nโดม\nโดมร\nโดย\nโดรณ\nใด\nได\nได้\nไดแซ็กคาไรด์\nไดนาโม\nไดนาไมต์\nไดโนเสาร์\nไดเรกตริกซ์\nตก\nต๊กโต\nตง\nต๋ง\nตงฉิน\nตงิด\nตงุ่น\nตด\nตติย\nตถาคต\nตน\nต้น\nตนัย\nตนุ\nตบ\nตบะ\nตปนียะ\nตม\nต้ม\nตมูก\nตยาคี\nตรง\nตรณี\nตรม\nตรรก\nตรรกะ\nตรลบ\nตรลอด\nตรลาด\nตรวจ\nตรวน\nตรอก\nตรอง\nตรอมใจ\nตรอมตรม\nตระ\nตระกล\nตระกวน\nตระกอง\nตระการ\nตระกูล\nตระคัร\nตระเตรียม\nตระนาว\nตระบก\nตระบอก\nตระบอง\nตระบัด\nตระบัน\nตระเบ็ง\nตระแบก\nตระแบง\nตระโบม\nตระพอง\nตระพัง\nตระลาการ\nตระวัน\nตระเว็ด\nตระเวน\nตระสัก\nตระหง่าน\nตระหนก\nตระหนัก\nตระหน่ำ\nตระหนี่\nตรัง\nตรังค์\nตรับ\nตรับฟัง\nตรัย\nตรัยตรึงศ์\nตรัส\nตรัสสา\nตรา\nตรากตรำ\nตราชู\nตราบ\nตราสัง\nตรำ\nตริ\nตริว\nตรี\nตรีปวาย\nตรีพิธพรรณ\nตรียัมปวาย\nตรึก\nตรึง\nตรุ\nตรุณ\nตรุณะ\nตรุษ\nตรู\nตรู่\nตฤณ\nตฤตีย\nตฤษณา\nตลก\nตลบ\nตลอด\nตลับ\nตลาด\nตลิ่ง\nตลึง\nตวง\nต่วน\nต้วมเตี้ยม\nตวัก\nตวัด\nตวาด\nตอ\nตอม่อ\nต่อ\nต้อ\nตอก\nต๊อก\nต๊อกต๋อย\nตอง\nต้อง\nตองกราย\nต้องเต\nตองแตก\nต่องแต่ง\nตองเหลือง\nตอด\nตอน\nต้อน\nตอบ\nตอเบา\nตอม\nต่อม\nต๋อม\nต่อย\nต้อย\nต้อยตริ่ง\nต้อยติ่ง\nต้อยตีวิด\nตอแย\nตอร์ปิโด\nต่อไส้\nตอแหล\nตะ\nตะกรน\nตะกร้อ\nตะกรัน\nตะกรับ\nตะกร้า\nตะกราม\nตะกรุด\nตะกรุม\nตะกรุมตะกราม\nตะกละ\nตะกลาม\nตะกวด\nตะกอ\nตะกอน\nตะกัง\nตะกั่ว\nตะกาง\nตะกาด\nตะกาย\nตะกาว\nตะกุกตะกัก\nตะกุย\nตะกู\nตะกูด\nตะเกียกตะกาย\nตะเกียง\nตะเกียบ\nตะแก\nตะแก่\nตะแกรง\nตะโก\nตะโก้\nตะโกก\nตะโกน\nตะโกรง\nตะโกรม\nตะไกร\nตะขบ\nตะขอ\nตะขาบ\nตะขิดตะขวง\nตะเข้\nตะเข็บ\nตะโขง\nตะคร้อ\nตะครอง\nตะครั่นตะครอ\nตะคร้ำ\nตะคริว\nตะคิว\nตะครุบ\nตะคอก\nตะคัน\nตะค้า\nตะคาก\nตะค้าน\nตะคุ่ม\nตะเครียว\nตะเคียว\nตะเคียน\nตะแคง\nตะไคร่\nตะไคร้\nตะเฆ่\nตะนอย\nตะนาว\nตะบม\nตะบอง\nตะบอย\nตะบัน\nตะบิ้ง\nตะบิด\nตะบิดตะบอย\nตะบี้ตะบัน\nตะบึง\nตะบูน\nตะเบ็ง\nตะเบ็งมาน\nตะเบ๊ะ\nตะแบก\nตะแบง\nตะโบม\nตะไบ\nตะปบ\nตะปลิง\nตะปิ้ง\nตะปุ่มตะป่ำ\nตะปู\nตะพง\nตะพด\nตะพอง\nตะพัก\nตะพัง\nตะพัด\nตะพั้น\nตะพาก\nตะพาน\nตะพาบ\nตะพาย\nตะพึด\nตะพึดตะพือ\nตะพุ่น\nตะเพรา\nตะเพิง\nตะเพิด\nตะเพียน\nตะโพก\nตะโพง\nตะโพน\nตะเภา\nตะใภ้\nตะม่อ\nตะมอย\nตะรังกะนู\nตะรังตังกวาง\nตะรังตังช้าง\nตะราง\nตะลอง\nตะลอน\nตะล่อม\nตะละ\nตะลาน\nตะลิงปลิง\nตะลิบ\nตะลีตะลาน\nตะลึง\nตะลึงพรึงเพริด\nตะลุง\nตะลุ่ม\nตะลุ่มนก\nตะลุมบอน\nตะลุ่มโปง\nตะลุมพอ\nตะลุมพุก\nตะลุย\nตะเลง\nตะแลงแกง\nตะไล\nตะวัน\nตะเวน\nตะหลิว\nตะหลุก\nตะหลุง\nตะแหง่ว\nตะแหมะแขะ\nตะโหงก\nตัก\nตักกะ\nตักเตือน\nตั๊กแตน\nตักษัย\nตัง\nตั่ง\nตั้ง\nตังเก\nตังฉ่าย\nตังเม\nตังวาย\nตังโอ๋\nตัจฉก\nตัจฉนี\nตัณฑุล\nตัณหา\nตัด\nตัน\nตันตระ\nตันติ\nตันหยง\nตับ\nตับปิ้ง\nตัว\nตั๋ว\nตัวจี๊ด\nตัวตืด\nตั้วโผ\nตั้วเหี่ย\nตา\nตาก\nตากวาง\nต่าง\nตาด\nตาน\nต่าน\nต้าน\nตานนกกด\nตานี\nตาบ\nตาม\nตามะแน\nตามิน\nตาย\nตาราไต\nตาล\nตาลุ\nต๋าว\nตาเสือ\nตาหนู\nตาฬ\nตำ\nต่ำ\nตำนาน\nตำบล\nตำแบ\nตำแย\nตำรวจ\nตำรับ\nตำรา\nตำรุ\nตำลึง\nตำเสา\nตำหนัก\nตำหนิ\nตำแหน่ง\nติ\nติก\nติ๊ก\nติกะ\nติกาหรัง\nติง\nติ่ง\nติ๋ง\nติ่งตั่ง\nติ๋งต่าง\nติงส\nติงสติ\nติณ\nติด\nติตติกะ\nติตติร\nติตถ\nติตถะ\nติถี\nติมิงคละ\nติรัจฉาน\nติลก\nติละ\nติ้ว\nตี\nตี่\nตีน\nตีบ\nตีรถะ\nตีระ\nตึ\nตึก\nตึ้ก\nตึ้กตั้ก\nตึง\nตึดตื๋อ\nตึ๊ดตื๋อ\nตืด\nตื่น\nตื้น\nตื้อ\nตื๊อ\nตื๋อ\nตุ\nตุ๊\nตุ๊กแก\nตุ๊กตา\nตุ๊กต่ำ\nตุกติก\nตุ๊กติ๊ก\nตุ๊กตุ่น\nตุ๊กตุ๋ย\nตุง\nตุ้งก่า\nตุ้งติ้ง\nตุ๊ดตู่\nตุน\nตุ่น\nตุ๋น\nตุนาหงัน\nตุบ\nตุ้บ\nตุ๊บป่อง\nตุปัดตุป่อง\nตุปัดตุเป๋\nตุ่ม\nตุ้ม\nตุ๋ม\nตุ้มกว้าว\nตุมกา\nตุ้มแซะ\nตุมตัง\nตุ้มเต๋น\nตุ้มปี่\nตุมพะ\nตุ่ย\nตุ้ย\nตุ๊ย\nตุ๋ยตุ่ย\nตุรคะ\nตุรงค์\nตุล\nตุลา\nตุหรัดตุเหร่\nตู\nตู่\nตู้\nตูก\nตูด\nตูบ\nตูม\nเต๊ก\nเต็ง\nเต่ง\nเตช\nเตโช\nเต้น\nเต็นท์\nเต็ม\nเตย\nเตร่\nเตร็ด\nเตรตา\nเตรียม\nเตรียมตรม\nเตละ\nเตลิด\nเตว็ด\nเต่อ\nเตอะ\nเตะ\nเตา\nเต่า\nเต้า\nเต๋า\nเต่าเกียด\nเต้าเจี้ยว\nเต้าทึง\nเต้าหู้\nเต้าฮวย\nเต๊าะ\nเตาะแตะ\nเติ่ง\nเติบ\nเติม\nเตี้ย\nเตียง\nเตียน\nเตียบ\nเตี๋ยม\nเตียรถ์\nเตียว\nเตี่ยว\nเตือน\nแต่\nแต้\nแตก\nแตง\nแต่ง\nแตงเม\nแต้จิ๋ว\nแตด\nแต๊ดแต๋\nแตน\nแต้ม\nแตร\nแตระ\nแต้ว\nแต้วแร้ว\nแต้วแล้ว\nแต่ว่า\nแต้แว้ด\nแตะ\nโต\nโต้\nโตก\nโต่ง\nโต้ง\nโตงเตง\nโตฎก\nโต๊ด\nโตน\nโตนด\nโต้โผ\nโตมร\nโตย\nโตรก\nโต๊ะ\nใต้\nไต\nไต่\nไต้\nไต๋\nไตร\nไตรกิศยา\nไตรดายุค\nไตร่ตรอง\nไตรย\nไต้หวัน\nถก\nถกล\nถงาด\nถด\nถนน\nถนอม\nถนัด\nถนัน\nถนำ\nถนิม\nถม\nถ่ม\nถมอ\nถมึงทึง\nถลก\nถลกบาตร\nถลน\nถล่ม\nถลอก\nถลัน\nถลา\nถลาก\nถลาย\nถลำ\nถลึงตา\nถลุง\nถ่วง\nถ้วน\nถ้วย\nถวัล\nถวัลย์\nถวาย\nถวิน\nถวิล\nถ่อ\nถ้อ\nถอก\nถอง\nถ่อง\nถ้อง\nถอด\nถอน\nถอบ\nถอบแถบ\nถ่อม\nถอย\nถ่อย\nถ้อย\nถะ\nถะถั่น\nถะมัดถะแมง\nถัก\nถัง\nถั่ง\nถัด\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นยา\nบิลเลียด\nบิวเรตต์\nบิสมัท\nบี้\nบีฑา\nบีตา\nบีบ\nบีเยศ\nบึก\nบึกบึน\nบึง\nบึ่ง\nบึ้ง\nบุ\nบุก\nบุคคล\nบุคลากร\nบุคลาธิษฐาน\nบุคลิก\nบุง\nบุ่ง\nบุ้ง\nบุ้งกี๋\nบุญ\nบุญญาธิการ\nบุญญานุภาพ\nบุญญาภินิหาร\nบุญญาภิสังขาร\nบุณฑริก\nบุณมี\nบุณย์\nบุตร\nบุตรี\nบุถุชน\nบุทคล\nบุนนาค\nบุบ\nบุบบิบ\nบุปผชาติ\nบุพกรรม\nบุพการี\nบุพกิจ\nบุพชาติ\nบุพทักษิณ\nบุพนิมิต\nบุพบท\nบุพพาจารย์\nบุพเพสันนิวาส\nบุพโพ\nบุ๋ม\nบุ่มบ่าม\nบุ้ย\nบุรณะ\nบุรพทิศ\nบุรพบท\nบุรพาจารย์\nบูรพาจารย์\nบุระ\nบุราณ\nบุรินทร์\nบุริมทิศ\nบุริมพรรษา\nบุริมสิทธิ\nบุรี\nบุรุษ\nบุโรทั่ง\nบุษกร\nบุษบก\nบุษบง\nบุษบัน\nบุษบา\nบุษบามินตรา\nบุษปราค\nบุษปะ\nบุษย์\nบุษย์น้ำทอง\nบุษยมาส\nบุษยะ\nบุษราคัม\nบุหงัน\nบุหงา\nบุหรง\nบุหรี่\nบุหลัน\nบู่\nบู้\nบูชนียสถาน\nบูชา\nบูชิต\nบูด\nบูดู\nบูร\nบูรณ์\nบูรณภาพ\nบูรณมี\nบูรณะ\nบูรณาการ\nบูรพ์\nบูรพะ\nบูรพา\nเบ้\nเบ่ง\nเบ๊จี๋\nเบญกานี\nเบญจกัลยาณี\nเบญจกามคุณ\nเบญจขันธ์\nเบญจดุริยางค์\nเบญจธรรม\nเบญจบรรพต\nเบญจพรรณ\nเบญจเพส\nเบญจมาศ\nเบญจรงค์\nเบญจศก\nเบญจศีล\nเบญจะ\nเบญจา\nเบญจางค์\nเบญจางคประดิษฐ์\nเบญญา\nเบญพาด\nเบ็ด\nเบ็ดเตล็ด\nเบ็ดเสร็จ\nเบน\nเบนซิน\nเบรก\nเบริลเลียม\nเบส\nเบ้อ\nเบอร์\nเบอร์คีเลียม\nเบ้อเร่อ\nเบ้อเร่อเท่อ\nเบ้อเริ่ม\nเบ้อเริ่มเทิ่ม\nเบอะ\nเบอะบะ\nเบะ\nเบา\nเบ้า\nเบาราณ\nเบาะ\nเบิก\nเบิ่ง\nเบี้ย\nเบี่ยง\nเบียด\nเบียน\nเบียร์\nเบี้ยว\nเบือ\nเบื่อ\nเบื้อ\nเบื้อง\nเบือน\nแบ\nแบ้\nแบก\nแบคทีเรีย\nแบ่ง\nแบงก์\nแบดมินตัน\nแบตเตอรี่\nแบน\nแบนโจ\nแบบ\nแบ็บ\nแบเรียม\nแบหลา\nแบะ\nโบ\nโบ้\nโบ๋\nโบก\nโบกขรณี\nโบกขรพรรษ\nโบชุก\nโบต\nโบนัส\nโบ๊เบ๊\nโบย\nโบรมีน\nโบรอน\nโบราณ\nโบสถ์\nใบ\nใบ้\nไบ่\nปก\nปกติ\nปกรณ์\nปกรณัม\nปกิณกะ\nปกีรณัม\nปโกฏิ\nปง\nป่ง\nปงช้าง\nปฎล\nปฏัก\nปฏิกรณ์\nปฏิกรรม\nปฏิการะ\nปฏิกิริยา\nปฏิกูล\nปฏิคม\nปฏิคหิต\nปฏิคาหก\nปฏิฆะ\nปฏิชีวนะ\nปฏิญญา\nปฏิญาณ\nปฏิทิน\nปฏิบถ\nปฏิบัติ\nปฏิปทา\nปฏิปักษ์\nปฏิปัน\nปฏิปุจฉาพยากรณ์\nปฏิปุจฉาวาที\nปฏิพัทธ์\nปฏิพากย์\nปฏิภาค\nปฏิภาณ\nปฏิมา\nปฏิมากร\nปฏิยุทธ์\nปฏิรพ\nปฏิรูป\nปฏิโลม\nปฏิวัติ\nปฏิวาต\nปฏิวาท\nปฏิเวธ\nปฏิสนธิ\nปฏิสวะ\nปฏิสังขรณ์\nปฏิสันถาร\nปฏิสัมภิทา\nปฏิเสธ\nปฐพี\nปฐม\nปฐวี\nปณต\nปณาม\nปณิธาน\nปณิธิ\nปณีต\nปด\nปดิวรัดา\nปติ\nปถพี\nปถมัง\nปถวี\nปทัฏฐาน\nปทัสถาน\nปทานุกรม\nปทีป\nปทุม\nปน\nป่น\nปนัดดา\nปปัญจะ\nปม\nปรนัย\nปรปักษ์\nปรโลก\nปรวาที\nปรก\nปรกติ\nปรง\nปรตยักษ์\nปรน\nปรนนิบัติ\nปรนิมมิตวสวัตดี\nปรบ\nปรปักษ์\nปรมัตถ์\nปรมาจารย์\nปรมาณู\nปรมาภิไธย\nปรมาภิเษก\nปรมินทร์\nบรเมนทร์\nปรเมศวร์\nปรเมษฐ์\nปรวด\nปรวนแปร\nปรศุ\nปรสิต\nปร๋อ\nปรองดอง\nปรอด\nปรอท\nปรอย\nประ\nประกบ\nประกฤต\nประกฤติ\nประกล\nประกวด\nประกวดประขัน\nประกอบ\nประกัน\nประกับ\nประกาย\nประกายพรึก\nประการ\nประกาศ\nประกาศนียบัตร\nประกาศิต\nประกำ\nประกิด\nประกิต\nประคด\nประคนธรรพ\nประคนธรรพ์\nประคบ\nประคบประหงม\nประคอง\nประคับประคอง\nประคัลภ์\nประคำ\nประคิ่น\nประคุณ\nประเคน\nประเคราะห์\nประโคน\nประโคนธรรพ\nประโคนธรรพ์\nประโคม\nประจง\nประจญ\nประจบ\nประจบประแจง\nประจวบ\nประจ๋อประแจ๋\nประจักษ์\nประจักษนิยม\nประจัญ\nประจัน\nประจาก\nประจาค\nประจาน\nประจำ\nประจิม\nประจิ้มประเจ๋อ\nประจุ\nประจุคมน์\nประจุบัน\nประเจก\nประเจิด\nประเจิดประเจ้อ\nประเจียด\nประแจ\nประชด\nประชน\nประชวม\nประชวร\nประชัน\nประชา\nประชาธิปไตย\nประชิด\nประชี\nประชุม\nประเชิญ\nประณต\nประณม\nประณาม\nประณิธาน\nประณิธิ\nประณีต\nประณุท\nประดง\nประดน\nประดวน\nประดอน\nประดอย\nประดัก\nประดักประเดิด\nประดัง\nประดับ\nประดา\nประดาก\nประดาป\nประดาษ\nประดิชญา\nประดิดประดอย\nประดิทิน\nประดิษฐ์\nประดิษฐกรรม\nประดิษฐาน\nประดุง\nประดุจ\nประดู่\nประเด\nประเด็น\nประเดิม\nประเดียง\nประเดี๋ยว\nประเดี๋ยวประด๋าว\nประแดง\nประแดะ\nประโดง\nประโดย\nประตง\nประตัก\nประตาป\nประติชญา\nประติญาณ\nประติทิน\nประติมากร\nประติมากรรม\nประติรพ\nประตู\nประถม\nประถมจินดา\nประทม\nประท้วง\nประทวน\nประทักษ์\nประทักษิณ\nประทัง\nประทัด\nประทับ\nประทาน\nประทาย\nประทาศี\nประทิน\nประทิ่น\nประทีป\nประทุฐ\nประทุน\nประทุษ\nประทุษฐ์\nประเทศ\nประเทา\nประเทียด\nประเทียบ\nประเทือง\nประธาน\nประธานาธิบดี\nประนม\nประนอ\nประนอม\nประนัง\nประนัปดา\nประนีประนอม\nประปราน\nประปราย\nประปา\nประเปรี้ยง\nประเปรียว\nประพจน์\nประพนธ์\nประพรม\nประพฤติ\nประพฤทธิ์\nประพัด\nประพัทธ์\nประพันธ์\nประพาต\nประพาส\nประพาสมหรณพ\nประพาฬ\nประพิณ\nประพิมพ์ประพาย\nประพุทธ์\nประเพณี\nประโพธ\nประไพ\nประไพร\nประภพ\nประภัสสร\nประภา\nประภาคาร\nประภาพ\nประภาษ\nประภาส\nประเภท\nประมง\nประมวล\nประมาณ\nประมาท\nประมุข\nประมุท\nประมูล\nประเมิน\nประโมง\nประโมทย์\nประยงค์\nประยุกต์\nประยุทธ์\nประยุร\nประยูร\nประโยค\nประโยชน์\nประโรหิต\nประลมพ์\nประลอง\nประลัย\nประลาต\nประลาย\nประลุ\nประเล่ห์\nประเล้าประโลม\nประโลม\nประวรรต\nประวรรตน์\nประวัติ\nประวาล\nประวาลปัทม์\nประวาส\nประวิง\nประวิช\nประวิตร\nประวิน\nประวีณ\nประเวณี\nประเวศ\nประเวศน์\nประศม\nประศาสน์\nประศุ\nประสก\nประสงค์\nประสบ\nประสพ\nประสม\nประสะ\nประสัก\nประสันนาการ\nประสัยห์\nประสา\nประสาท\nประสาธน์\nประสาน\nประสาร\nประสิทธิ์\nประสิทธิผล\nประสิทธิภาพ\nประสีประสา\nประสูต\nประสูติ\nประเสบัน\nประเสบันอากง\nประเสริฐ\nประหนึ่ง\nประหม่า\nประหยัด\nประหลาด\nประหล่ำ\nประหวัด\nประหวั่น\nประหัตประหาร\nประหาณ\nประหาร\nประเหล\nประเหส\nประไหมสุหรี\nประอบ\nประอร\nปรัก\nปรักปรำ\nปรักมะ\nปรัง\nปรัชญา\nปรัตถจริยา\nปรัตยุบัน\nปรัน\nปรับ\nปรัมปรา\nปรัศจิม\nปรัศนา\nปรัศนี\nปรัศว์\nปรัสสบท\nปร่า\nปรากฏ\nปรากรม\nปรากฤต\nปราการ\nปราง\nปรางค์\nปราจีน\nปราชญ์\nปราชญา\nปราชัย\nปราณ\nปราณี\nปราด\nปราน\nปรานี\nปราบ\nปราบดาภิเษก\nปราปต์\nปราม\nปรามาส\nปราโมช\nปราโมทย์\nปราย\nปรารถนา\nปรารภ\nปรารมภ์\nปราศ\nปราศจาก\nปราศรัย\nปราษณี\nปราษาณ\nปราสัย\nปราสาท\nปรำ\nปริ\nปริก\nปริกขาร\nปริกรรม\nปริกัป\nปริคณห์\nปริจาค\nปริจาริกา\nปริเฉท\nปริชน\nปริซึม\nปริญญา\nปริณาม\nปริณายก\nปริต\nปริตตะ\nปริตโตทก\nปริตร\nปริทรรศน์\nปริทัยหัคคี\nปริทัศน์\nปริเทพ\nปริเทวะ\nปรินิพพาน\nปริบ\nปริบท\nปริปันถ์\nปริพนธ์\nปริพัตร\nปริพันธ์\nปริพาชก\nปริภัณฑ์\nปริภาษ\nปริภูมิ\nปริโภค\nปริ่ม\nปริมณฑล\nปริมาณ\nปริมาตร\nปริยัติ\nปริยานุช\nปริยาย\nปริเยศ\nปริโยสาน\nปริวรรต\nปริวัตร\nปริวาร\nปริวาส\nปริวิตก\nปริเวณ\nปริศนา\nปริษัท\nปริสัญญู\nปริสุทธิ\nปริหาน\nปริหาร\nปรี่\nปรีชญา\nปรีชา\nปรี๊ด\nปรีดา\nปรีดิ\nปรีดิ์\nปรีดี\nปรีติ\nปรียะ\nปรียา\nปรึก\nปรึกษา\nปรึง\nปรือ\nปรื๋อ\nปรุ\nปรุง\nปรู\nปรู๋\nปรูด\nปรู๊ด\nปรู๊ดปร๊าด\nปรู๊ฟ\nปฤงคพ\nปฤจฉา\nปฤษฎางค์\nปฤษฐ\nปลก\nปลกเปลี้ย\nปลง\nปล่ง\nปลด\nปล้น\nปลวก\nปลอก\nปล่อง\nปล้อง\nปลอด\nปล้อน\nปลอบ\nปลอม\nปล่อย\nปละ\nปลัก\nปลั๊ก\nปลัง\nปลั่ง\nปลัด\nปลัดขิก\nปลา\nปลาต\nปลาบ\nปลาย\nปลาสเตอร์\nปลาสนาการ\nปล้ำ\nปลิง\nปลิด\nปลิ้น\nปลิโพธ\nปลิม\nปลิ่ม\nปลิว\nปลี\nปลีก\nปลื้ม\nปลุก\nปลูก\nปวกเปียก\nปวง\nป่วง\nปวด\nป่วน\nป้วน\nป้วนเปี้ยน\nป่วย\nปวัตน์\nปวารณา\nปวาล\nปวาส\nปวาฬ\nปวิช\nปวิตร\nปวิธ\nปวิเวก\nปวีณ\nปวุติ\nปเวณี\nปเวส\nปเวสน์\nปศุ\nปสันนะ\nปสันนาการ\nปสาท\nปสาน\nปสาสน์\nปสุ\nปสุต\nปสูติ\nปหังสนะ\nปหาน\nปหาร\nปหาส\nปอ\nป้อ\nป๋อ\nปอก\nปอง\nป่อง\nป้อง\nปอด\nปอน\nป้อน\nปอนด์\nปอเนาะ\nปอบ\nป้อแป้\nปอม\nป้อม\nป๋อม\nปอย\nป้อย\nป้อยอ\nปะ\nปะกน\nปะกัง\nปะการัง\nปะกำ\nปะขาว\nปะงาบ\nปะตาปา\nปะตาระกาหลา\nปะติดปะต่อ\nปะติยาน\nปะทะ\nปะทะปะทัง\nปะทุ\nปะทุน\nปะปน\nปะมง\nปะราลี\nปะรำ\nปะไร\nปะลอม\nปะเลง\nปะแล่ม\nปะโลง\nปะวะหล่ำ\nปะหงับ\nปะหนัน\nปะหัง\nปะเหลาะ\nปัก\nปักข์\nปักเป้า\nปักษ์\nปักษา\nปักษิน\nปักษี\nปัง\nปั๋ง\nปังสุ์\nปังสุกุล\nปัจจัตตะ\nปัจจันต์\nปัจจันตคาม\nปัจจันตชนบท\nปัจจันตประเทศ\nปัจจัย\nปัจจามิตร\nปัจจุคมน์\nปัจจุทธรณ์\nปัจจุบัน\nปัจจุสมัย\nปัจเจก\nปัจโจปการกิจ\nปัจฉา\nปัจฉิม\nปัจถรณ์\nปัจนึก\nปัจยาการ\nปัจเวกขณ์\nปัชชุน\nปัญจนที\nปัญจวัคคีย์\nปัญจก\nปัญจกะ\nปัญจมี\nปัญจวีสติ\nปัญญัติ\nปัญญา\nปัญหา\nปัฏ\nปัฏนะ\nปัฐยาวัต\nปัณฑรหัตถี\nปัณณะ\nปัณณาส\nปัณณาสก์\nปัณรสี\nปัณหิ\nปัด\nปัตคาด\nปัตตะ\nปัตตานึก\nปัตตานุโมทนา\nปัตตาเวีย\nปัตติ\nปัตติก\nปัตถร\nปัตถะ\nปัตนิ\nปัตนี\nปัตหล่า\nปัถพี\nปัถวี\nปัทม์\nปัทมะ\nปัทมาสน์\nปัน\nปั่น\nปั้น\nปั้นจั่น\nปันจุเหร็จ\nปั้นลม\nปั้นหยา\nปั้นเหน่ง\nปับ\nปั๊บ\nปัปผาสะ\nปัพพาชนียกรรม\nปัพภาระ\nปั๊ม\nปัยกา\nปัยยิกา\nปัวเปีย\nปัศจิม\nปัศตัน\nปัสสาวะ\nปัสสาสะ\nปา\nป่า\nป้า\nปาก\nปาง\nป้าง\nปาจรีย์\nปาจิตตีย์\nปาจีน\nปาฏลิ\nปาฏิบท\nปาฏิบุคลิก\nปาฏิโภค\nปาฏิหาริย์\nปาฐก\nปาฐกถา\nปาฐะ\nปาณกชาติ\nปาณะ\nปาณาติบาต\nปาณิ\nปาณี\nปาด\nปาติโมกข์\nปาตี\nปาเต๊ะ\nปาท่องโก๋\nปาทังกา\nปาทาน\nปาทุกา\nปาน\nป่าน\nป้าน\nปานะ\nปานียะ\nป้าบ\nป๊าบ\nปาพจน์\nปาม\nปาโมกข์\nป่าย\nป้าย\nปายาส\nปาร์เกต์\nปารมี\nปารเมศ\nปาราชิก\nปาริฉัตร\nปาริชาต\nปารุสกวัน\nปาล\nปาล์ม\nปาลิไลยก์\nปาลี\nปาว\nป่าว\nป๊าว\nปาวาร\nปาษาณ\nปาส\nปาสาณ\nปาสาทิกะ\nปาหนัน\nปาหี่\nปำ\nป้ำ\nป้ำเป๋อ\nปิกนิก\nปิ้ง\nปิงคละ\nปิงปอง\nปิฎก\nปิฏฐะ\nปิฐิ\nปิณฑะ\nปิด\nปิตตะ\nปิตา\nปิตามหัยกา\nปิตามหัยยิกา\nปิตุ\nปิตุจฉา\nปิตุภูมิ\nปิตุลา\nปิโตรเลียม\nปิ่น\nปิ่นแก้ว\nปิ่นโต\nปิปผลี\nปิ่ม\nปิ้ม\nปิยะ\nปิยังคุ\nปิโยรส\nปิลันธน์\nปิ๋ว\nปิศาจ\nปิหกะ\nปี\nปี่\nปี้\nปี๋\nปีก\nปีฐะ\nปี๊ด\nปีติ\nปีน\nปีบ\nปี๊บ\nปีศาจ\nปีฬกะ\nปึก\nปึง\nปึ่ง\nปึ๋ง\nปึ้ด\nปึมปื้อ\nปืน\nปื้น\nปือ\nปื้อ\nปื๋อ\nปุ\nปุ๊\nปุก\nปุกปุย\nปุคละ\nปุ้งกี๋\nปุงควะ\nปุงลิงค์\nปุงลึงค์\nปุจฉา\nปุฏะ\nปุณฑริก\nปุด\nปุตตะ\nปุถุชน\nปุนนาค\nปุนภพ\nปุนัพสุ\nปุบ\nปุ๊บ\nปุปผะ\nปุปะ\nปุพพะ\nปุ่ม\nปุ่มป่ำ\nปุ้ม\nปุ๋ม\nปุย\nปุ้ย\nปุ๋ย\nปุรณะ\nปุระ\nปุราณ\nปุราณะ\nปุริมพรรษา\nปุเรจาริก\nปุโรหิต\nปุลลิงค์\nปุลลึงค์\nปุลินท์\nปุโลปุเล\nปุษยะ\nปุสสะ\nปู\nปู่\nปูชกะ\nปูชนียบุคคล\nปูชนียวัตถุ\nปูชนียะ\nปูชา\nปูชิต\nปูด\nปูน\nปูม\nปู้ยี่ปู้ยำ\nปูระ\nปูลู\nเป้\nเป๋\nเปก\nเป๊ก\nเป่ง\nเป้ง\nเป๋ง\nเป็ด\nเปตพลี\nเปตอง\nเป็น\nเปยยาล\nเปร็ง\nเปรต\nเปรม\nเปรย\nเปรอ\nเปรอะ\nเปราะ\nเปรียง\nเปรี้ยง\nเปรี้ยงปร้าง\nเปรียญ\nเปรียบ\nเปรี่ยม\nเปรียว\nเปรี้ยว\nเปรียะ\nเปรี๊ยะ\nเปรื่อง\nเปรื้อย\nเปล\nเปล่ง\nเปลว\nเปลา\nเปล่า\nเปล้า\nเปลาะ\nเปลี้ย\nเปลี่ยน\nเปลี่ยม\nเปลี่ยว\nเปลือก\nเปลือง\nเปลื้อง\nเปลือย\nเปศะ\nเปศัส\nเปสการ\nเปสละ\nเปสุญวาท\nเป๋อ\nเป้อเย้อ\nเปอร์\nเปอร์เซ็นต์\nเปะ\nเปา\nเป่า\nเป้า\nเป๊า\nเป๋า\nเป๋าฮื้อ\nเปาะ\nเป๊าะ\nเปาะเปี๊ยะ\nเปาะแปะ\nเปิก\nเปิง\nเปิงมาง\nเปิด\nเปิ่น\nเปิบ\nเปิ๊บ\nเปีย\nเปียก\nเปี๊ยก\nเปี๊ยบ\nเปี่ยม\nเปี้ยว\nเปี๊ยว\nเปียะ\nเปี๊ยะ\nเปือก\nเปื้อน\nเปื่อย\nแป\nแป้ง\nแป๋ง\nแปด\nแป๊ด\nแปทู\nแป้น\nแป๊น\nแปบ\nแป๊บ\nแปม\nแปร\nแปร๋\nแปรก\nแปรง\nแปร่ง\nแปร๊ด\nแปร้น\nแปร๋น\nแปรปรวน\nแประ\nแปล\nแปล้\nแปลก\nแปลง\nแปลน\nแปลบ\nแปล๊บ\nแป้ว\nแป๊ว\nแปะ\nแป๊ะ\nแป๊ะซะ\nโป\nโป่\nโป้\nโป๊\nโปก\nโป๊ก\nโป๊กเกอร์\nโปกขรณี\nโปกขรพรรษ\nโปเก\nโปง\nโป่ง\nโป้ง\nโป่งข่าม\nโปงลาง\nโป่งวิด\nโปฐบท\nโปฐปทมาส\nโปดก\nโปตถกะ\nโปน\nโป๊ป\nโป๊ยเซียน\nโปรแกรม\nโปรง\nโปร่ง\nโปรด\nโปรตอน\nโปรตีน\nโปรเตสแตนต์\nโปรแทรกเตอร์\nโปรย\nโปล่ง\nโปลิโอ\nโปโล\nโปสก\nโปสต์การ์ด\nโปะ\nโป๊ะ\nโป๊ะจ้าย\nไป\nไป่\nไป๋\nไปยาล\nไปรษณีย์\nไปรษณียบัตร\nไปรษณียภัณฑ์\nไปรษณียากร\nไปล่\nไปศาจ\nผก\nผกา\nผกาย\nผคม\nผง\nผงก\nผงม\nผงะ\nผงาด\nผง่าน\nผจง\nผจญ\nผจัญ\nผจาน\nผชุม\nผณิน\nผณินทร\nผณิศวร\nผด\nผดุง\nผเดิน\nผทม\nผนวก\nผนวช\nผนัง\nผนิด\nผนึก\nผม\nผยอง\nผรณาปีติ\nผรสุ\nผริต\nผรุสวาท\nผล\nผลคุน\nผลคุนี\nผล็อย\nผละ\nผลัก\nผลัด\nผลับ\nผลัวะ\nผลา\nผลาญ\nผลานิสงส์\nผลาผล\nผลาหาร\nผลิ\nผลิกะ\nผลิต\nผลิน\nผลี\nผลีผลาม\nผลึก\nผลึ่ง\nผลือ\nผลุ\nผลุง\nผลุด\nผลุน\nผลุนผลัน\nผลุบ\nผลุบผลับ\nผลุย\nผลู\nผวน\nผวย\nผวา\nผสม\nผสาน\nผอง\nผ่อง\nผ่อน\nผอบ\nผอม\nผ็อย\nผอูน\nผะ\nผะดา\nผะสา\nผัก\nผัคคุณ\nผัคคุณี\nผัง\nผัด\nผัน\nผับ\nผัว\nผัวะ\nผัสสะ\nผัสสาหาร\nผา\nผ่า\nผ้า\nผาก\nผาง\nผ่าง\nผาณิต\nผาด\nผาติ\nผ่าน\nผาม\nผาย\nผ่ายผอม\nผาล\nผาลคุน\nผาลา\nผ่าว\nผาสุก\nผ้าฮาด\nผำ\nผ้ำ\nผิ\nผิง\nผิด\nผิตะ\nผิน\nผิว\nผี\nผี้ว์\nผึง\nผึ่ง\nผึ้ง\nผึ้งรวง\nผืน\nผื่น\nผุ\nผุด\nผุยผง\nผุสราคา\nผู้\nผูก\nเผ\nเผง\nเผชิญ\nเผ็ด\nเผด็จ\nเผดิม\nเผดียง\nเผ่น\nเผนิก\nเผย\nเผยอ\nเผยิบ\nเผยิบผยาบ\nเผล\nเผล่\nเผล็ด\nเผลอ\nเผลอไผล\nเผละ\nเผลาะ\nเผลาะแผละ\nเผลียง\nเผอเรอ\nเผอิญ\nเผอิล\nเผะ\nเผา\nเผ่า\nเผ้า\nเผาะ\nเผิ้ง\nเผิน\nเผียน\nเผือ\nเผื่อ\nเผือก\nเผือด\nเผือน\nเผื่อน\nแผ่\nแผก\nแผง\nแผด\nแผน\nแผ่น\nแผนก\nแผล\nแผลง\nแผล็บ\nแผล็ว\nแผละ\nแผ่ว\nแผ้ว\nโผ\nโผง\nโผฏฐัพพะ\nโผน\nโผเผ\nโผย\nโผล่\nโผลกเผลก\nโผละ\nโผอน\nโผะ\nไผ\nไผ่\nไผท\nฝน\nฝรั่ง\nฝรั่งเศส\nฝ่อ\nฝอย\nฝัก\nฝัง\nฝั่ง\nฝัด\nฝัน\nฝา\nฝ่า\nฝ้า\nฝาก\nฝาง\nฝาด\nฝาน\nฝาย\nฝ่าย\nฝ้าย\nฝิ่น\nฝี\nฝี่\nฝีก\nฝึก\nฝืด\nฝืน\nฝุ่น\nฝูง\nเฝ้า\nเฝือ\nเฝือก\nเฝือง\nเฝื่อน\nแฝก\nแฝง\nแฝด\nใฝ่\nไฝ\nพก\nพกุล\nพง\nพงศ์\nพงศกร\nพงศธร\nพงศา\nพงศาวดาร\nพจน์\nพจนา\nพจนานุกรม\nพจนารถ\nพจนีย์\nพจมาน\nพจี\nพชระ\nพญา\nพญาลอ\nพณิช\nพณิชย์\nพดด้วง\nพธู\nพนันดร\nพนาดร\nพนาดอน\nพนาราม\nพนาลัย\nพนาลี\nพนาวาส\nพนาเวศ\nพนาศรม\nพนาสณฑ์\nพนาสัณฑ์\nพเนจร\nพ่น\nพ้น\nพนม\nพนอง\nพนอม\nพนัก\nพนักงาน\nพนัง\nพนัน\nพนัส\nพนา\nพนาย\nพนิดา\nพนิต\nพบ\nพม่า\nพยนต์\nพยศ\nพยัก\nพยักพเยิด\nพยัคฆ์\nพยัคฆา\nพยัคฆิน\nพยัคฆี\nพยัชน์\nพยัญชนะ\nพยัต\nพยับ\nพยากรณ์\nพยาฆร์\nพยางค์\nพยาธิ\nพยาน\nพยาบาท\nพยาบาล\nพยาม\nพยามะ\nพยายาม\nพยุ\nพยุง\nพยุหยาตรา\nพยุหโยธา\nพยุหเสนา\nพยุหะ\nพยู่ห์\nพเยีย\nพร\nพรต\nพรม\nพรรค\nพรรค์\nพรรคานต์\nพรรณ\nพรรณนา\nพรรดึก\nพรรลาย\nพรรษ\nพรรษา\nพรรเอิญ\nพรวด\nพรวน\nพรหม\nพรหมจรรย์\nพรหมจาริณี\nพรหมจารี\nพรหมา\nพรหมาสตร์\nพรหมินทร์\nพรอก\nพร่อง\nพร้อง\nพรอด\nพร้อม\nพร้อมพรัก\nพร่อย\nพร้อย\nพระ\nพระนอม\nพระนาด\nพระฮาม\nพรักพร้อม\nพรั่ง\nพรัด\nพรั่น\nพรับ\nพร่า\nพร้า\nพราก\nพราง\nพร่าง\nพราด\nพราน\nพราย\nพราว\nพราหมณ์\nพราหมณะ\nพราหมณี\nพราหมี\nพรำ\nพร่ำ\nพริก\nพริ้ง\nพริบ\nพริ้ม\nพรึง\nพรึน\nพรึบ\nพรึ่บ\nพรืด\nพรุ\nพรุ่ง\nพรุน\nพรู\nพรูด\nพฤกษ์\nพฤกษชาติ\nพฤกษเทวดา\nพฤกษราช\nพฤกษศาสตร์\nพฤกษา\nพฤฒ\nพฤฒา\nพฤฒาจารย์\nพฤฒิ\nพฤต\nพฤติ\nพฤทธ์\nพฤทธิ์\nพฤนต์\nพฤนท์\nพฤศจิก\nพฤศจิกายน\nพฤษภ\nพฤษภาคม\nพฤหัสบดี\nพล\nพละ\nพลากร\nพลาดิศัย\nพลาธิการ\nพลานามัย\nพลบ\nพลวก\nพลวง\nพลวัต\nพลศาสตร์\nพลอ\nพล้อ\nพลอง\nพลอด\nพลอน\nพลอมแพลม\nพลอย\nพล่อย\nพลั่ก\nพลัง\nพลั่ง\nพลั้ง\nพลัด\nพลัน\nพลับ\nพลับพลา\nพลับพลึง\nพลั่ว\nพล่า\nพลาง\nพลาญ\nพลาด\nพล่าน\nพลาม\nพล่าม\nพลาย\nพลาสติก\nพลาสมา\nพลาหก\nพลำ\nพล้ำ\nพลำภัง\nพลิก\nพลิพัท\nพลิ้ว\nพลี\nพลุ\nพลุก\nพลุ่ก\nพลุกพล่าน\nพลุ่ง\nพลุ้ย\nพลู\nพลูโต\nพลูโทเนียม\nพวก\nพวง\nพ่วง\nพวน\nพวย\nพสก\nพสุ\nพสุธา\nพสุสงกรานต์\nพหล\nพหุ\nพหุล\nพหู\nพอ\nพ่อ\nพ้อ\nพอก\nพอง\nพ้อง\nพอน\nพ้อม\nพอโลเนียม\nพะ\nพะงา\nพะงาบ\nพะจง\nพะทำมะรง\nพะนอ\nพะเน้าพะนอ\nพะเนิน\nพะเนียง\nพะแนง\nพะพาน\nพะพิง\nพะเพิง\nพะยอม\nพ่ะย่ะค่ะ\nพะยูง\nพะยูน\nพะเยิบ\nพะเยิบพะยาบ\nพะรุงพะรัง\nพะโล้\nพะไล\nพะวง\nพะวักพะวน\nพะวา\nพะว้าพะวัง\nพะอง\nพะอากพะอำ\nพะอืดพะอม\nพัก\nพักตร์\nพักตรา\nพักร\nพัง\nพังกา\nพังงา\nพังผืด\nพังพวย\nพังพอน\nพังพาน\nพังพาบ\nพังเพย\nพัช\nพัชนี\nพัชระ\nพัญจน์\nพัฒนะ\nพัฒนา\nพัฒนากร\nพัฒนาการ\nพัด\nพัดชา\nพัดดึงส์\nพัตร\nพัทธ์\nพัทธยา\nพัทธสีมา\nพัทร\nพัน\nพันตู\nพันทาง\nพันธ์\nพันธะ\nพันธกรณี\nพันธบัตร\nพันธมิตร\nพันธนะ\nพันธนาคาร\nพันธนาการ\nพันธุ์\nพันธุกรรม\nพันลึก\nพันลือ\nพันเลิศ\nพันเอิญ\nพับ\nพัลลภ\nพัลวัน\nพัว\nพัวะ\nพัศดี\nพัสดุ\nพัสตร์\nพัสถาน\nพา\nพาก\nพากเพียร\nพากย์\nพาง\nพ่าง\nพาชี\nพาณิช\nพาณิชย์\nพาณิชยกรรม\nพาณิชยการ\nพาณิชยศาสตร์\nพาณิชยศิลป์\nพาณินี\nพาณี\nพาณีนี\nพาด\nพาท\nพาทย์\nพาธ\nพาธา\nพาน\nพ่าน\nพานร\nพานรินทร์\nพาม\nพาย\nพ่าย\nพายม้า\nพายัพ\nพายุ\nพาร์เซก\nพารณ\nพารา\nพาราฟิน\nพาล\nพาลา\nพาลี\nพาลุก\nพาโล\nพาไล\nพาส\nพาสน์\nพาสนา\nพาสุกรี\nพ่าห์\nพาหนะ\nพาหะ\nพาหา\nพาหิรกะ\nพาหิระ\nพาหุ\nพาหุรัด\nพาหุสัจจะ\nพาเหียร\nพาฬ\nพำ\nพำนัก\nพำพึม\nพำลา\nพิกล\nพิกสิต\nพิกัด\nพิกัติ\nพิกัน\nพิการ\nพิกุล\nพิเคราะห์\nพิฆน์\nพิฆเนศ\nพิฆเนศวร\nพิฆาต\nพิง\nพิจัย\nพิจาร\nพิจารณ์\nพิจารณา\nพิจิก\nพิจิต\nพิจิตร\nพิชญ์\nพิชัย\nพิชาน\nพิชิต\nพิเชฐ\nพิเชียร\nพิฑูรย์\nพิณ\nพิดทูล\nพิดาน\nพิโดร\nพิตร\nพิถี\nพิถีพิถัน\nพิทย\nพิทย์\nพิทยา\nพิทยาคม\nพิทยาคาร\nพิทยาธร\nพิทยาลัย\nพิทักษ์\nพิทูร\nพิเทศ\nพิธาน\nพิธี\nพิธุ\nพินทุ\nพินอบพิเทา\nพินัย\nพินาศ\nพินิจ\nพินิต\nพินิศ\nพินิศจัย\nพิเนต\nพิบัติ\nพิบุล\nพิบูล\nพิปริต\nพิปลาส\nพิพรรธ\nพิพรรธน์\nพิพักพิพ่วน\nพิพัฒ\nพิพัฒน์\nพิพากษ์\nพิพากษา\nพิพาท\nพิพิธ\nพิพิธภัณฑ์\nพิพิธภัณฑสถาน\nพิภพ\nพิภัช\nพิภาค\nพิภูษณะ\nพิเภก\nพิมปะการัง\nพิมพ์\nพิมพการัง\nพิมพา\nพิมพาภรณ์\nพิมล\nพิมเสน\nพิมาน\nพิมุข\nพิโมกข์\nพิโมกษ์\nพิโยกพิเกน\nพิโยค\nพิรอด\nพิระ\nพิรากล\nพิราบ\nพิราม\nพิราลัย\nพิริยะ\nพิรี้พิไร\nพิรุณ\nพิรุธ\nพิรุฬห์\nพิเรนทร์\nพิเราะ\nพิโรธ\nพิไร\nพิลังกาสา\nพิลาป\nพิลาส\nพิลิปดา\nพิลึก\nพิลึกกึกกือ\nพิลึกพิลั่น\nพิโลน\nพิไล\nพิศ\nพิศวง\nพิศวาส\nพิศาล\nพิศุทธ์\nพิศุทธิ์\nพิเศษ\nพิษ\nพิษฐาน\nพิษนาศน์\nพิสดาร\nพิสมร\nพิสมัย\nพิสัง\nพิสัช\nพิสัย\nพิสิฐ\nพิสุทธิ์\nพิสูจน์\nพิหค\nพิหาร\nพิฬาร\nพี\nพี่\nพี้\nพีชคณิต\nพีระมิด\nพึง\nพึ่ง\nพึ่บ\nพึ่บพั่บ\nพึม\nพึมพำ\nพืช\nพืด\nพื้น\nพุ\nพุก\nพุกาม\nพุง\nพุ่ง\nพุงดอ\nพุฒ\nพุฒิ\nพุด\nพุดตาน\nพุทธ\nพุทธะ\nพุทธังกูร\nพุทธางกูร\nพุทธันดร\nพุทธาภิเษก\nพุทธาวาส\nพุทธิ\nพุทโธ่\nพุทรา\nพุธ\nพุ่ม\nพุมเรียง\nพุ้ย\nพู\nพูพอน\nพู่\nพูด\nพูน\nพู้น\nพู่ระหง\nเพ\nเพ็ก\nเพกา\nเพคะ\nเพ็ง\nเพ่ง\nเพ็จ\nเพชฉลูกรรม\nเพชฌฆาต\nเพชร\nเพชรดา\nเพชรปาณี\nเพชรฤกษ์\nเพชรายุธ\nเพชรกลับ\nเพชรสังฆาต\nเพชรหลีก\nเพชรหึง\nเพ็ญ\nเพฑูริย์\nเพณี\nเพ็ดทูล\nเพดาน\nเพท\nเพทนา\nเพทาย\nเพทุบาย\nเพโทบาย\nเพ่นพ่าน\nเพนียด\nเพไนย\nเพ้ย\nเพรง\nเพรซีโอดิเมียม\nเพรา\nเพราะ\nเพริด\nเพริศ\nเพรียก\nเพรียง\nเพรียบ\nเพรี้ยม\nเพรียว\nเพรื่อ\nเพรือง\nเพล\nเพลง\nเพล็ด\nเพล้โพล้\nเพลา\nเพลาะ\nเพลิง\nเพลิดเพลิน\nเพลิน\nเพลีย\nเพลี้ย\nเพลี่ยง\nเพศ\nเพส\nเพสลาด\nเพ่อ\nเพ้อ\nเพ้อเจ้อ\nเพอิญ\nเพะ\nเพา\nเพาะ\nเพิก\nเพิง\nเพิ่ง\nเพิดเพ้ย\nเพิ่ม\nเพี้ย\nเพียง\nเพี้ยง\nเพียงออ\nเพี้ยน\nเพียบ\nเพียร\nเพื่อ\nเพื่อน\nแพ\nแพ้\nแพง\nแพ่ง\nแพงพวย\nแพทย์\nแพทยศาสตร์\nแพน\nแพ่น\nแพนก\nแพนงเชิง\nแพร\nแพร่\nแพรก\nแพร่ง\nแพรว\nแพร้ว\nแพลง\nแพลทินัม\nแพล็บ\nแพลม\nแพลเลเดียม\nแพละ\nแพละโลม\nแพว\nแพ้ว\nแพศย์\nแพศยา\nแพะ\nโพ\nโพก\nโพกพาย\nโพง\nโพงพาง\nโพชฌงค์\nโพซิตรอน\nโพด\nโพทะเล\nโพแทสเซียม\nโพธ\nโพธิ\nโพธิ์\nโพน\nโพ้น\nโพนทะนา\nโพบาย\nโพย\nโพยก๊วน\nโพยม\nโพรก\nโพรง\nโพรโทแอกทิเนียม\nโพรมีเทียม\nโพระดก\nโพล่\nโพลง\nโพล่ง\nโพล้ง\nโพลน\nโพล้เพล้\nโพละ\nโพสพ\nไพ\nไพ่\nไพจิตร\nไพชน\nไพชยนต์\nไพฑูรย์\nไพที\nไพบูลย์\nไพพรรณ\nไพร\nไพร่\nไพรจิตร\nไพรชน\nไพรชยนต์\nไพรฑูรย์\nไพรที\nไพรบูลย์\nไพรเราะ\nไพรัช\nไพรำ\nไพริน\nไพรินทร์\nไพรี\nไพเราะ\nไพโรจน์\nไพล\nไพล่\nไพศาขะ\nไพศาล\nไพเศษ\nไพสพ\nไพสิฐ\nไพหาร\nฟก\nฟ้ง\nฟรักโทส\nฟรี\nฟลูออรีน\nฟ่อ\nฟ้อ\nฟอก\nฟอง\nฟ่อง\nฟ้อง\nฟอด\nฟอน\nฟ่อน\nฟ้อน\nฟ้อแฟ้\nฟอร์มาลดีไฮด์\nฟอร์มาลิน\nฟอสฟอรัส\nฟอสเฟต\nฟัก\nฟักฟุ้น\nฟัง\nฟังก์ชัน\nฟัด\nฟัน\nฟั่น\nฟั้น\nฟ้า\nฟาก\nฟาง\nฟ่าง\nฟาด\nฟาทอม\nฟาน\nฟ่าม\nฟาย\nฟาร์ม\nฟาสซิสต์\nฟิด\nฟิต\nฟิบ\nฟิล์ม\nฟิวส์\nฟิสิกส์\nฟี่\nฟี้\nฟืดฟาด\nฟืน\nฟื้น\nฟืม\nฟุ\nฟุ้ง\nฟุต\nฟุน\nฟุบ\nฟุ่บ\nฟุ่มเฟือย\nฟุลสแก๊ป\nฟู\nฟู่\nฟูก\nฟูด\nฟูม\nเฟ็ด\nเฟ้น\nเฟลด์สปาร์\nเฟ้อ\nเฟอร์เมียม\nเฟอะ\nเฟอะฟะ\nเฟะ\nเฟะฟะ\nเฟิน\nเฟี้ยม\nเฟี้ยว\nเฟือ\nเฟื้อ\nเฟือง\nเฟื่อง\nเฟื้อง\nเฟือน\nเฟือย\nเฟื้อย\nแฟ่\nแฟง\nแฟชั่น\nแฟน\nแฟบ\nแฟ้ม\nแฟรนเซียม\nแฟลกซ์\nแฟลต\nแฟะ\nโฟกัส\nไฟ\nภควดี\nภควัต\nภควันต์\nภควัม\nภควา\nภควาน\nภคะ\nภคันทลา\nภคินี\nภณะ\nภณิดา\nภพ\nภมร\nภมริน\nภมรี\nภมุกา\nภยันตราย\nภยาคติ\nภระ\nภรณี\nภรต\nภรรดร\nภรรดา\nภรรยา\nภระมร\nภระมรี\nภราดร\nภราดรภาพ\nภราดา\nภริยา\nภฤศ\nภวะ\nภวตัณหา\nภวนะ\nภวังค์\nภวังคจิต\nภักดี\nภักตะ\nภักติ\nภักษ์\nภักษา\nภักษาหาร\nภัค\nภัคน์\nภังคะ\nภังคี\nภัจ\nภัณฑ์\nภัณฑาคาร\nภัณฑาคาริก\nภัณฑารักษ์\nภัณฑนะ\nภัณฑู\nภัต\nภัตตาคาร\nภัตตาหาร\nภัตร\nภัทระ\nภัทรกัป\nภัพ\nภัย\nภัสดา\nภัสตรา\nภัสมะ\nภัสสร\nภา\nภาค\nภาคย์\nภาคยานุวัติ\nภาคินี\nภาคิไนย\nภาคี\nภาคียะ\nภาชนะ\nภาชี\nภาณ\nภาณวาร\nภาณกะ\nภาณี\nภาณุ\nภาดร\nภาดา\nภาตระ\nภาตา\nภาตุ\nภาติกะ\nภาติยะ\nภาพ\nภาพย์\nภาม\nภาย\nภาร\nภาระ\nภารดี\nภารต\nภารตี\nภารยทรัพย์\nภารยา\nภารา\nภาวนา\nภาวะ\nภาษ\nภาษณ์\nภาษา\nภาษิต\nภาษี\nภาส\nภาสน์\nภาสวร\nภาสา\nภาสุระ\nภิกขา\nภิกขาจาร\nภิกขุ\nภิกขุนี\nภิกษา\nภิกษาจาร\nภิกษาหาร\nภิกษุ\nภิกษุณี\nภิงคาร\nภิญโญ\nภิตติ\nภินท์\nภินทนาการ\nภิยโย\nภิรมย์\nภิรมย์สุรางค์\nภิษัช\nภิสัก\nภีตะ\nภีมะ\nภีรุ\nภุกต์\nภุขัน\nภุช\nภุชงค์\nภุต\nภุมมะ\nภุมรัตน์\nภุมวาร\nภุมรา\nภุมริน\nภุมรี\nภุมเรศ\nภู\nภู่\nภูต\nภูติ\nภูม\nภูมิ\nภูมี\nภูริ\nภูรี\nภูวดล\nภูวนาถ\nภูวเนตร\nภูวไนย\nภูษา\nภูษิต\nเภกะ\nเภตรา\nเภท\nเภทุบาย\nเภรี\nเภสัช\nโภค\nโภคะ\nโภคิน\nโภคี\nโภไคย\nโภไคศวรรย์\nโภช\nโภชย์\nโภชก\nโภชนะ\nโภชนา\nโภชนาหาร\nโภชนียะ\nไภริน\nไภรี\nไภษัชคุรุ\nไภษัชย์\nมกร\nมกราคม\nมกุฎ\nมคธ\nมฆวัน\nมฆะ\nมฆา\nม่ง\nมงกุฎ\nมงโกรย\nมงคล\nมงคลวาร\nมณฑ์\nมณฑก\nมณฑนะ\nมณฑป\nมณฑล\nมณฑา\nมณฑารพ\nมณฑิระ\nมณเฑียร\nมณี\nมด\nมตะ\nมตกภัต\nมติ\nมทนะ\nมทะ\nมธุ\nมธุกร\nมธุการี\nมธุลีห์\nมธุระ\nมธุรพจน์\nมน\nมนินทรีย์\nม่น\nมนต์\nมนตร์\nมนตรี\nมนท์\nมนทิราลัย\nมนเทียร\nมนสิการ\nมนัส\nมนัสวี\nมนินทรีย์\nมนิมนา\nมนิลา\nมนุญ\nมนุษย์\nมนุษยชาติ\nมนุษยธรรม\nมนุษย์มนา\nมนุษยโลก\nมนุษยศาสตร์\nมนุษยสัมพันธ์\nมนุสาร\nมนู\nมนูสาร\nมโน\nมโนช\nมโนชญ์\nมโนราห์\nมโนสาเร่\nมโนห์รา\nมมังการ\nมยุรฉัตร\nมยุระ\nมยุรา\nมยุรี\nมยุเรศ\nมยูร\nมรกต\nมรคา\nมรฑป\nมรณ์\nมรณะ\nมรณกรรม\nมรณบัตร\nมรณภัย\nมรณภาพ\nมรดก\nมรรค\nมรรคา\nมรรตัย\nมรรยาท\nมรรษ\nมรสุม\nมริจ\nมริยาท\nมรีจิ\nมรุต\nมฤค\nมฤคย์\nมฤคศิระ\nมฤคศิรมาส\nมฤคเศียร\nมฤคินทร์\nมฤเคนทร์\nมฤดก\nมฤต\nมฤตยู\nมฤทุ\nมล\nมละ\nมลัก\nมลังเมลือง\nมล้าง\nมลาย\nมลายู\nมวก\nม่วง\nมวน\nม่วน\nม้วน\nม้วนต้วน\nมวย\nม้วย\nมวล\nมหกรรม\nมหรณพ\nมหรรณพ\nมหรสพ\nมหัจฉริยะ\nมหัต\nมหัทธนะ\nมหันต์\nมหันตโทษ\nมหัพภาค\nมหัศจรรย์\nมหา\nมหากฐิน\nมหากาฬ\nมหาขันธกะ\nมหาจักร\nมหาชน\nมหาชัย\nมหาชาติ\nมหาโชตรัต\nมหาดไทย\nมหาดเล็ก\nมหาตมะ\nมหาไถ่\nมหาเทพ\nมหาเทพี\nมหาเทวี\nมหาธาตุ\nมหานิกาย\nมหานิล\nมหาบพิตร\nมหาบัณฑิต\nมหาพน\nมหาพรหม\nมหาภารตะ\nมหาภิเนษกรมณ์\nมหาภูต\nมหาเมฆ\nมหายาน\nมหายุค\nมหาราช\nมหาฤกษ์\nมหาละลวย\nมหาละลาย\nมหาวงศ์\nมหาวรรค\nมหาวิทยาลัย\nมหาศักราช\nมหาศาล\nมหาสงกรานต์\nมหาสดมภ์\nมหาสดำ\nมหาสมุทร\nมหาสาวก\nมหาหงส์\nมหาหิงคุ์\nมหาอำนาจ\nมหาอุจ\nมหาอุด\nมหาอุปรากร\nมหาอุปราช\nมหิ\nมหิดล\nมหิธร\nมหิป\nมหิงส์\nมหิทธิ\nมหินท์\nมหิมา\nมหิศร\nมหิศวร\nมหิษ\nมหิษี\nมหึมา\nมเหยงค์\nมเหศ\nมเหศวร\nมเหศักดิ์\nมเหสักข์\nมเหสิ\nมเหสี\nมเหาฬาร\nมโหรสพ\nมโหระทึก\nมโหรี\nมโหฬาร\nมไหศวรรย์\nมอ\nมอง\nมองโกลอยด์\nมองโกเลีย\nมองคร่อ\nมอญ\nมอด\nม่อต้อ\nมอเตอร์\nมอเตอร์ไซค์\nมอน\nม่อน\nมอบ\nมอม\nมอมแมม\nม่อย\nมอร์ฟีน\nมอระกู่\nมอลโทส\nม่อลอกม่อแลก\nม่อห้อม\nม่อฮ่อม\nมะ\nมะกรูด\nมะกล่ำ\nมะกอก\nมะก่อง\nมะกะโรนี\nมะกา\nมะเกลือ\nมะเกี๋ยง\nมะข่วง\nมะขวิด\nมะขาม\nมะเขือ\nมะแข่น\nมะคังแดง\nมะค่า\nมะคำไก่\nมะคำดีควาย\nมะงั่ว\nมะงุมมะงาหรา\nมะซัก\nมะซาง\nมะดัน\nมะดีหวี\nมะดูก\nมะเดหวี\nมะเดื่อ\nมะต้อง\nมะตะบะ\nมะตาด\nมะตาหะรี\nมะตึ่ง\nมะตื๋น\nมะตูม\nมะแตก\nมะโต\nมะนาว\nมะปราง\nมะปริง\nมะฝ่อ\nมะพร้าว\nมะพลับ\nมะพูด\nมะแพน\nมะแพร้ว\nมะเฟือง\nมะแฟน\nมะไฟ\nมะม่วง\nมะม่าว\nมะมี่\nมะมื่น\nมะมุด\nมะเมอ\nมะเมีย\nมะเมื่อย\nมะแม\nมะยง\nมะยม\nมะระ\nมะริด\nมะรืน\nมะรุม\nมะรุมมะตุ้ม\nมะเร็ง\nมะเรื่อง\nมะโรง\nมะลอกมะแลก\nมะละกอ\nมะลิ\nมะลื่น\nมะลืมดำ\nมะลุลี\nมะแว้ง\nมะสัง\nมะเส็ง\nมะหวด\nมะหะหมัด\nมะหาด\nมะหิ่ง\nมะเหงก\nมะอึก\nมะฮอกกานี\nมัก\nมักกะโรนี\nมักกะลีผล\nมักกะสัน\nมักขะ\nมั่กขั้ก\nมักขิกา\nมัค\nมัคคะ\nมัคคุเทศก์\nมัคนายก\nมัฆวาน\nมั่ง\nมังกง\nมังกร\nมังกุ\nมังคละ\nมังค่า\nมังคุด\nมังตาน\nมังสวิรัติ\nมังสะ\nมังสี\nมัจจะ\nมัจจุ\nมัจฉริยะ\nมัจฉรี\nมัจฉะ\nมัจฉา\nมัชชะ\nมัชวิรัติ\nมัชชาระ\nมัชฌันติกสมัย\nมัชฌิม\nมัชฌิมา\nมัญจา\nมัญชิษฐา\nมัญชุ\nมัญชุสา\nมัญชูสา\nมัญเชฏฐะ\nมัฏฐะ\nมัณฑนศิลป์\nมัณฑนา\nมัด\nมัตตะ\nมัตตัญญู\nมัตตา\nมัตติกา\nมัตถกะ\nมัตถลุงค์\nมัตสยะ\nมัตสยา\nมัตสระ\nมัตสริน\nมัททวะ\nมัทนะ\nมัทยะ\nมัธยฐาน\nมัธยม\nมัธยันห์\nมัธยัสถ์\nมัน\nมั่น\nมันตา\nมันถะ\nมันทิระ\nมันทิราลัย\nมับ\nมั้ม\nมัมมี่\nมัย\nมัลละ\nมัลลิกา\nมัว\nมัวซัว\nมั่ว\nมัศยา\nมัสตุ\nมัสตาร์ด\nมัสมั่น\nมัสยิด\nมัสรู่\nมัสลิน\nมัสสุ\nมา\nม้า\nมาก\nมาคสิระ\nมาฆบูชา\nมาฆะ\nม้าง\nมางสะ\nมาณพ\nมาณวิกา\nมาด\nมาดา\nมาตงค์\nมาตร\nมาตรา\nมาตฤ\nมาตังคะ\nมาตา\nมาตามหัยกะ\nมาตามหัยกา\nมาตามหัยยิกา\nมาติกะ\nมาติกา\nมาตุ\nมาตุจฉา\nมาตุรงค์\nมาตุเรศ\nมาตุละ\nมาตุลา\nมาตุลานี\nมาทะ\nมาธยมิก\nมาธยมิกะ\nมาธุระ\nมาธุสร\nมาธูระ\nมาน\nม่าน\nม้าน\nมานพ\nมานะ\nมานัต\nมานัส\nมานิต\nมานี\nมานุษ\nมานุษยวิทยา\nมาโนชญ์\nมาบ\nมาภา\nม้าม\nม่าย\nมายา\nมาร\nมาราธิราช\nมารค\nมารดร\nมารดา\nมารยา\nมารยาท\nมารศรี\nมารษา\nมาริต\nมารุต\nมาลย์\nมาลัย\nมาลา\nมาลาตี\nมาลาเรีย\nมาลินี\nมาลี\nมาลุต\nมาศ\nมาส\nมาสก\nมาห์\nม่าห์\nมาหิส\nม่าเหมี่ยว\nมาฬก\nมิ\nมิค\nมิคสัญญี\nมิ่ง\nมิจฉา\nมิด\nมิตร\nมิติ\nมิเตอร์\nมิถยา\nมิถุน\nมิถุนายน\nมิทธะ\nมินตรา\nมินตา\nมินหม้อ\nมิ่ม\nมิ้ม\nมิไย\nมิรันตี\nมิลลิกรัม\nมิลลิบาร์\nมิลลิเมตร\nมิลลิลิตร\nมิลักขะ\nมิลักขู\nมิส\nมิสกรี\nมิสกวัน\nมิสซา\nมี\nมี่\nมีด\nมีเทน\nมีน\nมีนาคม\nมี่สั้ว\nมึง\nมึน\nมืด\nมืน\nมื่น\nมือ\nมื้อ\nมุ\nมุก\nมุกดา\nมุกดาหาร\nมุกุระ\nมุข\nมุขเด็จ\nมุขยประโยค\nมุโขโลกนะ\nมุคคะ\nมุง\nมุ่ง\nมุ้ง\nมุจฉา\nมุจนะ\nมุจลินท์\nมุญจนะ\nมุญชะ\nมุฐิ\nมุณฑกะ\nมุณฑะ\nมุด\nมุตกิด\nมุตฆาต\nมุตตะ\nมุตตา\nมุตติ\nมุตะ\nมุติ\nมุททา\nมุทธชะ\nมุทธา\nมุทธาภิเษก\nมุทรา\nมุทริกา\nมุทะลุ\nมุทา\nมุทิกา\nมุทิงค์\nมุทิตา\nมุทุ\nมุทุตา\nมุ่น\nมุนิ\nมุนินทร์\nมุนี\nมุบ\nมุบมิบ\nมุม\nมุ้ม\nมุ่ย\nมุรธา\nมุรธาภิเษก\nมุสละ\nมุสลิม\nมุสา\nมุสิก\nมุหงิด\nมุหน่าย\nมุหุต\nมุฮัมมัด\nมูก\nมูเซอ\nมูตร\nมู่ทู่\nมูน\nมูมมาม\nมูรติ\nมูรธา\nมูรธาภิเษก\nมูล\nมูละ\nมูลา\nมูลิกากร\nมู่ลี่\nมู่เล่\nมูสัง\nมูสิก\nมูสิกะ\nมูสิกทันต์\nเม\nเม็ก\nเมกะเฮิรตซ์\nเมขลา\nเมฆ\nเมฆา\nเมฆินทร์\nเมฆี\nเม็ง\nเม็ด\nเมตตา\nเมตไตรย\nเมตร\nเมตริก\nเมตริกตัน\nเมถุน\nเมท\nเมโท\nเมทนี\nเมทินี\nเมทนีดล\nเมทานอล\nเมทิลแอลกอฮอล์\nเมธ\nเมธา\nเมธาวี\nเมธี\nเมน\nเม่น\nเม้น\nเมนเดลีเวียม\nเมนทอล\nเม้ม\nเมรัย\nเมริเดียน\nเมรุ\nเมล์\nเมล็ด\nเมลือง\nเมษ\nเมษายน\nเมห์\nเมหนะ\nเมหะ\nเมะ\nเมา\nเม่า\nเม้า\nเมารี\nเมาลี\nเมาฬี\nเมาะ\nเมิง\nเมิน\nเมิล\nเมีย\nเมียง\nเมี่ยง\nเมี้ยน\nเมือ\nเมื้อ\nเมื่อ\nเมือก\nเมือง\nเมือบ\nเมื่อย\nแม่\nแม้\nแมก\nแมกนีเซียม\nแมง\nแมงกะพรุน\nแมงกานิน\nแมงกานีส\nแมงคา\nแมงคาเรือง\nแมงช้าง\nแมงดา\nแมงลัก\nแม่ตะงาว\nแมน\nแม่น\nแม้น\nแมลง\nแมลบ\nแมว\nแม้ว\nแมะ\nโม\nโม่\nโม้\nโมก\nโมกข์\nโมกษะ\nโมฆกรรม\nโมฆสัญญา\nโมฆะ\nโมฆียกรรม\nโมฆียะ\nโมง\nโม่ง\nโมงครุ่ม\nโมทนา\nโมโนแซ็กคาไรด์\nโมไนย\nโมเม\nโมเมนต์\nโมเย\nโมรา\nโมรี\nโมเรส\nโมลิบดีนัม\nโมลี\nโมเลกุล\nโมเสก\nโมเสส\nโม่ห์\nโมหะ\nโมหันธ์\nโมหาคติ\nโมโห\nไม่\nไม้\nไมกา\nไมครอน\nไมโครกรัม\nไมโครฟิล์ม\nไมโครโฟน\nไมโครมิเตอร์\nไมโครเมตร\nไมโครลิตร\nไมโครเวฟ\nไมตรี\nไมยราบ\nไมล์\nยก\nยกกระบัตร\nยกนะ\nยง\nยงโย่\nยชุรเวท\nยติ\nยติภังค์\nยถากรรม\nยถาภูตญาณ\nย่น\nยนต์\nยนตร์\nยม\nยมก\nยมโดย\nยมนา\nยมล\nยมะ\nยรรยง\nยล\nยวง\nยวด\nยวน\nยวบ\nย้วย\nยวรยาตร\nยศ\nยโส\nยอ\nย่อ\nยอก\nย็อกแย็ก\nยอง\nย่อง\nย้อง\nยอด\nยอน\nย้อน\nยอบ\nยอม\nย่อม\nย้อม\nย่อย\nย้อย\nย้อแย้\nยะ\nย่ะ\nยะยอบ\nยะยับ\nยัก\nยักข์\nยักขินี\nยักษ์\nยักษา\nยักษิณี\nยักษี\nยัง\nยั้ง\nยั่งยืน\nยัชโญปวีต\nยัญ\nยัญญะ\nยัด\nยัติภังค์\nยัน\nยั่น\nยันต์\nยันตร\nยันตร์\nยันตรกรรม\nยั่นตะนี\nยับ\nยั่ว\nยั้ว\nยั้วเยี้ย\nยัวรยาตร\nยัวะ\nยัษฏิ\nยา\nย่า\nยาก\nยาคุ\nยาคู\nยาง\nย่าง\nยางพารา\nยาจก\nยาจนา\nยาไฉน\nยาด\nยาดา\nยาตร\nยาตรา\nยาน\nย่าน\nย่านพาโหม\nยานมาศ\nยานุมาศ\nยานี\nยาม\nย่าม\nยามะ\nยามักการ\nยามา\nยาย\nย้าย\nยายี\nยาว\nย้าว\nยาวกาลิก\nยาวชีวิก\nยาสูบ\nย่าหยา\nยาหยี\nยำ\nย่ำ\nย้ำ\nยำเยีย\nยิก\nยิง\nยิ่ง\nยิฏฐะ\nยิน\nยิบ\nยิบหยี\nยิปซัม\nยิปซี\nยิ้ม\nยิมนาสติก\nยิหวา\nยี\nยี่\nยี้\nยี่ก่า\nยี่เก\nยี่เข่ง\nยี่โถ\nยีน\nยี่โป้\nยี่ภู่\nยีราฟ\nยี่สก\nยี่สง\nยี่สน\nยี่สาน\nยี่สุ่น\nยี่หระ\nยี่หร่า\nยี่ห้อ\nยี่หุบ\nยึกยัก\nยึกยือ\nยึด\nยืด\nยืน\nยื่น\nยืม\nยื้อ\nยุ\nยุกกระบัตร\nยุกดิ\nยุกติ\nยุกติธรรม\nยุกต์\nยุค\nยุคนธร\nยุคล\nยุคันต์\nยุคันธร\nยุคุนธร\nยุง\nยุ่ง\nยุ้ง\nยุด\nยุต\nยุติ\nยุทธ\nยุทธ์\nยุทธนา\nยุทโธปกรณ์\nยุบ\nยุ่บ\nยุ่บยั่บ\nยุบล\nยุพดี\nยุพเรศ\nยุพา\nยุพาน\nยุพาพาล\nยุพาพิน\nยุ่มย่าม\nยุ่ย\nยุ้ย\nยุรยาตร\nยูรยาตร\nยุวชน\nยุวดี\nยุวราช\nยุวา\nยุวาน\nยู\nยู่\nยูง\nยูโด\nยูถะ\nยูถิกา\nยูริก\nยูเรนัส\nยูเรเนียม\nยูโรเพียม\nเย\nเย้\nเยง\nเยซู\nเย็ด\nเย็น\nเย็นตาโฟ\nเย็นเตาโฟ\nเย็บ\nเย้ย\nเยอ\nเย่อ\nเยอรมัน\nเยอว\nเย่อหยิ่ง\nเยอะ\nเยอะแยะ\nเยา\nเย้า\nเยาว์\nเยาวชน\nเยาวมาลย์\nเยาวยอด\nเยาวราช\nเยาวเรศ\nเยาวลักษณ์\nเยาวพา\nเยาวพาณี\nเยาวพาน\nเยาะ\nเยิง\nเยิน\nเยิ่น\nเยิ่นเย้อ\nเยินยอ\nเยิบ\nเยิบยาบ\nเยิ้ม\nเยีย\nเยี่ยง\nเยี่ยงอย่าง\nเยียงผา\nเยียดยัด\nเยียน\nเยียบ\nเยี่ยม\nเยียรบับ\nเยียรยง\nเยียว\nเยี่ยว\nเยียวยา\nเยือ\nเยื่อ\nเยื้อ\nเยือก\nเยือง\nเยื่อง\nเยื้อง\nเยือน\nเยื้อน\nแย่\nแย้\nแยก\nแยง\nแย่ง\nแย้ง\nแยงแย่\nแยงแย้\nแยบ\nแย็บ\nแยม\nแย้ม\nแยแส\nแยะ\nโย\nโย้\nโยก\nโยกเยก\nโยคาพจร\nโยคาวจร\nโยคเกณฑ์\nโยคยะ\nโยคะ\nโยคิน\nโยคี\nโยง\nโย่ง\nโย่งเย่ง\nโยงโย่\nโยชน์\nโยชนา\nโยถิกะ\nโยทะกา\nโยธวาทิต\nโยธา\nโยธิน\nโยน\nโยนก\nโยนิโส\nโยนี\nโยม\nโยโส\nใย\nไย\nไย่\nไยดี\nไยไพ\nรก\nรง\nรงค์\nรงควัตถุ\nรงรอง\nรจนา\nรจเรข\nรจเลข\nรจิต\nรชตะ\nรชนิ\nรชนี\nรชะ\nรณรงค์\nรด\nรดี\nรตนะ\nรตะ\nรติ\nรถ\nรน\nร่น\nรบ\nรบาญ\nรพี\nรม\nร่ม\nรมณี\nรมณีย์\nรมณียสถาน\nรมย์\nรมเยศ\nรยางค์\nรวก\nรวง\nร่วง\nรวด\nรวน\nรวนเร\nร่วน\nรวบ\nรวม\nร่วม\nรวย\nรวิ\nรวิวาร\nรวี\nรศนา\nรส\nรสนา\nรสสุคนธ์\nรสายนเวท\nรสิก\nรหัท\nรหัส\nรโห\nรโหฐาน\nรอ\nร่อ\nรอก\nรอง\nร่อง\nร้อง\nรองเง็ง\nร่องแร่ง\nรอด\nรอน\nร่อน\nร้อน\nรอบ\nรอบคอบ\nรอม\nรอมชอม\nรอมร่อ\nรอย\nร่อย\nร้อย\nร่อแร่\nระ\nระกะ\nระกา\nระกำ\nระเกะระกะ\nระคน\nระคาง\nระคาย\nระแคะ\nระฆัง\nระงม\nระงับ\nระแง้\nระโงกหิน\nระชวย\nระดม\nระดะ\nระดับ\nระดา\nระด่าว\nระดู\nระเด่น\nระเดียง\nระแด\nระตู\nระทก\nระทด\nระทม\nระทวย\nระทา\nระทึก\nระแทะ\nระนาด\nระนาบ\nระนาม\nระนาว\nระเนน\nระเนระนาด\nระเนียด\nระแนง\nระแนะ\nระบบ\nระบม\nระบอบ\nระบัด\nระบับ\nระบาด\nระบาย\nระบำ\nระบิล\nระบือ\nระบุ\nระเบง\nระเบ็ง\nระเบิด\nระเบียง\nระเบียน\nระเบียบ\nระแบบ\nระมัดระวัง\nระมาด\nระเมียร\nระย่อ\nระย่อม\nระยะ\nระยั้ง\nระยับ\nระย้า\nระยาบ\nระยำ\nระยิบระยับ\nระโยง\nระโยงระยาง\nระรวย\nระรอง\nระร่อน\nระรัว\nระราน\nระร่าย\nระริก\nระรี่\nระรึง\nระรื่น\nระรื้น\nระเร้ง\nระเริง\nระเรียง\nระเรื่อย\nระแรง\nระลวง\nระลอก\nระลึก\nระวัง\nระวาง\nระวาย\nระวิง\nระแวง\nระแวดระวัง\nระไว\nระส่ำระสาย\nระหกระเหิน\nระหง\nระหวย\nระหว่าง\nระหองระแหง\nระหัด\nระหาย\nระเห็จ\nระเหย\nระเหระหน\nระเหหน\nระเหิด\nระเหินระหก\nระแหง\nระโหย\nระอา\nระอิดระอา\nระอุ\nรัก\nรักข์\nรักขิต\nรักตะ\nรักบี้\nรักเร่\nรักแร้\nรักษ์\nรักษา\nรัง\nรั้ง\nรังเกียจ\nรังแก\nรังค์\nรังควาน\nรังแค\nรังรอง\nรังวัด\nรังสิ\nรังสี\nรังสิมันตุ์\nรังสิมา\nรัจฉา\nรัช\nรัชชูปการ\nรัชมังคลาภิเษก\nรัชชุ\nรัชฎาภิเษก\nรัชดาภิเษก\nรัชนะ\nรัชนี\nรัญจวน\nรัฏฐาภิปาลโนบาย\nรัฐ\nรัฐประศาสโนบาย\nรัฐประศาสนศาสตร์\nรัด\nรัต\nรัตกัมพล\nรัตมณี\nรัตคน\nรัตจันทน์\nรัตตัญญู\nรัตติ\nรัตน์\nรัตนะ\nรัตนโกสินทร์\nรัตนโกสินทรศก\nรัตนชาติ\nรัตนตรัย\nรัตนบัลลังก์\nรัตนวราภรณ์\nรัตนสิงหาสน์\nรัตนา\nรัตนากร\nรัตนาภรณ์\nรัตนาวลี\nรัตมา\nรัถ\nรัถยา\nรัทเทอร์ฟอร์เดียม\nรัน\nรั้น\nรันทด\nรันทวย\nรับ\nรัมณียสถาน\nรัมภา\nรัมมี่\nรัมย์\nรัย\nรัว\nรั่ว\nรั้ว\nรัศมิมัต\nรัศมิมาน\nรัศมี\nรัษฎากร\nรัสเซีย\nรัสสะ\nรัสสระ\nรา\nร่า\nร้า\nราก\nรากษส\nรากสาด\nราคะ\nราคจริต\nราคา\nราคิน\nราคี\nราง\nร่าง\nร้าง\nรางจืด\nรางชาง\nรางวัล\nราช\nราชกิจจานุเบกษา\nราชนิกุล\nราชวโรงการ\nราชญี\nราชดัด\nราชพฤกษ์\nราชมาณพ\nราชมาษ\nราชมาส\nราชย์\nราชสีห์\nราชะ\nราชัน\nราชันย์\nราชัย\nราชา\nราชาธิปไตย\nราชาธิราช\nราชาภิเษก\nราชายตนะ\nราชาวดี\nราชี\nราชินิกุล\nราชินีกุล\nราชินี\nราชินูปถัมภ์\nราชูปถัมภ์\nราชูปโภค\nราเชน\nราเชนทร์\nราเชนทรยาน\nราโชวาท\nราไชศวรรย์\nราญ\nราญรอน\nราด\nราต\nราตร\nราตรี\nราน\nร่าน\nร้าน\nราบ\nราพณ์\nราพณาสูร\nราม\nรามเกียรติ์\nรามสูร\nรามัญ\nรามา\nราย\nร่าย\nร้าย\nราว\nร้าว\nราวี\nราศี\nราษฎร\nราษฎร์\nราษตรี\nราษราตรี\nราหุ\nราหู\nรำ\nร่ำ\nรำคาญ\nรำงับ\nรำจวน\nรำบาญ\nรำพัน\nรำพาย\nรำพึง\nรำเพย\nรำไพ\nรำมะนา\nรำมะนาด\nรำมะร่อ\nร่ำรวย\nร่ำร่ำ\nรำไร\nรำลึก\nรำหัด\nรำหัส\nริ\nริก\nริดสีดวง\nริน\nริ้น\nริบ\nริบบิ้น\nริบรี่\nริบหรี่\nริปุ\nริปู\nริม\nริ้ว\nริษยา\nรี\nรี่\nรี้พล\nรีด\nรีดักชัน\nรีต\nรีเนียม\nรีบ\nรีม\nรีรอ\nรี้ริก\nรึง\nรึ้ง\nรื่น\nรื้น\nรื้อ\nรุ\nรุก\nรุกข์\nรุกขชาติ\nรุกขเทวดา\nรุกขมูล\nรุกขา\nรุกรุย\nรุ่ง\nรุ้ง\nรุงรัง\nรุ่งริ่ง\nรุจ\nรุจา\nรุจนะ\nรุจิ\nรุจี\nรุจิระ\nรุจิรา\nรุด\nรุต\nรุทธ์\nรุทระ\nรุธิร\nรุธิระ\nรุเธียร\nรุน\nรุ่น\nรุบรู่\nรุม\nรุ่ม\nรุ่มร่าม\nรุย\nรุ่ย\nรุรุ\nรุหะ\nรู\nรู่\nรู้\nรูจี\nรูด\nรูทีเนียม\nรูบิเดียม\nรูป\nรูปิยะ\nรูปี\nรูเล็ตต์\nเร่\nเรข\nเรขา\nเรขาคณิต\nเร็ง\nเร่ง\nเร้ง\nเรณุ\nเรณู\nเรดอน\nเรดาร์\nเรเดียม\nเร้น\nเรรวน\nเรไร\nเร็ว\nเร่ว\nเรวดี\nเรอ\nเร่อ\nเรา\nเร่า\nเร้า\nเราะ\nเริง\nเริด\nเริม\nเริ่ม\nเริ้ม\nเริศร้าง\nเรี่ย\nเรี้ย\nเรียก\nเรียง\nเรียด\nเรียน\nเรียบ\nเรียม\nเรี่ยม\nเรียว\nเรี่ยว\nเรี้ยวรก\nเรือ\nเรื่อ\nเรื้อ\nเรือก\nเรือง\nเรื่อง\nเรื้อง\nเรืองรอง\nเรือด\nเรือน\nเรื้อน\nเรื่อย\nแร\nแร่\nแรก\nแร็กเกต\nแรง\nแร่ง\nแร้ง\nแรด\nแร้นแค้น\nแรม\nแร้ว\nแระ\nโร\nโร่\nโรค\nโรคา\nโรคาพาธ\nโรง\nโรจ\nโรจน์\nโรเดียม\nโรตี\nโรท\nโรธ\nโรม\nโรมัน\nโรเมอร์\nโรย\nโรเร\nโรหิณี\nโรหิต\nไร\nไร่\nไร้\nไรย์\nฤกษ์\nฤกษณะ\nฤคเวท\nฤชา\nฤชุ\nฤณ\nฤดี\nฤดียา\nฤดู\nฤต\nฤติยา\nฤตุ\nฤทธา\nฤทธิ์\nฤทัย\nฤษภ\nฤษยา\nฤษี\nฤๅ\nฤๅดี\nฤๅทัย\nฤๅษี\nฤๅสาย\nลก\nล่ก\nลฆุ\nลง\nล่ง\nลงกา\nล้งเล้ง\nลด\nลดา\nลดาวัลย์\nลน\nล้น\nลบ\nลบอง\nลพ\nลพุช\nลม\nล่ม\nล้ม\nลมาด\nลรรลุง\nลลนา\nลลิต\nลวก\nลวง\nล่วง\nล้วง\nลวณะ\nลวด\nล้วน\nลวนลาม\nลวนะ\nล่วม\nลวะ\nลวิตร\nลหุ\nลหุกาบัติ\nล่อ\nล้อ\nลอก\nล็อก\nล็อกเกต\nลอกแลก\nลอการิทึม\nลอง\nล่อง\nลองกอง\nลองจิจูด\nลองไน\nลอด\nลอตเตอรี่\nลอน\nล่อน\nลอบ\nลอม\nล้อม\nลอมชอม\nลอมพอก\nลอย\nล่อย\nล่อแล่\nลอว์เรนเซียม\nลออ\nละ\nล่ะ\nละคร\nละติจูด\nละบม\nละบอง\nละบือ\nละเบ็ง\nละโบม\nละม่อม\nละมั่ง\nละมาน\nละม้าย\nละมุ\nละมุด\nละมุน\nละเมอ\nละเมาะ\nละเมิด\nละเมียด\nละแมะ\nละโมก\nละโมบ\nละไม\nละลวย\nละลอก\nละล้า\nละล้าละลัง\nละลาน\nละลาบละล้วง\nละลาย\nละล้าว\nละล่ำละลัก\nละลิบ\nละลุม\nละเลง\nละเล้า\nละเลาะ\nละเลิง\nละเลียด\nละเลียบ\nละไล้\nละว้า\nละวาด\nละเวง\nละแวก\nละโว้\nละหมาด\nละห้อย\nละหาน\nละหาร\nละหุ่ง\nละเหย\nละเหี่ย\nละอง\nละออง\nละอาย\nละเอียด\nละแอน\nลัก\nลักขณะ\nลักขณา\nลักขะ\nลักขี\nลักจั่น\nลักปิดลักเปิด\nลักษณ์\nลักษณนาม\nลักษณะ\nลักษณาการ\nลักษมณ์\nลักษมาณา\nลักษมี\nลักษะ\nลัคคะ\nลัคน์\nลัคนา\nลัง\nลั่ง\nลังกา\nลังคี\nลังถึง\nลังลอง\nลังเล\nลังสาด\nลัชชา\nลัชชี\nลัญจ์\nลัญจกร\nลัญฉกร\nลัญฉน์\nลัฐิ\nลัฐิกา\nลัด\nลัดา\nลัทธ์\nลัทธิ\nลัน\nลั่น\nลันเต\nลันเตา\nลันไต\nลั่นทม\nลันโทม\nลับ\nลัพธ์\nลัพธิ\nลัภ\nลัภนะ\nลัภย์\nลัมพ์\nลัย\nลา\nล่า\nล้า\nลาก\nลาง\nล่าง\nล้าง\nลางลิง\nลางสาด\nลาช\nลาชะ\nลาชา\nลาญ\nลาด\nลาดเลา\nล้าต้า\nล่าเตียง\nลาน\nล่าน\nล้าน\nลาบ\nลาพอน\nลาภ\nลาม\nล่าม\nลามก\nลาย\nล้าย\nลายสือ\nลาลา\nลาว\nลาวัณย์\nลาวา\nลำ\nล่ำ\nล้ำ\nลำเข็ญ\nลำแข\nลำเค็ญ\nลำเจียก\nลำดวน\nลำดับ\nลำเนา\nลำบอง\nลำบาก\nลำปำ\nลำพวน\nลำพอง\nลำพัง\nลำพู\nลำเพ็ญ\nลำเพา\nลำแพน\nลำโพง\nลำไพ่\nลำภุขัน\nลำมะลอก\nลำยอง\nลำไย\nลำลอง\nล่ำลา\nลำลาบ\nลำลึก\nลำเลาะ\nลำเลิก\nลำเลียง\nลำเวียง\nลำเอียก\nลำเอียง\nลิ\nลิกขา\nลิกไนต์\nลิกู\nลิเก\nลิขนะ\nลิขสิทธิ์\nลิขิต\nลิง\nลิงค์\nลิด\nลิต\nลิตมัส\nลิตร\nลิเทียม\nลิ่น\nลิ้น\nลินจง\nลิ้นจี่\nลินลา\nลินสีด\nลิ่นฮื้อ\nลินิน\nลิบ\nลิปดา\nลิปสติก\nลิปิ\nลิฟต์\nลิเภา\nลิ่ม\nลิ้ม\nลิมป์\nลิมปนะ\nลิลิต\nลิว\nลิ่ว\nลิสง\nลี\nลี่\nลี้\nลีซอ\nลีบ\nลีลา\nลีลาศ\nลีฬหา\nลึก\nลึงค์\nลืด\nลื่น\nลื้น\nลืบ\nลืม\nลือ\nลื่อ\nลื้อ\nลุ\nลุก\nลุง\nลุ้ง\nลุ่น\nลุ้น\nลุพธ์\nลุ่ม\nลุมพี\nลุมพู\nลุย\nลุ่ย\nลุ้ย\nลู่\nลูก\nลูกระมาศ\nลูกเอ็น\nลูขะ\nลูทีเชียม\nลูบ\nเลก\nเล็ก\nเลข\nเลขา\nเลขาธิการ\nเลขานุการ\nเล็ง\nเล้ง\nเล่งฮื้อ\nเลเซอร์\nเลฑฑุ\nเลณฑุ\nเลณะ\nเล็ด\nเลน\nเล็น\nเล่น\nเลนส์\nเล็บ\nเลบง\nเลปกร\nเลปน์\nเลเป\nเลเพ\nเล็ม\nเล่ม\nเลย\nเลว\nเลวง\nเลวูโลส\nเลศ\nเลษฏุ\nเล่ห์\nเล่ห์กระเท่ห์\nเลหลัง\nเลหะ\nเลอ\nเล่อ\nเลอะ\nเลอะเทอะ\nเละ\nเละเทะ\nเลา\nเล่า\nเล้า\nเลากัย\nเล้าโลม\nเลาะ\nเลิก\nเลิ่กลั่ก\nเลิง\nเลิ้ง\nเลินเล่อ\nเลิศ\nเลีย\nเลียง\nเลี่ยง\nเลี้ยง\nเลียงผา\nเลียงฝ้าย\nเลียงมัน\nเลียน\nเลี่ยน\nเลียนไฟ\nเลียบ\nเลี่ยม\nเลียว\nเลี้ยว\nเลือก\nเลือง\nเลื่อง\nเลือด\nเลือน\nเลื่อน\nเลื่อม\nเลื่อย\nเลื้อย\nเลื่อยล้า\nแล\nแล่\nแล้\nแลก\nแล็กเกอร์\nแล็กโทส\nแลง\nแล่ง\nแล้ง\nแลน\nแล่น\nแลนทานัม\nแลบ\nแล้ว\nและ\nโล่\nโล้\nโลก\nโลกเชษฐ์\nโลกธรรม\nโลกธาตุ\nโลกนาถ\nโลกบาล\nโลกย์\nโลกัย\nโลกวัชชะ\nโลกวิทู\nโลกัตถจริยา\nโลกันตร์\nโลกา\nโลกาธิบดี\nโลกาธิปไตย\nโลกานุวัตร\nโลกาภิวัตน์\nโลกามิส\nโลกายัต\nโลกาวินาศ\nโลกิยะ\nโลกีย์\nโลกียวัตร\nโลกียวิสัย\nโลกียสุข\nโลกุตระ\nโลกุตรธรรม\nโลกุตรภูมิ\nโลง\nโล่ง\nโล้ง\nโล่งโจ้ง\nโล่งโต้ง\nโล้งโต้ง\nโลจนะ\nโลณะ\nโลด\nโล่ติ๊น\nโลโต\nโลท\nโลน\nโล้น\nโลภ\nโลม\nโลมเล้า\nโลมะ\nโลมา\nโลลุป\nโลเล\nโลโล\nโลโล้\nโลหะ\nโลหกุมภี\nโลหัช\nโลหิต\nไล่\nไล้\nไลย\nไลลา\nไล่เลี่ย\nฦๅ\nฦๅชา\nฦๅสาย\nวก\nวง\nวงก์\nวงกต\nวงศ์\nวงศกร\nวงศา\nวงษ์\nวจนะ\nวจี\nวชิระ\nวชิรปาณี\nวชิรหัตถ์\nวชิราวุธ\nวฏะ\nวฏาการ\nวณิช\nวณิชชา\nวณิชย์\nวณิชยา\nวณิพก\nวดี\nวทนะ\nวทัญญุตา\nวทัญญู\nวธุกา\nวธู\nวน\nวนศาสตร์\nวนสณฑ์\nวนสัณฑ์\nวนอุทยาน\nวนัส\nวนัสบดี\nวนา\nวนาดร\nวนาดอน\nวนานต์\nวนาลัย\nวนาลี\nวนาวาส\nวนาศรม\nวนาสณฑ์\nวนาสัณฑ์\nวนิดา\nวนิพก\nวเนจร\nวโนทยาน\nวยัคฆ์\nวยากรณ์\nวรดนู\nวรทาน\nวรมหาวิหาร\nวรงค์\nวรณะ\nวรรค\nวรรคย์\nวรรช\nวรรชย์\nวรรณะ\nวรรณกรรม\nวรรณคดี\nวรรณยุกต์\nวรรณยุต\nวรรณศิลป์\nวรรณนา\nวรรณพฤติ\nวรรณึก\nวรรธกะ\nวรรธนะ\nวรรษ\nวรรษา\nวรวิหาร\nวรัญญู\nวรางคณา\nวรางคนา\nวราห์\nวราหะ\nวรุณ\nวโรดม\nวฤก\nวลัช\nวลัญช์\nวลัญชน์\nวลัย\nวลาหก\nวลี\nวศค\nวศะ\nวศิน\nวสนะ\nวสภะ\nวสละ\nวสวัดดี\nวสวัตตี\nวสะ\nวสันต์\nวสันตดิลก\nวสันตฤดู\nวสันตวิษุวัต\nวสา\nวสี\nวสุ\nวสุธา\nวสุนธรา\nวสุมดี\nวหะ\nวอ\nวอก\nวอกแวก\nว่องไว\nวอด\nวอน\nว่อน\nว็อบ\nวอมแวม\nวอลเลย์บอล\nวอแว\nวะ\nวัก\nวักกะ\nวัคคีย์\nวัคคุ\nวัคซีน\nวัง\nวังก์\nวังชา\nวังเวง\nวังศะ\nวังสะ\nวัจจะ\nวัจกุฎี\nวัจฉละ\nวัจน์\nวัช\nวัชชะ\nวัชพืช\nวัชฌ์\nวัชระ\nวัชรปาณี\nวัชรยาน\nวัชรอาสน์\nวัชราสน์\nวัชรินทร์\nวัชรี\nวัชเรนทร์\nวัฏ\nวัฏฏะ\nวัฏจักร\nวัฏทุกข์\nวัฏสงสาร\nวัฏกะ\nวัฏฏิ\nวัฒกะ\nวัฒกี\nวัฒนธรรม\nวัฒนะ\nวัฒนา\nวัณ\nวัณโรค\nวัณฏ์\nวัณณะ\nวัณนา\nวัด\nวัต\nวัตต์\nวัตตา\nวัตถ์\nวัตถาภรณ์\nวัตถาลังการ\nวัตถุ\nวัตนะ\nวัตร\nวัตสดร\nวัตสะ\nวัติ\nวัทน์\nวัน\nวันต์\nวันทนา\nวันทนาการ\nวันทนีย์\nวันทยหัตถ์\nวันทยาวุธ\nวันทา\nวันทิ\nวับ\nวับวาบ\nวับวาม\nวับแวบ\nวับแวม\nวัปปะ\nวัมมิกะ\nวัย\nวัลก์\nวัลคุ\nวัลย์\nวัลลภ\nวัลลี\nวัว\nวัสสะ\nวัสโสทก\nวัสดุ\nวัสตร์\nวัสน์\nวัสนะ\nวัสสานะ\nวัสสานฤดู\nวา\nว่า\nว้า\nว้าเหว่\nวาก\nว้าก\nวากยสัมพันธ์\nวากยะ\nวาง\nว่าง\nว้าง\nวาจก\nวาจา\nวาจาไปยะ\nวาจาล\nวาชเปยะ\nวาณิช\nวาณิชกะ\nวาณิชย์\nวาณี\nวาด\nวาต\nวาตะ\nวาตภัย\nวาท\nวาทศาสตร์\nวาทศิลป์\nวาทกะ\nวาทนะ\nวาทย์\nวาทยกร\nวาทิต\nวาทิน\nวาที\nวาน\nวานซืน\nว่าน\nวานร\nวานรินทร์\nวาเนเดียม\nวาบ\nวาปี\nวาม\nวามน\nวามนาวตาร\nวามะ\nวาย\nว่าย\nว้าย\nวายะ\nวาโย\nวายามะ\nวายุ\nวายุกูล\nวาร\nวาระ\nวารสาร\nวารสารศาสตร์\nวาริ\nวารี\nวาริช\nวารีช\nวาริท\nวาริธร\nวารุณ\nวารุณี\nวาล\nวาลวีชนี\nวาล์ว\nวาลิกา\nวาลุกา\nวาว\nว่าว\nว้าว่อน\nว้าวุ่น\nวาสนะ\nวาสนา\nวาสพ\nวาสะ\nวาสิน\nวาสี\nวาสุกรี\nวาสุกี\nวาสุเทพ\nวาหนะ\nวาหะ\nวาหินี\nวาฬ\nวิกขัมภ์\nวิกขัมภนะ\nวิกเขป\nวิกรม\nวิกรัย\nวิกรานต์\nวิกฤต\nวิกฤติ\nวิกล\nวิกสิต\nวิกัต\nวิกัติ\nวิกัติการก\nวิกัป\nวิกัย\nวิการ\nวิกาล\nวิกาลโภชน์\nวิคหะ\nวิเคราะห์\nวิฆเนศ\nวิฆเนศวร\nวิฆาต\nวิง\nวิ่ง\nวิ่งเปี้ยว\nวิงวอน\nวิจฉิกะ\nวิจล\nวิจักขณ์\nวิจักษ์\nวิจักษณ์\nวิจัย\nวิจาร\nวิจารณ์\nวิจารณญาณ\nวิจิ\nวิจิกิจฉา\nวิจิต\nวิจิตร\nวิจิน\nวิจุณ\nวิจุรณ\nวิชชา\nวิชชุ\nวิชชุดา\nวิชชุตา\nวิชชุลดา\nวิชญะ\nวิชน\nวิชนี\nวิชย\nวิชัย\nวิชา\nวิชานนะ\nวิชิต\nวิเชียร\nวิญญัตติ\nวิญญาณ\nวิญญาณกทรัพย์\nวิญญู\nวิฑูรย์\nวิด\nวิตก\nวิตถาร\nวิตามิน\nวิถี\nวิทธะ\nวิทยฐานะ\nวิทยา\nวิทยาคม\nวิทยาคาร\nวิทยาลัย\nวิทยุ\nวิทยุต\nวิทวัส\nวิทัตถิ\nวิทัศน์\nวิทารณ์\nวิทิต\nวิทู\nวิทูร\nวิเทศ\nวิเทโศบาย\nวิธ\nวิธวา\nวิธาน\nวิธี\nวิธุระ\nวิธู\nวิธูปนะ\nวิ่น\nวินตกะ\nวินัย\nวินาที\nวินายก\nวินาศ\nวินิจ\nวินิจฉัย\nวินิต\nวินิบาต\nวินิปาติก\nวิเนต\nวิบัติ\nวิบาก\nวิบุล\nวิบุลย์\nวิบูล\nวิบูลย์\nวิปการ\nวิปฏิสาร\nวิปโยค\nวิประโยค\nวิปริต\nวิปลาส\nวิปวาส\nวิปักษ์\nวิปัสสก\nวิปัสสนา\nวิปัสสนายานิก\nวิพากษ์\nวิพิธทัศนา\nวิพุธ\nวิภว\nวิภวตัณหา\nวิภังค์\nวิภัช\nวิภัตติ\nวิภา\nวิภาค\nวิภาช\nวิภาดา\nวิภาวี\nวิภาษ\nวิภาส\nวิภู\nวิภูษณะ\nวิภูษา\nวิภูษิต\nวิมน\nวิมล\nวิมลัก\nวิมังสา\nวิมัติ\nวิมาน\nวิมุข\nวิมุต\nวิมุตติ\nวิเมลือง\nวิโมกข์\nวิโยค\nวิระ\nวิรงรอง\nวิรังรอง\nวิรัช\nวิรัต\nวิรัติ\nวิราคะ\nวิราม\nวิริยภาพ\nวิริยะ\nวิรุธ\nวิรุฬห์\nวิรุฬหก\nวิรูป\nวิรูปักษ์\nวิเรนทร์\nวิโรจ\nวิโรจน์\nวิโรฒ\nวิโรธ\nวิลันดา\nวิลัย\nวิลาด\nวิลาศ\nวิลาป\nวิลาวัณย์\nวิลาส\nวิลาสินี\nวิลิปดา\nวิลิศมาหรา\nวิเลป\nวิเลปนะ\nวิโลกนะ\nวิโลม\nวิไล\nวิไลวรรณ\nวิวรณ์\nวิวรรธน์\nวิวัฏ\nวิวัฒน์\nวิวัฒนาการ\nวิวัน\nวิวาท\nวิวาห์\nวิวาหมงคล\nวิวาหะ\nวิวิต\nวิวิธ\nวิเวก\nวิศรุต\nวิศว\nวิศวกร\nวิศวกรรม\nวิศวกรรมศาสตร์\nวิศัลย์\nวิศาขบูชา\nวิศาขา\nวิศาล\nวิศิษฏ์\nวิศุทธ์\nวิศุทธิ์\nวิเศษ\nวิเศษณ์\nวิษณุ\nวิษณุกรรม\nวิษธร\nวิษัย\nวิษาณ\nวิษุวัต\nวิสกี้\nวิสรรชนีย์\nวิสฤต\nวิสสุกรรม\nวิสัชนา\nวิสัญญี\nวิสัย\nวิสัยทัศน์\nวิสาขบูชา\nวิสาขะ\nวิสาขา\nวิสามัญ\nวิสามานยนาม\nวิสาร\nวิสารทะ\nวิสาล\nวิสาสะ\nวิสาหกิจ\nวิสิฐ\nวิสุงคามสีมา\nวิสุทธ์\nวิสุทธิ์\nวิสูตร\nวิเสท\nวิหค\nวิหลั่น\nวิหาร\nวิหิงสา\nวิเหสา\nวิฬาร\nวิฬาร์\nวี\nวีจิ\nวีชนี\nวีณา\nวี้ด\nวีรกรรม\nวีรชน\nวีรบุรุษ\nวีรสตรี\nวี่วัน\nวี่แวว\nวีสะ\nวุ้ง\nวุฐิ\nวุฒ\nวุฒิ\nวุด\nวุ่น\nวุ้น\nวุบ\nวุ้ย\nวุลแฟรม\nวู้\nวูดวาด\nวูบ\nวู่วาม\nเว้\nเวค\nเวคิน\nเวคี\nเวจ\nเวช\nเวชยันต์\nเวฐน์\nเวณิ\nเวณิก\nเวณุ\nเวตน์\nเวตร\nเวตาล\nเวท\nเวทคู\nเวทนา\nเวทย์\nเวทัลละ\nเวทางค์\nเวทางคศาสตร์\nเวทานต์\nเวทานตะ\nเวทิ\nเวที\nเวธะ\nเวน\nเว้น\nเวนไตย\nเวไนย\nเวมัต\nเว้ย\nเวยยากรณะ\nเวร\nเวรมณี\nเวรี\nเวโรจน์\nเวลา\nเวเลนซี\nเวศม์\nเวศย์\nเวศยา\nเวสน์\nเวสภู\nเวสม์\nเวสวัณ\nเวสสะ\nเวสสันดร\nเวสสุกรรม\nเวสสุวัณ\nเวสารัช\nเวสิยา\nเวหน\nเวหะ\nเวหา\nเวหาส\nเวฬุ\nเวฬุริยะ\nเว่อ\nเว้า\nเวิก\nเวิ้ง\nเวี่ย\nเวียง\nเวียด\nเวียดนาม\nเวียน\nเวียร\nเวี่ยว\nแว้\nแวง\nแว้ง\nแวด\nแว้ด\nแวน\nแว่น\nแวนดา\nแวบ\nแว็บ\nแวม\nแว็ม\nแวว\nแว่ว\nแวะ\nโว\nโว่\nโวการ\nโว่ง\nโวทาน\nโวย\nโว้ย\nโว้เว้\nโวหาร\nไว\nไว้\nไวกูณฐ์\nไวฑูรย์\nไวทย์\nไวน์\nไวพจน์\nไวยากรณ์\nไวยาวัจกร\nไวยาวัจมัย\nไวรัส\nไววรรณ\nไวษณพ\nไวโอลิน\nศก\nศกุน\nศกุนต์\nศกุนิ\nศกุนี\nศจี\nศตะ\nศตภิษัช\nศตวรรษ\nศตพรรษ\nศตกะ\nศนิ\nศพ\nศมนะ\nศมะ\nศยาม\nศยามล\nศร\nศรายุธ\nศราวรณ์\nศรรกรา\nศรวณะ\nศรวณีย์\nศรวิษฐา\nศรัณย์\nศรัณยู\nศรัท\nศรัทธา\nศรัย\nศราทธ์\nศราทธพรต\nศราพก\nศราวก\nศราวณะ\nศรี\nศรีตรัง\nศรุติ\nศฤคาล\nศฤงค์\nศฤงคาร\nศฤงคาริน\nศฤงคารี\nศลิษฏ์\nศลิษา\nศวะ\nศวัส\nศวา\nศวาน\nศศะ\nศศธร\nศศพินทุ์\nศศลักษณ์\nศศิ\nศศิน\nศศี\nศศิขัณฑ์\nศศิธร\nศศิมณฑล\nศศิวิมล\nศอ\nศอก\nศักดา\nศักดิ\nศักดิ์\nศักดินา\nศักติ\nศักย\nศักยภาพ\nศักย์\nศักยะ\nศักร\nศักรินทร์\nศักเรนทร์\nศักราช\nศังกร\nศัตรู\nศันสนะ\nศันสนีย์\nศัพท์\nศัยยา\nศัล\nศัลย์\nศัลยกรรม\nศัลยแพทย์\nศัลยศาสตร์\nศัสดร\nศัสตร\nศัสตรศาสตร์\nศัสตรา\nศัสตราวุธ\nศากตะ\nศากย\nศากยะ\nศากยพุทธ\nศากยมุนี\nศาฎก\nศาณ\nศานต์\nศานติ\nศาป\nศารท\nศารทูล\nศาริกา\nศาล\nศาลา\nศาศวัต\nศาสดา\nศาสตร์\nศาสตรา\nศาสตราจารย์\nศาสนา\nศาสนกิจ\nศาสนจักร\nศาสนธรรม\nศาสนบุคคล\nศาสนพิธี\nศาสนวัตถุ\nศาสนศาสตร์\nศาสนสถาน\nศาสนสมบัติ\nศาสนิกชน\nศาสนีย์\nศาสนูปถัมภก\nศาสน์\nศิกษก\nศิการ\nศิขร\nศิขริน\nศิขรี\nศิขัณฑ์\nศิคาล\nศิงขร\nศิงขริน\nศิตะ\nศิถี\nศิพิระ\nศิระ\nศิรประภา\nศิราภรณ์\nศิโรรัตน์\nศิโรเวฐน์\nศิรา\nศิรามพุช\nศิโรราบ\nศิลป\nศิลป์\nศิลปะ\nศิลปกร\nศิลปกรรม\nศิลปกิจ\nศิลปวัตถุ\nศิลปวิทยา\nศิลปศาสตร์\nศิลปศึกษา\nศิลปหัตถกรรม\nศิลปิน\nศิลปี\nศิลา\nศิวะ\nศิวโมกข์\nศิวลึงค์\nศิวเวท\nศิวาลัย\nศิศีระ\nศิษฎิ\nศิษฏ์\nศิษย์\nศิษยานุศิษย์\nศีขร\nศีต\nศีตกาล\nศีรษะ\nศีล\nศึก\nศึกษา\nศึกษาธิการ\nศึกษานิเทศก์\nศุกร์\nศุกรวรรณ\nศุกรวาร\nศุกระ\nศุกล\nศุกลปักษ์\nศุจิ\nศุทธะ\nศุทธิ\nศุนะ\nศุนิ\nศุภกร\nศุภเคราะห์\nศุภนิมิต\nศุภมัสดุ\nศุภมาตรา\nศุภมาส\nศุภอักษร\nศุภางค์\nศูกร\nศุลกากร\nศุลการักษ์\nศุลี\nศุษิร\nศูทร\nศูนย์\nศูนยวาท\nศูละ\nศูลิน\nเศรณี\nเศรษฐ\nเศรษฐ์\nเศรษฐกิจ\nเศรษฐศาสตร์\nเศรษฐี\nเศร้า\nเศลษ\nเศวต\nเศวตร\nเศวตัมพร\nเศษ\nเศาจ\nเศาร์\nเศารยะ\nเศิก\nเศียร\nโศก\nโศกา\nโศกาดูร\nโศกาลัย\nโศกี\nโศจิ\nโศธนะ\nโศภน\nโศภะ\nโศภา\nโศภิต\nโศภิน\nโศภิษฐ์\nโศภี\nโศรดา\nโศรตร\nโศลก\nไศล\nไศวะ\nษมา\nษัฏ\nษัฑ\nษัณ\nษัษ\nษัษฐะ\nษัษฐี\nโษฑศัน\nสก\nสกวาที\nสกฏะ\nสกทาคามิผล\nสกิทาคามิผล\nสกทาคามิมรรค\nสกิทาคามิมรรค\nสกทาคามี\nสกิทาคามี\nสกนธ์\nสกปรก\nสกรณีย์\nสกรรจ์\nสกรรมกริยา\nสกล\nสกลมหาสังฆปริณายก\nสกัด\nสกา\nสกาว\nสกี\nสกุณ\nสกุณา\nสกุณี\nสกุน\nสกุนต์\nสกุล\nสเกต\nสแกนเดียม\nสขะ\nสง\nส่ง\nสงกร\nสงกรานต์\nสงกา\nสงค์\nสงคร\nสงคราม\nสงเคราะห์\nสงฆ์\nสงบ\nสงวน\nส่งสการ\nสงสัย\nสงสาร\nสงสารวัฏ\nสงัด\nสง่า\nสฐะ\nสณฑ์\nสด\nสดมภ์\nสดับ\nสดับปกรณ์\nสดำ\nสดุดี\nสตะ\nสตน\nสตภิสชะ\nสตรอนเชียม\nสตริกนิน\nสตรี\nสตัฟฟ์\nสตัมภ์\nสตางค์\nสติ\nสติปัฏฐาน\nสตี\nสตู\nสตูป\nสเต๊ก\nสถบดี\nสถล\nสถวีระ\nสถาน\nสถานะ\nสถานี\nสถาบัน\nสถาปนา\nสถาปนิก\nสถาปัตยกรรม\nสถาปัตยกรรมศาสตร์\nสถาปัตยเรขา\nสถาปัตยเวท\nสถาพร\nสถาวร\nสถิต\nสถิตยศาสตร์\nสถิติ\nสถิร\nสถีรวาท\nสถุล\nสถูป\nสทิง\nสทึง\nสทุม\nสธนะ\nสาธุสะ\nสน\nส้น\nสนทนา\nสนทรรศ\nสนทรรศน์\nสนเทศ\nสนเท่ห์\nสนธยา\nสนธิ\nสนน\nสนม\nสนวน\nสนอง\nสนอบ\nสนอม\nสนะ\nสนัด\nสนั่น\nสนับ\nสนับทึบ\nสนับสนุน\nสนาน\nสนาม\nสนายุ\nสนิกะ\nสนิท\nสนิธ\nสนิม\nสนุก\nสนุกเกอร์\nสนุข\nสนุต\nสนุ่น\nสบ\nสบง\nสบถ\nสบัน\nสบาย\nสบู่\nสไบ\nสปริง\nสปอร์\nสปาเกตตี\nสเปกตรัม\nสเปกโทรสโกป\nสไปริลลัม\nสพาบ\nสภา\nสภาพ\nสภาวการณ์\nสภาวะ\nสม\nสมการ\nสมจารี\nสมดุล\nสมมูล\nส้ม\nสมญา\nสมณะ\nสมณบริขาร\nสมณศักดิ์\nสมณสารูป\nสมเด็จ\nสมถะ\nสมถยานิก\nสมถวิปัสสนา\nสมนาคุณ\nสมบัติ\nสมบุกสมบัน\nสมบูรณ์\nสมบูรณาญาสิทธิราชย์\nสมประดี\nสมปฤดี\nสมปฤๅดี\nส้มป่อย\nสมปัก\nสมผุส\nสมพง\nสมพงศ์\nสมพล\nสมพัตสร\nสมพาส\nสมเพช\nสมโพธน์\nสมโพธิ\nสมภพ\nสมภาร\nสมโภค\nสมโภช\nสมมต\nสมมติ\nสมมุติ\nสมมาตร\nส้มมือ\nสมโมท\nสมโยค\nสมร\nสมรด\nสมรรถ\nสมรรถนะ\nสมรรถภาพ\nสมรส\nสมฤดี\nสมฤติ\nสมวายะ\nสมเสร็จ\nสมอ\nสมอง\nสมะ\nสมัคร\nสมังคี\nสมัช\nสมัชชา\nสมัญญา\nสมัต\nสมัน\nสมันต์\nสมัย\nสมา\nสมาคม\nสมาจาร\nสมาชิก\nสมาทาน\nสมาธิ\nสมาน\nสมานฉันท์\nสมาบัติ\nสมาพันธรัฐ\nสมาส\nสม่ำเสมอ\nสมิง\nสมิต\nสมิติ\nสมิทธ์\nสมิทธิ\nสมี\nสมุก\nสมุจจัย\nสมุจเฉท\nสมุฏฐาน\nสมุด\nสมุทร\nสมุทรโคดม\nสมุทัย\nสมุน\nสมุนไพร\nสมุลแว้ง\nสมุห\nสมุห์\nสมุหกลาโหม\nสมุหเทศาภิบาล\nสมุหนาม\nสมุหนายก\nสโมธาน\nสโมสร\nสยด\nสยนะ\nสยบ\nสยมพร\nสยมภู\nสยอง\nสยอน\nสยัมวรา\nสยาม\nสยามานุสติ\nสยามินทร์\nสยาย\nสยิว\nสยิ้ว\nสยุมพร\nสยุมภู\nสร\nสรง\nสร่ง\nสรณะ\nสรณคมน์\nสรณาคมน์\nสรณตรัย\nสรตะ\nสรทะ\nสรนุก\nสรเนาะ\nสรไน\nสรเพชญ\nสรภะ\nสรภัญญะ\nสรภู\nสรม\nสรร\nสรรค์\nสรรพ\nสรรพคุณ\nสรรพนาม\nสรรพสามิต\nสรรพัชญ\nสรรพากร\nสรรพางค์\nสรรเพชญ\nสรรเพชุดา\nสรรเสริญ\nสรลอน\nสรเลข\nสรวง\nสรวม\nสรวล\nสรเสริญ\nสร้อย\nสระ\nสระกอ\nสระท้อน\nสระพรั่ง\nสระอาด\nสรั่ง\nสรัสวดี\nสร่าง\nสร้าง\nสราญ\nสรี้\nสรีระ\nสรีรกิจ\nสรีรธาตุ\nสรีรวิทยา\nสรีรศาสตร์\nสรีรังคาร\nสรีรางคาร\nสรุป\nสโรช\nสโรชะ\nสฤก\nสฤต\nสฤษฎิ\nสฤษฎี\nสฤษฏ์\nสฤษดิ์\nสลด\nสลบ\nสลวน\nสลวย\nสลอด\nสลอน\nสลอย\nสละ\nสลัก\nสลัด\nสลัดได\nสลับ\nสลัว\nสลา\nสลาก\nสลาง\nสล้าง\nสลาด\nสลาตัน\nสลาบ\nสลาย\nสลิด\nสลิล\nสลึก\nสลึง\nสลุต\nสลุบ\nสลุมพร\nสแลง\nสวการย์\nสวภาพ\nสวราชย์\nสวก\nส้วง\nสวด\nสวน\nสวนะ\nสวนาการ\nส่วน\nสวนิต\nสวบ\nสวม\nส้วม\nสวย\nส่วย\nส้วย\nสวยม\nสวรรค\nสวรรค์\nสวรรคต\nสวรรคาลัย\nสวรรยา\nสวระ\nสวะ\nสวัสดิ\nสวัสดิ์\nสวัสดิการ\nสวัสดิภาพ\nสวัสดิมงคล\nสวัสดี\nสวัสติ\nสวาตี\nสวัสติกะ\nสวา\nสวาปาม\nสวาคตะ\nสวาง\nสว่าง\nสวาด\nสวาดิ\nสวาท\nสว่าน\nสว้าน\nสวาบ\nสวามิ\nสวามี\nสวามินี\nสวาย\nสวาสดิ์\nสวาหะ\nสวิง\nสวิญญาณกทรัพย์\nสวิตช์\nสสาร\nสสุระ\nสสุรี\nสหกรณ์\nสหการ\nสหจร\nสหชาต\nสหชาติ\nสหธรรม\nสหธรรมิก\nสหประชาชาติ\nสหพันธ์\nสหพันธรัฐ\nสหภาพ\nสหศึกษา\nสหัช\nสหัมบดี\nสหัส\nสหัสสะ\nสหัสธารา\nสหัสนัยน์\nสหัสเนตร\nสหัสรังสี\nสหัสา\nสหาย\nสอ\nส่อ\nสอง\nส่อง\nส้อง\nสอด\nสอน\nส่อน\nสอบ\nสอพลอ\nส้อม\nสอย\nสะ\nสะกด\nสะกอ\nสะกาง\nสะการะ\nสะกิด\nสะกิดสะเกา\nสะเก็ด\nสะแก\nสะคร้อ\nสะคราญ\nสะค้าน\nสะเงาะสะแงะ\nสะดม\nสะดวก\nสะดิ้ง\nสะดึง\nสะดือ\nสะดุ้ง\nสะดุด\nสะเด็ด\nสะเดา\nสะเดาะ\nสะตอ\nสะตาหมัน\nสะตึ\nสะตือ\nสะตุ\nสะเต๊ะ\nสะโตก\nสะทก\nสะท้อน\nสะท้าน\nสะทึก\nสะเทิน\nสะเทิ้น\nสะเทือน\nสะเทื้อน\nสะบะ\nสะบัก\nสะบักสะบอม\nสะบัด\nสะบัดสะบิ้ง\nสะบั้น\nสะบันงา\nสะบ้า\nสะบู\nสะแบง\nสะเปะสะปะ\nสะพรั่ง\nสะพรึงกลัว\nสะพรึบ\nสะพรึ่บ\nสะพัก\nสะพัง\nสะพัด\nสะพั้น\nสะพาน\nสะพาย\nสะเพร่า\nสะโพก\nสะเภา\nสะใภ้\nสะโมง\nสะระตะ\nสะระแหน่\nสะลาง\nสะลาบ\nสะลึมสะลือ\nสะวี้ดสะว้าด\nสะสม\nสะสวย\nสะสาง\nสะเหล่อ\nสะอาง\nสะอาด\nสะอ้าน\nสะอิ้ง\nสะอิดสะเอียน\nสะอึก\nสะอื้น\nสะเอ้ง\nสะเอว\nสะเออะ\nสะโอดสะอง\nสะไอ\nสัก\nสักกะ\nสักยะ\nสักกัจจะ\nสักกายทิฐิ\nสักการ\nสักการะ\nสักขี\nสักวา\nสักหลาด\nสัค\nสัคคะ\nสั่ง\nสังกร\nสังกรณี\nสังกรประโยค\nสังกะตัง\nสังกะวัง\nสังกะวาด\nสังกะสี\nสังกัด\nสังกัปปะ\nสังกา\nสังการ\nสังกาศ\nสังกิเลส\nสังเกต\nสังข์\nสังขกร\nสังขตธรรม\nสังขตะ\nสังขยา\nสังขลิก\nสังขลิกา\nสังขาร\nสังขารา\nสังเขป\nสังค์\nสังคญาติ\nสังคม\nสังคหะ\nสังคัง\nสังคายนา\nสังคายนาย\nสังคีต\nสังคีติ\nสังเค็ด\nสังเคราะห์\nสังฆกรรม\nสังฆการี\nสังฆเถระ\nสังฆทาน\nสังฆนายก\nสังฆปาโมกข์\nสังฆภัต\nสังฆเภท\nสังฆมณฑล\nสังฆมนตรี\nสังฆราช\nสังฆสภา\nสังฆาณัติ\nสังฆาฏิ\nสังฆาทิเสส\nสังฆาธิการ\nสังฆานุสติ\nสังฆาวาส\nสังยุตนิกาย\nสังโยค\nสังโยชน์\nสังวร\nสังวัจฉระ\nสังวัธยาย\nสังวาล\nสังวาส\nสังเวคะ\nสังเวช\nสังเวชนียสถาน\nสังเวย\nสังเวียน\nสังสกฤต\nสังสการ\nสังสนทนา\nสั่งสนทนา\nสังสรรค์\nสังสารวัฏ\nสังสิทธิ\nสังสุทธ์\nสังสุทธิ\nสังหร\nสังหรณ์\nสังหาร\nสังหาริมทรัพย์\nสังหาริมะ\nสังหิต\nสัจ\nสัจกิริยา\nสัจจะ\nสัจญาณ\nสัจธรรม\nสัจนิยม\nสัจพจน์\nสัชฌะ\nสัชฌุ\nสัญจร\nสัญเจตนา\nสัญชาตญาณ\nสัญชาติ\nสัญฌา\nสัญญา\nสัญญาณ\nสัญญี\nสัญโญชน์\nสัญนิยม\nสัญประกาศ\nสัญลักษณ์\nสัฐิ\nสัณฐาน\nสัณฐิติ\nสัณฑ์\nสัณห์\nสัด\nสัดจอง\nสัต\nสัตตะ\nสัตตาหกรณียะ\nสัตตาหกาลิก\nสัตมวาร\nสัตสดก\nสัตตบงกช\nสัตตบรรณ\nสัตตบุษย์\nสัตตู\nสัตถันดร\nสัตถา\nสัตถิ\nสัตถุ\nสัตถุศาสนา\nสัตบรรณ\nสัตย์\nสัตยพรต\nสัตยวาที\nสัตยาเคราะห์\nสัตยาธิษฐาน\nสัตยาบัน\nสัตว์\nสัตวชาติ\nสัตวบาล\nสัตวแพทย์\nสัตววิทยา\nสัตวา\nสัทธรรม\nสัทธา\nสัทธาจริต\nสัทธาธิกะ\nสัทธินทรีย์\nสัทธิงวิหาริก\nสัทธิวิหาริก\nสัทวิทยา\nสัทศาสตร์\nสัทอักษร\nสัน\nสั่น\nสั้น\nสันดาน\nสันดาป\nสันโดษ\nสันต์\nสันตติ\nสันตะปาปา\nสันตะวา\nสันติ\nสันตุฏฐี\nสันถวไมตรี\nสันถวะ\nสันถัต\nสันถาร\nสันทนะ\nสันทะ\nสันทัด\nสันทัสนะ\nสันทาน\nสันทิฐิก\nสันทิส\nสันเทหะ\nสันธาน\nสันนิธิ\nสันนิบาต\nสันนิวาส\nสันนิษฐาน\nสันสกฤต\nสับ\nสับปลับ\nสับปลี้\nสับปะรด\nสัปคับ\nสัปดาห์\nสัปดาหะ\nสัปดน\nสัปตศก\nสัปทน\nสัปปะ\nสัปปิ\nสัปปุริส\nสัปปุรุษ\nสัประยุทธ์\nสัปหงก\nสัปเหร่อ\nสัพ\nสัพพะ\nสัพพัญญู\nสัพเพเหระ\nสัพยอก\nสัมบูรณ์\nสัมปชัญญะ\nสัมปทา\nสัมปทาน\nสัมปยุต\nสัมปโยค\nสัมประสิทธิ์\nสัมประหาร\nสัมปรายภพ\nสัมปรายิกภพ\nสัมปัตติ\nสัมผัปลาป\nสัมผัปลาปะ\nสัมผัส\nสัมพล\nสัมพหุลา\nสัมพัจฉรฉินท์\nสัมพัตสร\nสัมพัทธ์\nสัมพันธ์\nสัมพันธน์\nสัมพันธภาพ\nสัมพันธมิตร\nสัมพันธไมตรี\nสัมพาหะ\nสัมพุทธ\nสัมพุทธะ\nสัมโพธิ\nสัมภวะ\nสัมภเวสี\nสัมภัต\nสัมภัตตะ\nสัมภาระ\nสัมภาษณ์\nสัมโภคกาย\nสัมมนา\nสัมมัปธาน\nสัมมา\nสัมโมทนียกถา\nสัมฤทธิ\nสัมฤทธิ์\nสัมฤทธิศก\nสัยน์\nสัลเลข\nสัสดี\nสัสตทิฐิ\nสัสสะ\nสัสสุ\nสัสสู\nสา\nส่า\nสาก\nสากรรจ์\nสากล\nสากัจฉา\nสากัลย์\nสากิยะ\nสาเก\nสาขา\nสาคร\nสาคเรศ\nสาคู\nสาง\nส้าง\nสาชล\nสาฎก\nสาฏิก\nสาณี\nสาด\nสาไถย\nสาทร\nสาทิส\nสาทุ\nสาโท\nสาธก\nสาธยะ\nสาธยาย\nสาธารณะ\nสาธารณชน\nสาธารณประโยชน์\nสาธารณภัย\nสาธารณรัฐ\nสาธารณสถาน\nสาธารณสมบัติ\nสาธารณสุข\nสาธารณูปการ\nสาธารณูปโภค\nสาธารณ์\nสาธิต\nสาธุ\nสาน\nส่าน\nสานุ\nสานู\nสานุศิษย์\nสาบ\nสาบสูญ\nสาบาน\nสาป\nสาปไตย\nสาม\nสามชุก\nสามเณร\nสามเณรี\nสามนต์\nสามนตราช\nสามยทรัพย์\nสามล\nสามหาว\nสามะ\nสามัคคี\nสามัญ\nสามัตถิยะ\nสามานย์\nสามานยนาม\nสามารถ\nสามิต\nสามินี\nสามิภักดิ์\nสามี\nสามีจิกรรม\nสาย\nส่าย\nส้าย\nสายชู\nสายัณห์\nสายาห์\nสาร\nสารคดี\nสารธรรม\nสารนิเทศ\nสารบบ\nสารบรรณ\nสารบัญ\nสารบาญ\nสารบาญชี\nสารประโยชน์\nสารสนเทศ\nสารทุกข์\nสารถี\nสารท\nสารพัด\nสารพัน\nสารพางค์\nสารภาพ\nสารภี\nสารวัตร\nสาระ\nสาระแน\nสาระพา\nสาระยำ\nสาระวารี\nสาระสะมา\nสารัตถประโยชน์\nสารัตถศึกษา\nสารัตถะ\nสารัทธ์\nสารัมภ์\nสาราณียกร\nสาราณียธรรม\nสาราณียะ\nสารานุกรม\nสารีริกธาตุ\nสารูป\nสาโรช\nสาละ\nสาละวน\nสาลิ\nสาลิกา\nสาลินี\nสาลี\nสาลี่\nสาลู\nสาโลหิต\nสาว\nสาวก\nสาวิกา\nสาวิตร\nสาวิตรี\nสาสน\nสาสน์\nสาส์น\nสาสนา\nสาสม\nสาหร่าย\nสาหรี\nส่าหรี\nสาหัส\nสาเหตุ\nสาแหรก\nสำ\nสำส่อน\nส่ำ\nสำคัญ\nสำซ่าง\nสำแดง\nสำทับ\nสำนวน\nสำนอง\nสำนัก\nสำนาน\nสำนึก\nสำนึง\nสำเนา\nสำเนียง\nสำบัด\nสำปะลอ\nสำปะหลัง\nสำปั้น\nสำปันนี\nสำเภา\nสำมะงา\nสำมะโน\nสำมะลอ\nสำมะเลเทเมา\nสำมะหา\nสำรด\nสำรวจ\nสำรวม\nสำรวย\nสำรวล\nสำรอก\nสำรอง\nสำรับ\nสำราก\nสำราญ\nสำริด\nสำเร็จ\nสำเรา\nสำเริง\nสำโรง\nสำลัก\nสำลาน\nสำลี\nสำแลง\nสำหรวด\nสำหรับ\nสำหา\nสำเหนียก\nสำเหร่\nสำออย\nสำอาง\nสิ\nสิกข์\nสิข\nสิกขมานา\nสิกขา\nสิขร\nสิขรี\nสิขเรศ\nสิขา\nสิขานล\nสิขี\nสิคาล\nสิง\nสิ่ง\nสิงขร\nสิงค์\nสิงคลิ้ง\nสิงคลี\nสิงคาร\nสิงคาล\nสิงคี\nสิงโต\nสิงห์\nสิงหนาท\nสิงหบัญชร\nสิงหรา\nสิงหราช\nสิงหาคม\nสิงหาสน์\nสิงหล\nสิญจน์\nสิตะ\nสิตางศุ์\nสิถิล\nสิทธ์\nสิทธัตถะ\nสิทธา\nสิทธาจารย์\nสิทธารถ\nสิทธิ\nสิทธิ์\nสิทธิการิยะ\nสิธยะ\nสิน\nสิ้น\nสินเทา\nสินธพ\nสินธุ\nสินธุ์\nสินธุระ\nสินธู\nสินเธาว์\nสินาด\nสินิทธ์\nสินี\nสิเนรุ\nสิเนหก\nสิเนหะ\nสิเนหา\nสิเน่หา\nสิบ\nสิปปะ\nสิมพลี\nสิระ\nสิโรดม\nสิโรตม์\nสิริ\nสิรี\nสิลา\nสิว\nสิ่ว\nสิวะ\nสิวาลัย\nสิวิกา\nสี\nสี่\nสี้\nสีกา\nสีกุน\nสีข้าง\nสีด\nสีดอ\nสีดา\nสีตลรัศมี\nสีตโลทก\nสีโตทก\nสีทันดร\nสีมันต์\nสีมา\nสีละมัน\nสีวิกา\nสีสอ\nสีสะ\nสีสา\nสีสุก\nสีเสียด\nสีห์\nสีหนาท\nสีหบัญชร\nสีหราช\nสีหไสยา\nสีหไสยาสน์\nสีหะ\nสึก\nสึง\nสืบ\nสื่อ\nสุ\nสุก\nสุกข์\nสุกร\nสุกรม\nสุกำศพ\nสุกียากี้\nสุข\nสุขา\nสุขาภิบาล\nสุขารมณ์\nสุขาวดี\nสุขิน\nสุขี\nสุขุม\nสุขุมาล\nสุโข\nสุคต\nสุคติ\nสุคนธ\nสุคนธ์\nสุคนธชาติ\nสุคนธรส\nสุคันธ์\nสุคันธรส\nสุงกะ\nสุงกากร\nสุงสิง\nสุงสุมาร\nสุจริต\nสุจหนี่\nสุจิ\nสุจิต\nสุจิตร\nสุชน\nสุชัมบดี\nสุชา\nสุชาดา\nสุญ\nสุญญากาศ\nสุญตา\nสุญนิยม\nสุณ\nสุณิสา\nสุด\nสุดา\nสุต\nสุตตนิบาต\nสุตตะ\nสุตตันตปิฎก\nสุตตันตะ\nสุติ\nสุทธ\nสุทธ์\nสุทธาวาส\nสุทธิ\nสุทรรศน์\nสุทัศน์\nสุธา\nสุธาโภชน์\nสุธารส\nสุธาสินี\nสุธาสี\nสุธี\nสุนทร\nสุนทรี\nสุนทรียภาพ\nสุนทรียศาสตร์\nสุนทรียะ\nสุนัข\nสุนันท์\nสุโนก\nสุบดี\nสุบรรณ\nสุบิน\nสุปรีดิ์\nสุปรีย์\nสุปาณี\nสุพพัต\nสุพรรณ\nสุพรรณบัฏ\nสุพรรณภาชน์\nสุพรรณราช\nสุพรรณศรี\nสุพรรณถัน\nสุพรรณิการ์\nสุภร\nสุภัค\nสุภา\nสุภาพ\nสุภาษิต\nสุม\nสุ่ม\nสุมทุม\nสุมน\nสุมนะ\nสุมนัส\nสุมนา\nสุ้มเสียง\nสุมะ\nสุมาลี\nสุเมธ\nสุเมรุ\nสุรคต\nสุรเชษฐ์\nสุรบดี\nสุรภาพ\nสุรโลก\nสุรสีหนาท\nสุรเสียง\nสุรงค์\nสุรังค์\nสุรภี\nสุรัติ\nสุรัสวดี\nสุรา\nสุรางค์จำเรียง\nสุรางคนา\nสุรางคนางค์\nสุรารักษ์\nสุราลัย\nสุรินทร์\nสุรินทราหู\nสุริยะ\nสุริยกันต์\nสุริยกานต์\nสุริยการ\nสุริยกาล\nสุริยคติ\nสุริยคราส\nสุริยมณฑล\nสุริยวงศ์\nสุริยง\nสุริยา\nสุริเยนทร์\nสุริเยศ\nสุริโย\nสุริยน\nสุริยัน\nสุริยุปราคา\nสุรีย์\nสุรุ่ยสุร่าย\nสุลต่าน\nสุวคนธ์\nสุวภาพ\nสุวรรณ\nสุวรรณภูมิ\nสุวะ\nสุวาน\nสุวินัย\nสุวิมล\nสุษิระ\nสุสาน\nสุหนัต\nสุหร่ง\nสุหร่าย\nสุหฤท\nสุหัท\nสุเหร่า\nสู\nสู่\nสู้\nสูง\nสูจิ\nสูจิบัตร\nสูญ\nสูด\nสูต\nสูตร\nสูติ\nสูติกรรม\nสูตินรีเวช\nสูติบัตร\nสูติแพทย์\nสูติศาสตร์\nสูท\nสูทกรรม\nสูทศาสตร์\nสูบ\nสูปะ\nสูร\nสูรย์\nสูรยกานต์\nสูริ\nสูสี\nเส\nเสก\nเสกขบุคคล\nเสกขะ\nเสขบุคคล\nเสขะ\nเส็ง\nเส้ง\nเส็งเคร็ง\nเสงี่ยม\nเสฏฐี\nเสณี\nเสด\nเสด็จ\nเสตุ\nเสถียร\nเสทะ\nเสโท\nเสน\nเส้น\nเสนง\nเสน่ง\nเสน่ห์\nเสนหา\nเสน่หา\nเสนอ\nเสนะ\nเสนา\nเสนาธิการ\nเสนาบดี\nเสน่า\nเสนากุฎ\nเสนางค์\nเสนางคนิกร\nเสนานี\nเสนาสนะ\nเสนาะ\nเสนี\nเสนีย์\nเสนียะ\nเสนียด\nเสบย\nเสบียง\nเสพ\nเสพย์\nเสเพล\nเสภา\nเสม็ด\nเสมหะ\nเสมอ\nเสมา\nเสมียน\nเสมือน\nเสย\nเสร็จ\nเสริด\nเสริม\nเสรี\nเสลด\nเสลบรรพต\nเสลา\nเสลี่ยง\nเสลือกสลน\nเสโล\nเสวก\nเสวกามาตย์\nเสวนะ\nเสวนา\nเสวย\nเสวียน\nเสสรวง\nเสสรวล\nเสา\nเส้า\nเสาร์\nเสารภย์\nเสารี\nเสาวคนธ์\nเสาวธาร\nเสาวภา\nเสาวภาคย์\nเสาวภาพ\nเสาวรภย์\nเสาวรส\nเสาวลักษณ์\nเสาวณิต\nเสาวนะ\nเสาวนา\nเสาวนีย์\nเสาหฤท\nเสาะ\nเสาะแสะ\nเสิร์จ\nเสิร์ฟ\nเสีย\nเสียง\nเสี่ยง\nเสียด\nเสี้ยน\nเสียบ\nเสียม\nเสี่ยม\nเสี้ยม\nเสียว\nเสี่ยว\nเสี้ยว\nเสือ\nเสื่อ\nเสื้อ\nเสือก\nเสื่อม\nแส\nแส่\nแส้\nแสก\nแสง\nแสด\nแสดง\nแสตมป์\nแสน\nแสนย์\nแสนยากร\nแสนยานุภาพ\nแสบ\nแสม\nแสยก\nแสยง\nแสยะ\nแสรก\nแสร้ง\nแสลง\nแสล้ม\nแสวง\nแสะ\nโสก\nโสกโดก\nโสกันต์\nโสโครก\nโสณฑ์\nโสณิ\nโสณี\nโสด\nโสดก\nโสดม\nโสดา\nโสดาบัน\nโสดาปัตติผล\nโสดาปัตติมรรค\nโสต\nโสตทัศนวัสดุ\nโสตทัศนอุปกรณ์\nโสตทัศนูปกรณ์\nโสตินทรีย์\nโสตถิ\nโสทก\nโสทร\nโสธก\nโสธนะ\nโสน\nโสภณ\nโสภา\nโสภี\nโสภิณี\nโสเภณี\nโสม\nโสมนัส\nโสมม\nโสมย์\nโสร่ง\nโสรจ\nโสรวาร\nโสโร\nโสวรรณ\nโสหุ้ย\nโสฬส\nใส\nใส่\nไส\nไส้\nไสย\nไสยา\nไสยาสน์\nไสร้\nไสว\nหก\nหกคะเมน\nหง\nหงก\nหงส์\nหงสบาท\nหงสรถ\nหงอ\nหงอก\nหง่อง\nหงองแหงง\nหงอด\nหงอน\nหง่อม\nหงอย\nหง่อย\nหงัก\nหงับ\nหง่าง\nหงาย\nหง่าว\nหงำ\nหงิก\nหงิง\nหงิม\nหงึก\nหงุงหงิง\nหงุดหงิด\nหงุบ\nหงุ่ย\nหญ้า\nหญ้าฝรั่น\nหญ้ายายเภา\nหญิง\nหญิบ\nหด\nหตะ\nหทัย\nหน\nหนวก\nหน่วง\nหนวด\nหน่วย\nหน่วยกิต\nหนอ\nหน่อ\nหนอก\nหนอง\nหนอน\nหนอนตายหยาก\nหน่อย\nหน็อยแน่\nหนัก\nหนัง\nหนังสติ๊ก\nหนังสือ\nหนั่น\nหนับ\nหนา\nหน้า\nหน่าง\nหนาด\nหนาน\nหนาม\nหน่าย\nหนาว\nหนำ\nหนำเลี้ยบ\nหนี\nหนี้\nหนีบ\nหนึก\nหนึ่ง\nหนึบ\nหนืด\nหนุ\nหนุน\nหนุบ\nหนุ่ม\nหนุ่ย\nหนู\nห่ม\nหมก\nหมด\nหม่น\nหมวก\nหมวด\nหมวน\nหมอ\nหม่อ\nหม้อ\nหมอก\nหมอง\nหม่อง\nหมอน\nหม่อน\nหมอบ\nหม่อม\nหมอย\nหม้อห้อม\nหมัก\nหมักหมม\nหมัด\nหมัน\nหมั่น\nหมั้น\nหมับ\nหมา\nหม่า\nหมาก\nหมากฮอส\nหมาง\nหมาด\nหมามุ่ย\nหมามุ้ย\nหมาย\nหม้าย\nหมาร่า\nหม่ำ\nหม้ำ\nหมิ่น\nหมี\nหมี่\nหมึก\nหมืน\nหมื่น\nหมุด\nหมุน\nหมุบ\nหมุบหมับ\nหมุบหมิบ\nหมุ่ย\nหมุยขาว\nหมู\nหมู่\nหมูหริ่ง\nหยก\nหย่ง\nหยด\nหยวก\nหยวบ\nหยอก\nหยอกเอิน\nหย็อกหย็อย\nหยอง\nหย็อง\nหย่อง\nหย็องกรอด\nหย็องแหย็ง\nหยอด\nหยอน\nหย่อน\nหย่อม\nหย็อมแหย็ม\nหย็อย\nหย่อย\nหยัก\nหยักไย่\nหยักเหยา\nหยัง\nหยั่ง\nหยังหยัง\nหยัด\nหยัน\nหยับ\nหยั่วเมือง\nหย่า\nหยากเยื่อ\nหยากไย่\nหยาด\nหยาบ\nหยาม\nหยาว\nหย้าว\nหยำเป\nหยำเหยอะ\nหยำแหยะ\nหยิก\nหยิ่ง\nหยิบ\nหยิม\nหยี\nหยี่\nหยุกหยิก\nหยุด\nหยุ่น\nหยุบ\nหยุมหยิม\nหยูกยา\nหโยดม\nหรคุณ\nหรณะ\nหรดาล\nหรดี\nหรรษ์\nหรรษา\nหรอ\nหรอก\nหร็อมแหร็ม\nหรอย\nหระ\nหรับ\nหรา\nหริ\nหริ่ง\nหริณะ\nหริต\nหริตกี\nหรีตกี\nหรี่\nหรีด\nหรือ\nหรุบ\nหรุบรู่\nหรุบหรู่\nหรุ่ม\nหรู\nหรูหรา\nหฤทัย\nหฤทย์\nหฤษฎ์\nหฤษฎี\nหฤหรรษ์\nหฤโหด\nหลง\nหลงใหล\nหลงจู๊\nหลด\nหลน\nหล่น\nหลบ\nหล่ม\nหลวง\nหลวม\nหลอ\nหล่อ\nหลอก\nหลอด\nหลอน\nหล็อน\nหล่อน\nหลอม\nหละ\nหละหลวม\nหลัก\nหลัง\nหลั่ง\nหลัด\nหลั่น\nหลับ\nหลัว\nหลา\nหล้า\nหลาก\nหลาน\nหลาบ\nหลาม\nหลาย\nหลาว\nหลิ่ง\nหลิท\nหลิน\nหลิม\nหลิว\nหลิ่ว\nหลี\nหลีก\nหลีโก\nหลีบ\nหลีฮื้อ\nหลืบ\nหลุกหลิก\nหลุด\nหลุน\nหลุบ\nหลุม\nหลุมพอ\nหลุมพี\nหลู่\nหวง\nห่วง\nห้วง\nหวด\nหวน\nห้วน\nหวย\nห้วย\nหวอ\nหวอด\nหวะ\nหวัง\nหวัด\nหวั่น\nหวันยิหวา\nหวัว\nหวัวร่อ\nหวัวเราะ\nหวา\nหว่า\nหว้า\nหวาก\nหว่าง\nหวาด\nหวาน\nหว่าน\nหวาม\nหวาย\nหวำ\nหวิด\nหวิว\nหวี\nหวี่\nหวีด\nหวือ\nหวุดหวิด\nหวูด\nหอ\nห่อ\nห้อ\nหอก\nหอง\nห้อง\nหอน\nห่อน\nหอบ\nหอม\nห้อม\nหอย\nห้อย\nหะ\nหะยี\nหะหาย\nหัก\nหัจญ์\nหัจญี\nหัช\nหัฏฐะ\nหัด\nหัต\nหัตถ์\nหัตถกรรม\nหัตถการ\nหัตถกิจ\nหัตถบาส\nหัตถพันธ์\nหัตถาภรณ์\nหัตถศาสตร์\nหัตถศิลป์\nหัตถศึกษา\nหัตถาจารย์\nหัตถินี\nหัตถี\nหัน\nหั่น\nหั้น\nหันตรา\nหับ\nหัย\nหัว\nหัวร่อ\nหัวเราะ\nหัส\nหัสดิน\nหัสดี\nหัสต์\nหัสตะ\nหา\nห่า\nห้า\nหาก\nหาง\nห่าง\nห้าง\nหาญ\nหาด\nห่าน\nหาบ\nหาม\nห่าม\nห้าม\nหาย\nหายใจ\nหายนะ\nหาร\nหารือ\nหาว\nห้าว\nหาสะ\nหำ\nห้ำ\nหิ้ง\nหิงคุ\nหิงสา\nหิงห้อย\nหิ่งห้อย\nหิ่งหาย\nหิด\nหิต\nหิตานุหิตประโยชน์\nหิน\nหิมพาน\nหิมพานต์\nหิมวัต\nหิมวันต์\nหิมวา\nหิมะ\nหิมาลัย\nหิรัญ\nหิรัญญิการ์\nหิรัญบัฏ\nหิรัณย์\nหิรัณยรัศมี\nหิริ\nหิว\nหิ้ว\nหี\nหีด\nหีนยาน\nหีบ\nหึ\nหึง\nหึ่ง\nหึงสา\nหืด\nหืน\nหื่น\nหือ\nหื้อ\nหุง\nหุน\nหุ่น\nหุ้น\nหุนหัน\nหุบ\nหุ้ม\nหุยฮา\nหู\nหู่\nหูก\nหูด\nเห\nเห่\nเหง\nเหง่ง\nเหงา\nเหง้า\nเหงื่อ\nเหงือก\nเห็จ\nเห็ด\nเหติ\nเหตุ\nเห็น\nเหน่ง\nเหนงนายพราน\nเหน็ดเหนื่อย\nเหน็บ\nเหน่อ\nเห็นอ้ม\nเหนอะ\nเหนอะหนะ\nเหน้า\nเหนาะ\nเหนียง\nเหนี่ยง\nเหนี่ยน\nเหนียม\nเหนียว\nเหนี่ยว\nเหนือ\nเหนื่อย\nเห็บ\nเหม\nเหม่\nเหม็ง\nเหม่ง\nเหม็น\nเหมวดี\nเหม่อ\nเหมันต์\nเหมันตฤดู\nเหมา\nเหมายัน\nเหมาะ\nเหมียว\nเหมี่ยว\nเหมือง\nเหมือด\nเหมือน\nเหมื่อย\nเหย\nเหยง\nเหย่อย\nเหยา\nเหย่า\nเหย้า\nเหยาะ\nเหยาะแหยะ\nเหยิง\nเหยิบ\nเหยียด\nเหยียบ\nเหยี่ยว\nเหยื่อ\nเหยือก\nเหรอ\nเหรอะ\nเหรัญญิก\nเหรา\nเหราะ\nเหรียญ\nเหล่\nเหล็ก\nเหลน\nเหลว\nเหลอ\nเหลา\nเหล่า\nเหล้า\nเหลาะแหละ\nเหลิง\nเหลิงเจิ้ง\nเหลียน\nเหลี่ยม\nเหลียว\nเหลือ\nเหลือก\nเหลือง\nเหลือบ\nเหลือม\nเหลื่อม\nเหว\nเหว่\nเหวง\nเหวย\nเหวอะ\nเหวอะหวะ\nเหวี่ยง\nเห่อ\nเหอะ\nเหะ\nเหะหะ\nเหา\nเห่า\nเหาะ\nเหิน\nเหิม\nเหี้ย\nเหียง\nเหียน\nเหี้ยน\nเหี้ยม\nเหี่ยว\nเหื่อ\nเหือด\nแห\nแห่\nแห้\nแหก\nแหง\nแหง่\nแห่ง\nแห้ง\nแหงแก๋\nแหง่ง\nแหงน\nแหน\nแห้น\nแหนง\nแหนบ\nแหนม\nแหบ\nแหม\nแหม่\nแหม่ม\nแหมะ\nแหย\nแหย่\nแหยง\nแหย่ง\nแหยม\nแหย็ม\nแหยะ\nแหล่\nแหลก\nแหล่ง\nแหลน\nแหลม\nแหละ\nแหว\nแห้ว\nแหวก\nแหว่ง\nแหวด\nแหวน\nแหวะ\nแหะ\nโห่\nโหง\nโหด\nโหน\nโหนก\nโหน่ง\nโหม\nโหม่ง\nโหมด\nโหย\nโหยกเหยก\nโหยง\nโหย่ง\nโหร\nโหรง\nโหรงเหรง\nโหรดาจารย์\nโหระพา\nโหรา\nโหราจารย์\nโหราศาสตร์\nโหล\nโหล่\nโหลงโจ้ง\nโหว\nโหว่\nโหว้\nโหวกเหวก\nโหวง\nโหวด\nโหวต\nให้\nใหญ่\nใหม่\nไห\nไห่\nไห้\nไหน\nไหม\nไหม้\nไหรณย์\nไหล\nไหล่\nไหว\nไหว้\nไหหลำ\nอก\nอกตเวทิตา\nอกตเวที\nอกตัญญุตา\nอกตัญญู\nอกนิษฐ์\nอกรณีย์\nอกรรมกริยา\nอกัปปิยวัตถุ\nอกัปปิยะ\nอกุศล\nอคติ\nอคาธ\nอโฆษะ\nองก์\nองค์\nองคชาต\nองคมนตรี\nองครักษ์\nองคาพยพ\nองคุลี\nองศ์\nองศา\nองอาจ\nองุ่น\nอจลา\nอจินตา\nอจินไตย\nอจิระ\nอเจลก\nอเจละ\nอชะ\nอชิน\nอชินี\nอชิระ\nอฏวี\nอณิ\nอณู\nอโณทัย\nอด\nอดิถี\nอดิเทพ\nอดิเรก\nอดิศร\nอดิศวร\nอดิศัย\nอดีต\nอดุล\nอดุลย์\nอติ\nอติชาต\nอติมานะ\nอติราช\nอติเรก\nอติสาร\nอถรรพเวท\nอาถรรพเวท\nอทระ\nอทินนาทาน\nอธรรม\nอธิ\nอธิกมาส\nอธิกรณ์\nอธิกวาร\nอธิกสุรทิน\nอธิการ\nอธิคม\nอธิฏฐาน\nอธิบดี\nอธิบาย\nอธิป\nอธิปไตย\nอธิมาตร\nอธิมุตติ\nอธิโมกข์\nอธิราช\nอธิวาส\nอธิวาสนะ\nอธิศีล\nอธิษฐาน\nอธึก\nอ้น\nอนงค์\nอนงคณะ\nอนงคเลขา\nอนธการ\nอนนต์\nอนยะ\nอนรรฆ\nอนรรถ\nอนล\nอนวัช\nอนัญ\nอนัตตา\nอนันต์\nอนันตริยกรรม\nอนัม\nอนาคต\nอนาคามิผล\nอนาคามิมรรค\nอนาคามี\nอนาจาร\nอนาถ\nอนาถา\nอนาทร\nอนาธิปไตย\nอนามัย\nอนามิกา\nอนารยชน\nอนารยธรรม\nอนารยะ\nอนาลัย\nอนำ\nอนิจ\nอนิจจัง\nอนิจจา\nอนิฏฐารมณ์\nอนิยต\nอนิยม\nอนิล\nอนิวรรต\nอนิวรรตน์\nอนีกะ\nอนีจะ\nอนึก\nอนึ่ง\nอนุ\nอนุกร\nอนุกรม\nอนุกรรมการ\nอนุกระเบียด\nอนุกาชาด\nอนุการ\nอนุกูล\nอนุคามิก\nอนุเคราะห์\nอนุจร\nอนุช\nอนุชน\nอนุชา\nอนุชาต\nอนุชิต\nอนุญาต\nอนุญาโตตุลาการ\nอนุตร\nอนุเถระ\nอนุทิน\nอนุบท\nอนุบาล\nอนุประโยค\nอนุปริญญา\nอนุปสัมบัน\nอนุปัสนา\nอนุพงศ์\nอนุพัทธ์\nอนุพันธ์\nอนุโพธ\nอนุภรรยา\nอนุภริยา\nอนุภาค\nอนุภาษ\nอนุมัติ\nอนุมาตรา\nอนุมาน\nอนุมูล\nอนุโมทนา\nอนุโยค\nอนุรักษ์\nอนุรักษนิยม\nอนุราช\nอนุราธ\nอนุราธะ\nอนุราธา\nอนุรูป\nอนุโลม\nอนุวงศ์\nอนุวรรตน์\nอนุวัต\nอนุวัตน์\nอนุวัตร\nอนุวัติ\nอนุวาต\nอนุศาสก\nอนุศาสน์\nอนุศาสนาจารย์\nอนุศิษฏ์\nอนุสติ\nอนุสนธิ\nอนุสร\nอนุสรณ์\nอนุสัญญา\nอนุสัย\nอนุสาวรีย์\nอนุสาสนี\nอเนก\nอเนกคุณ\nอเนกรรถประโยค\nอเนจอนาถ\nอโนชา\nอโนดาต\nอบ\nอบเชย\nอบาย\nอปจายนธรรม\nอปจายนมัย\nอปมงคล\nอปยศ\nอประไมย\nอปรัณณชาติ\nอปรา\nอปราชัย\nอปราชิต\nอปริมาณ\nอปลักษณ์\nอปโลกน์\nอปวาท\nอเปหิ\nอพพะ\nอพยพ\nอภัพ\nอภัย\nอภิ\nอภิฆาต\nอภิชฌา\nอภิชน\nอภิชนาธิปไตย\nอภิชัย\nอภิชาต\nอภิชิต\nอภิญญา\nอภิญญาณ\nอภิธรรม\nอภิธาน\nอภิไธย\nอภินันท์\nอภินันทนาการ\nอภินัย\nอภินิหาร\nอภิเนษกรมณ์\nอภิบาล\nอภิปรัชญา\nอภิปราย\nอภิมหาอำนาจ\nอภิมานะ\nอภิมุข\nอภิรดี\nอภิรติ\nอภิรมย์\nอภิรักษ์\nอภิราม\nอภิรุต\nอภิรุม\nอภิรูป\nอภิลักขิต\nอภิลักขิตสมัย\nอภิเลปน์\nอภิวันท์\nอภิวาท\nอภิวาทน์\nอภิเษก\nอภิสมโพธิ\nอภิสมัย\nอภิสมาจาร\nอภิสัมโพธิ\nอภิสัมโพธิญาณ\nอภิสิต\nอภิสิทธิ์\nอภูตะ\nอม\nอมพะนำ\nอ้ม\nอมตธรรม\nอมตบท\nอมตะ\nอมนุษย์\nอมร\nอมรา\nอมราวดี\nอมรินทร์\nอมเรนทร์\nอมเรศ\nอมฤต\nอมัตร\nอมาตย์\nอมาวสี\nอมาวสุ\nอมาวาสี\nอมิตร\nอเมริกัน\nอย่า\nอยาก\nอย่าง\nอยุทธ์\nอยู่\nอร\nอรชร\nอรชุน\nอรดี\nอรติ\nอรทัย\nอรไท\nอรนุช\nอรพินท์\nอรพิม\nอรรค\nอรรฆ\nอรรฆย์\nอรรจน์\nอรรณพ\nอรรถ\nอรรถกถา\nอรรถกถาจารย์\nอรรถาธิบาย\nอรรธ\nอรสุม\nอรหะ\nอรหัง\nอรหัต\nอรหัตผล\nอรหัตมรรค\nอรหัน\nอรหันต์\nอรหันตฆาต\nอร่อย\nอรัญ\nอรัญญิก\nอรัญวาส\nอรัญวาสี\nอรัณย์\nอราดี\nอร่าม\nอริ\nอรินทร์\nอริน\nอริยกะ\nอริยทรัพย์\nอริยบุคคล\nอริยผล\nอริยมรรค\nอริยสั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nอำพล\nอำพะนำ\nอำพัน\nอำไพ\nอำเภอ\nอำมร\nอำมฤคโชค\nอำมฤต\nอำมหิต\nอำมาตย์\nอำมาตยาธิปไตย\nอำยวน\nอำรุง\nอำลา\nอำอวม\nอ้ำอึ้ง\nอิก\nอิง\nอิงค์\nอิงอร\nอิจฉา\nอิฉัน\nอิชยา\nอิฏฐารมณ์\nอิฐ\nอิฐผล\nอิด\nอิตถี\nอิตเทรียม\nอิตเทอร์เบียม\nอิติวุตตกะ\nอิทธิ\nอิน\nอินซูลิน\nอินเดีย\nอินเดียนแดง\nอินเดียม\nอินท์\nอินทขีล\nอินทนิล\nอินทผลัม\nอินทร์\nอินทรธนู\nอินทรวงศ์\nอินทรวิเชียร\nอินทรศักดิ์\nอินทราณี\nอินทราภิเษก\nอินทรายุธ\nอินทรี\nอินทรีย์\nอินทรียสังวร\nอินทีวร\nอินทุ\nอินฟราเรด\nอินัง\nอิ่ม\nอิมัลชัน\nอิริเดียม\nอิริยา\nอิริยาบถ\nอิรุพเพท\nอิเล็กตรอน\nอิเล็กทรอนิกส์\nอิเล็กโทน\nอิศร\nอิศวร\nอิษฏ์\nอิษฏี\nอิส\nอิสตรี\nอิสัตรี\nอิสรภาพ\nอิสระ\nอิสริยยศ\nอิสริยะ\nอิสริยาภรณ์\nอิสลาม\nอิสสา\nอิสิ\nอิสี\nอิหม่าม\nอิหลักอิเหลื่อ\nอี\nอี่\nอี้\nอี๊\nอี๋\nอี๋อ๋อ\nอีก\nอีก้อ\nอีก๋อย\nอีโก้ง\nอีจู้\nอี๊ด\nอีเต้อ\nอีโต้\nอีทุบ\nอีเทอร์\nอีนุงตุงนัง\nอีนูน\nอีโน\nอีแปะ\nอีโปง\nอีเพา\nอีมู\nอีรม\nอีลุ้ม\nอีลุ่ยฉุยแฉก\nอีเลิ้ง\nอีศ\nอีศวร\nอีส\nอีสาน\nอีสุกอีใส\nอีหรอบ\nอีหลักอีเหลื่อ\nอีหลี\nอีหลุกขลุกขลัก\nอีหลุกขลุกขลุ่ย\nอีเห็น\nอีเหน็บ\nอีเหนียว\nอีเหละเขละขละ\nอีเหละเขะขะ\nอีโหน่อีเหน่\nอีโหลกโขลกเขลก\nอีแอ่น\nอึ\nอึก\nอึ้ก\nอึ๊ก\nอึกทึก\nอึกอัก\nอึง\nอึ่ง\nอึ้ง\nอึด\nอึดตะปือ\nอึ้ดทึ่ด\nอึน\nอืด\nอื่น\nอื้น\nอือ\nอื้อ\nอื้อฮือ\nอุ\nอุก\nอุกกา\nอุกกาบาต\nอุกฤษฏ์\nอุกลาบาต\nอุค\nอุคระ\nอุคหนิมิต\nอุโฆษ\nอุ้ง\nอุจ\nอุจจาระ\nอุจฉุ\nอุจเฉท\nอุจเฉททิฐิ\nอุจาด\nอุชุ\nอุฏฐาการ\nอุณหภูมิ\nอุณหะ\nอุณหาหาร\nอุณหิส\nอุณา\nอุณาโลม\nอุด\nอุดเตา\nอุดม\nอุดมการณ์\nอุดมคติ\nอุดมศึกษา\nอุดร\nอุดหนุน\nอุตดม\nอุตตมะ\nอุตมภาพ\nอุตมางค์\nอุตดร\nอุตรกุรุทวีป\nอุตตรายัน\nอุตรนิกาย\nอุตรผลคุนี\nอุตตรผลคุนี\nอุตรภัทรบท\nอุตตรภัทรบท\nอุตตรภัททะ\nอุตราภิมุข\nอุตราวรรต\nอุตราวัฏ\nอุตราษาฒ\nอุตตราสาฬหะ\nอุตราสงค์\nอุตตานภาพ\nอุตพิด\nอุตรา\nอุตริ\nอุตริมนุสธรรม\nอุตลุด\nอุตส่าห์\nอุตสาหกรรม\nอุตสาหะ\nอุตุ\nอุตุนิยม\nอุตุนิยมวิทยา\nอุทก\nอุทกธาร\nอุทกธารา\nอุทกภัย\nอุทกวิทยา\nอุทกศาสตร์\nอุทธรณ์\nอุทธัจ\nอุทยาน\nอุทร\nอุทริยะ\nอุทลุม\nอุทัช\nอุทัย\nอุทาน\nอุทาร\nอุทาหรณ์\nอุทิศ\nอุทุมพร\nอุเทศ\nอุเทสิกเจดีย์\nอุธัจ\nอุ่น\nอุบ\nอุบล\nอุบะ\nอุบ๊ะ\nอุบัติ\nอุบาท\nอุบาทว์\nอุบาย\nอุบาสก\nอุบาสิกา\nอุเบกขา\nอุโบสถ\nอุปกรณ์\nอุปกรม\nอุปการ\nอุปการะ\nอุปการี\nอุปกิเลส\nอุปจาร\nอุปถัมภ์\nอุปถัมภก\nอุปทม\nอุปทูต\nอุปเทศ\nอุปเท่ห์\nอุปธิ\nอุปนัย\nอุปนิกขิต\nอุปนิษัท\nอุปนิสัย\nอุปบัติ\nอุปปาติกะ\nอุปพัทธ์\nอุปพันธ์\nอุปโภค\nอุปมา\nอุปมาน\nอุปไมย\nอุปยุวราช\nอุปรากร\nอุปราคา\nอุปราช\nอุปริ\nอุปริมปริยาย\nอุปโลกน์\nอุปเวท\nอุปสมบท\nอุปสมบัน\nอุปสัมบัน\nอุปสรรค\nอุปสัมปทา\nอุปฮาด\nอุปัชฌาย์\nอุปัชฌายวัตร\nอุปัชฌายะ\nอุปัฏฐาก\nอุปัฏฐานะ\nอุปัทวะ\nอุปัทวันตราย\nอุปาทาน\nอุปาหนา\nอุภัย\nอุ้ม\nอุมงค์\nอุโมงค์\nอุย\nอุ่ย\nอุ้ย\nอุ๊ย\nอุยยาน\nอุยยาม\nอุรณะ\nอุรพี\nอุระ\nอุรังอุตัง\nอุรัจฉัท\nอุรัจฉทะ\nอุรา\nอุรุ\nอุไร\nอุลกมณี\nอุลโลจ\nอุลามก\nอุลิด\nอุโลก\nอุแว้\nอุษณกร\nอุษณกาล\nอุษณรัศมี\nอุษณรุจี\nอุษณาการ\nอุษณีษ์\nอุษมะ\nอุษมัน\nอุษา\nอุษาโยค\nอุสภ\nอุสส่าห์\nอุสสาหะ\nอุสา\nอุสุ\nอุสุภ\nอุสุภราช\nอุสุม\nอุหรับ\nอุหลบ\nอุเหม่\nอุฬาร\nอู\nอู่\nอู้\nอูฐ\nอูด\nอูม\nอูย\nอูรุ\nอู๋อี๋\nเอ\nเอ้\nเอ๊\nเอก\nเอกเขนก\nเอกซเรย์\nเอกรรถประโยค\nเอกัคตา\nเอกังสพยากรณ์\nเอกังสวาที\nเอกา\nเอ้กา\nเอกาธิปไตย\nเอเคอร์\nเอง\nเอ็ง\nเอ๋ง\nเอ็ด\nเอ็ดตะโร\nเอดส์\nเอตทัคคะ\nเอ้เต\nเอทิล\nเอน\nเอ็น\nเอนไซม์\nเอ็นดู\nเอ็นอ่อน\nเอม\nเอ็มบริโอ\nเอย\nเอ่ย\nเอ๊ย\nเอ๋ย\nเอร็ดอร่อย\nเอราวัณ\nเอว\nเอ๊ว\nเอวัง\nเอฬกะ\nเอฬา\nเออ\nเอ่อ\nเออร์เบียม\nเอ้อระเหย\nเอ้อเร้อ\nเอ้อเฮอ\nเอ๊ะ\nเอะใจ\nเอะอะ\nเอะอะมะเทิ่ง\nเอา\nเอาทาร\nเอาทารย์\nเอารส\nเอาฬาร\nเอาะลาย\nเอิก\nเอิกเกริก\nเอิ้น\nเอิบ\nเอียง\nเอี้ยง\nเอียด\nเอี๊ยด\nเอียน\nเอี่ยน\nเอี่ยม\nเอี๊ยม\nเอี้ยมจุ๊น\nเอี้ยมเฟี้ยม\nเอี่ยว\nเอี้ยว\nเอื้อ\nเอื๊อก\nเอื้อง\nเอือด\nเอือน\nเอื้อน\nเอือม\nเอื้อม\nเอื่อย\nเอื้อย\nแอ\nแอ้\nแอ๋\nแอก\nแอกทิเนียม\nแอ่ง\nแอ้งแม้ง\nแอด\nแอ้ด\nแอ๊ด\nแอ่น\nแอนติเจน\nแอนติบอดี\nแอนติอิเล็กตรอน\nแอโนด\nแอบ\nแอม\nแอ้ม\nแอมแปร์\nแอมมิเตอร์\nแอมโมเนีย\nแอร่ม\nแอลกอฮอล์\nแอลฟา\nแอว\nแอ่ว\nแอ้วแซ่ว\nแอสทาทีน\nแอสไพริน\nแอสฟัลต์\nแอหนัง\nแออัด\nโอ\nโอ่\nโอ้\nโอ๋\nโอก\nโอ้ก\nโอ้กอ้าก\nโอ๊ก\nโอกาส\nโอฆชล\nโอฆสงสาร\nโอฆะ\nโอ่ง\nโองการ\nโองโขดง\nโอชะ\nโอชา\nโอโซน\nโอฐ\nโอด\nโอ๊ต\nโอตตัปปะ\nโอทนะ\nโอน\nโอบ\nโอปปาติกะ\nโอภา\nโอภาส\nโอม\nโอย\nโอ๊ย\nโอรส\nโอละพ่อ\nโอลิมปิก\nโอวาท\nโอษฐ์\nโอษฐชะ\nโอษฐภัย\nโอสถ\nโอห์ม\nโอหัง\nโอฬาร\nโอฬาริก\nโอฬารึก\nโอ้เอ้\nโอเอซิส\nโอ้โฮ\nไอ\nไอ้\nไอโซโทป\nไอน์สไตเนียม\nไอยรา\nไอยเรศ\nไอราพต\nไอราวัณ\nไอราวัต\nไอศกรีม\nไอศวรรย์\nไอศุริยสมบัติ\nไอศูรย์\nไอออน\nไอโอดีน\nฮกเกี้ยน\nฮด\nฮวงซุ้ย\nฮวน\nฮ้วนหมู\nฮวบ\nฮ่อ\nฮ้อ\nฮอกกี้\nฮอด\nฮ่อม\nฮ่อยจ๊อ\nฮอร์โมน\nฮอลแลนด์\nฮอลันดา\nฮะ\nฮะเบส\nฮะเรีย\nฮัก\nฮังเล\nฮัจญ์\nฮัจญะฮ์\nฮัจญี\nฮั่น\nฮั้ว\nฮา\nฮ้า\nฮ่างหลวง\nฮาจญ์\nฮาม\nฮาเร็ม\nฮาห์เนียม\nฮิจเราะห์\nฮินดู\nฮิปโปโปเตมัส\nฮิสทีเรีย\nฮีเลียม\nฮึ\nฮึก\nฮึด\nฮึดฮัด\nฮึ่ม\nฮึย\nฮึ่ย\nฮืดฮาด\nฮือ\nฮื่อ\nฮื้อ\nฮื้อฉี่\nฮุด\nฮุบ\nฮุยเลฮุย\nฮู้\nฮูก\nฮูม\nเฮ\nเฮฮา\nเฮกตาร์\nเฮกโตกรัม\nเฮกโตเมตร\nเฮกโตลิตร\nเฮง\nเฮ็ด\nเฮโมโกลบิน\nเฮย\nเฮ่ย\nเฮ้ย\nเฮโรอีน\nเฮลิคอปเตอร์\nเฮโล\nเฮละโล\nเฮ้ว\nเฮอ\nเฮ่อ\nเฮ้อ\nเฮอริเคน\nเฮิรตซ์\nเฮี้ยน\nเฮี้ยบ\nเฮี้ยว\nเฮือก\nเฮือน\nแฮ\nแฮ่\nแฮก\nแฮ่กึ๊น\nแฮนด์บอล\nแฮฟเนียม\nแฮม\nแฮะ\nโฮ\nโฮก\nโฮ่ง\nโฮ้ง\nโฮเต็ล\nโฮลเมียม\nโฮะ\nไฮ้\nไฮโกรมิเตอร์\nไฮดรา\nไฮโดร\nไฮโดรคาร์บอน\nไฮโดรเจน\nไฮโดรมิเตอร์\nไฮไฟ\nไฮโล\nไฮฮี\n"
+              .split(/[\r\n]+/)
+              .filter(function (w) {
+                return w.length > 1;
+              })
+      this.addWords(words, false)
+    }
+    if(finalize){
+      this.finalizeDict();
+    }
+  },
+
+  dictSeek: function (l, r, ch, strOffset, pos) {
+    var ans = null;
+    while (l <= r) {
+      var m = Math.floor((l + r) / 2),
+        dict_item = this.dict[m],
+        len = dict_item.length;
+      if (len <= strOffset) {
+        l = m + 1;
+      } else {
+        var ch_ = dict_item[strOffset];
+        if (ch_ < ch) {
+          l = m + 1;
+        } else if (ch_ > ch) {
+          r = m - 1;
+        } else {
+          ans = m;
+          if (pos == LEFT) {
+            r = m - 1;
+          } else {
+            l = m + 1;
+          }
+        }
+      }
+    }
+    return ans;
+  },
+
+  isFinal: function (acceptor) {
+    return this.dict[acceptor.l].length == acceptor.strOffset;
+  },
+
+  createAcceptor: function () {
+    return {
+      l: 0,
+      r: this.dict.length - 1,
+      strOffset: 0,
+      isFinal: false,
+      dict: this,
+      transit: function (ch) {
+        return this.dict.transit(this, ch);
+      },
+      isError: false,
+      tag: "DICT",
+      w: 1,
+      type: "DICT"
+    };
+  },
+
+  transit: function (acceptor, ch) {
+    var l = this.dictSeek(acceptor.l,
+      acceptor.r,
+      ch,
+      acceptor.strOffset,
+      LEFT);
+    if (l !== null) {
+      var r = this.dictSeek(l,
+        acceptor.r,
+        ch,
+        acceptor.strOffset,
+        RIGHT);
+      acceptor.l = l;
+      acceptor.r = r;
+      acceptor.strOffset++;
+      acceptor.isFinal = this.isFinal(acceptor);
+    } else {
+      acceptor.isError = true;
+    }
+    return acceptor;
+  },
+
+  sortuniq: function(a){
+    return a.sort().filter(function(item, pos, arr){
+      return !pos || item != arr[pos - 1];
+    })
+  },
+
+  flatten: function(a){
+    //[[1,2],[3]] -> [1,2,3]
+    return [].concat.apply([], a);
+  }
+};
+module.exports = WordcutDict;
+
+}).call(this,"/dist/tmp")
+},{"glob":16,"path":22}],3:[function(require,module,exports){
+var WordRule = {
+  createAcceptor: function(tag) {
+    if (tag["WORD_RULE"])
+      return null;
+
+    return {strOffset: 0,
+            isFinal: false,
+            transit: function(ch) {
+              var lch = ch.toLowerCase();
+              if (lch >= "a" && lch <= "z") {
+                this.isFinal = true;
+                this.strOffset++;
+              } else {
+                this.isError = true;
+              }
+              return this;
+            },
+            isError: false,
+            tag: "WORD_RULE",
+            type: "WORD_RULE",
+            w: 1};
+  }
+};
+
+var NumberRule = {
+  createAcceptor: function(tag) {
+    if (tag["NUMBER_RULE"])
+      return null;
+
+    return {strOffset: 0,
+            isFinal: false,
+            transit: function(ch) {
+              if (ch >= "0" && ch <= "9") {
+                this.isFinal = true;
+                this.strOffset++;
+              } else {
+                this.isError = true;
+              }
+              return this;
+            },
+            isError: false,
+            tag: "NUMBER_RULE",
+            type: "NUMBER_RULE",
+            w: 1};
+  }
+};
+
+var SpaceRule = {
+  tag: "SPACE_RULE",
+  createAcceptor: function(tag) {
+
+    if (tag["SPACE_RULE"])
+      return null;
+
+    return {strOffset: 0,
+            isFinal: false,
+            transit: function(ch) {
+              if (ch == " " || ch == "\t" || ch == "\r" || ch == "\n" ||
+                  ch == "\u00A0" || ch=="\u2003"//nbsp and emsp
+                 ) {
+                this.isFinal = true;
+                this.strOffset++;
+              } else {
+                this.isError = true;
+              }
+              return this;
+            },
+            isError: false,
+            tag: SpaceRule.tag,
+            w: 1,
+            type: "SPACE_RULE"};
+  }
+}
+
+var SingleSymbolRule = {
+  tag: "SINSYM",
+  createAcceptor: function(tag) {
+    return {strOffset: 0,
+            isFinal: false,
+            transit: function(ch) {
+              if (this.strOffset == 0 && ch.match(/^[\@\(\)\/\,\-\."`]$/)) {
+                this.isFinal = true;
+                this.strOffset++;
+              } else {
+                this.isError = true;
+              }
+              return this;
+            },
+            isError: false,
+            tag: "SINSYM",
+            w: 1,
+            type: "SINSYM"};
+  }
+}
+
+
+var LatinRules = [WordRule, SpaceRule, SingleSymbolRule, NumberRule];
+
+module.exports = LatinRules;
+
+},{}],4:[function(require,module,exports){
+var _ = require("underscore")
+  , WordcutCore = require("./wordcut_core");
+var PathInfoBuilder = {
+
+  /*
+    buildByPartAcceptors: function(path, acceptors, i) {
+    var 
+    var genInfos = partAcceptors.reduce(function(genInfos, acceptor) {
+      
+    }, []);
+    
+    return genInfos;
+  } 
+  */
+
+  buildByAcceptors: function(path, finalAcceptors, i) {
+    var self = this;
+    var infos = finalAcceptors.map(function(acceptor) {
+      var p = i - acceptor.strOffset + 1
+        , _info = path[p];            
+      
+      var info = {p: p, 
+                  mw: _info.mw + (acceptor.mw === undefined ? 0 : acceptor.mw),
+                  w: acceptor.w + _info.w,
+                  unk: (acceptor.unk ? acceptor.unk : 0) + _info.unk, 
+                  type: acceptor.type};
+
+      if (acceptor.type == "PART") {
+        for(var j = p + 1; j <= i; j++) {
+          path[j].merge = p;
+        }
+        info.merge = p;
+      }
+
+      return info;
+    });
+    return infos.filter(function(info) { return info; });
+  },
+  
+  fallback: function(path, leftBoundary, text, i) {
+    var _info = path[leftBoundary];
+    if (text[i].match(/[\u0E48-\u0E4E]/)) {
+      if (leftBoundary != 0) 
+        leftBoundary = path[leftBoundary].p;
+      return {p: leftBoundary,
+              mw: 0,
+              w: 1 + _info.w,
+              unk: 1 + _info.unk,
+              type: "UNK"};      
+/*    } else if(leftBoundary > 0 && path[leftBoundary].type !== "UNK") {
+      leftBoundary = path[leftBoundary].p;
+      return {p: leftBoundary,
+              w: 1 + _info.w,
+              unk: 1 + _info.unk,
+              type: "UNK"};            */
+    } else {      
+      return {p: leftBoundary,
+              mw: _info.mw,
+              w: 1 + _info.w,
+              unk: 1 + _info.unk,
+              type: "UNK"};
+    }
+  },
+  
+  build: function(path, finalAcceptors, i, leftBoundary, text) {
+    var basicPathInfos = this.buildByAcceptors(path, finalAcceptors, i);
+    if (basicPathInfos.length > 0) {
+      return basicPathInfos;
+    } else {
+      return [this.fallback(path, leftBoundary, text, i)];
+    }
+  }
+};
+
+module.exports = function() {
+  return _.clone(PathInfoBuilder);
+}
+
+},{"./wordcut_core":8,"underscore":25}],5:[function(require,module,exports){
+var _ = require("underscore");
+
+
+var PathSelector = {
+  selectPath: function(paths) {
+    var path = paths.reduce(function(selectedPath, path) {
+      if (selectedPath == null) {        
+        return path;
+      } else {
+        if (path.unk < selectedPath.unk) 
+          return path;        
+        if (path.unk == selectedPath.unk) {
+          if (path.mw < selectedPath.mw)
+            return path
+          if (path.mw == selectedPath.mw) {
+            if (path.w < selectedPath.w) 
+              return path;
+          }
+        }
+        return selectedPath;
+      }
+    }, null);
+    return path;
+  },
+  
+  createPath: function() {
+    return [{p:null, w:0, unk:0, type: "INIT", mw:0}];
+  }
+};
+
+module.exports = function() {
+  return _.clone(PathSelector);
+};
+
+},{"underscore":25}],6:[function(require,module,exports){
+function isMatch(pat, offset, ch) {
+  if (pat.length <= offset)
+    return false;
+  var _ch = pat[offset];
+  return _ch == ch ||
+         (_ch.match(/[กข]/) && ch.match(/[ก-ฮ]/)) ||
+         (_ch.match(/[มบ]/) && ch.match(/[ก-ฮ]/)) ||
+         (_ch.match(/\u0E49/) && ch.match(/[\u0E48-\u0E4B]/));
+}
+
+var Rule0 = {
+  pat: "เหก็ม",
+  createAcceptor: function(tag) {
+    return {strOffset: 0,
+            isFinal: false,
+            transit: function(ch) {
+              if (isMatch(Rule0.pat, this.strOffset,ch)) {                 
+                this.isFinal = (this.strOffset + 1 == Rule0.pat.length);                
+                this.strOffset++;
+              } else {              
+                this.isError = true;             
+              }
+              return this;
+            },
+            isError: false,
+            tag: "THAI_RULE",
+            type: "THAI_RULE", 
+            w: 1};                        
+  }
+};
+
+var PartRule = {
+  createAcceptor: function(tag) {
+    return {strOffset: 0,
+            patterns: [
+              "แก", "เก", "ก้", "กก์", "กา", "กี", "กิ", "กืก"  
+            ],
+            isFinal: false,
+            transit: function(ch) {
+              var offset = this.strOffset;
+              this.patterns = this.patterns.filter(function(pat) {
+                return isMatch(pat, offset, ch);
+              });
+              
+              if (this.patterns.length > 0) {
+                var len = 1 + offset;
+                this.isFinal = this.patterns.some(function(pat) {
+                  return pat.length == len; 
+                });
+                this.strOffset++;
+              } else {              
+                this.isError = true;             
+              }
+              return this;
+            },
+            isError: false,
+            tag: "PART",
+            type: "PART", 
+            unk: 1,
+            w: 1};                        
+  }
+};
+
+var ThaiRules = [Rule0, PartRule];
+
+module.exports = ThaiRules;
+
+},{}],7:[function(require,module,exports){
+var sys = require("sys")
+  , WordcutDict = require("./dict")
+  , WordcutCore = require("./wordcut_core")
+  , PathInfoBuilder = require("./path_info_builder")
+  , PathSelector = require("./path_selector")
+  , Acceptors = require("./acceptors")
+  , latinRules = require("./latin_rules")
+  , thaiRules = require("./thai_rules")
+  , _ = require("underscore");
+
+
+var Wordcut = Object.create(WordcutCore);
+Wordcut.defaultPathInfoBuilder = PathInfoBuilder;
+Wordcut.defaultPathSelector = PathSelector;
+Wordcut.defaultAcceptors = Acceptors;
+Wordcut.defaultLatinRules = latinRules;
+Wordcut.defaultThaiRules = thaiRules;
+Wordcut.defaultDict = WordcutDict;
+
+
+Wordcut.initNoDict = function(dict_path) {
+  var self = this;
+  self.pathInfoBuilder = new self.defaultPathInfoBuilder;
+  self.pathSelector = new self.defaultPathSelector;
+  self.acceptors = new self.defaultAcceptors;
+  self.defaultLatinRules.forEach(function(rule) {
+    self.acceptors.creators.push(rule);
+  });
+  self.defaultThaiRules.forEach(function(rule) {
+    self.acceptors.creators.push(rule);
+  });
+};
+
+Wordcut.init = function(dict_path, withDefault, additionalWords) {
+  withDefault = withDefault || false;
+  this.initNoDict();
+  var dict = _.clone(this.defaultDict);
+  dict.init(dict_path, withDefault, additionalWords);
+  this.acceptors.creators.push(dict);
+};
+
+module.exports = Wordcut;
+
+},{"./acceptors":1,"./dict":2,"./latin_rules":3,"./path_info_builder":4,"./path_selector":5,"./thai_rules":6,"./wordcut_core":8,"sys":28,"underscore":25}],8:[function(require,module,exports){
+var WordcutCore = {
+
+  buildPath: function(text) {
+    var self = this
+      , path = self.pathSelector.createPath()
+      , leftBoundary = 0;
+    self.acceptors.reset();
+    for (var i = 0; i < text.length; i++) {
+      var ch = text[i];
+      self.acceptors.transit(ch);
+
+      var possiblePathInfos = self
+        .pathInfoBuilder
+        .build(path,
+               self.acceptors.getFinalAcceptors(),
+               i,
+               leftBoundary,
+               text);
+      var selectedPath = self.pathSelector.selectPath(possiblePathInfos)
+
+      path.push(selectedPath);
+      if (selectedPath.type !== "UNK") {
+        leftBoundary = i;
+      }
+    }
+    return path;
+  },
+
+  pathToRanges: function(path) {
+    var e = path.length - 1
+     , ranges = [];
+
+    while (e > 0) {
+      var info = path[e]
+       , s = info.p;
+
+      if (info.merge !== undefined && ranges.length > 0) {
+        var r = ranges[ranges.length - 1];
+        r.s = info.merge;
+        s = r.s;
+      } else {
+        ranges.push({s:s, e:e});
+      }
+      e = s;
+    }
+    return ranges.reverse();
+  },
+
+  rangesToText: function(text, ranges, delimiter) {
+    return ranges.map(function(r) {
+      return text.substring(r.s, r.e);
+    }).join(delimiter);
+  },
+
+  cut: function(text, delimiter) {
+    var path = this.buildPath(text)
+      , ranges = this.pathToRanges(path);
+    return this
+      .rangesToText(text, ranges,
+                    (delimiter === undefined ? "|" : delimiter));
+  },
+
+  cutIntoRanges: function(text, noText) {
+    var path = this.buildPath(text)
+      , ranges = this.pathToRanges(path);
+
+    if (!noText) {
+      ranges.forEach(function(r) {
+        r.text = text.substring(r.s, r.e);
+      });
+    }
+    return ranges;
+  },
+
+  cutIntoArray: function(text) {
+    var path = this.buildPath(text)
+      , ranges = this.pathToRanges(path);
+    
+    return ranges.map(function(r) {
+      return text.substring(r.s, r.e)
+    });
+  }
+};
+
+module.exports = WordcutCore;
+
+},{}],9:[function(require,module,exports){
+// http://wiki.commonjs.org/wiki/Unit_Testing/1.0
+//
+// THIS IS NOT TESTED NOR LIKELY TO WORK OUTSIDE V8!
+//
+// Originally from narwhal.js (http://narwhaljs.org)
+// Copyright (c) 2009 Thomas Robinson <280north.com>
+//
+// Permission is hereby granted, free of charge, to any person obtaining a copy
+// of this software and associated documentation files (the 'Software'), to
+// deal in the Software without restriction, including without limitation the
+// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+// sell copies of the Software, and to permit persons to whom the Software is
+// furnished to do so, subject to the following conditions:
+//
+// The above copyright notice and this permission notice shall be included in
+// all copies or substantial portions of the Software.
+//
+// THE SOFTWARE IS PROVIDED 'AS IS', WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+// AUTHORS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN
+// ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION
+// WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
+
+// when used in node, this will actually load the util module we depend on
+// versus loading the builtin util module as happens otherwise
+// this is a bug in node module loading as far as I am concerned
+var util = require('util/');
+
+var pSlice = Array.prototype.slice;
+var hasOwn = Object.prototype.hasOwnProperty;
+
+// 1. The assert module provides functions that throw
+// AssertionError's when particular conditions are not met. The
+// assert module must conform to the following interface.
+
+var assert = module.exports = ok;
+
+// 2. The AssertionError is defined in assert.
+// new assert.AssertionError({ message: message,
+//                             actual: actual,
+//                             expected: expected })
+
+assert.AssertionError = function AssertionError(options) {
+  this.name = 'AssertionError';
+  this.actual = options.actual;
+  this.expected = options.expected;
+  this.operator = options.operator;
+  if (options.message) {
+    this.message = options.message;
+    this.generatedMessage = false;
+  } else {
+    this.message = getMessage(this);
+    this.generatedMessage = true;
+  }
+  var stackStartFunction = options.stackStartFunction || fail;
+
+  if (Error.captureStackTrace) {
+    Error.captureStackTrace(this, stackStartFunction);
+  }
+  else {
+    // non v8 browsers so we can have a stacktrace
+    var err = new Error();
+    if (err.stack) {
+      var out = err.stack;
+
+      // try to strip useless frames
+      var fn_name = stackStartFunction.name;
+      var idx = out.indexOf('\n' + fn_name);
+      if (idx >= 0) {
+        // once we have located the function frame
+        // we need to strip out everything before it (and its line)
+        var next_line = out.indexOf('\n', idx + 1);
+        out = out.substring(next_line + 1);
+      }
+
+      this.stack = out;
+    }
+  }
+};
+
+// assert.AssertionError instanceof Error
+util.inherits(assert.AssertionError, Error);
+
+function replacer(key, value) {
+  if (util.isUndefined(value)) {
+    return '' + value;
+  }
+  if (util.isNumber(value) && !isFinite(value)) {
+    return value.toString();
+  }
+  if (util.isFunction(value) || util.isRegExp(value)) {
+    return value.toString();
+  }
+  return value;
+}
+
+function truncate(s, n) {
+  if (util.isString(s)) {
+    return s.length < n ? s : s.slice(0, n);
+  } else {
+    return s;
+  }
+}
+
+function getMessage(self) {
+  return truncate(JSON.stringify(self.actual, replacer), 128) + ' ' +
+         self.operator + ' ' +
+         truncate(JSON.stringify(self.expected, replacer), 128);
+}
+
+// At present only the three keys mentioned above are used and
+// understood by the spec. Implementations or sub modules can pass
+// other keys to the AssertionError's constructor - they will be
+// ignored.
+
+// 3. All of the following functions must throw an AssertionError
+// when a corresponding condition is not met, with a message that
+// may be undefined if not provided.  All assertion methods provide
+// both the actual and expected values to the assertion error for
+// display purposes.
+
+function fail(actual, expected, message, operator, stackStartFunction) {
+  throw new assert.AssertionError({
+    message: message,
+    actual: actual,
+    expected: expected,
+    operator: operator,
+    stackStartFunction: stackStartFunction
+  });
+}
+
+// EXTENSION! allows for well behaved errors defined elsewhere.
+assert.fail = fail;
+
+// 4. Pure assertion tests whether a value is truthy, as determined
+// by !!guard.
+// assert.ok(guard, message_opt);
+// This statement is equivalent to assert.equal(true, !!guard,
+// message_opt);. To test strictly for the value true, use
+// assert.strictEqual(true, guard, message_opt);.
+
+function ok(value, message) {
+  if (!value) fail(value, true, message, '==', assert.ok);
+}
+assert.ok = ok;
+
+// 5. The equality assertion tests shallow, coercive equality with
+// ==.
+// assert.equal(actual, expected, message_opt);
+
+assert.equal = function equal(actual, expected, message) {
+  if (actual != expected) fail(actual, expected, message, '==', assert.equal);
+};
+
+// 6. The non-equality assertion tests for whether two objects are not equal
+// with != assert.notEqual(actual, expected, message_opt);
+
+assert.notEqual = function notEqual(actual, expected, message) {
+  if (actual == expected) {
+    fail(actual, expected, message, '!=', assert.notEqual);
+  }
+};
+
+// 7. The equivalence assertion tests a deep equality relation.
+// assert.deepEqual(actual, expected, message_opt);
+
+assert.deepEqual = function deepEqual(actual, expected, message) {
+  if (!_deepEqual(actual, expected)) {
+    fail(actual, expected, message, 'deepEqual', assert.deepEqual);
+  }
+};
+
+function _deepEqual(actual, expected) {
+  // 7.1. All identical values are equivalent, as determined by ===.
+  if (actual === expected) {
+    return true;
+
+  } else if (util.isBuffer(actual) && util.isBuffer(expected)) {
+    if (actual.length != expected.length) return false;
+
+    for (var i = 0; i < actual.length; i++) {
+      if (actual[i] !== expected[i]) return false;
+    }
+
+    return true;
+
+  // 7.2. If the expected value is a Date object, the actual value is
+  // equivalent if it is also a Date object that refers to the same time.
+  } else if (util.isDate(actual) && util.isDate(expected)) {
+    return actual.getTime() === expected.getTime();
+
+  // 7.3 If the expected value is a RegExp object, the actual value is
+  // equivalent if it is also a RegExp object with the same source and
+  // properties (`global`, `multiline`, `lastIndex`, `ignoreCase`).
+  } else if (util.isRegExp(actual) && util.isRegExp(expected)) {
+    return actual.source === expected.source &&
+           actual.global === expected.global &&
+           actual.multiline === expected.multiline &&
+           actual.lastIndex === expected.lastIndex &&
+           actual.ignoreCase === expected.ignoreCase;
+
+  // 7.4. Other pairs that do not both pass typeof value == 'object',
+  // equivalence is determined by ==.
+  } else if (!util.isObject(actual) && !util.isObject(expected)) {
+    return actual == expected;
+
+  // 7.5 For all other Object pairs, including Array objects, equivalence is
+  // determined by having the same number of owned properties (as verified
+  // with Object.prototype.hasOwnProperty.call), the same set of keys
+  // (although not necessarily the same order), equivalent values for every
+  // corresponding key, and an identical 'prototype' property. Note: this
+  // accounts for both named and indexed properties on Arrays.
+  } else {
+    return objEquiv(actual, expected);
+  }
+}
+
+function isArguments(object) {
+  return Object.prototype.toString.call(object) == '[object Arguments]';
+}
+
+function objEquiv(a, b) {
+  if (util.isNullOrUndefined(a) || util.isNullOrUndefined(b))
+    return false;
+  // an identical 'prototype' property.
+  if (a.prototype !== b.prototype) return false;
+  // if one is a primitive, the other must be same
+  if (util.isPrimitive(a) || util.isPrimitive(b)) {
+    return a === b;
+  }
+  var aIsArgs = isArguments(a),
+      bIsArgs = isArguments(b);
+  if ((aIsArgs && !bIsArgs) || (!aIsArgs && bIsArgs))
+    return false;
+  if (aIsArgs) {
+    a = pSlice.call(a);
+    b = pSlice.call(b);
+    return _deepEqual(a, b);
+  }
+  var ka = objectKeys(a),
+      kb = objectKeys(b),
+      key, i;
+  // having the same number of owned properties (keys incorporates
+  // hasOwnProperty)
+  if (ka.length != kb.length)
+    return false;
+  //the same set of keys (although not necessarily the same order),
+  ka.sort();
+  kb.sort();
+  //~~~cheap key test
+  for (i = ka.length - 1; i >= 0; i--) {
+    if (ka[i] != kb[i])
+      return false;
+  }
+  //equivalent values for every corresponding key, and
+  //~~~possibly expensive deep test
+  for (i = ka.length - 1; i >= 0; i--) {
+    key = ka[i];
+    if (!_deepEqual(a[key], b[key])) return false;
+  }
+  return true;
+}
+
+// 8. The non-equivalence assertion tests for any deep inequality.
+// assert.notDeepEqual(actual, expected, message_opt);
+
+assert.notDeepEqual = function notDeepEqual(actual, expected, message) {
+  if (_deepEqual(actual, expected)) {
+    fail(actual, expected, message, 'notDeepEqual', assert.notDeepEqual);
+  }
+};
+
+// 9. The strict equality assertion tests strict equality, as determined by ===.
+// assert.strictEqual(actual, expected, message_opt);
+
+assert.strictEqual = function strictEqual(actual, expected, message) {
+  if (actual !== expected) {
+    fail(actual, expected, message, '===', assert.strictEqual);
+  }
+};
+
+// 10. The strict non-equality assertion tests for strict inequality, as
+// determined by !==.  assert.notStrictEqual(actual, expected, message_opt);
+
+assert.notStrictEqual = function notStrictEqual(actual, expected, message) {
+  if (actual === expected) {
+    fail(actual, expected, message, '!==', assert.notStrictEqual);
+  }
+};
+
+function expectedException(actual, expected) {
+  if (!actual || !expected) {
+    return false;
+  }
+
+  if (Object.prototype.toString.call(expected) == '[object RegExp]') {
+    return expected.test(actual);
+  } else if (actual instanceof expected) {
+    return true;
+  } else if (expected.call({}, actual) === true) {
+    return true;
+  }
+
+  return false;
+}
+
+function _throws(shouldThrow, block, expected, message) {
+  var actual;
+
+  if (util.isString(expected)) {
+    message = expected;
+    expected = null;
+  }
+
+  try {
+    block();
+  } catch (e) {
+    actual = e;
+  }
+
+  message = (expected && expected.name ? ' (' + expected.name + ').' : '.') +
+            (message ? ' ' + message : '.');
+
+  if (shouldThrow && !actual) {
+    fail(actual, expected, 'Missing expected exception' + message);
+  }
+
+  if (!shouldThrow && expectedException(actual, expected)) {
+    fail(actual, expected, 'Got unwanted exception' + message);
+  }
+
+  if ((shouldThrow && actual && expected &&
+      !expectedException(actual, expected)) || (!shouldThrow && actual)) {
+    throw actual;
+  }
+}
+
+// 11. Expected to throw an error:
+// assert.throws(block, Error_opt, message_opt);
+
+assert.throws = function(block, /*optional*/error, /*optional*/message) {
+  _throws.apply(this, [true].concat(pSlice.call(arguments)));
+};
+
+// EXTENSION! This is annoying to write outside this module.
+assert.doesNotThrow = function(block, /*optional*/message) {
+  _throws.apply(this, [false].concat(pSlice.call(arguments)));
+};
+
+assert.ifError = function(err) { if (err) {throw err;}};
+
+var objectKeys = Object.keys || function (obj) {
+  var keys = [];
+  for (var key in obj) {
+    if (hasOwn.call(obj, key)) keys.push(key);
+  }
+  return keys;
+};
+
+},{"util/":28}],10:[function(require,module,exports){
+'use strict';
+module.exports = balanced;
+function balanced(a, b, str) {
+  if (a instanceof RegExp) a = maybeMatch(a, str);
+  if (b instanceof RegExp) b = maybeMatch(b, str);
+
+  var r = range(a, b, str);
+
+  return r && {
+    start: r[0],
+    end: r[1],
+    pre: str.slice(0, r[0]),
+    body: str.slice(r[0] + a.length, r[1]),
+    post: str.slice(r[1] + b.length)
+  };
+}
+
+function maybeMatch(reg, str) {
+  var m = str.match(reg);
+  return m ? m[0] : null;
+}
+
+balanced.range = range;
+function range(a, b, str) {
+  var begs, beg, left, right, result;
+  var ai = str.indexOf(a);
+  var bi = str.indexOf(b, ai + 1);
+  var i = ai;
+
+  if (ai >= 0 && bi > 0) {
+    begs = [];
+    left = str.length;
+
+    while (i >= 0 && !result) {
+      if (i == ai) {
+        begs.push(i);
+        ai = str.indexOf(a, i + 1);
+      } else if (begs.length == 1) {
+        result = [ begs.pop(), bi ];
+      } else {
+        beg = begs.pop();
+        if (beg < left) {
+          left = beg;
+          right = bi;
+        }
+
+        bi = str.indexOf(b, i + 1);
+      }
+
+      i = ai < bi && ai >= 0 ? ai : bi;
+    }
+
+    if (begs.length) {
+      result = [ left, right ];
+    }
+  }
+
+  return result;
+}
+
+},{}],11:[function(require,module,exports){
+var concatMap = require('concat-map');
+var balanced = require('balanced-match');
+
+module.exports = expandTop;
+
+var escSlash = '\0SLASH'+Math.random()+'\0';
+var escOpen = '\0OPEN'+Math.random()+'\0';
+var escClose = '\0CLOSE'+Math.random()+'\0';
+var escComma = '\0COMMA'+Math.random()+'\0';
+var escPeriod = '\0PERIOD'+Math.random()+'\0';
+
+function numeric(str) {
+  return parseInt(str, 10) == str
+    ? parseInt(str, 10)
+    : str.charCodeAt(0);
+}
+
+function escapeBraces(str) {
+  return str.split('\\\\').join(escSlash)
+            .split('\\{').join(escOpen)
+            .split('\\}').join(escClose)
+            .split('\\,').join(escComma)
+            .split('\\.').join(escPeriod);
+}
+
+function unescapeBraces(str) {
+  return str.split(escSlash).join('\\')
+            .split(escOpen).join('{')
+            .split(escClose).join('}')
+            .split(escComma).join(',')
+            .split(escPeriod).join('.');
+}
+
+
+// Basically just str.split(","), but handling cases
+// where we have nested braced sections, which should be
+// treated as individual members, like {a,{b,c},d}
+function parseCommaParts(str) {
+  if (!str)
+    return [''];
+
+  var parts = [];
+  var m = balanced('{', '}', str);
+
+  if (!m)
+    return str.split(',');
+
+  var pre = m.pre;
+  var body = m.body;
+  var post = m.post;
+  var p = pre.split(',');
+
+  p[p.length-1] += '{' + body + '}';
+  var postParts = parseCommaParts(post);
+  if (post.length) {
+    p[p.length-1] += postParts.shift();
+    p.push.apply(p, postParts);
+  }
+
+  parts.push.apply(parts, p);
+
+  return parts;
+}
+
+function expandTop(str) {
+  if (!str)
+    return [];
+
+  // I don't know why Bash 4.3 does this, but it does.
+  // Anything starting with {} will have the first two bytes preserved
+  // but *only* at the top level, so {},a}b will not expand to anything,
+  // but a{},b}c will be expanded to [a}c,abc].
+  // One could argue that this is a bug in Bash, but since the goal of
+  // this module is to match Bash's rules, we escape a leading {}
+  if (str.substr(0, 2) === '{}') {
+    str = '\\{\\}' + str.substr(2);
+  }
+
+  return expand(escapeBraces(str), true).map(unescapeBraces);
+}
+
+function identity(e) {
+  return e;
+}
+
+function embrace(str) {
+  return '{' + str + '}';
+}
+function isPadded(el) {
+  return /^-?0\d/.test(el);
+}
+
+function lte(i, y) {
+  return i <= y;
+}
+function gte(i, y) {
+  return i >= y;
+}
+
+function expand(str, isTop) {
+  var expansions = [];
+
+  var m = balanced('{', '}', str);
+  if (!m || /\$$/.test(m.pre)) return [str];
+
+  var isNumericSequence = /^-?\d+\.\.-?\d+(?:\.\.-?\d+)?$/.test(m.body);
+  var isAlphaSequence = /^[a-zA-Z]\.\.[a-zA-Z](?:\.\.-?\d+)?$/.test(m.body);
+  var isSequence = isNumericSequence || isAlphaSequence;
+  var isOptions = m.body.indexOf(',') >= 0;
+  if (!isSequence && !isOptions) {
+    // {a},b}
+    if (m.post.match(/,.*\}/)) {
+      str = m.pre + '{' + m.body + escClose + m.post;
+      return expand(str);
+    }
+    return [str];
+  }
+
+  var n;
+  if (isSequence) {
+    n = m.body.split(/\.\./);
+  } else {
+    n = parseCommaParts(m.body);
+    if (n.length === 1) {
+      // x{{a,b}}y ==> x{a}y x{b}y
+      n = expand(n[0], false).map(embrace);
+      if (n.length === 1) {
+        var post = m.post.length
+          ? expand(m.post, false)
+          : [''];
+        return post.map(function(p) {
+          return m.pre + n[0] + p;
+        });
+      }
+    }
+  }
+
+  // at this point, n is the parts, and we know it's not a comma set
+  // with a single entry.
+
+  // no need to expand pre, since it is guaranteed to be free of brace-sets
+  var pre = m.pre;
+  var post = m.post.length
+    ? expand(m.post, false)
+    : [''];
+
+  var N;
+
+  if (isSequence) {
+    var x = numeric(n[0]);
+    var y = numeric(n[1]);
+    var width = Math.max(n[0].length, n[1].length)
+    var incr = n.length == 3
+      ? Math.abs(numeric(n[2]))
+      : 1;
+    var test = lte;
+    var reverse = y < x;
+    if (reverse) {
+      incr *= -1;
+      test = gte;
+    }
+    var pad = n.some(isPadded);
+
+    N = [];
+
+    for (var i = x; test(i, y); i += incr) {
+      var c;
+      if (isAlphaSequence) {
+        c = String.fromCharCode(i);
+        if (c === '\\')
+          c = '';
+      } else {
+        c = String(i);
+        if (pad) {
+          var need = width - c.length;
+          if (need > 0) {
+            var z = new Array(need + 1).join('0');
+            if (i < 0)
+              c = '-' + z + c.slice(1);
+            else
+              c = z + c;
+          }
+        }
+      }
+      N.push(c);
+    }
+  } else {
+    N = concatMap(n, function(el) { return expand(el, false) });
+  }
+
+  for (var j = 0; j < N.length; j++) {
+    for (var k = 0; k < post.length; k++) {
+      var expansion = pre + N[j] + post[k];
+      if (!isTop || isSequence || expansion)
+        expansions.push(expansion);
+    }
+  }
+
+  return expansions;
+}
+
+
+},{"balanced-match":10,"concat-map":13}],12:[function(require,module,exports){
+
+},{}],13:[function(require,module,exports){
+module.exports = function (xs, fn) {
+    var res = [];
+    for (var i = 0; i < xs.length; i++) {
+        var x = fn(xs[i], i);
+        if (isArray(x)) res.push.apply(res, x);
+        else res.push(x);
+    }
+    return res;
+};
+
+var isArray = Array.isArray || function (xs) {
+    return Object.prototype.toString.call(xs) === '[object Array]';
+};
+
+},{}],14:[function(require,module,exports){
+// Copyright Joyent, Inc. and other Node contributors.
+//
+// Permission is hereby granted, free of charge, to any person obtaining a
+// copy of this software and associated documentation files (the
+// "Software"), to deal in the Software without restriction, including
+// without limitation the rights to use, copy, modify, merge, publish,
+// distribute, sublicense, and/or sell copies of the Software, and to permit
+// persons to whom the Software is furnished to do so, subject to the
+// following conditions:
+//
+// The above copyright notice and this permission notice shall be included
+// in all copies or substantial portions of the Software.
+//
+// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS
+// OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
+// MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN
+// NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM,
+// DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR
+// OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE
+// USE OR OTHER DEALINGS IN THE SOFTWARE.
+
+function EventEmitter() {
+  this._events = this._events || {};
+  this._maxListeners = this._maxListeners || undefined;
+}
+module.exports = EventEmitter;
+
+// Backwards-compat with node 0.10.x
+EventEmitter.EventEmitter = EventEmitter;
+
+EventEmitter.prototype._events = undefined;
+EventEmitter.prototype._maxListeners = undefined;
+
+// By default EventEmitters will print a warning if more than 10 listeners are
+// added to it. This is a useful default which helps finding memory leaks.
+EventEmitter.defaultMaxListeners = 10;
+
+// Obviously not all Emitters should be limited to 10. This function allows
+// that to be increased. Set to zero for unlimited.
+EventEmitter.prototype.setMaxListeners = function(n) {
+  if (!isNumber(n) || n < 0 || isNaN(n))
+    throw TypeError('n must be a positive number');
+  this._maxListeners = n;
+  return this;
+};
+
+EventEmitter.prototype.emit = function(type) {
+  var er, handler, len, args, i, listeners;
+
+  if (!this._events)
+    this._events = {};
+
+  // If there is no 'error' event listener then throw.
+  if (type === 'error') {
+    if (!this._events.error ||
+        (isObject(this._events.error) && !this._events.error.length)) {
+      er = arguments[1];
+      if (er instanceof Error) {
+        throw er; // Unhandled 'error' event
+      }
+      throw TypeError('Uncaught, unspecified "error" event.');
+    }
+  }
+
+  handler = this._events[type];
+
+  if (isUndefined(handler))
+    return false;
+
+  if (isFunction(handler)) {
+    switch (arguments.length) {
+      // fast cases
+      case 1:
+        handler.call(this);
+        break;
+      case 2:
+        handler.call(this, arguments[1]);
+        break;
+      case 3:
+        handler.call(this, arguments[1], arguments[2]);
+        break;
+      // slower
+      default:
+        len = arguments.length;
+        args = new Array(len - 1);
+        for (i = 1; i < len; i++)
+          args[i - 1] = arguments[i];
+        handler.apply(this, args);
+    }
+  } else if (isObject(handler)) {
+    len = arguments.length;
+    args = new Array(len - 1);
+    for (i = 1; i < len; i++)
+      args[i - 1] = arguments[i];
+
+    listeners = handler.slice();
+    len = listeners.length;
+    for (i = 0; i < len; i++)
+      listeners[i].apply(this, args);
+  }
+
+  return true;
+};
+
+EventEmitter.prototype.addListener = function(type, listener) {
+  var m;
+
+  if (!isFunction(listener))
+    throw TypeError('listener must be a function');
+
+  if (!this._events)
+    this._events = {};
+
+  // To avoid recursion in the case that type === "newListener"! Before
+  // adding it to the listeners, first emit "newListener".
+  if (this._events.newListener)
+    this.emit('newListener', type,
+              isFunction(listener.listener) ?
+              listener.listener : listener);
+
+  if (!this._events[type])
+    // Optimize the case of one listener. Don't need the extra array object.
+    this._events[type] = listener;
+  else if (isObject(this._events[type]))
+    // If we've already got an array, just append.
+    this._events[type].push(listener);
+  else
+    // Adding the second element, need to change to array.
+    this._events[type] = [this._events[type], listener];
+
+  // Check for listener leak
+  if (isObject(this._events[type]) && !this._events[type].warned) {
+    var m;
+    if (!isUndefined(this._maxListeners)) {
+      m = this._maxListeners;
+    } else {
+      m = EventEmitter.defaultMaxListeners;
+    }
+
+    if (m && m > 0 && this._events[type].length > m) {
+      this._events[type].warned = true;
+      console.error('(node) warning: possible EventEmitter memory ' +
+                    'leak detected. %d listeners added. ' +
+                    'Use emitter.setMaxListeners() to increase limit.',
+                    this._events[type].length);
+      if (typeof console.trace === 'function') {
+        // not supported in IE 10
+        console.trace();
+      }
+    }
+  }
+
+  return this;
+};
+
+EventEmitter.prototype.on = EventEmitter.prototype.addListener;
+
+EventEmitter.prototype.once = function(type, listener) {
+  if (!isFunction(listener))
+    throw TypeError('listener must be a function');
+
+  var fired = false;
+
+  function g() {
+    this.removeListener(type, g);
+
+    if (!fired) {
+      fired = true;
+      listener.apply(this, arguments);
+    }
+  }
+
+  g.listener = listener;
+  this.on(type, g);
+
+  return this;
+};
+
+// emits a 'removeListener' event iff the listener was removed
+EventEmitter.prototype.removeListener = function(type, listener) {
+  var list, position, length, i;
+
+  if (!isFunction(listener))
+    throw TypeError('listener must be a function');
+
+  if (!this._events || !this._events[type])
+    return this;
+
+  list = this._events[type];
+  length = list.length;
+  position = -1;
+
+  if (list === listener ||
+      (isFunction(list.listener) && list.listener === listener)) {
+    delete this._events[type];
+    if (this._events.removeListener)
+      this.emit('removeListener', type, listener);
+
+  } else if (isObject(list)) {
+    for (i = length; i-- > 0;) {
+      if (list[i] === listener ||
+          (list[i].listener && list[i].listener === listener)) {
+        position = i;
+        break;
+      }
+    }
+
+    if (position < 0)
+      return this;
+
+    if (list.length === 1) {
+      list.length = 0;
+      delete this._events[type];
+    } else {
+      list.splice(position, 1);
+    }
+
+    if (this._events.removeListener)
+      this.emit('removeListener', type, listener);
+  }
+
+  return this;
+};
+
+EventEmitter.prototype.removeAllListeners = function(type) {
+  var key, listeners;
+
+  if (!this._events)
+    return this;
+
+  // not listening for removeListener, no need to emit
+  if (!this._events.removeListener) {
+    if (arguments.length === 0)
+      this._events = {};
+    else if (this._events[type])
+      delete this._events[type];
+    return this;
+  }
+
+  // emit removeListener for all listeners on all events
+  if (arguments.length === 0) {
+    for (key in this._events) {
+      if (key === 'removeListener') continue;
+      this.removeAllListeners(key);
+    }
+    this.removeAllListeners('removeListener');
+    this._events = {};
+    return this;
+  }
+
+  listeners = this._events[type];
+
+  if (isFunction(listeners)) {
+    this.removeListener(type, listeners);
+  } else {
+    // LIFO order
+    while (listeners.length)
+      this.removeListener(type, listeners[listeners.length - 1]);
+  }
+  delete this._events[type];
+
+  return this;
+};
+
+EventEmitter.prototype.listeners = function(type) {
+  var ret;
+  if (!this._events || !this._events[type])
+    ret = [];
+  else if (isFunction(this._events[type]))
+    ret = [this._events[type]];
+  else
+    ret = this._events[type].slice();
+  return ret;
+};
+
+EventEmitter.listenerCount = function(emitter, type) {
+  var ret;
+  if (!emitter._events || !emitter._events[type])
+    ret = 0;
+  else if (isFunction(emitter._events[type]))
+    ret = 1;
+  else
+    ret = emitter._events[type].length;
+  return ret;
+};
+
+function isFunction(arg) {
+  return typeof arg === 'function';
+}
+
+function isNumber(arg) {
+  return typeof arg === 'number';
+}
+
+function isObject(arg) {
+  return typeof arg === 'object' && arg !== null;
+}
+
+function isUndefined(arg) {
+  return arg === void 0;
+}
+
+},{}],15:[function(require,module,exports){
+(function (process){
+exports.alphasort = alphasort
+exports.alphasorti = alphasorti
+exports.setopts = setopts
+exports.ownProp = ownProp
+exports.makeAbs = makeAbs
+exports.finish = finish
+exports.mark = mark
+exports.isIgnored = isIgnored
+exports.childrenIgnored = childrenIgnored
+
+function ownProp (obj, field) {
+  return Object.prototype.hasOwnProperty.call(obj, field)
+}
+
+var path = require("path")
+var minimatch = require("minimatch")
+var isAbsolute = require("path-is-absolute")
+var Minimatch = minimatch.Minimatch
+
+function alphasorti (a, b) {
+  return a.toLowerCase().localeCompare(b.toLowerCase())
+}
+
+function alphasort (a, b) {
+  return a.localeCompare(b)
+}
+
+function setupIgnores (self, options) {
+  self.ignore = options.ignore || []
+
+  if (!Array.isArray(self.ignore))
+    self.ignore = [self.ignore]
+
+  if (self.ignore.length) {
+    self.ignore = self.ignore.map(ignoreMap)
+  }
+}
+
+function ignoreMap (pattern) {
+  var gmatcher = null
+  if (pattern.slice(-3) === '/**') {
+    var gpattern = pattern.replace(/(\/\*\*)+$/, '')
+    gmatcher = new Minimatch(gpattern)
+  }
+
+  return {
+    matcher: new Minimatch(pattern),
+    gmatcher: gmatcher
+  }
+}
+
+function setopts (self, pattern, options) {
+  if (!options)
+    options = {}
+
+  // base-matching: just use globstar for that.
+  if (options.matchBase && -1 === pattern.indexOf("/")) {
+    if (options.noglobstar) {
+      throw new Error("base matching requires globstar")
+    }
+    pattern = "**/" + pattern
+  }
+
+  self.silent = !!options.silent
+  self.pattern = pattern
+  self.strict = options.strict !== false
+  self.realpath = !!options.realpath
+  self.realpathCache = options.realpathCache || Object.create(null)
+  self.follow = !!options.follow
+  self.dot = !!options.dot
+  self.mark = !!options.mark
+  self.nodir = !!options.nodir
+  if (self.nodir)
+    self.mark = true
+  self.sync = !!options.sync
+  self.nounique = !!options.nounique
+  self.nonull = !!options.nonull
+  self.nosort = !!options.nosort
+  self.nocase = !!options.nocase
+  self.stat = !!options.stat
+  self.noprocess = !!options.noprocess
+
+  self.maxLength = options.maxLength || Infinity
+  self.cache = options.cache || Object.create(null)
+  self.statCache = options.statCache || Object.create(null)
+  self.symlinks = options.symlinks || Object.create(null)
+
+  setupIgnores(self, options)
+
+  self.changedCwd = false
+  var cwd = process.cwd()
+  if (!ownProp(options, "cwd"))
+    self.cwd = cwd
+  else {
+    self.cwd = options.cwd
+    self.changedCwd = path.resolve(options.cwd) !== cwd
+  }
+
+  self.root = options.root || path.resolve(self.cwd, "/")
+  self.root = path.resolve(self.root)
+  if (process.platform === "win32")
+    self.root = self.root.replace(/\\/g, "/")
+
+  self.nomount = !!options.nomount
+
+  // disable comments and negation unless the user explicitly
+  // passes in false as the option.
+  options.nonegate = options.nonegate === false ? false : true
+  options.nocomment = options.nocomment === false ? false : true
+  deprecationWarning(options)
+
+  self.minimatch = new Minimatch(pattern, options)
+  self.options = self.minimatch.options
+}
+
+// TODO(isaacs): remove entirely in v6
+// exported to reset in tests
+exports.deprecationWarned
+function deprecationWarning(options) {
+  if (!options.nonegate || !options.nocomment) {
+    if (process.noDeprecation !== true && !exports.deprecationWarned) {
+      var msg = 'glob WARNING: comments and negation will be disabled in v6'
+      if (process.throwDeprecation)
+        throw new Error(msg)
+      else if (process.traceDeprecation)
+        console.trace(msg)
+      else
+        console.error(msg)
+
+      exports.deprecationWarned = true
+    }
+  }
+}
+
+function finish (self) {
+  var nou = self.nounique
+  var all = nou ? [] : Object.create(null)
+
+  for (var i = 0, l = self.matches.length; i < l; i ++) {
+    var matches = self.matches[i]
+    if (!matches || Object.keys(matches).length === 0) {
+      if (self.nonull) {
+        // do like the shell, and spit out the literal glob
+        var literal = self.minimatch.globSet[i]
+        if (nou)
+          all.push(literal)
+        else
+          all[literal] = true
+      }
+    } else {
+      // had matches
+      var m = Object.keys(matches)
+      if (nou)
+        all.push.apply(all, m)
+      else
+        m.forEach(function (m) {
+          all[m] = true
+        })
+    }
+  }
+
+  if (!nou)
+    all = Object.keys(all)
+
+  if (!self.nosort)
+    all = all.sort(self.nocase ? alphasorti : alphasort)
+
+  // at *some* point we statted all of these
+  if (self.mark) {
+    for (var i = 0; i < all.length; i++) {
+      all[i] = self._mark(all[i])
+    }
+    if (self.nodir) {
+      all = all.filter(function (e) {
+        return !(/\/$/.test(e))
+      })
+    }
+  }
+
+  if (self.ignore.length)
+    all = all.filter(function(m) {
+      return !isIgnored(self, m)
+    })
+
+  self.found = all
+}
+
+function mark (self, p) {
+  var abs = makeAbs(self, p)
+  var c = self.cache[abs]
+  var m = p
+  if (c) {
+    var isDir = c === 'DIR' || Array.isArray(c)
+    var slash = p.slice(-1) === '/'
+
+    if (isDir && !slash)
+      m += '/'
+    else if (!isDir && slash)
+      m = m.slice(0, -1)
+
+    if (m !== p) {
+      var mabs = makeAbs(self, m)
+      self.statCache[mabs] = self.statCache[abs]
+      self.cache[mabs] = self.cache[abs]
+    }
+  }
+
+  return m
+}
+
+// lotta situps...
+function makeAbs (self, f) {
+  var abs = f
+  if (f.charAt(0) === '/') {
+    abs = path.join(self.root, f)
+  } else if (isAbsolute(f) || f === '') {
+    abs = f
+  } else if (self.changedCwd) {
+    abs = path.resolve(self.cwd, f)
+  } else {
+    abs = path.resolve(f)
+  }
+  return abs
+}
+
+
+// Return true, if pattern ends with globstar '**', for the accompanying parent directory.
+// Ex:- If node_modules/** is the pattern, add 'node_modules' to ignore list along with it's contents
+function isIgnored (self, path) {
+  if (!self.ignore.length)
+    return false
+
+  return self.ignore.some(function(item) {
+    return item.matcher.match(path) || !!(item.gmatcher && item.gmatcher.match(path))
+  })
+}
+
+function childrenIgnored (self, path) {
+  if (!self.ignore.length)
+    return false
+
+  return self.ignore.some(function(item) {
+    return !!(item.gmatcher && item.gmatcher.match(path))
+  })
+}
+
+}).call(this,require('_process'))
+},{"_process":24,"minimatch":20,"path":22,"path-is-absolute":23}],16:[function(require,module,exports){
+(function (process){
+// Approach:
+//
+// 1. Get the minimatch set
+// 2. For each pattern in the set, PROCESS(pattern, false)
+// 3. Store matches per-set, then uniq them
+//
+// PROCESS(pattern, inGlobStar)
+// Get the first [n] items from pattern that are all strings
+// Join these together.  This is PREFIX.
+//   If there is no more remaining, then stat(PREFIX) and
+//   add to matches if it succeeds.  END.
+//
+// If inGlobStar and PREFIX is symlink and points to dir
+//   set ENTRIES = []
+// else readdir(PREFIX) as ENTRIES
+//   If fail, END
+//
+// with ENTRIES
+//   If pattern[n] is GLOBSTAR
+//     // handle the case where the globstar match is empty
+//     // by pruning it out, and testing the resulting pattern
+//     PROCESS(pattern[0..n] + pattern[n+1 .. $], false)
+//     // handle other cases.
+//     for ENTRY in ENTRIES (not dotfiles)
+//       // attach globstar + tail onto the entry
+//       // Mark that this entry is a globstar match
+//       PROCESS(pattern[0..n] + ENTRY + pattern[n .. $], true)
+//
+//   else // not globstar
+//     for ENTRY in ENTRIES (not dotfiles, unless pattern[n] is dot)
+//       Test ENTRY against pattern[n]
+//       If fails, continue
+//       If passes, PROCESS(pattern[0..n] + item + pattern[n+1 .. $])
+//
+// Caveat:
+//   Cache all stats and readdirs results to minimize syscall.  Since all
+//   we ever care about is existence and directory-ness, we can just keep
+//   `true` for files, and [children,...] for directories, or `false` for
+//   things that don't exist.
+
+module.exports = glob
+
+var fs = require('fs')
+var minimatch = require('minimatch')
+var Minimatch = minimatch.Minimatch
+var inherits = require('inherits')
+var EE = require('events').EventEmitter
+var path = require('path')
+var assert = require('assert')
+var isAbsolute = require('path-is-absolute')
+var globSync = require('./sync.js')
+var common = require('./common.js')
+var alphasort = common.alphasort
+var alphasorti = common.alphasorti
+var setopts = common.setopts
+var ownProp = common.ownProp
+var inflight = require('inflight')
+var util = require('util')
+var childrenIgnored = common.childrenIgnored
+var isIgnored = common.isIgnored
+
+var once = require('once')
+
+function glob (pattern, options, cb) {
+  if (typeof options === 'function') cb = options, options = {}
+  if (!options) options = {}
+
+  if (options.sync) {
+    if (cb)
+      throw new TypeError('callback provided to sync glob')
+    return globSync(pattern, options)
+  }
+
+  return new Glob(pattern, options, cb)
+}
+
+glob.sync = globSync
+var GlobSync = glob.GlobSync = globSync.GlobSync
+
+// old api surface
+glob.glob = glob
+
+glob.hasMagic = function (pattern, options_) {
+  var options = util._extend({}, options_)
+  options.noprocess = true
+
+  var g = new Glob(pattern, options)
+  var set = g.minimatch.set
+  if (set.length > 1)
+    return true
+
+  for (var j = 0; j < set[0].length; j++) {
+    if (typeof set[0][j] !== 'string')
+      return true
+  }
+
+  return false
+}
+
+glob.Glob = Glob
+inherits(Glob, EE)
+function Glob (pattern, options, cb) {
+  if (typeof options === 'function') {
+    cb = options
+    options = null
+  }
+
+  if (options && options.sync) {
+    if (cb)
+      throw new TypeError('callback provided to sync glob')
+    return new GlobSync(pattern, options)
+  }
+
+  if (!(this instanceof Glob))
+    return new Glob(pattern, options, cb)
+
+  setopts(this, pattern, options)
+  this._didRealPath = false
+
+  // process each pattern in the minimatch set
+  var n = this.minimatch.set.length
+
+  // The matches are stored as {<filename>: true,...} so that
+  // duplicates are automagically pruned.
+  // Later, we do an Object.keys() on these.
+  // Keep them as a list so we can fill in when nonull is set.
+  this.matches = new Array(n)
+
+  if (typeof cb === 'function') {
+    cb = once(cb)
+    this.on('error', cb)
+    this.on('end', function (matches) {
+      cb(null, matches)
+    })
+  }
+
+  var self = this
+  var n = this.minimatch.set.length
+  this._processing = 0
+  this.matches = new Array(n)
+
+  this._emitQueue = []
+  this._processQueue = []
+  this.paused = false
+
+  if (this.noprocess)
+    return this
+
+  if (n === 0)
+    return done()
+
+  for (var i = 0; i < n; i ++) {
+    this._process(this.minimatch.set[i], i, false, done)
+  }
+
+  function done () {
+    --self._processing
+    if (self._processing <= 0)
+      self._finish()
+  }
+}
+
+Glob.prototype._finish = function () {
+  assert(this instanceof Glob)
+  if (this.aborted)
+    return
+
+  if (this.realpath && !this._didRealpath)
+    return this._realpath()
+
+  common.finish(this)
+  this.emit('end', this.found)
+}
+
+Glob.prototype._realpath = function () {
+  if (this._didRealpath)
+    return
+
+  this._didRealpath = true
+
+  var n = this.matches.length
+  if (n === 0)
+    return this._finish()
+
+  var self = this
+  for (var i = 0; i < this.matches.length; i++)
+    this._realpathSet(i, next)
+
+  function next () {
+    if (--n === 0)
+      self._finish()
+  }
+}
+
+Glob.prototype._realpathSet = function (index, cb) {
+  var matchset = this.matches[index]
+  if (!matchset)
+    return cb()
+
+  var found = Object.keys(matchset)
+  var self = this
+  var n = found.length
+
+  if (n === 0)
+    return cb()
+
+  var set = this.matches[index] = Object.create(null)
+  found.forEach(function (p, i) {
+    // If there's a problem with the stat, then it means that
+    // one or more of the links in the realpath couldn't be
+    // resolved.  just return the abs value in that case.
+    p = self._makeAbs(p)
+    fs.realpath(p, self.realpathCache, function (er, real) {
+      if (!er)
+        set[real] = true
+      else if (er.syscall === 'stat')
+        set[p] = true
+      else
+        self.emit('error', er) // srsly wtf right here
+
+      if (--n === 0) {
+        self.matches[index] = set
+        cb()
+      }
+    })
+  })
+}
+
+Glob.prototype._mark = function (p) {
+  return common.mark(this, p)
+}
+
+Glob.prototype._makeAbs = function (f) {
+  return common.makeAbs(this, f)
+}
+
+Glob.prototype.abort = function () {
+  this.aborted = true
+  this.emit('abort')
+}
+
+Glob.prototype.pause = function () {
+  if (!this.paused) {
+    this.paused = true
+    this.emit('pause')
+  }
+}
+
+Glob.prototype.resume = function () {
+  if (this.paused) {
+    this.emit('resume')
+    this.paused = false
+    if (this._emitQueue.length) {
+      var eq = this._emitQueue.slice(0)
+      this._emitQueue.length = 0
+      for (var i = 0; i < eq.length; i ++) {
+        var e = eq[i]
+        this._emitMatch(e[0], e[1])
+      }
+    }
+    if (this._processQueue.length) {
+      var pq = this._processQueue.slice(0)
+      this._processQueue.length = 0
+      for (var i = 0; i < pq.length; i ++) {
+        var p = pq[i]
+        this._processing--
+        this._process(p[0], p[1], p[2], p[3])
+      }
+    }
+  }
+}
+
+Glob.prototype._process = function (pattern, index, inGlobStar, cb) {
+  assert(this instanceof Glob)
+  assert(typeof cb === 'function')
+
+  if (this.aborted)
+    return
+
+  this._processing++
+  if (this.paused) {
+    this._processQueue.push([pattern, index, inGlobStar, cb])
+    return
+  }
+
+  //console.error('PROCESS %d', this._processing, pattern)
+
+  // Get the first [n] parts of pattern that are all strings.
+  var n = 0
+  while (typeof pattern[n] === 'string') {
+    n ++
+  }
+  // now n is the index of the first one that is *not* a string.
+
+  // see if there's anything else
+  var prefix
+  switch (n) {
+    // if not, then this is rather simple
+    case pattern.length:
+      this._processSimple(pattern.join('/'), index, cb)
+      return
+
+    case 0:
+      // pattern *starts* with some non-trivial item.
+      // going to readdir(cwd), but not include the prefix in matches.
+      prefix = null
+      break
+
+    default:
+      // pattern has some string bits in the front.
+      // whatever it starts with, whether that's 'absolute' like /foo/bar,
+      // or 'relative' like '../baz'
+      prefix = pattern.slice(0, n).join('/')
+      break
+  }
+
+  var remain = pattern.slice(n)
+
+  // get the list of entries.
+  var read
+  if (prefix === null)
+    read = '.'
+  else if (isAbsolute(prefix) || isAbsolute(pattern.join('/'))) {
+    if (!prefix || !isAbsolute(prefix))
+      prefix = '/' + prefix
+    read = prefix
+  } else
+    read = prefix
+
+  var abs = this._makeAbs(read)
+
+  //if ignored, skip _processing
+  if (childrenIgnored(this, read))
+    return cb()
+
+  var isGlobStar = remain[0] === minimatch.GLOBSTAR
+  if (isGlobStar)
+    this._processGlobStar(prefix, read, abs, remain, index, inGlobStar, cb)
+  else
+    this._processReaddir(prefix, read, abs, remain, index, inGlobStar, cb)
+}
+
+Glob.prototype._processReaddir = function (prefix, read, abs, remain, index, inGlobStar, cb) {
+  var self = this
+  this._readdir(abs, inGlobStar, function (er, entries) {
+    return self._processReaddir2(prefix, read, abs, remain, index, inGlobStar, entries, cb)
+  })
+}
+
+Glob.prototype._processReaddir2 = function (prefix, read, abs, remain, index, inGlobStar, entries, cb) {
+
+  // if the abs isn't a dir, then nothing can match!
+  if (!entries)
+    return cb()
+
+  // It will only match dot entries if it starts with a dot, or if
+  // dot is set.  Stuff like @(.foo|.bar) isn't allowed.
+  var pn = remain[0]
+  var negate = !!this.minimatch.negate
+  var rawGlob = pn._glob
+  var dotOk = this.dot || rawGlob.charAt(0) === '.'
+
+  var matchedEntries = []
+  for (var i = 0; i < entries.length; i++) {
+    var e = entries[i]
+    if (e.charAt(0) !== '.' || dotOk) {
+      var m
+      if (negate && !prefix) {
+        m = !e.match(pn)
+      } else {
+        m = e.match(pn)
+      }
+      if (m)
+        matchedEntries.push(e)
+    }
+  }
+
+  //console.error('prd2', prefix, entries, remain[0]._glob, matchedEntries)
+
+  var len = matchedEntries.length
+  // If there are no matched entries, then nothing matches.
+  if (len === 0)
+    return cb()
+
+  // if this is the last remaining pattern bit, then no need for
+  // an additional stat *unless* the user has specified mark or
+  // stat explicitly.  We know they exist, since readdir returned
+  // them.
+
+  if (remain.length === 1 && !this.mark && !this.stat) {
+    if (!this.matches[index])
+      this.matches[index] = Object.create(null)
+
+    for (var i = 0; i < len; i ++) {
+      var e = matchedEntries[i]
+      if (prefix) {
+        if (prefix !== '/')
+          e = prefix + '/' + e
+        else
+          e = prefix + e
+      }
+
+      if (e.charAt(0) === '/' && !this.nomount) {
+        e = path.join(this.root, e)
+      }
+      this._emitMatch(index, e)
+    }
+    // This was the last one, and no stats were needed
+    return cb()
+  }
+
+  // now test all matched entries as stand-ins for that part
+  // of the pattern.
+  remain.shift()
+  for (var i = 0; i < len; i ++) {
+    var e = matchedEntries[i]
+    var newPattern
+    if (prefix) {
+      if (prefix !== '/')
+        e = prefix + '/' + e
+      else
+        e = prefix + e
+    }
+    this._process([e].concat(remain), index, inGlobStar, cb)
+  }
+  cb()
+}
+
+Glob.prototype._emitMatch = function (index, e) {
+  if (this.aborted)
+    return
+
+  if (this.matches[index][e])
+    return
+
+  if (isIgnored(this, e))
+    return
+
+  if (this.paused) {
+    this._emitQueue.push([index, e])
+    return
+  }
+
+  var abs = this._makeAbs(e)
+
+  if (this.nodir) {
+    var c = this.cache[abs]
+    if (c === 'DIR' || Array.isArray(c))
+      return
+  }
+
+  if (this.mark)
+    e = this._mark(e)
+
+  this.matches[index][e] = true
+
+  var st = this.statCache[abs]
+  if (st)
+    this.emit('stat', e, st)
+
+  this.emit('match', e)
+}
+
+Glob.prototype._readdirInGlobStar = function (abs, cb) {
+  if (this.aborted)
+    return
+
+  // follow all symlinked directories forever
+  // just proceed as if this is a non-globstar situation
+  if (this.follow)
+    return this._readdir(abs, false, cb)
+
+  var lstatkey = 'lstat\0' + abs
+  var self = this
+  var lstatcb = inflight(lstatkey, lstatcb_)
+
+  if (lstatcb)
+    fs.lstat(abs, lstatcb)
+
+  function lstatcb_ (er, lstat) {
+    if (er)
+      return cb()
+
+    var isSym = lstat.isSymbolicLink()
+    self.symlinks[abs] = isSym
+
+    // If it's not a symlink or a dir, then it's definitely a regular file.
+    // don't bother doing a readdir in that case.
+    if (!isSym && !lstat.isDirectory()) {
+      self.cache[abs] = 'FILE'
+      cb()
+    } else
+      self._readdir(abs, false, cb)
+  }
+}
+
+Glob.prototype._readdir = function (abs, inGlobStar, cb) {
+  if (this.aborted)
+    return
+
+  cb = inflight('readdir\0'+abs+'\0'+inGlobStar, cb)
+  if (!cb)
+    return
+
+  //console.error('RD %j %j', +inGlobStar, abs)
+  if (inGlobStar && !ownProp(this.symlinks, abs))
+    return this._readdirInGlobStar(abs, cb)
+
+  if (ownProp(this.cache, abs)) {
+    var c = this.cache[abs]
+    if (!c || c === 'FILE')
+      return cb()
+
+    if (Array.isArray(c))
+      return cb(null, c)
+  }
+
+  var self = this
+  fs.readdir(abs, readdirCb(this, abs, cb))
+}
+
+function readdirCb (self, abs, cb) {
+  return function (er, entries) {
+    if (er)
+      self._readdirError(abs, er, cb)
+    else
+      self._readdirEntries(abs, entries, cb)
+  }
+}
+
+Glob.prototype._readdirEntries = function (abs, entries, cb) {
+  if (this.aborted)
+    return
+
+  // if we haven't asked to stat everything, then just
+  // assume that everything in there exists, so we can avoid
+  // having to stat it a second time.
+  if (!this.mark && !this.stat) {
+    for (var i = 0; i < entries.length; i ++) {
+      var e = entries[i]
+      if (abs === '/')
+        e = abs + e
+      else
+        e = abs + '/' + e
+      this.cache[e] = true
+    }
+  }
+
+  this.cache[abs] = entries
+  return cb(null, entries)
+}
+
+Glob.prototype._readdirError = function (f, er, cb) {
+  if (this.aborted)
+    return
+
+  // handle errors, and cache the information
+  switch (er.code) {
+    case 'ENOTSUP': // https://github.com/isaacs/node-glob/issues/205
+    case 'ENOTDIR': // totally normal. means it *does* exist.
+      this.cache[this._makeAbs(f)] = 'FILE'
+      break
+
+    case 'ENOENT': // not terribly unusual
+    case 'ELOOP':
+    case 'ENAMETOOLONG':
+    case 'UNKNOWN':
+      this.cache[this._makeAbs(f)] = false
+      break
+
+    default: // some unusual error.  Treat as failure.
+      this.cache[this._makeAbs(f)] = false
+      if (this.strict) {
+        this.emit('error', er)
+        // If the error is handled, then we abort
+        // if not, we threw out of here
+        this.abort()
+      }
+      if (!this.silent)
+        console.error('glob error', er)
+      break
+  }
+
+  return cb()
+}
+
+Glob.prototype._processGlobStar = function (prefix, read, abs, remain, index, inGlobStar, cb) {
+  var self = this
+  this._readdir(abs, inGlobStar, function (er, entries) {
+    self._processGlobStar2(prefix, read, abs, remain, index, inGlobStar, entries, cb)
+  })
+}
+
+
+Glob.prototype._processGlobStar2 = function (prefix, read, abs, remain, index, inGlobStar, entries, cb) {
+  //console.error('pgs2', prefix, remain[0], entries)
+
+  // no entries means not a dir, so it can never have matches
+  // foo.txt/** doesn't match foo.txt
+  if (!entries)
+    return cb()
+
+  // test without the globstar, and with every child both below
+  // and replacing the globstar.
+  var remainWithoutGlobStar = remain.slice(1)
+  var gspref = prefix ? [ prefix ] : []
+  var noGlobStar = gspref.concat(remainWithoutGlobStar)
+
+  // the noGlobStar pattern exits the inGlobStar state
+  this._process(noGlobStar, index, false, cb)
+
+  var isSym = this.symlinks[abs]
+  var len = entries.length
+
+  // If it's a symlink, and we're in a globstar, then stop
+  if (isSym && inGlobStar)
+    return cb()
+
+  for (var i = 0; i < len; i++) {
+    var e = entries[i]
+    if (e.charAt(0) === '.' && !this.dot)
+      continue
+
+    // these two cases enter the inGlobStar state
+    var instead = gspref.concat(entries[i], remainWithoutGlobStar)
+    this._process(instead, index, true, cb)
+
+    var below = gspref.concat(entries[i], remain)
+    this._process(below, index, true, cb)
+  }
+
+  cb()
+}
+
+Glob.prototype._processSimple = function (prefix, index, cb) {
+  // XXX review this.  Shouldn't it be doing the mounting etc
+  // before doing stat?  kinda weird?
+  var self = this
+  this._stat(prefix, function (er, exists) {
+    self._processSimple2(prefix, index, er, exists, cb)
+  })
+}
+Glob.prototype._processSimple2 = function (prefix, index, er, exists, cb) {
+
+  //console.error('ps2', prefix, exists)
+
+  if (!this.matches[index])
+    this.matches[index] = Object.create(null)
+
+  // If it doesn't exist, then just mark the lack of results
+  if (!exists)
+    return cb()
+
+  if (prefix && isAbsolute(prefix) && !this.nomount) {
+    var trail = /[\/\\]$/.test(prefix)
+    if (prefix.charAt(0) === '/') {
+      prefix = path.join(this.root, prefix)
+    } else {
+      prefix = path.resolve(this.root, prefix)
+      if (trail)
+        prefix += '/'
+    }
+  }
+
+  if (process.platform === 'win32')
+    prefix = prefix.replace(/\\/g, '/')
+
+  // Mark this as a match
+  this._emitMatch(index, prefix)
+  cb()
+}
+
+// Returns either 'DIR', 'FILE', or false
+Glob.prototype._stat = function (f, cb) {
+  var abs = this._makeAbs(f)
+  var needDir = f.slice(-1) === '/'
+
+  if (f.length > this.maxLength)
+    return cb()
+
+  if (!this.stat && ownProp(this.cache, abs)) {
+    var c = this.cache[abs]
+
+    if (Array.isArray(c))
+      c = 'DIR'
+
+    // It exists, but maybe not how we need it
+    if (!needDir || c === 'DIR')
+      return cb(null, c)
+
+    if (needDir && c === 'FILE')
+      return cb()
+
+    // otherwise we have to stat, because maybe c=true
+    // if we know it exists, but not what it is.
+  }
+
+  var exists
+  var stat = this.statCache[abs]
+  if (stat !== undefined) {
+    if (stat === false)
+      return cb(null, stat)
+    else {
+      var type = stat.isDirectory() ? 'DIR' : 'FILE'
+      if (needDir && type === 'FILE')
+        return cb()
+      else
+        return cb(null, type, stat)
+    }
+  }
+
+  var self = this
+  var statcb = inflight('stat\0' + abs, lstatcb_)
+  if (statcb)
+    fs.lstat(abs, statcb)
+
+  function lstatcb_ (er, lstat) {
+    if (lstat && lstat.isSymbolicLink()) {
+      // If it's a symlink, then treat it as the target, unless
+      // the target does not exist, then treat it as a file.
+      return fs.stat(abs, function (er, stat) {
+        if (er)
+          self._stat2(f, abs, null, lstat, cb)
+        else
+          self._stat2(f, abs, er, stat, cb)
+      })
+    } else {
+      self._stat2(f, abs, er, lstat, cb)
+    }
+  }
+}
+
+Glob.prototype._stat2 = function (f, abs, er, stat, cb) {
+  if (er) {
+    this.statCache[abs] = false
+    return cb()
+  }
+
+  var needDir = f.slice(-1) === '/'
+  this.statCache[abs] = stat
+
+  if (abs.slice(-1) === '/' && !stat.isDirectory())
+    return cb(null, false, stat)
+
+  var c = stat.isDirectory() ? 'DIR' : 'FILE'
+  this.cache[abs] = this.cache[abs] || c
+
+  if (needDir && c !== 'DIR')
+    return cb()
+
+  return cb(null, c, stat)
+}
+
+}).call(this,require('_process'))
+},{"./common.js":15,"./sync.js":17,"_process":24,"assert":9,"events":14,"fs":12,"inflight":18,"inherits":19,"minimatch":20,"once":21,"path":22,"path-is-absolute":23,"util":28}],17:[function(require,module,exports){
+(function (process){
+module.exports = globSync
+globSync.GlobSync = GlobSync
+
+var fs = require('fs')
+var minimatch = require('minimatch')
+var Minimatch = minimatch.Minimatch
+var Glob = require('./glob.js').Glob
+var util = require('util')
+var path = require('path')
+var assert = require('assert')
+var isAbsolute = require('path-is-absolute')
+var common = require('./common.js')
+var alphasort = common.alphasort
+var alphasorti = common.alphasorti
+var setopts = common.setopts
+var ownProp = common.ownProp
+var childrenIgnored = common.childrenIgnored
+
+function globSync (pattern, options) {
+  if (typeof options === 'function' || arguments.length === 3)
+    throw new TypeError('callback provided to sync glob\n'+
+                        'See: https://github.com/isaacs/node-glob/issues/167')
+
+  return new GlobSync(pattern, options).found
+}
+
+function GlobSync (pattern, options) {
+  if (!pattern)
+    throw new Error('must provide pattern')
+
+  if (typeof options === 'function' || arguments.length === 3)
+    throw new TypeError('callback provided to sync glob\n'+
+                        'See: https://github.com/isaacs/node-glob/issues/167')
+
+  if (!(this instanceof GlobSync))
+    return new GlobSync(pattern, options)
+
+  setopts(this, pattern, options)
+
+  if (this.noprocess)
+    return this
+
+  var n = this.minimatch.set.length
+  this.matches = new Array(n)
+  for (var i = 0; i < n; i ++) {
+    this._process(this.minimatch.set[i], i, false)
+  }
+  this._finish()
+}
+
+GlobSync.prototype._finish = function () {
+  assert(this instanceof GlobSync)
+  if (this.realpath) {
+    var self = this
+    this.matches.forEach(function (matchset, index) {
+      var set = self.matches[index] = Object.create(null)
+      for (var p in matchset) {
+        try {
+          p = self._makeAbs(p)
+          var real = fs.realpathSync(p, self.realpathCache)
+          set[real] = true
+        } catch (er) {
+          if (er.syscall === 'stat')
+            set[self._makeAbs(p)] = true
+          else
+            throw er
+        }
+      }
+    })
+  }
+  common.finish(this)
+}
+
+
+GlobSync.prototype._process = function (pattern, index, inGlobStar) {
+  assert(this instanceof GlobSync)
+
+  // Get the first [n] parts of pattern that are all strings.
+  var n = 0
+  while (typeof pattern[n] === 'string') {
+    n ++
+  }
+  // now n is the index of the first one that is *not* a string.
+
+  // See if there's anything else
+  var prefix
+  switch (n) {
+    // if not, then this is rather simple
+    case pattern.length:
+      this._processSimple(pattern.join('/'), index)
+      return
+
+    case 0:
+      // pattern *starts* with some non-trivial item.
+      // going to readdir(cwd), but not include the prefix in matches.
+      prefix = null
+      break
+
+    default:
+      // pattern has some string bits in the front.
+      // whatever it starts with, whether that's 'absolute' like /foo/bar,
+      // or 'relative' like '../baz'
+      prefix = pattern.slice(0, n).join('/')
+      break
+  }
+
+  var remain = pattern.slice(n)
+
+  // get the list of entries.
+  var read
+  if (prefix === null)
+    read = '.'
+  else if (isAbsolute(prefix) || isAbsolute(pattern.join('/'))) {
+    if (!prefix || !isAbsolute(prefix))
+      prefix = '/' + prefix
+    read = prefix
+  } else
+    read = prefix
+
+  var abs = this._makeAbs(read)
+
+  //if ignored, skip processing
+  if (childrenIgnored(this, read))
+    return
+
+  var isGlobStar = remain[0] === minimatch.GLOBSTAR
+  if (isGlobStar)
+    this._processGlobStar(prefix, read, abs, remain, index, inGlobStar)
+  else
+    this._processReaddir(prefix, read, abs, remain, index, inGlobStar)
+}
+
+
+GlobSync.prototype._processReaddir = function (prefix, read, abs, remain, index, inGlobStar) {
+  var entries = this._readdir(abs, inGlobStar)
+
+  // if the abs isn't a dir, then nothing can match!
+  if (!entries)
+    return
+
+  // It will only match dot entries if it starts with a dot, or if
+  // dot is set.  Stuff like @(.foo|.bar) isn't allowed.
+  var pn = remain[0]
+  var negate = !!this.minimatch.negate
+  var rawGlob = pn._glob
+  var dotOk = this.dot || rawGlob.charAt(0) === '.'
+
+  var matchedEntries = []
+  for (var i = 0; i < entries.length; i++) {
+    var e = entries[i]
+    if (e.charAt(0) !== '.' || dotOk) {
+      var m
+      if (negate && !prefix) {
+        m = !e.match(pn)
+      } else {
+        m = e.match(pn)
+      }
+      if (m)
+        matchedEntries.push(e)
+    }
+  }
+
+  var len = matchedEntries.length
+  // If there are no matched entries, then nothing matches.
+  if (len === 0)
+    return
+
+  // if this is the last remaining pattern bit, then no need for
+  // an additional stat *unless* the user has specified mark or
+  // stat explicitly.  We know they exist, since readdir returned
+  // them.
+
+  if (remain.length === 1 && !this.mark && !this.stat) {
+    if (!this.matches[index])
+      this.matches[index] = Object.create(null)
+
+    for (var i = 0; i < len; i ++) {
+      var e = matchedEntries[i]
+      if (prefix) {
+        if (prefix.slice(-1) !== '/')
+          e = prefix + '/' + e
+        else
+          e = prefix + e
+      }
+
+      if (e.charAt(0) === '/' && !this.nomount) {
+        e = path.join(this.root, e)
+      }
+      this.matches[index][e] = true
+    }
+    // This was the last one, and no stats were needed
+    return
+  }
+
+  // now test all matched entries as stand-ins for that part
+  // of the pattern.
+  remain.shift()
+  for (var i = 0; i < len; i ++) {
+    var e = matchedEntries[i]
+    var newPattern
+    if (prefix)
+      newPattern = [prefix, e]
+    else
+      newPattern = [e]
+    this._process(newPattern.concat(remain), index, inGlobStar)
+  }
+}
+
+
+GlobSync.prototype._emitMatch = function (index, e) {
+  var abs = this._makeAbs(e)
+  if (this.mark)
+    e = this._mark(e)
+
+  if (this.matches[index][e])
+    return
+
+  if (this.nodir) {
+    var c = this.cache[this._makeAbs(e)]
+    if (c === 'DIR' || Array.isArray(c))
+      return
+  }
+
+  this.matches[index][e] = true
+  if (this.stat)
+    this._stat(e)
+}
+
+
+GlobSync.prototype._readdirInGlobStar = function (abs) {
+  // follow all symlinked directories forever
+  // just proceed as if this is a non-globstar situation
+  if (this.follow)
+    return this._readdir(abs, false)
+
+  var entries
+  var lstat
+  var stat
+  try {
+    lstat = fs.lstatSync(abs)
+  } catch (er) {
+    // lstat failed, doesn't exist
+    return null
+  }
+
+  var isSym = lstat.isSymbolicLink()
+  this.symlinks[abs] = isSym
+
+  // If it's not a symlink or a dir, then it's definitely a regular file.
+  // don't bother doing a readdir in that case.
+  if (!isSym && !lstat.isDirectory())
+    this.cache[abs] = 'FILE'
+  else
+    entries = this._readdir(abs, false)
+
+  return entries
+}
+
+GlobSync.prototype._readdir = function (abs, inGlobStar) {
+  var entries
+
+  if (inGlobStar && !ownProp(this.symlinks, abs))
+    return this._readdirInGlobStar(abs)
+
+  if (ownProp(this.cache, abs)) {
+    var c = this.cache[abs]
+    if (!c || c === 'FILE')
+      return null
+
+    if (Array.isArray(c))
+      return c
+  }
+
+  try {
+    return this._readdirEntries(abs, fs.readdirSync(abs))
+  } catch (er) {
+    this._readdirError(abs, er)
+    return null
+  }
+}
+
+GlobSync.prototype._readdirEntries = function (abs, entries) {
+  // if we haven't asked to stat everything, then just
+  // assume that everything in there exists, so we can avoid
+  // having to stat it a second time.
+  if (!this.mark && !this.stat) {
+    for (var i = 0; i < entries.length; i ++) {
+      var e = entries[i]
+      if (abs === '/')
+        e = abs + e
+      else
+        e = abs + '/' + e
+      this.cache[e] = true
+    }
+  }
+
+  this.cache[abs] = entries
+
+  // mark and cache dir-ness
+  return entries
+}
+
+GlobSync.prototype._readdirError = function (f, er) {
+  // handle errors, and cache the information
+  switch (er.code) {
+    case 'ENOTSUP': // https://github.com/isaacs/node-glob/issues/205
+    case 'ENOTDIR': // totally normal. means it *does* exist.
+      this.cache[this._makeAbs(f)] = 'FILE'
+      break
+
+    case 'ENOENT': // not terribly unusual
+    case 'ELOOP':
+    case 'ENAMETOOLONG':
+    case 'UNKNOWN':
+      this.cache[this._makeAbs(f)] = false
+      break
+
+    default: // some unusual error.  Treat as failure.
+      this.cache[this._makeAbs(f)] = false
+      if (this.strict)
+        throw er
+      if (!this.silent)
+        console.error('glob error', er)
+      break
+  }
+}
+
+GlobSync.prototype._processGlobStar = function (prefix, read, abs, remain, index, inGlobStar) {
+
+  var entries = this._readdir(abs, inGlobStar)
+
+  // no entries means not a dir, so it can never have matches
+  // foo.txt/** doesn't match foo.txt
+  if (!entries)
+    return
+
+  // test without the globstar, and with every child both below
+  // and replacing the globstar.
+  var remainWithoutGlobStar = remain.slice(1)
+  var gspref = prefix ? [ prefix ] : []
+  var noGlobStar = gspref.concat(remainWithoutGlobStar)
+
+  // the noGlobStar pattern exits the inGlobStar state
+  this._process(noGlobStar, index, false)
+
+  var len = entries.length
+  var isSym = this.symlinks[abs]
+
+  // If it's a symlink, and we're in a globstar, then stop
+  if (isSym && inGlobStar)
+    return
+
+  for (var i = 0; i < len; i++) {
+    var e = entries[i]
+    if (e.charAt(0) === '.' && !this.dot)
+      continue
+
+    // these two cases enter the inGlobStar state
+    var instead = gspref.concat(entries[i], remainWithoutGlobStar)
+    this._process(instead, index, true)
+
+    var below = gspref.concat(entries[i], remain)
+    this._process(below, index, true)
+  }
+}
+
+GlobSync.prototype._processSimple = function (prefix, index) {
+  // XXX review this.  Shouldn't it be doing the mounting etc
+  // before doing stat?  kinda weird?
+  var exists = this._stat(prefix)
+
+  if (!this.matches[index])
+    this.matches[index] = Object.create(null)
+
+  // If it doesn't exist, then just mark the lack of results
+  if (!exists)
+    return
+
+  if (prefix && isAbsolute(prefix) && !this.nomount) {
+    var trail = /[\/\\]$/.test(prefix)
+    if (prefix.charAt(0) === '/') {
+      prefix = path.join(this.root, prefix)
+    } else {
+      prefix = path.resolve(this.root, prefix)
+      if (trail)
+        prefix += '/'
+    }
+  }
+
+  if (process.platform === 'win32')
+    prefix = prefix.replace(/\\/g, '/')
+
+  // Mark this as a match
+  this.matches[index][prefix] = true
+}
+
+// Returns either 'DIR', 'FILE', or false
+GlobSync.prototype._stat = function (f) {
+  var abs = this._makeAbs(f)
+  var needDir = f.slice(-1) === '/'
+
+  if (f.length > this.maxLength)
+    return false
+
+  if (!this.stat && ownProp(this.cache, abs)) {
+    var c = this.cache[abs]
+
+    if (Array.isArray(c))
+      c = 'DIR'
+
+    // It exists, but maybe not how we need it
+    if (!needDir || c === 'DIR')
+      return c
+
+    if (needDir && c === 'FILE')
+      return false
+
+    // otherwise we have to stat, because maybe c=true
+    // if we know it exists, but not what it is.
+  }
+
+  var exists
+  var stat = this.statCache[abs]
+  if (!stat) {
+    var lstat
+    try {
+      lstat = fs.lstatSync(abs)
+    } catch (er) {
+      return false
+    }
+
+    if (lstat.isSymbolicLink()) {
+      try {
+        stat = fs.statSync(abs)
+      } catch (er) {
+        stat = lstat
+      }
+    } else {
+      stat = lstat
+    }
+  }
+
+  this.statCache[abs] = stat
+
+  var c = stat.isDirectory() ? 'DIR' : 'FILE'
+  this.cache[abs] = this.cache[abs] || c
+
+  if (needDir && c !== 'DIR')
+    return false
+
+  return c
+}
+
+GlobSync.prototype._mark = function (p) {
+  return common.mark(this, p)
+}
+
+GlobSync.prototype._makeAbs = function (f) {
+  return common.makeAbs(this, f)
+}
+
+}).call(this,require('_process'))
+},{"./common.js":15,"./glob.js":16,"_process":24,"assert":9,"fs":12,"minimatch":20,"path":22,"path-is-absolute":23,"util":28}],18:[function(require,module,exports){
+(function (process){
+var wrappy = require('wrappy')
+var reqs = Object.create(null)
+var once = require('once')
+
+module.exports = wrappy(inflight)
+
+function inflight (key, cb) {
+  if (reqs[key]) {
+    reqs[key].push(cb)
+    return null
+  } else {
+    reqs[key] = [cb]
+    return makeres(key)
+  }
+}
+
+function makeres (key) {
+  return once(function RES () {
+    var cbs = reqs[key]
+    var len = cbs.length
+    var args = slice(arguments)
+
+    // XXX It's somewhat ambiguous whether a new callback added in this
+    // pass should be queued for later execution if something in the
+    // list of callbacks throws, or if it should just be discarded.
+    // However, it's such an edge case that it hardly matters, and either
+    // choice is likely as surprising as the other.
+    // As it happens, we do go ahead and schedule it for later execution.
+    try {
+      for (var i = 0; i < len; i++) {
+        cbs[i].apply(null, args)
+      }
+    } finally {
+      if (cbs.length > len) {
+        // added more in the interim.
+        // de-zalgo, just in case, but don't call again.
+        cbs.splice(0, len)
+        process.nextTick(function () {
+          RES.apply(null, args)
+        })
+      } else {
+        delete reqs[key]
+      }
+    }
+  })
+}
+
+function slice (args) {
+  var length = args.length
+  var array = []
+
+  for (var i = 0; i < length; i++) array[i] = args[i]
+  return array
+}
+
+}).call(this,require('_process'))
+},{"_process":24,"once":21,"wrappy":29}],19:[function(require,module,exports){
+if (typeof Object.create === 'function') {
+  // implementation from standard node.js 'util' module
+  module.exports = function inherits(ctor, superCtor) {
+    ctor.super_ = superCtor
+    ctor.prototype = Object.create(superCtor.prototype, {
+      constructor: {
+        value: ctor,
+        enumerable: false,
+        writable: true,
+        configurable: true
+      }
+    });
+  };
+} else {
+  // old school shim for old browsers
+  module.exports = function inherits(ctor, superCtor) {
+    ctor.super_ = superCtor
+    var TempCtor = function () {}
+    TempCtor.prototype = superCtor.prototype
+    ctor.prototype = new TempCtor()
+    ctor.prototype.constructor = ctor
+  }
+}
+
+},{}],20:[function(require,module,exports){
+module.exports = minimatch
+minimatch.Minimatch = Minimatch
+
+var path = { sep: '/' }
+try {
+  path = require('path')
+} catch (er) {}
+
+var GLOBSTAR = minimatch.GLOBSTAR = Minimatch.GLOBSTAR = {}
+var expand = require('brace-expansion')
+
+var plTypes = {
+  '!': { open: '(?:(?!(?:', close: '))[^/]*?)'},
+  '?': { open: '(?:', close: ')?' },
+  '+': { open: '(?:', close: ')+' },
+  '*': { open: '(?:', close: ')*' },
+  '@': { open: '(?:', close: ')' }
+}
+
+// any single thing other than /
+// don't need to escape / when using new RegExp()
+var qmark = '[^/]'
+
+// * => any number of characters
+var star = qmark + '*?'
+
+// ** when dots are allowed.  Anything goes, except .. and .
+// not (^ or / followed by one or two dots followed by $ or /),
+// followed by anything, any number of times.
+var twoStarDot = '(?:(?!(?:\\\/|^)(?:\\.{1,2})($|\\\/)).)*?'
+
+// not a ^ or / followed by a dot,
+// followed by anything, any number of times.
+var twoStarNoDot = '(?:(?!(?:\\\/|^)\\.).)*?'
+
+// characters that need to be escaped in RegExp.
+var reSpecials = charSet('().*{}+?[]^$\\!')
+
+// "abc" -> { a:true, b:true, c:true }
+function charSet (s) {
+  return s.split('').reduce(function (set, c) {
+    set[c] = true
+    return set
+  }, {})
+}
+
+// normalizes slashes.
+var slashSplit = /\/+/
+
+minimatch.filter = filter
+function filter (pattern, options) {
+  options = options || {}
+  return function (p, i, list) {
+    return minimatch(p, pattern, options)
+  }
+}
+
+function ext (a, b) {
+  a = a || {}
+  b = b || {}
+  var t = {}
+  Object.keys(b).forEach(function (k) {
+    t[k] = b[k]
+  })
+  Object.keys(a).forEach(function (k) {
+    t[k] = a[k]
+  })
+  return t
+}
+
+minimatch.defaults = function (def) {
+  if (!def || !Object.keys(def).length) return minimatch
+
+  var orig = minimatch
+
+  var m = function minimatch (p, pattern, options) {
+    return orig.minimatch(p, pattern, ext(def, options))
+  }
+
+  m.Minimatch = function Minimatch (pattern, options) {
+    return new orig.Minimatch(pattern, ext(def, options))
+  }
+
+  return m
+}
+
+Minimatch.defaults = function (def) {
+  if (!def || !Object.keys(def).length) return Minimatch
+  return minimatch.defaults(def).Minimatch
+}
+
+function minimatch (p, pattern, options) {
+  if (typeof pattern !== 'string') {
+    throw new TypeError('glob pattern string required')
+  }
+
+  if (!options) options = {}
+
+  // shortcut: comments match nothing.
+  if (!options.nocomment && pattern.charAt(0) === '#') {
+    return false
+  }
+
+  // "" only matches ""
+  if (pattern.trim() === '') return p === ''
+
+  return new Minimatch(pattern, options).match(p)
+}
+
+function Minimatch (pattern, options) {
+  if (!(this instanceof Minimatch)) {
+    return new Minimatch(pattern, options)
+  }
+
+  if (typeof pattern !== 'string') {
+    throw new TypeError('glob pattern string required')
+  }
+
+  if (!options) options = {}
+  pattern = pattern.trim()
+
+  // windows support: need to use /, not \
+  if (path.sep !== '/') {
+    pattern = pattern.split(path.sep).join('/')
+  }
+
+  this.options = options
+  this.set = []
+  this.pattern = pattern
+  this.regexp = null
+  this.negate = false
+  this.comment = false
+  this.empty = false
+
+  // make the set of regexps etc.
+  this.make()
+}
+
+Minimatch.prototype.debug = function () {}
+
+Minimatch.prototype.make = make
+function make () {
+  // don't do it more than once.
+  if (this._made) return
+
+  var pattern = this.pattern
+  var options = this.options
+
+  // empty patterns and comments match nothing.
+  if (!options.nocomment && pattern.charAt(0) === '#') {
+    this.comment = true
+    return
+  }
+  if (!pattern) {
+    this.empty = true
+    return
+  }
+
+  // step 1: figure out negation, etc.
+  this.parseNegate()
+
+  // step 2: expand braces
+  var set = this.globSet = this.braceExpand()
+
+  if (options.debug) this.debug = console.error
+
+  this.debug(this.pattern, set)
+
+  // step 3: now we have a set, so turn each one into a series of path-portion
+  // matching patterns.
+  // These will be regexps, except in the case of "**", which is
+  // set to the GLOBSTAR object for globstar behavior,
+  // and will not contain any / characters
+  set = this.globParts = set.map(function (s) {
+    return s.split(slashSplit)
+  })
+
+  this.debug(this.pattern, set)
+
+  // glob --> regexps
+  set = set.map(function (s, si, set) {
+    return s.map(this.parse, this)
+  }, this)
+
+  this.debug(this.pattern, set)
+
+  // filter out everything that didn't compile properly.
+  set = set.filter(function (s) {
+    return s.indexOf(false) === -1
+  })
+
+  this.debug(this.pattern, set)
+
+  this.set = set
+}
+
+Minimatch.prototype.parseNegate = parseNegate
+function parseNegate () {
+  var pattern = this.pattern
+  var negate = false
+  var options = this.options
+  var negateOffset = 0
+
+  if (options.nonegate) return
+
+  for (var i = 0, l = pattern.length
+    ; i < l && pattern.charAt(i) === '!'
+    ; i++) {
+    negate = !negate
+    negateOffset++
+  }
+
+  if (negateOffset) this.pattern = pattern.substr(negateOffset)
+  this.negate = negate
+}
+
+// Brace expansion:
+// a{b,c}d -> abd acd
+// a{b,}c -> abc ac
+// a{0..3}d -> a0d a1d a2d a3d
+// a{b,c{d,e}f}g -> abg acdfg acefg
+// a{b,c}d{e,f}g -> abdeg acdeg abdeg abdfg
+//
+// Invalid sets are not expanded.
+// a{2..}b -> a{2..}b
+// a{b}c -> a{b}c
+minimatch.braceExpand = function (pattern, options) {
+  return braceExpand(pattern, options)
+}
+
+Minimatch.prototype.braceExpand = braceExpand
+
+function braceExpand (pattern, options) {
+  if (!options) {
+    if (this instanceof Minimatch) {
+      options = this.options
+    } else {
+      options = {}
+    }
+  }
+
+  pattern = typeof pattern === 'undefined'
+    ? this.pattern : pattern
+
+  if (typeof pattern === 'undefined') {
+    throw new TypeError('undefined pattern')
+  }
+
+  if (options.nobrace ||
+    !pattern.match(/\{.*\}/)) {
+    // shortcut. no need to expand.
+    return [pattern]
+  }
+
+  return expand(pattern)
+}
+
+// parse a component of the expanded set.
+// At this point, no pattern may contain "/" in it
+// so we're going to return a 2d array, where each entry is the full
+// pattern, split on '/', and then turned into a regular expression.
+// A regexp is made at the end which joins each array with an
+// escaped /, and another full one which joins each regexp with |.
+//
+// Following the lead of Bash 4.1, note that "**" only has special meaning
+// when it is the *only* thing in a path portion.  Otherwise, any series
+// of * is equivalent to a single *.  Globstar behavior is enabled by
+// default, and can be disabled by setting options.noglobstar.
+Minimatch.prototype.parse = parse
+var SUBPARSE = {}
+function parse (pattern, isSub) {
+  if (pattern.length > 1024 * 64) {
+    throw new TypeError('pattern is too long')
+  }
+
+  var options = this.options
+
+  // shortcuts
+  if (!options.noglobstar && pattern === '**') return GLOBSTAR
+  if (pattern === '') return ''
+
+  var re = ''
+  var hasMagic = !!options.nocase
+  var escaping = false
+  // ? => one single character
+  var patternListStack = []
+  var negativeLists = []
+  var stateChar
+  var inClass = false
+  var reClassStart = -1
+  var classStart = -1
+  // . and .. never match anything that doesn't start with .,
+  // even when options.dot is set.
+  var patternStart = pattern.charAt(0) === '.' ? '' // anything
+  // not (start or / followed by . or .. followed by / or end)
+  : options.dot ? '(?!(?:^|\\\/)\\.{1,2}(?:$|\\\/))'
+  : '(?!\\.)'
+  var self = this
+
+  function clearStateChar () {
+    if (stateChar) {
+      // we had some state-tracking character
+      // that wasn't consumed by this pass.
+      switch (stateChar) {
+        case '*':
+          re += star
+          hasMagic = true
+        break
+        case '?':
+          re += qmark
+          hasMagic = true
+        break
+        default:
+          re += '\\' + stateChar
+        break
+      }
+      self.debug('clearStateChar %j %j', stateChar, re)
+      stateChar = false
+    }
+  }
+
+  for (var i = 0, len = pattern.length, c
+    ; (i < len) && (c = pattern.charAt(i))
+    ; i++) {
+    this.debug('%s\t%s %s %j', pattern, i, re, c)
+
+    // skip over any that are escaped.
+    if (escaping && reSpecials[c]) {
+      re += '\\' + c
+      escaping = false
+      continue
+    }
+
+    switch (c) {
+      case '/':
+        // completely not allowed, even escaped.
+        // Should already be path-split by now.
+        return false
+
+      case '\\':
+        clearStateChar()
+        escaping = true
+      continue
+
+      // the various stateChar values
+      // for the "extglob" stuff.
+      case '?':
+      case '*':
+      case '+':
+      case '@':
+      case '!':
+        this.debug('%s\t%s %s %j <-- stateChar', pattern, i, re, c)
+
+        // all of those are literals inside a class, except that
+        // the glob [!a] means [^a] in regexp
+        if (inClass) {
+          this.debug('  in class')
+          if (c === '!' && i === classStart + 1) c = '^'
+          re += c
+          continue
+        }
+
+        // if we already have a stateChar, then it means
+        // that there was something like ** or +? in there.
+        // Handle the stateChar, then proceed with this one.
+        self.debug('call clearStateChar %j', stateChar)
+        clearStateChar()
+        stateChar = c
+        // if extglob is disabled, then +(asdf|foo) isn't a thing.
+        // just clear the statechar *now*, rather than even diving into
+        // the patternList stuff.
+        if (options.noext) clearStateChar()
+      continue
+
+      case '(':
+        if (inClass) {
+          re += '('
+          continue
+        }
+
+        if (!stateChar) {
+          re += '\\('
+          continue
+        }
+
+        patternListStack.push({
+          type: stateChar,
+          start: i - 1,
+          reStart: re.length,
+          open: plTypes[stateChar].open,
+          close: plTypes[stateChar].close
+        })
+        // negation is (?:(?!js)[^/]*)
+        re += stateChar === '!' ? '(?:(?!(?:' : '(?:'
+        this.debug('plType %j %j', stateChar, re)
+        stateChar = false
+      continue
+
+      case ')':
+        if (inClass || !patternListStack.length) {
+          re += '\\)'
+          continue
+        }
+
+        clearStateChar()
+        hasMagic = true
+        var pl = patternListStack.pop()
+        // negation is (?:(?!js)[^/]*)
+        // The others are (?:<pattern>)<type>
+        re += pl.close
+        if (pl.type === '!') {
+          negativeLists.push(pl)
+        }
+        pl.reEnd = re.length
+      continue
+
+      case '|':
+        if (inClass || !patternListStack.length || escaping) {
+          re += '\\|'
+          escaping = false
+          continue
+        }
+
+        clearStateChar()
+        re += '|'
+      continue
+
+      // these are mostly the same in regexp and glob
+      case '[':
+        // swallow any state-tracking char before the [
+        clearStateChar()
+
+        if (inClass) {
+          re += '\\' + c
+          continue
+        }
+
+        inClass = true
+        classStart = i
+        reClassStart = re.length
+        re += c
+      continue
+
+      case ']':
+        //  a right bracket shall lose its special
+        //  meaning and represent itself in
+        //  a bracket expression if it occurs
+        //  first in the list.  -- POSIX.2 2.8.3.2
+        if (i === classStart + 1 || !inClass) {
+          re += '\\' + c
+          escaping = false
+          continue
+        }
+
+        // handle the case where we left a class open.
+        // "[z-a]" is valid, equivalent to "\[z-a\]"
+        if (inClass) {
+          // split where the last [ was, make sure we don't have
+          // an invalid re. if so, re-walk the contents of the
+          // would-be class to re-translate any characters that
+          // were passed through as-is
+          // TODO: It would probably be faster to determine this
+          // without a try/catch and a new RegExp, but it's tricky
+          // to do safely.  For now, this is safe and works.
+          var cs = pattern.substring(classStart + 1, i)
+          try {
+            RegExp('[' + cs + ']')
+          } catch (er) {
+            // not a valid class!
+            var sp = this.parse(cs, SUBPARSE)
+            re = re.substr(0, reClassStart) + '\\[' + sp[0] + '\\]'
+            hasMagic = hasMagic || sp[1]
+            inClass = false
+            continue
+          }
+        }
+
+        // finish up the class.
+        hasMagic = true
+        inClass = false
+        re += c
+      continue
+
+      default:
+        // swallow any state char that wasn't consumed
+        clearStateChar()
+
+        if (escaping) {
+          // no need
+          escaping = false
+        } else if (reSpecials[c]
+          && !(c === '^' && inClass)) {
+          re += '\\'
+        }
+
+        re += c
+
+    } // switch
+  } // for
+
+  // handle the case where we left a class open.
+  // "[abc" is valid, equivalent to "\[abc"
+  if (inClass) {
+    // split where the last [ was, and escape it
+    // this is a huge pita.  We now have to re-walk
+    // the contents of the would-be class to re-translate
+    // any characters that were passed through as-is
+    cs = pattern.substr(classStart + 1)
+    sp = this.parse(cs, SUBPARSE)
+    re = re.substr(0, reClassStart) + '\\[' + sp[0]
+    hasMagic = hasMagic || sp[1]
+  }
+
+  // handle the case where we had a +( thing at the *end*
+  // of the pattern.
+  // each pattern list stack adds 3 chars, and we need to go through
+  // and escape any | chars that were passed through as-is for the regexp.
+  // Go through and escape them, taking care not to double-escape any
+  // | chars that were already escaped.
+  for (pl = patternListStack.pop(); pl; pl = patternListStack.pop()) {
+    var tail = re.slice(pl.reStart + pl.open.length)
+    this.debug('setting tail', re, pl)
+    // maybe some even number of \, then maybe 1 \, followed by a |
+    tail = tail.replace(/((?:\\{2}){0,64})(\\?)\|/g, function (_, $1, $2) {
+      if (!$2) {
+        // the | isn't already escaped, so escape it.
+        $2 = '\\'
+      }
+
+      // need to escape all those slashes *again*, without escaping the
+      // one that we need for escaping the | character.  As it works out,
+      // escaping an even number of slashes can be done by simply repeating
+      // it exactly after itself.  That's why this trick works.
+      //
+      // I am sorry that you have to see this.
+      return $1 + $1 + $2 + '|'
+    })
+
+    this.debug('tail=%j\n   %s', tail, tail, pl, re)
+    var t = pl.type === '*' ? star
+      : pl.type === '?' ? qmark
+      : '\\' + pl.type
+
+    hasMagic = true
+    re = re.slice(0, pl.reStart) + t + '\\(' + tail
+  }
+
+  // handle trailing things that only matter at the very end.
+  clearStateChar()
+  if (escaping) {
+    // trailing \\
+    re += '\\\\'
+  }
+
+  // only need to apply the nodot start if the re starts with
+  // something that could conceivably capture a dot
+  var addPatternStart = false
+  switch (re.charAt(0)) {
+    case '.':
+    case '[':
+    case '(': addPatternStart = true
+  }
+
+  // Hack to work around lack of negative lookbehind in JS
+  // A pattern like: *.!(x).!(y|z) needs to ensure that a name
+  // like 'a.xyz.yz' doesn't match.  So, the first negative
+  // lookahead, has to look ALL the way ahead, to the end of
+  // the pattern.
+  for (var n = negativeLists.length - 1; n > -1; n--) {
+    var nl = negativeLists[n]
+
+    var nlBefore = re.slice(0, nl.reStart)
+    var nlFirst = re.slice(nl.reStart, nl.reEnd - 8)
+    var nlLast = re.slice(nl.reEnd - 8, nl.reEnd)
+    var nlAfter = re.slice(nl.reEnd)
+
+    nlLast += nlAfter
+
+    // Handle nested stuff like *(*.js|!(*.json)), where open parens
+    // mean that we should *not* include the ) in the bit that is considered
+    // "after" the negated section.
+    var openParensBefore = nlBefore.split('(').length - 1
+    var cleanAfter = nlAfter
+    for (i = 0; i < openParensBefore; i++) {
+      cleanAfter = cleanAfter.replace(/\)[+*?]?/, '')
+    }
+    nlAfter = cleanAfter
+
+    var dollar = ''
+    if (nlAfter === '' && isSub !== SUBPARSE) {
+      dollar = '$'
+    }
+    var newRe = nlBefore + nlFirst + nlAfter + dollar + nlLast
+    re = newRe
+  }
+
+  // if the re is not "" at this point, then we need to make sure
+  // it doesn't match against an empty path part.
+  // Otherwise a/* will match a/, which it should not.
+  if (re !== '' && hasMagic) {
+    re = '(?=.)' + re
+  }
+
+  if (addPatternStart) {
+    re = patternStart + re
+  }
+
+  // parsing just a piece of a larger pattern.
+  if (isSub === SUBPARSE) {
+    return [re, hasMagic]
+  }
+
+  // skip the regexp for non-magical patterns
+  // unescape anything in it, though, so that it'll be
+  // an exact match against a file etc.
+  if (!hasMagic) {
+    return globUnescape(pattern)
+  }
+
+  var flags = options.nocase ? 'i' : ''
+  try {
+    var regExp = new RegExp('^' + re + '$', flags)
+  } catch (er) {
+    // If it was an invalid regular expression, then it can't match
+    // anything.  This trick looks for a character after the end of
+    // the string, which is of course impossible, except in multi-line
+    // mode, but it's not a /m regex.
+    return new RegExp('$.')
+  }
+
+  regExp._glob = pattern
+  regExp._src = re
+
+  return regExp
+}
+
+minimatch.makeRe = function (pattern, options) {
+  return new Minimatch(pattern, options || {}).makeRe()
+}
+
+Minimatch.prototype.makeRe = makeRe
+function makeRe () {
+  if (this.regexp || this.regexp === false) return this.regexp
+
+  // at this point, this.set is a 2d array of partial
+  // pattern strings, or "**".
+  //
+  // It's better to use .match().  This function shouldn't
+  // be used, really, but it's pretty convenient sometimes,
+  // when you just want to work with a regex.
+  var set = this.set
+
+  if (!set.length) {
+    this.regexp = false
+    return this.regexp
+  }
+  var options = this.options
+
+  var twoStar = options.noglobstar ? star
+    : options.dot ? twoStarDot
+    : twoStarNoDot
+  var flags = options.nocase ? 'i' : ''
+
+  var re = set.map(function (pattern) {
+    return pattern.map(function (p) {
+      return (p === GLOBSTAR) ? twoStar
+      : (typeof p === 'string') ? regExpEscape(p)
+      : p._src
+    }).join('\\\/')
+  }).join('|')
+
+  // must match entire pattern
+  // ending in a * or ** will make it less strict.
+  re = '^(?:' + re + ')$'
+
+  // can match anything, as long as it's not this.
+  if (this.negate) re = '^(?!' + re + ').*$'
+
+  try {
+    this.regexp = new RegExp(re, flags)
+  } catch (ex) {
+    this.regexp = false
+  }
+  return this.regexp
+}
+
+minimatch.match = function (list, pattern, options) {
+  options = options || {}
+  var mm = new Minimatch(pattern, options)
+  list = list.filter(function (f) {
+    return mm.match(f)
+  })
+  if (mm.options.nonull && !list.length) {
+    list.push(pattern)
+  }
+  return list
+}
+
+Minimatch.prototype.match = match
+function match (f, partial) {
+  this.debug('match', f, this.pattern)
+  // short-circuit in the case of busted things.
+  // comments, etc.
+  if (this.comment) return false
+  if (this.empty) return f === ''
+
+  if (f === '/' && partial) return true
+
+  var options = this.options
+
+  // windows: need to use /, not \
+  if (path.sep !== '/') {
+    f = f.split(path.sep).join('/')
+  }
+
+  // treat the test path as a set of pathparts.
+  f = f.split(slashSplit)
+  this.debug(this.pattern, 'split', f)
+
+  // just ONE of the pattern sets in this.set needs to match
+  // in order for it to be valid.  If negating, then just one
+  // match means that we have failed.
+  // Either way, return on the first hit.
+
+  var set = this.set
+  this.debug(this.pattern, 'set', set)
+
+  // Find the basename of the path by looking for the last non-empty segment
+  var filename
+  var i
+  for (i = f.length - 1; i >= 0; i--) {
+    filename = f[i]
+    if (filename) break
+  }
+
+  for (i = 0; i < set.length; i++) {
+    var pattern = set[i]
+    var file = f
+    if (options.matchBase && pattern.length === 1) {
+      file = [filename]
+    }
+    var hit = this.matchOne(file, pattern, partial)
+    if (hit) {
+      if (options.flipNegate) return true
+      return !this.negate
+    }
+  }
+
+  // didn't get any hits.  this is success if it's a negative
+  // pattern, failure otherwise.
+  if (options.flipNegate) return false
+  return this.negate
+}
+
+// set partial to true to test if, for example,
+// "/a/b" matches the start of "/*/b/*/d"
+// Partial means, if you run out of file before you run
+// out of pattern, then that's fine, as long as all
+// the parts match.
+Minimatch.prototype.matchOne = function (file, pattern, partial) {
+  var options = this.options
+
+  this.debug('matchOne',
+    { 'this': this, file: file, pattern: pattern })
+
+  this.debug('matchOne', file.length, pattern.length)
+
+  for (var fi = 0,
+      pi = 0,
+      fl = file.length,
+      pl = pattern.length
+      ; (fi < fl) && (pi < pl)
+      ; fi++, pi++) {
+    this.debug('matchOne loop')
+    var p = pattern[pi]
+    var f = file[fi]
+
+    this.debug(pattern, p, f)
+
+    // should be impossible.
+    // some invalid regexp stuff in the set.
+    if (p === false) return false
+
+    if (p === GLOBSTAR) {
+      this.debug('GLOBSTAR', [pattern, p, f])
+
+      // "**"
+      // a/**/b/**/c would match the following:
+      // a/b/x/y/z/c
+      // a/x/y/z/b/c
+      // a/b/x/b/x/c
+      // a/b/c
+      // To do this, take the rest of the pattern after
+      // the **, and see if it would match the file remainder.
+      // If so, return success.
+      // If not, the ** "swallows" a segment, and try again.
+      // This is recursively awful.
+      //
+      // a/**/b/**/c matching a/b/x/y/z/c
+      // - a matches a
+      // - doublestar
+      //   - matchOne(b/x/y/z/c, b/**/c)
+      //     - b matches b
+      //     - doublestar
+      //       - matchOne(x/y/z/c, c) -> no
+      //       - matchOne(y/z/c, c) -> no
+      //       - matchOne(z/c, c) -> no
+      //       - matchOne(c, c) yes, hit
+      var fr = fi
+      var pr = pi + 1
+      if (pr === pl) {
+        this.debug('** at the end')
+        // a ** at the end will just swallow the rest.
+        // We have found a match.
+        // however, it will not swallow /.x, unless
+        // options.dot is set.
+        // . and .. are *never* matched by **, for explosively
+        // exponential reasons.
+        for (; fi < fl; fi++) {
+          if (file[fi] === '.' || file[fi] === '..' ||
+            (!options.dot && file[fi].charAt(0) === '.')) return false
+        }
+        return true
+      }
+
+      // ok, let's see if we can swallow whatever we can.
+      while (fr < fl) {
+        var swallowee = file[fr]
+
+        this.debug('\nglobstar while', file, fr, pattern, pr, swallowee)
+
+        // XXX remove this slice.  Just pass the start index.
+        if (this.matchOne(file.slice(fr), pattern.slice(pr), partial)) {
+          this.debug('globstar found match!', fr, fl, swallowee)
+          // found a match.
+          return true
+        } else {
+          // can't swallow "." or ".." ever.
+          // can only swallow ".foo" when explicitly asked.
+          if (swallowee === '.' || swallowee === '..' ||
+            (!options.dot && swallowee.charAt(0) === '.')) {
+            this.debug('dot detected!', file, fr, pattern, pr)
+            break
+          }
+
+          // ** swallows a segment, and continue.
+          this.debug('globstar swallow a segment, and continue')
+          fr++
+        }
+      }
+
+      // no match was found.
+      // However, in partial mode, we can't say this is necessarily over.
+      // If there's more *pattern* left, then
+      if (partial) {
+        // ran out of file
+        this.debug('\n>>> no match, partial?', file, fr, pattern, pr)
+        if (fr === fl) return true
+      }
+      return false
+    }
+
+    // something other than **
+    // non-magic patterns just have to match exactly
+    // patterns with magic have been turned into regexps.
+    var hit
+    if (typeof p === 'string') {
+      if (options.nocase) {
+        hit = f.toLowerCase() === p.toLowerCase()
+      } else {
+        hit = f === p
+      }
+      this.debug('string match', p, f, hit)
+    } else {
+      hit = f.match(p)
+      this.debug('pattern match', p, f, hit)
+    }
+
+    if (!hit) return false
+  }
+
+  // Note: ending in / means that we'll get a final ""
+  // at the end of the pattern.  This can only match a
+  // corresponding "" at the end of the file.
+  // If the file ends in /, then it can only match a
+  // a pattern that ends in /, unless the pattern just
+  // doesn't have any more for it. But, a/b/ should *not*
+  // match "a/b/*", even though "" matches against the
+  // [^/]*? pattern, except in partial mode, where it might
+  // simply not be reached yet.
+  // However, a/b/ should still satisfy a/*
+
+  // now either we fell off the end of the pattern, or we're done.
+  if (fi === fl && pi === pl) {
+    // ran out of pattern and filename at the same time.
+    // an exact hit!
+    return true
+  } else if (fi === fl) {
+    // ran out of file, but still had pattern left.
+    // this is ok if we're doing the match as part of
+    // a glob fs traversal.
+    return partial
+  } else if (pi === pl) {
+    // ran out of pattern, still have file left.
+    // this is only acceptable if we're on the very last
+    // empty segment of a file with a trailing slash.
+    // a/* should match a/b/
+    var emptyFileEnd = (fi === fl - 1) && (file[fi] === '')
+    return emptyFileEnd
+  }
+
+  // should be unreachable.
+  throw new Error('wtf?')
+}
+
+// replace stuff like \* with *
+function globUnescape (s) {
+  return s.replace(/\\(.)/g, '$1')
+}
+
+function regExpEscape (s) {
+  return s.replace(/[-[\]{}()*+?.,\\^$|#\s]/g, '\\$&')
+}
+
+},{"brace-expansion":11,"path":22}],21:[function(require,module,exports){
+var wrappy = require('wrappy')
+module.exports = wrappy(once)
+module.exports.strict = wrappy(onceStrict)
+
+once.proto = once(function () {
+  Object.defineProperty(Function.prototype, 'once', {
+    value: function () {
+      return once(this)
+    },
+    configurable: true
+  })
+
+  Object.defineProperty(Function.prototype, 'onceStrict', {
+    value: function () {
+      return onceStrict(this)
+    },
+    configurable: true
+  })
+})
+
+function once (fn) {
+  var f = function () {
+    if (f.called) return f.value
+    f.called = true
+    return f.value = fn.apply(this, arguments)
+  }
+  f.called = false
+  return f
+}
+
+function onceStrict (fn) {
+  var f = function () {
+    if (f.called)
+      throw new Error(f.onceError)
+    f.called = true
+    return f.value = fn.apply(this, arguments)
+  }
+  var name = fn.name || 'Function wrapped with `once`'
+  f.onceError = name + " shouldn't be called more than once"
+  f.called = false
+  return f
+}
+
+},{"wrappy":29}],22:[function(require,module,exports){
+(function (process){
+// Copyright Joyent, Inc. and other Node contributors.
+//
+// Permission is hereby granted, free of charge, to any person obtaining a
+// copy of this software and associated documentation files (the
+// "Software"), to deal in the Software without restriction, including
+// without limitation the rights to use, copy, modify, merge, publish,
+// distribute, sublicense, and/or sell copies of the Software, and to permit
+// persons to whom the Software is furnished to do so, subject to the
+// following conditions:
+//
+// The above copyright notice and this permission notice shall be included
+// in all copies or substantial portions of the Software.
+//
+// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS
+// OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
+// MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN
+// NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM,
+// DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR
+// OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE
+// USE OR OTHER DEALINGS IN THE SOFTWARE.
+
+// resolves . and .. elements in a path array with directory names there
+// must be no slashes, empty elements, or device names (c:\) in the array
+// (so also no leading and trailing slashes - it does not distinguish
+// relative and absolute paths)
+function normalizeArray(parts, allowAboveRoot) {
+  // if the path tries to go above the root, `up` ends up > 0
+  var up = 0;
+  for (var i = parts.length - 1; i >= 0; i--) {
+    var last = parts[i];
+    if (last === '.') {
+      parts.splice(i, 1);
+    } else if (last === '..') {
+      parts.splice(i, 1);
+      up++;
+    } else if (up) {
+      parts.splice(i, 1);
+      up--;
+    }
+  }
+
+  // if the path is allowed to go above the root, restore leading ..s
+  if (allowAboveRoot) {
+    for (; up--; up) {
+      parts.unshift('..');
+    }
+  }
+
+  return parts;
+}
+
+// Split a filename into [root, dir, basename, ext], unix version
+// 'root' is just a slash, or nothing.
+var splitPathRe =
+    /^(\/?|)([\s\S]*?)((?:\.{1,2}|[^\/]+?|)(\.[^.\/]*|))(?:[\/]*)$/;
+var splitPath = function(filename) {
+  return splitPathRe.exec(filename).slice(1);
+};
+
+// path.resolve([from ...], to)
+// posix version
+exports.resolve = function() {
+  var resolvedPath = '',
+      resolvedAbsolute = false;
+
+  for (var i = arguments.length - 1; i >= -1 && !resolvedAbsolute; i--) {
+    var path = (i >= 0) ? arguments[i] : process.cwd();
+
+    // Skip empty and invalid entries
+    if (typeof path !== 'string') {
+      throw new TypeError('Arguments to path.resolve must be strings');
+    } else if (!path) {
+      continue;
+    }
+
+    resolvedPath = path + '/' + resolvedPath;
+    resolvedAbsolute = path.charAt(0) === '/';
+  }
+
+  // At this point the path should be resolved to a full absolute path, but
+  // handle relative paths to be safe (might happen when process.cwd() fails)
+
+  // Normalize the path
+  resolvedPath = normalizeArray(filter(resolvedPath.split('/'), function(p) {
+    return !!p;
+  }), !resolvedAbsolute).join('/');
+
+  return ((resolvedAbsolute ? '/' : '') + resolvedPath) || '.';
+};
+
+// path.normalize(path)
+// posix version
+exports.normalize = function(path) {
+  var isAbsolute = exports.isAbsolute(path),
+      trailingSlash = substr(path, -1) === '/';
+
+  // Normalize the path
+  path = normalizeArray(filter(path.split('/'), function(p) {
+    return !!p;
+  }), !isAbsolute).join('/');
+
+  if (!path && !isAbsolute) {
+    path = '.';
+  }
+  if (path && trailingSlash) {
+    path += '/';
+  }
+
+  return (isAbsolute ? '/' : '') + path;
+};
+
+// posix version
+exports.isAbsolute = function(path) {
+  return path.charAt(0) === '/';
+};
+
+// posix version
+exports.join = function() {
+  var paths = Array.prototype.slice.call(arguments, 0);
+  return exports.normalize(filter(paths, function(p, index) {
+    if (typeof p !== 'string') {
+      throw new TypeError('Arguments to path.join must be strings');
+    }
+    return p;
+  }).join('/'));
+};
+
+
+// path.relative(from, to)
+// posix version
+exports.relative = function(from, to) {
+  from = exports.resolve(from).substr(1);
+  to = exports.resolve(to).substr(1);
+
+  function trim(arr) {
+    var start = 0;
+    for (; start < arr.length; start++) {
+      if (arr[start] !== '') break;
+    }
+
+    var end = arr.length - 1;
+    for (; end >= 0; end--) {
+      if (arr[end] !== '') break;
+    }
+
+    if (start > end) return [];
+    return arr.slice(start, end - start + 1);
+  }
+
+  var fromParts = trim(from.split('/'));
+  var toParts = trim(to.split('/'));
+
+  var length = Math.min(fromParts.length, toParts.length);
+  var samePartsLength = length;
+  for (var i = 0; i < length; i++) {
+    if (fromParts[i] !== toParts[i]) {
+      samePartsLength = i;
+      break;
+    }
+  }
+
+  var outputParts = [];
+  for (var i = samePartsLength; i < fromParts.length; i++) {
+    outputParts.push('..');
+  }
+
+  outputParts = outputParts.concat(toParts.slice(samePartsLength));
+
+  return outputParts.join('/');
+};
+
+exports.sep = '/';
+exports.delimiter = ':';
+
+exports.dirname = function(path) {
+  var result = splitPath(path),
+      root = result[0],
+      dir = result[1];
+
+  if (!root && !dir) {
+    // No dirname whatsoever
+    return '.';
+  }
+
+  if (dir) {
+    // It has a dirname, strip trailing slash
+    dir = dir.substr(0, dir.length - 1);
+  }
+
+  return root + dir;
+};
+
+
+exports.basename = function(path, ext) {
+  var f = splitPath(path)[2];
+  // TODO: make this comparison case-insensitive on windows?
+  if (ext && f.substr(-1 * ext.length) === ext) {
+    f = f.substr(0, f.length - ext.length);
+  }
+  return f;
+};
+
+
+exports.extname = function(path) {
+  return splitPath(path)[3];
+};
+
+function filter (xs, f) {
+    if (xs.filter) return xs.filter(f);
+    var res = [];
+    for (var i = 0; i < xs.length; i++) {
+        if (f(xs[i], i, xs)) res.push(xs[i]);
+    }
+    return res;
+}
+
+// String.prototype.substr - negative index don't work in IE8
+var substr = 'ab'.substr(-1) === 'b'
+    ? function (str, start, len) { return str.substr(start, len) }
+    : function (str, start, len) {
+        if (start < 0) start = str.length + start;
+        return str.substr(start, len);
+    }
+;
+
+}).call(this,require('_process'))
+},{"_process":24}],23:[function(require,module,exports){
+(function (process){
+'use strict';
+
+function posix(path) {
+	return path.charAt(0) === '/';
+}
+
+function win32(path) {
+	// https://github.com/nodejs/node/blob/b3fcc245fb25539909ef1d5eaa01dbf92e168633/lib/path.js#L56
+	var splitDeviceRe = /^([a-zA-Z]:|[\\\/]{2}[^\\\/]+[\\\/]+[^\\\/]+)?([\\\/])?([\s\S]*?)$/;
+	var result = splitDeviceRe.exec(path);
+	var device = result[1] || '';
+	var isUnc = Boolean(device && device.charAt(1) !== ':');
+
+	// UNC paths are always absolute
+	return Boolean(result[2] || isUnc);
+}
+
+module.exports = process.platform === 'win32' ? win32 : posix;
+module.exports.posix = posix;
+module.exports.win32 = win32;
+
+}).call(this,require('_process'))
+},{"_process":24}],24:[function(require,module,exports){
+// shim for using process in browser
+var process = module.exports = {};
+
+// cached from whatever global is present so that test runners that stub it
+// don't break things.  But we need to wrap it in a try catch in case it is
+// wrapped in strict mode code which doesn't define any globals.  It's inside a
+// function because try/catches deoptimize in certain engines.
+
+var cachedSetTimeout;
+var cachedClearTimeout;
+
+function defaultSetTimout() {
+    throw new Error('setTimeout has not been defined');
+}
+function defaultClearTimeout () {
+    throw new Error('clearTimeout has not been defined');
+}
+(function () {
+    try {
+        if (typeof setTimeout === 'function') {
+            cachedSetTimeout = setTimeout;
+        } else {
+            cachedSetTimeout = defaultSetTimout;
+        }
+    } catch (e) {
+        cachedSetTimeout = defaultSetTimout;
+    }
+    try {
+        if (typeof clearTimeout === 'function') {
+            cachedClearTimeout = clearTimeout;
+        } else {
+            cachedClearTimeout = defaultClearTimeout;
+        }
+    } catch (e) {
+        cachedClearTimeout = defaultClearTimeout;
+    }
+} ())
+function runTimeout(fun) {
+    if (cachedSetTimeout === setTimeout) {
+        //normal enviroments in sane situations
+        return setTimeout(fun, 0);
+    }
+    // if setTimeout wasn't available but was latter defined
+    if ((cachedSetTimeout === defaultSetTimout || !cachedSetTimeout) && setTimeout) {
+        cachedSetTimeout = setTimeout;
+        return setTimeout(fun, 0);
+    }
+    try {
+        // when when somebody has screwed with setTimeout but no I.E. maddness
+        return cachedSetTimeout(fun, 0);
+    } catch(e){
+        try {
+            // When we are in I.E. but the script has been evaled so I.E. doesn't trust the global object when called normally
+            return cachedSetTimeout.call(null, fun, 0);
+        } catch(e){
+            // same as above but when it's a version of I.E. that must have the global object for 'this', hopfully our context correct otherwise it will throw a global error
+            return cachedSetTimeout.call(this, fun, 0);
+        }
+    }
+
+
+}
+function runClearTimeout(marker) {
+    if (cachedClearTimeout === clearTimeout) {
+        //normal enviroments in sane situations
+        return clearTimeout(marker);
+    }
+    // if clearTimeout wasn't available but was latter defined
+    if ((cachedClearTimeout === defaultClearTimeout || !cachedClearTimeout) && clearTimeout) {
+        cachedClearTimeout = clearTimeout;
+        return clearTimeout(marker);
+    }
+    try {
+        // when when somebody has screwed with setTimeout but no I.E. maddness
+        return cachedClearTimeout(marker);
+    } catch (e){
+        try {
+            // When we are in I.E. but the script has been evaled so I.E. doesn't  trust the global object when called normally
+            return cachedClearTimeout.call(null, marker);
+        } catch (e){
+            // same as above but when it's a version of I.E. that must have the global object for 'this', hopfully our context correct otherwise it will throw a global error.
+            // Some versions of I.E. have different rules for clearTimeout vs setTimeout
+            return cachedClearTimeout.call(this, marker);
+        }
+    }
+
+
+
+}
+var queue = [];
+var draining = false;
+var currentQueue;
+var queueIndex = -1;
+
+function cleanUpNextTick() {
+    if (!draining || !currentQueue) {
+        return;
+    }
+    draining = false;
+    if (currentQueue.length) {
+        queue = currentQueue.concat(queue);
+    } else {
+        queueIndex = -1;
+    }
+    if (queue.length) {
+        drainQueue();
+    }
+}
+
+function drainQueue() {
+    if (draining) {
+        return;
+    }
+    var timeout = runTimeout(cleanUpNextTick);
+    draining = true;
+
+    var len = queue.length;
+    while(len) {
+        currentQueue = queue;
+        queue = [];
+        while (++queueIndex < len) {
+            if (currentQueue) {
+                currentQueue[queueIndex].run();
+            }
+        }
+        queueIndex = -1;
+        len = queue.length;
+    }
+    currentQueue = null;
+    draining = false;
+    runClearTimeout(timeout);
+}
+
+process.nextTick = function (fun) {
+    var args = new Array(arguments.length - 1);
+    if (arguments.length > 1) {
+        for (var i = 1; i < arguments.length; i++) {
+            args[i - 1] = arguments[i];
+        }
+    }
+    queue.push(new Item(fun, args));
+    if (queue.length === 1 && !draining) {
+        runTimeout(drainQueue);
+    }
+};
+
+// v8 likes predictible objects
+function Item(fun, array) {
+    this.fun = fun;
+    this.array = array;
+}
+Item.prototype.run = function () {
+    this.fun.apply(null, this.array);
+};
+process.title = 'browser';
+process.browser = true;
+process.env = {};
+process.argv = [];
+process.version = ''; // empty string to avoid regexp issues
+process.versions = {};
+
+function noop() {}
+
+process.on = noop;
+process.addListener = noop;
+process.once = noop;
+process.off = noop;
+process.removeListener = noop;
+process.removeAllListeners = noop;
+process.emit = noop;
+process.prependListener = noop;
+process.prependOnceListener = noop;
+
+process.listeners = function (name) { return [] }
+
+process.binding = function (name) {
+    throw new Error('process.binding is not supported');
+};
+
+process.cwd = function () { return '/' };
+process.chdir = function (dir) {
+    throw new Error('process.chdir is not supported');
+};
+process.umask = function() { return 0; };
+
+},{}],25:[function(require,module,exports){
+//     Underscore.js 1.8.3
+//     http://underscorejs.org
+//     (c) 2009-2015 Jeremy Ashkenas, DocumentCloud and Investigative Reporters & Editors
+//     Underscore may be freely distributed under the MIT license.
+
+(function() {
+
+  // Baseline setup
+  // --------------
+
+  // Establish the root object, `window` in the browser, or `exports` on the server.
+  var root = this;
+
+  // Save the previous value of the `_` variable.
+  var previousUnderscore = root._;
+
+  // Save bytes in the minified (but not gzipped) version:
+  var ArrayProto = Array.prototype, ObjProto = Object.prototype, FuncProto = Function.prototype;
+
+  // Create quick reference variables for speed access to core prototypes.
+  var
+    push             = ArrayProto.push,
+    slice            = ArrayProto.slice,
+    toString         = ObjProto.toString,
+    hasOwnProperty   = ObjProto.hasOwnProperty;
+
+  // All **ECMAScript 5** native function implementations that we hope to use
+  // are declared here.
+  var
+    nativeIsArray      = Array.isArray,
+    nativeKeys         = Object.keys,
+    nativeBind         = FuncProto.bind,
+    nativeCreate       = Object.create;
+
+  // Naked function reference for surrogate-prototype-swapping.
+  var Ctor = function(){};
+
+  // Create a safe reference to the Underscore object for use below.
+  var _ = function(obj) {
+    if (obj instanceof _) return obj;
+    if (!(this instanceof _)) return new _(obj);
+    this._wrapped = obj;
+  };
+
+  // Export the Underscore object for **Node.js**, with
+  // backwards-compatibility for the old `require()` API. If we're in
+  // the browser, add `_` as a global object.
+  if (typeof exports !== 'undefined') {
+    if (typeof module !== 'undefined' && module.exports) {
+      exports = module.exports = _;
+    }
+    exports._ = _;
+  } else {
+    root._ = _;
+  }
+
+  // Current version.
+  _.VERSION = '1.8.3';
+
+  // Internal function that returns an efficient (for current engines) version
+  // of the passed-in callback, to be repeatedly applied in other Underscore
+  // functions.
+  var optimizeCb = function(func, context, argCount) {
+    if (context === void 0) return func;
+    switch (argCount == null ? 3 : argCount) {
+      case 1: return function(value) {
+        return func.call(context, value);
+      };
+      case 2: return function(value, other) {
+        return func.call(context, value, other);
+      };
+      case 3: return function(value, index, collection) {
+        return func.call(context, value, index, collection);
+      };
+      case 4: return function(accumulator, value, index, collection) {
+        return func.call(context, accumulator, value, index, collection);
+      };
+    }
+    return function() {
+      return func.apply(context, arguments);
+    };
+  };
+
+  // A mostly-internal function to generate callbacks that can be applied
+  // to each element in a collection, returning the desired result — either
+  // identity, an arbitrary callback, a property matcher, or a property accessor.
+  var cb = function(value, context, argCount) {
+    if (value == null) return _.identity;
+    if (_.isFunction(value)) return optimizeCb(value, context, argCount);
+    if (_.isObject(value)) return _.matcher(value);
+    return _.property(value);
+  };
+  _.iteratee = function(value, context) {
+    return cb(value, context, Infinity);
+  };
+
+  // An internal function for creating assigner functions.
+  var createAssigner = function(keysFunc, undefinedOnly) {
+    return function(obj) {
+      var length = arguments.length;
+      if (length < 2 || obj == null) return obj;
+      for (var index = 1; index < length; index++) {
+        var source = arguments[index],
+            keys = keysFunc(source),
+            l = keys.length;
+        for (var i = 0; i < l; i++) {
+          var key = keys[i];
+          if (!undefinedOnly || obj[key] === void 0) obj[key] = source[key];
+        }
+      }
+      return obj;
+    };
+  };
+
+  // An internal function for creating a new object that inherits from another.
+  var baseCreate = function(prototype) {
+    if (!_.isObject(prototype)) return {};
+    if (nativeCreate) return nativeCreate(prototype);
+    Ctor.prototype = prototype;
+    var result = new Ctor;
+    Ctor.prototype = null;
+    return result;
+  };
+
+  var property = function(key) {
+    return function(obj) {
+      return obj == null ? void 0 : obj[key];
+    };
+  };
+
+  // Helper for collection methods to determine whether a collection
+  // should be iterated as an array or as an object
+  // Related: http://people.mozilla.org/~jorendorff/es6-draft.html#sec-tolength
+  // Avoids a very nasty iOS 8 JIT bug on ARM-64. #2094
+  var MAX_ARRAY_INDEX = Math.pow(2, 53) - 1;
+  var getLength = property('length');
+  var isArrayLike = function(collection) {
+    var length = getLength(collection);
+    return typeof length == 'number' && length >= 0 && length <= MAX_ARRAY_INDEX;
+  };
+
+  // Collection Functions
+  // --------------------
+
+  // The cornerstone, an `each` implementation, aka `forEach`.
+  // Handles raw objects in addition to array-likes. Treats all
+  // sparse array-likes as if they were dense.
+  _.each = _.forEach = function(obj, iteratee, context) {
+    iteratee = optimizeCb(iteratee, context);
+    var i, length;
+    if (isArrayLike(obj)) {
+      for (i = 0, length = obj.length; i < length; i++) {
+        iteratee(obj[i], i, obj);
+      }
+    } else {
+      var keys = _.keys(obj);
+      for (i = 0, length = keys.length; i < length; i++) {
+        iteratee(obj[keys[i]], keys[i], obj);
+      }
+    }
+    return obj;
+  };
+
+  // Return the results of applying the iteratee to each element.
+  _.map = _.collect = function(obj, iteratee, context) {
+    iteratee = cb(iteratee, context);
+    var keys = !isArrayLike(obj) && _.keys(obj),
+        length = (keys || obj).length,
+        results = Array(length);
+    for (var index = 0; index < length; index++) {
+      var currentKey = keys ? keys[index] : index;
+      results[index] = iteratee(obj[currentKey], currentKey, obj);
+    }
+    return results;
+  };
+
+  // Create a reducing function iterating left or right.
+  function createReduce(dir) {
+    // Optimized iterator function as using arguments.length
+    // in the main function will deoptimize the, see #1991.
+    function iterator(obj, iteratee, memo, keys, index, length) {
+      for (; index >= 0 && index < length; index += dir) {
+        var currentKey = keys ? keys[index] : index;
+        memo = iteratee(memo, obj[currentKey], currentKey, obj);
+      }
+      return memo;
+    }
+
+    return function(obj, iteratee, memo, context) {
+      iteratee = optimizeCb(iteratee, context, 4);
+      var keys = !isArrayLike(obj) && _.keys(obj),
+          length = (keys || obj).length,
+          index = dir > 0 ? 0 : length - 1;
+      // Determine the initial value if none is provided.
+      if (arguments.length < 3) {
+        memo = obj[keys ? keys[index] : index];
+        index += dir;
+      }
+      return iterator(obj, iteratee, memo, keys, index, length);
+    };
+  }
+
+  // **Reduce** builds up a single result from a list of values, aka `inject`,
+  // or `foldl`.
+  _.reduce = _.foldl = _.inject = createReduce(1);
+
+  // The right-associative version of reduce, also known as `foldr`.
+  _.reduceRight = _.foldr = createReduce(-1);
+
+  // Return the first value which passes a truth test. Aliased as `detect`.
+  _.find = _.detect = function(obj, predicate, context) {
+    var key;
+    if (isArrayLike(obj)) {
+      key = _.findIndex(obj, predicate, context);
+    } else {
+      key = _.findKey(obj, predicate, context);
+    }
+    if (key !== void 0 && key !== -1) return obj[key];
+  };
+
+  // Return all the elements that pass a truth test.
+  // Aliased as `select`.
+  _.filter = _.select = function(obj, predicate, context) {
+    var results = [];
+    predicate = cb(predicate, context);
+    _.each(obj, function(value, index, list) {
+      if (predicate(value, index, list)) results.push(value);
+    });
+    return results;
+  };
+
+  // Return all the elements for which a truth test fails.
+  _.reject = function(obj, predicate, context) {
+    return _.filter(obj, _.negate(cb(predicate)), context);
+  };
+
+  // Determine whether all of the elements match a truth test.
+  // Aliased as `all`.
+  _.every = _.all = function(obj, predicate, context) {
+    predicate = cb(predicate, context);
+    var keys = !isArrayLike(obj) && _.keys(obj),
+        length = (keys || obj).length;
+    for (var index = 0; index < length; index++) {
+      var currentKey = keys ? keys[index] : index;
+      if (!predicate(obj[currentKey], currentKey, obj)) return false;
+    }
+    return true;
+  };
+
+  // Determine if at least one element in the object matches a truth test.
+  // Aliased as `any`.
+  _.some = _.any = function(obj, predicate, context) {
+    predicate = cb(predicate, context);
+    var keys = !isArrayLike(obj) && _.keys(obj),
+        length = (keys || obj).length;
+    for (var index = 0; index < length; index++) {
+      var currentKey = keys ? keys[index] : index;
+      if (predicate(obj[currentKey], currentKey, obj)) return true;
+    }
+    return false;
+  };
+
+  // Determine if the array or object contains a given item (using `===`).
+  // Aliased as `includes` and `include`.
+  _.contains = _.includes = _.include = function(obj, item, fromIndex, guard) {
+    if (!isArrayLike(obj)) obj = _.values(obj);
+    if (typeof fromIndex != 'number' || guard) fromIndex = 0;
+    return _.indexOf(obj, item, fromIndex) >= 0;
+  };
+
+  // Invoke a method (with arguments) on every item in a collection.
+  _.invoke = function(obj, method) {
+    var args = slice.call(arguments, 2);
+    var isFunc = _.isFunction(method);
+    return _.map(obj, function(value) {
+      var func = isFunc ? method : value[method];
+      return func == null ? func : func.apply(value, args);
+    });
+  };
+
+  // Convenience version of a common use case of `map`: fetching a property.
+  _.pluck = function(obj, key) {
+    return _.map(obj, _.property(key));
+  };
+
+  // Convenience version of a common use case of `filter`: selecting only objects
+  // containing specific `key:value` pairs.
+  _.where = function(obj, attrs) {
+    return _.filter(obj, _.matcher(attrs));
+  };
+
+  // Convenience version of a common use case of `find`: getting the first object
+  // containing specific `key:value` pairs.
+  _.findWhere = function(obj, attrs) {
+    return _.find(obj, _.matcher(attrs));
+  };
+
+  // Return the maximum element (or element-based computation).
+  _.max = function(obj, iteratee, context) {
+    var result = -Infinity, lastComputed = -Infinity,
+        value, computed;
+    if (iteratee == null && obj != null) {
+      obj = isArrayLike(obj) ? obj : _.values(obj);
+      for (var i = 0, length = obj.length; i < length; i++) {
+        value = obj[i];
+        if (value > result) {
+          result = value;
+        }
+      }
+    } else {
+      iteratee = cb(iteratee, context);
+      _.each(obj, function(value, index, list) {
+        computed = iteratee(value, index, list);
+        if (computed > lastComputed || computed === -Infinity && result === -Infinity) {
+          result = value;
+          lastComputed = computed;
+        }
+      });
+    }
+    return result;
+  };
+
+  // Return the minimum element (or element-based computation).
+  _.min = function(obj, iteratee, context) {
+    var result = Infinity, lastComputed = Infinity,
+        value, computed;
+    if (iteratee == null && obj != null) {
+      obj = isArrayLike(obj) ? obj : _.values(obj);
+      for (var i = 0, length = obj.length; i < length; i++) {
+        value = obj[i];
+        if (value < result) {
+          result = value;
+        }
+      }
+    } else {
+      iteratee = cb(iteratee, context);
+      _.each(obj, function(value, index, list) {
+        computed = iteratee(value, index, list);
+        if (computed < lastComputed || computed === Infinity && result === Infinity) {
+          result = value;
+          lastComputed = computed;
+        }
+      });
+    }
+    return result;
+  };
+
+  // Shuffle a collection, using the modern version of the
+  // [Fisher-Yates shuffle](http://en.wikipedia.org/wiki/Fisher–Yates_shuffle).
+  _.shuffle = function(obj) {
+    var set = isArrayLike(obj) ? obj : _.values(obj);
+    var length = set.length;
+    var shuffled = Array(length);
+    for (var index = 0, rand; index < length; index++) {
+      rand = _.random(0, index);
+      if (rand !== index) shuffled[index] = shuffled[rand];
+      shuffled[rand] = set[index];
+    }
+    return shuffled;
+  };
+
+  // Sample **n** random values from a collection.
+  // If **n** is not specified, returns a single random element.
+  // The internal `guard` argument allows it to work with `map`.
+  _.sample = function(obj, n, guard) {
+    if (n == null || guard) {
+      if (!isArrayLike(obj)) obj = _.values(obj);
+      return obj[_.random(obj.length - 1)];
+    }
+    return _.shuffle(obj).slice(0, Math.max(0, n));
+  };
+
+  // Sort the object's values by a criterion produced by an iteratee.
+  _.sortBy = function(obj, iteratee, context) {
+    iteratee = cb(iteratee, context);
+    return _.pluck(_.map(obj, function(value, index, list) {
+      return {
+        value: value,
+        index: index,
+        criteria: iteratee(value, index, list)
+      };
+    }).sort(function(left, right) {
+      var a = left.criteria;
+      var b = right.criteria;
+      if (a !== b) {
+        if (a > b || a === void 0) return 1;
+        if (a < b || b === void 0) return -1;
+      }
+      return left.index - right.index;
+    }), 'value');
+  };
+
+  // An internal function used for aggregate "group by" operations.
+  var group = function(behavior) {
+    return function(obj, iteratee, context) {
+      var result = {};
+      iteratee = cb(iteratee, context);
+      _.each(obj, function(value, index) {
+        var key = iteratee(value, index, obj);
+        behavior(result, value, key);
+      });
+      return result;
+    };
+  };
+
+  // Groups the object's values by a criterion. Pass either a string attribute
+  // to group by, or a function that returns the criterion.
+  _.groupBy = group(function(result, value, key) {
+    if (_.has(result, key)) result[key].push(value); else result[key] = [value];
+  });
+
+  // Indexes the object's values by a criterion, similar to `groupBy`, but for
+  // when you know that your index values will be unique.
+  _.indexBy = group(function(result, value, key) {
+    result[key] = value;
+  });
+
+  // Counts instances of an object that group by a certain criterion. Pass
+  // either a string attribute to count by, or a function that returns the
+  // criterion.
+  _.countBy = group(function(result, value, key) {
+    if (_.has(result, key)) result[key]++; else result[key] = 1;
+  });
+
+  // Safely create a real, live array from anything iterable.
+  _.toArray = function(obj) {
+    if (!obj) return [];
+    if (_.isArray(obj)) return slice.call(obj);
+    if (isArrayLike(obj)) return _.map(obj, _.identity);
+    return _.values(obj);
+  };
+
+  // Return the number of elements in an object.
+  _.size = function(obj) {
+    if (obj == null) return 0;
+    return isArrayLike(obj) ? obj.length : _.keys(obj).length;
+  };
+
+  // Split a collection into two arrays: one whose elements all satisfy the given
+  // predicate, and one whose elements all do not satisfy the predicate.
+  _.partition = function(obj, predicate, context) {
+    predicate = cb(predicate, context);
+    var pass = [], fail = [];
+    _.each(obj, function(value, key, obj) {
+      (predicate(value, key, obj) ? pass : fail).push(value);
+    });
+    return [pass, fail];
+  };
+
+  // Array Functions
+  // ---------------
+
+  // Get the first element of an array. Passing **n** will return the first N
+  // values in the array. Aliased as `head` and `take`. The **guard** check
+  // allows it to work with `_.map`.
+  _.first = _.head = _.take = function(array, n, guard) {
+    if (array == null) return void 0;
+    if (n == null || guard) return array[0];
+    return _.initial(array, array.length - n);
+  };
+
+  // Returns everything but the last entry of the array. Especially useful on
+  // the arguments object. Passing **n** will return all the values in
+  // the array, excluding the last N.
+  _.initial = function(array, n, guard) {
+    return slice.call(array, 0, Math.max(0, array.length - (n == null || guard ? 1 : n)));
+  };
+
+  // Get the last element of an array. Passing **n** will return the last N
+  // values in the array.
+  _.last = function(array, n, guard) {
+    if (array == null) return void 0;
+    if (n == null || guard) return array[array.length - 1];
+    return _.rest(array, Math.max(0, array.length - n));
+  };
+
+  // Returns everything but the first entry of the array. Aliased as `tail` and `drop`.
+  // Especially useful on the arguments object. Passing an **n** will return
+  // the rest N values in the array.
+  _.rest = _.tail = _.drop = function(array, n, guard) {
+    return slice.call(array, n == null || guard ? 1 : n);
+  };
+
+  // Trim out all falsy values from an array.
+  _.compact = function(array) {
+    return _.filter(array, _.identity);
+  };
+
+  // Internal implementation of a recursive `flatten` function.
+  var flatten = function(input, shallow, strict, startIndex) {
+    var output = [], idx = 0;
+    for (var i = startIndex || 0, length = getLength(input); i < length; i++) {
+      var value = input[i];
+      if (isArrayLike(value) && (_.isArray(value) || _.isArguments(value))) {
+        //flatten current level of array or arguments object
+        if (!shallow) value = flatten(value, shallow, strict);
+        var j = 0, len = value.length;
+        output.length += len;
+        while (j < len) {
+          output[idx++] = value[j++];
+        }
+      } else if (!strict) {
+        output[idx++] = value;
+      }
+    }
+    return output;
+  };
+
+  // Flatten out an array, either recursively (by default), or just one level.
+  _.flatten = function(array, shallow) {
+    return flatten(array, shallow, false);
+  };
+
+  // Return a version of the array that does not contain the specified value(s).
+  _.without = function(array) {
+    return _.difference(array, slice.call(arguments, 1));
+  };
+
+  // Produce a duplicate-free version of the array. If the array has already
+  // been sorted, you have the option of using a faster algorithm.
+  // Aliased as `unique`.
+  _.uniq = _.unique = function(array, isSorted, iteratee, context) {
+    if (!_.isBoolean(isSorted)) {
+      context = iteratee;
+      iteratee = isSorted;
+      isSorted = false;
+    }
+    if (iteratee != null) iteratee = cb(iteratee, context);
+    var result = [];
+    var seen = [];
+    for (var i = 0, length = getLength(array); i < length; i++) {
+      var value = array[i],
+          computed = iteratee ? iteratee(value, i, array) : value;
+      if (isSorted) {
+        if (!i || seen !== computed) result.push(value);
+        seen = computed;
+      } else if (iteratee) {
+        if (!_.contains(seen, computed)) {
+          seen.push(computed);
+          result.push(value);
+        }
+      } else if (!_.contains(result, value)) {
+        result.push(value);
+      }
+    }
+    return result;
+  };
+
+  // Produce an array that contains the union: each distinct element from all of
+  // the passed-in arrays.
+  _.union = function() {
+    return _.uniq(flatten(arguments, true, true));
+  };
+
+  // Produce an array that contains every item shared between all the
+  // passed-in arrays.
+  _.intersection = function(array) {
+    var result = [];
+    var argsLength = arguments.length;
+    for (var i = 0, length = getLength(array); i < length; i++) {
+      var item = array[i];
+      if (_.contains(result, item)) continue;
+      for (var j = 1; j < argsLength; j++) {
+        if (!_.contains(arguments[j], item)) break;
+      }
+      if (j === argsLength) result.push(item);
+    }
+    return result;
+  };
+
+  // Take the difference between one array and a number of other arrays.
+  // Only the elements present in just the first array will remain.
+  _.difference = function(array) {
+    var rest = flatten(arguments, true, true, 1);
+    return _.filter(array, function(value){
+      return !_.contains(rest, value);
+    });
+  };
+
+  // Zip together multiple lists into a single array -- elements that share
+  // an index go together.
+  _.zip = function() {
+    return _.unzip(arguments);
+  };
+
+  // Complement of _.zip. Unzip accepts an array of arrays and groups
+  // each array's elements on shared indices
+  _.unzip = function(array) {
+    var length = array && _.max(array, getLength).length || 0;
+    var result = Array(length);
+
+    for (var index = 0; index < length; index++) {
+      result[index] = _.pluck(array, index);
+    }
+    return result;
+  };
+
+  // Converts lists into objects. Pass either a single array of `[key, value]`
+  // pairs, or two parallel arrays of the same length -- one of keys, and one of
+  // the corresponding values.
+  _.object = function(list, values) {
+    var result = {};
+    for (var i = 0, length = getLength(list); i < length; i++) {
+      if (values) {
+        result[list[i]] = values[i];
+      } else {
+        result[list[i][0]] = list[i][1];
+      }
+    }
+    return result;
+  };
+
+  // Generator function to create the findIndex and findLastIndex functions
+  function createPredicateIndexFinder(dir) {
+    return function(array, predicate, context) {
+      predicate = cb(predicate, context);
+      var length = getLength(array);
+      var index = dir > 0 ? 0 : length - 1;
+      for (; index >= 0 && index < length; index += dir) {
+        if (predicate(array[index], index, array)) return index;
+      }
+      return -1;
+    };
+  }
+
+  // Returns the first index on an array-like that passes a predicate test
+  _.findIndex = createPredicateIndexFinder(1);
+  _.findLastIndex = createPredicateIndexFinder(-1);
+
+  // Use a comparator function to figure out the smallest index at which
+  // an object should be inserted so as to maintain order. Uses binary search.
+  _.sortedIndex = function(array, obj, iteratee, context) {
+    iteratee = cb(iteratee, context, 1);
+    var value = iteratee(obj);
+    var low = 0, high = getLength(array);
+    while (low < high) {
+      var mid = Math.floor((low + high) / 2);
+      if (iteratee(array[mid]) < value) low = mid + 1; else high = mid;
+    }
+    return low;
+  };
+
+  // Generator function to create the indexOf and lastIndexOf functions
+  function createIndexFinder(dir, predicateFind, sortedIndex) {
+    return function(array, item, idx) {
+      var i = 0, length = getLength(array);
+      if (typeof idx == 'number') {
+        if (dir > 0) {
+            i = idx >= 0 ? idx : Math.max(idx + length, i);
+        } else {
+            length = idx >= 0 ? Math.min(idx + 1, length) : idx + length + 1;
+        }
+      } else if (sortedIndex && idx && length) {
+        idx = sortedIndex(array, item);
+        return array[idx] === item ? idx : -1;
+      }
+      if (item !== item) {
+        idx = predicateFind(slice.call(array, i, length), _.isNaN);
+        return idx >= 0 ? idx + i : -1;
+      }
+      for (idx = dir > 0 ? i : length - 1; idx >= 0 && idx < length; idx += dir) {
+        if (array[idx] === item) return idx;
+      }
+      return -1;
+    };
+  }
+
+  // Return the position of the first occurrence of an item in an array,
+  // or -1 if the item is not included in the array.
+  // If the array is large and already in sort order, pass `true`
+  // for **isSorted** to use binary search.
+  _.indexOf = createIndexFinder(1, _.findIndex, _.sortedIndex);
+  _.lastIndexOf = createIndexFinder(-1, _.findLastIndex);
+
+  // Generate an integer Array containing an arithmetic progression. A port of
+  // the native Python `range()` function. See
+  // [the Python documentation](http://docs.python.org/library/functions.html#range).
+  _.range = function(start, stop, step) {
+    if (stop == null) {
+      stop = start || 0;
+      start = 0;
+    }
+    step = step || 1;
+
+    var length = Math.max(Math.ceil((stop - start) / step), 0);
+    var range = Array(length);
+
+    for (var idx = 0; idx < length; idx++, start += step) {
+      range[idx] = start;
+    }
+
+    return range;
+  };
+
+  // Function (ahem) Functions
+  // ------------------
+
+  // Determines whether to execute a function as a constructor
+  // or a normal function with the provided arguments
+  var executeBound = function(sourceFunc, boundFunc, context, callingContext, args) {
+    if (!(callingContext instanceof boundFunc)) return sourceFunc.apply(context, args);
+    var self = baseCreate(sourceFunc.prototype);
+    var result = sourceFunc.apply(self, args);
+    if (_.isObject(result)) return result;
+    return self;
+  };
+
+  // Create a function bound to a given object (assigning `this`, and arguments,
+  // optionally). Delegates to **ECMAScript 5**'s native `Function.bind` if
+  // available.
+  _.bind = function(func, context) {
+    if (nativeBind && func.bind === nativeBind) return nativeBind.apply(func, slice.call(arguments, 1));
+    if (!_.isFunction(func)) throw new TypeError('Bind must be called on a function');
+    var args = slice.call(arguments, 2);
+    var bound = function() {
+      return executeBound(func, bound, context, this, args.concat(slice.call(arguments)));
+    };
+    return bound;
+  };
+
+  // Partially apply a function by creating a version that has had some of its
+  // arguments pre-filled, without changing its dynamic `this` context. _ acts
+  // as a placeholder, allowing any combination of arguments to be pre-filled.
+  _.partial = function(func) {
+    var boundArgs = slice.call(arguments, 1);
+    var bound = function() {
+      var position = 0, length = boundArgs.length;
+      var args = Array(length);
+      for (var i = 0; i < length; i++) {
+        args[i] = boundArgs[i] === _ ? arguments[position++] : boundArgs[i];
+      }
+      while (position < arguments.length) args.push(arguments[position++]);
+      return executeBound(func, bound, this, this, args);
+    };
+    return bound;
+  };
+
+  // Bind a number of an object's methods to that object. Remaining arguments
+  // are the method names to be bound. Useful for ensuring that all callbacks
+  // defined on an object belong to it.
+  _.bindAll = function(obj) {
+    var i, length = arguments.length, key;
+    if (length <= 1) throw new Error('bindAll must be passed function names');
+    for (i = 1; i < length; i++) {
+      key = arguments[i];
+      obj[key] = _.bind(obj[key], obj);
+    }
+    return obj;
+  };
+
+  // Memoize an expensive function by storing its results.
+  _.memoize = function(func, hasher) {
+    var memoize = function(key) {
+      var cache = memoize.cache;
+      var address = '' + (hasher ? hasher.apply(this, arguments) : key);
+      if (!_.has(cache, address)) cache[address] = func.apply(this, arguments);
+      return cache[address];
+    };
+    memoize.cache = {};
+    return memoize;
+  };
+
+  // Delays a function for the given number of milliseconds, and then calls
+  // it with the arguments supplied.
+  _.delay = function(func, wait) {
+    var args = slice.call(arguments, 2);
+    return setTimeout(function(){
+      return func.apply(null, args);
+    }, wait);
+  };
+
+  // Defers a function, scheduling it to run after the current call stack has
+  // cleared.
+  _.defer = _.partial(_.delay, _, 1);
+
+  // Returns a function, that, when invoked, will only be triggered at most once
+  // during a given window of time. Normally, the throttled function will run
+  // as much as it can, without ever going more than once per `wait` duration;
+  // but if you'd like to disable the execution on the leading edge, pass
+  // `{leading: false}`. To disable execution on the trailing edge, ditto.
+  _.throttle = function(func, wait, options) {
+    var context, args, result;
+    var timeout = null;
+    var previous = 0;
+    if (!options) options = {};
+    var later = function() {
+      previous = options.leading === false ? 0 : _.now();
+      timeout = null;
+      result = func.apply(context, args);
+      if (!timeout) context = args = null;
+    };
+    return function() {
+      var now = _.now();
+      if (!previous && options.leading === false) previous = now;
+      var remaining = wait - (now - previous);
+      context = this;
+      args = arguments;
+      if (remaining <= 0 || remaining > wait) {
+        if (timeout) {
+          clearTimeout(timeout);
+          timeout = null;
+        }
+        previous = now;
+        result = func.apply(context, args);
+        if (!timeout) context = args = null;
+      } else if (!timeout && options.trailing !== false) {
+        timeout = setTimeout(later, remaining);
+      }
+      return result;
+    };
+  };
+
+  // Returns a function, that, as long as it continues to be invoked, will not
+  // be triggered. The function will be called after it stops being called for
+  // N milliseconds. If `immediate` is passed, trigger the function on the
+  // leading edge, instead of the trailing.
+  _.debounce = function(func, wait, immediate) {
+    var timeout, args, context, timestamp, result;
+
+    var later = function() {
+      var last = _.now() - timestamp;
+
+      if (last < wait && last >= 0) {
+        timeout = setTimeout(later, wait - last);
+      } else {
+        timeout = null;
+        if (!immediate) {
+          result = func.apply(context, args);
+          if (!timeout) context = args = null;
+        }
+      }
+    };
+
+    return function() {
+      context = this;
+      args = arguments;
+      timestamp = _.now();
+      var callNow = immediate && !timeout;
+      if (!timeout) timeout = setTimeout(later, wait);
+      if (callNow) {
+        result = func.apply(context, args);
+        context = args = null;
+      }
+
+      return result;
+    };
+  };
+
+  // Returns the first function passed as an argument to the second,
+  // allowing you to adjust arguments, run code before and after, and
+  // conditionally execute the original function.
+  _.wrap = function(func, wrapper) {
+    return _.partial(wrapper, func);
+  };
+
+  // Returns a negated version of the passed-in predicate.
+  _.negate = function(predicate) {
+    return function() {
+      return !predicate.apply(this, arguments);
+    };
+  };
+
+  // Returns a function that is the composition of a list of functions, each
+  // consuming the return value of the function that follows.
+  _.compose = function() {
+    var args = arguments;
+    var start = args.length - 1;
+    return function() {
+      var i = start;
+      var result = args[start].apply(this, arguments);
+      while (i--) result = args[i].call(this, result);
+      return result;
+    };
+  };
+
+  // Returns a function that will only be executed on and after the Nth call.
+  _.after = function(times, func) {
+    return function() {
+      if (--times < 1) {
+        return func.apply(this, arguments);
+      }
+    };
+  };
+
+  // Returns a function that will only be executed up to (but not including) the Nth call.
+  _.before = function(times, func) {
+    var memo;
+    return function() {
+      if (--times > 0) {
+        memo = func.apply(this, arguments);
+      }
+      if (times <= 1) func = null;
+      return memo;
+    };
+  };
+
+  // Returns a function that will be executed at most one time, no matter how
+  // often you call it. Useful for lazy initialization.
+  _.once = _.partial(_.before, 2);
+
+  // Object Functions
+  // ----------------
+
+  // Keys in IE < 9 that won't be iterated by `for key in ...` and thus missed.
+  var hasEnumBug = !{toString: null}.propertyIsEnumerable('toString');
+  var nonEnumerableProps = ['valueOf', 'isPrototypeOf', 'toString',
+                      'propertyIsEnumerable', 'hasOwnProperty', 'toLocaleString'];
+
+  function collectNonEnumProps(obj, keys) {
+    var nonEnumIdx = nonEnumerableProps.length;
+    var constructor = obj.constructor;
+    var proto = (_.isFunction(constructor) && constructor.prototype) || ObjProto;
+
+    // Constructor is a special case.
+    var prop = 'constructor';
+    if (_.has(obj, prop) && !_.contains(keys, prop)) keys.push(prop);
+
+    while (nonEnumIdx--) {
+      prop = nonEnumerableProps[nonEnumIdx];
+      if (prop in obj && obj[prop] !== proto[prop] && !_.contains(keys, prop)) {
+        keys.push(prop);
+      }
+    }
+  }
+
+  // Retrieve the names of an object's own properties.
+  // Delegates to **ECMAScript 5**'s native `Object.keys`
+  _.keys = function(obj) {
+    if (!_.isObject(obj)) return [];
+    if (nativeKeys) return nativeKeys(obj);
+    var keys = [];
+    for (var key in obj) if (_.has(obj, key)) keys.push(key);
+    // Ahem, IE < 9.
+    if (hasEnumBug) collectNonEnumProps(obj, keys);
+    return keys;
+  };
+
+  // Retrieve all the property names of an object.
+  _.allKeys = function(obj) {
+    if (!_.isObject(obj)) return [];
+    var keys = [];
+    for (var key in obj) keys.push(key);
+    // Ahem, IE < 9.
+    if (hasEnumBug) collectNonEnumProps(obj, keys);
+    return keys;
+  };
+
+  // Retrieve the values of an object's properties.
+  _.values = function(obj) {
+    var keys = _.keys(obj);
+    var length = keys.length;
+    var values = Array(length);
+    for (var i = 0; i < length; i++) {
+      values[i] = obj[keys[i]];
+    }
+    return values;
+  };
+
+  // Returns the results of applying the iteratee to each element of the object
+  // In contrast to _.map it returns an object
+  _.mapObject = function(obj, iteratee, context) {
+    iteratee = cb(iteratee, context);
+    var keys =  _.keys(obj),
+          length = keys.length,
+          results = {},
+          currentKey;
+      for (var index = 0; index < length; index++) {
+        currentKey = keys[index];
+        results[currentKey] = iteratee(obj[currentKey], currentKey, obj);
+      }
+      return results;
+  };
+
+  // Convert an object into a list of `[key, value]` pairs.
+  _.pairs = function(obj) {
+    var keys = _.keys(obj);
+    var length = keys.length;
+    var pairs = Array(length);
+    for (var i = 0; i < length; i++) {
+      pairs[i] = [keys[i], obj[keys[i]]];
+    }
+    return pairs;
+  };
+
+  // Invert the keys and values of an object. The values must be serializable.
+  _.invert = function(obj) {
+    var result = {};
+    var keys = _.keys(obj);
+    for (var i = 0, length = keys.length; i < length; i++) {
+      result[obj[keys[i]]] = keys[i];
+    }
+    return result;
+  };
+
+  // Return a sorted list of the function names available on the object.
+  // Aliased as `methods`
+  _.functions = _.methods = function(obj) {
+    var names = [];
+    for (var key in obj) {
+      if (_.isFunction(obj[key])) names.push(key);
+    }
+    return names.sort();
+  };
+
+  // Extend a given object with all the properties in passed-in object(s).
+  _.extend = createAssigner(_.allKeys);
+
+  // Assigns a given object with all the own properties in the passed-in object(s)
+  // (https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object/assign)
+  _.extendOwn = _.assign = createAssigner(_.keys);
+
+  // Returns the first key on an object that passes a predicate test
+  _.findKey = function(obj, predicate, context) {
+    predicate = cb(predicate, context);
+    var keys = _.keys(obj), key;
+    for (var i = 0, length = keys.length; i < length; i++) {
+      key = keys[i];
+      if (predicate(obj[key], key, obj)) return key;
+    }
+  };
+
+  // Return a copy of the object only containing the whitelisted properties.
+  _.pick = function(object, oiteratee, context) {
+    var result = {}, obj = object, iteratee, keys;
+    if (obj == null) return result;
+    if (_.isFunction(oiteratee)) {
+      keys = _.allKeys(obj);
+      iteratee = optimizeCb(oiteratee, context);
+    } else {
+      keys = flatten(arguments, false, false, 1);
+      iteratee = function(value, key, obj) { return key in obj; };
+      obj = Object(obj);
+    }
+    for (var i = 0, length = keys.length; i < length; i++) {
+      var key = keys[i];
+      var value = obj[key];
+      if (iteratee(value, key, obj)) result[key] = value;
+    }
+    return result;
+  };
+
+   // Return a copy of the object without the blacklisted properties.
+  _.omit = function(obj, iteratee, context) {
+    if (_.isFunction(iteratee)) {
+      iteratee = _.negate(iteratee);
+    } else {
+      var keys = _.map(flatten(arguments, false, false, 1), String);
+      iteratee = function(value, key) {
+        return !_.contains(keys, key);
+      };
+    }
+    return _.pick(obj, iteratee, context);
+  };
+
+  // Fill in a given object with default properties.
+  _.defaults = createAssigner(_.allKeys, true);
+
+  // Creates an object that inherits from the given prototype object.
+  // If additional properties are provided then they will be added to the
+  // created object.
+  _.create = function(prototype, props) {
+    var result = baseCreate(prototype);
+    if (props) _.extendOwn(result, props);
+    return result;
+  };
+
+  // Create a (shallow-cloned) duplicate of an object.
+  _.clone = function(obj) {
+    if (!_.isObject(obj)) return obj;
+    return _.isArray(obj) ? obj.slice() : _.extend({}, obj);
+  };
+
+  // Invokes interceptor with the obj, and then returns obj.
+  // The primary purpose of this method is to "tap into" a method chain, in
+  // order to perform operations on intermediate results within the chain.
+  _.tap = function(obj, interceptor) {
+    interceptor(obj);
+    return obj;
+  };
+
+  // Returns whether an object has a given set of `key:value` pairs.
+  _.isMatch = function(object, attrs) {
+    var keys = _.keys(attrs), length = keys.length;
+    if (object == null) return !length;
+    var obj = Object(object);
+    for (var i = 0; i < length; i++) {
+      var key = keys[i];
+      if (attrs[key] !== obj[key] || !(key in obj)) return false;
+    }
+    return true;
+  };
+
+
+  // Internal recursive comparison function for `isEqual`.
+  var eq = function(a, b, aStack, bStack) {
+    // Identical objects are equal. `0 === -0`, but they aren't identical.
+    // See the [Harmony `egal` proposal](http://wiki.ecmascript.org/doku.php?id=harmony:egal).
+    if (a === b) return a !== 0 || 1 / a === 1 / b;
+    // A strict comparison is necessary because `null == undefined`.
+    if (a == null || b == null) return a === b;
+    // Unwrap any wrapped objects.
+    if (a instanceof _) a = a._wrapped;
+    if (b instanceof _) b = b._wrapped;
+    // Compare `[[Class]]` names.
+    var className = toString.call(a);
+    if (className !== toString.call(b)) return false;
+    switch (className) {
+      // Strings, numbers, regular expressions, dates, and booleans are compared by value.
+      case '[object RegExp]':
+      // RegExps are coerced to strings for comparison (Note: '' + /a/i === '/a/i')
+      case '[object String]':
+        // Primitives and their corresponding object wrappers are equivalent; thus, `"5"` is
+        // equivalent to `new String("5")`.
+        return '' + a === '' + b;
+      case '[object Number]':
+        // `NaN`s are equivalent, but non-reflexive.
+        // Object(NaN) is equivalent to NaN
+        if (+a !== +a) return +b !== +b;
+        // An `egal` comparison is performed for other numeric values.
+        return +a === 0 ? 1 / +a === 1 / b : +a === +b;
+      case '[object Date]':
+      case '[object Boolean]':
+        // Coerce dates and booleans to numeric primitive values. Dates are compared by their
+        // millisecond representations. Note that invalid dates with millisecond representations
+        // of `NaN` are not equivalent.
+        return +a === +b;
+    }
+
+    var areArrays = className === '[object Array]';
+    if (!areArrays) {
+      if (typeof a != 'object' || typeof b != 'object') return false;
+
+      // Objects with different constructors are not equivalent, but `Object`s or `Array`s
+      // from different frames are.
+      var aCtor = a.constructor, bCtor = b.constructor;
+      if (aCtor !== bCtor && !(_.isFunction(aCtor) && aCtor instanceof aCtor &&
+                               _.isFunction(bCtor) && bCtor instanceof bCtor)
+                          && ('constructor' in a && 'constructor' in b)) {
+        return false;
+      }
+    }
+    // Assume equality for cyclic structures. The algorithm for detecting cyclic
+    // structures is adapted from ES 5.1 section 15.12.3, abstract operation `JO`.
+
+    // Initializing stack of traversed objects.
+    // It's done here since we only need them for objects and arrays comparison.
+    aStack = aStack || [];
+    bStack = bStack || [];
+    var length = aStack.length;
+    while (length--) {
+      // Linear search. Performance is inversely proportional to the number of
+      // unique nested structures.
+      if (aStack[length] === a) return bStack[length] === b;
+    }
+
+    // Add the first object to the stack of traversed objects.
+    aStack.push(a);
+    bStack.push(b);
+
+    // Recursively compare objects and arrays.
+    if (areArrays) {
+      // Compare array lengths to determine if a deep comparison is necessary.
+      length = a.length;
+      if (length !== b.length) return false;
+      // Deep compare the contents, ignoring non-numeric properties.
+      while (length--) {
+        if (!eq(a[length], b[length], aStack, bStack)) return false;
+      }
+    } else {
+      // Deep compare objects.
+      var keys = _.keys(a), key;
+      length = keys.length;
+      // Ensure that both objects contain the same number of properties before comparing deep equality.
+      if (_.keys(b).length !== length) return false;
+      while (length--) {
+        // Deep compare each member
+        key = keys[length];
+        if (!(_.has(b, key) && eq(a[key], b[key], aStack, bStack))) return false;
+      }
+    }
+    // Remove the first object from the stack of traversed objects.
+    aStack.pop();
+    bStack.pop();
+    return true;
+  };
+
+  // Perform a deep comparison to check if two objects are equal.
+  _.isEqual = function(a, b) {
+    return eq(a, b);
+  };
+
+  // Is a given array, string, or object empty?
+  // An "empty" object has no enumerable own-properties.
+  _.isEmpty = function(obj) {
+    if (obj == null) return true;
+    if (isArrayLike(obj) && (_.isArray(obj) || _.isString(obj) || _.isArguments(obj))) return obj.length === 0;
+    return _.keys(obj).length === 0;
+  };
+
+  // Is a given value a DOM element?
+  _.isElement = function(obj) {
+    return !!(obj && obj.nodeType === 1);
+  };
+
+  // Is a given value an array?
+  // Delegates to ECMA5's native Array.isArray
+  _.isArray = nativeIsArray || function(obj) {
+    return toString.call(obj) === '[object Array]';
+  };
+
+  // Is a given variable an object?
+  _.isObject = function(obj) {
+    var type = typeof obj;
+    return type === 'function' || type === 'object' && !!obj;
+  };
+
+  // Add some isType methods: isArguments, isFunction, isString, isNumber, isDate, isRegExp, isError.
+  _.each(['Arguments', 'Function', 'String', 'Number', 'Date', 'RegExp', 'Error'], function(name) {
+    _['is' + name] = function(obj) {
+      return toString.call(obj) === '[object ' + name + ']';
+    };
+  });
+
+  // Define a fallback version of the method in browsers (ahem, IE < 9), where
+  // there isn't any inspectable "Arguments" type.
+  if (!_.isArguments(arguments)) {
+    _.isArguments = function(obj) {
+      return _.has(obj, 'callee');
+    };
+  }
+
+  // Optimize `isFunction` if appropriate. Work around some typeof bugs in old v8,
+  // IE 11 (#1621), and in Safari 8 (#1929).
+  if (typeof /./ != 'function' && typeof Int8Array != 'object') {
+    _.isFunction = function(obj) {
+      return typeof obj == 'function' || false;
+    };
+  }
+
+  // Is a given object a finite number?
+  _.isFinite = function(obj) {
+    return isFinite(obj) && !isNaN(parseFloat(obj));
+  };
+
+  // Is the given value `NaN`? (NaN is the only number which does not equal itself).
+  _.isNaN = function(obj) {
+    return _.isNumber(obj) && obj !== +obj;
+  };
+
+  // Is a given value a boolean?
+  _.isBoolean = function(obj) {
+    return obj === true || obj === false || toString.call(obj) === '[object Boolean]';
+  };
+
+  // Is a given value equal to null?
+  _.isNull = function(obj) {
+    return obj === null;
+  };
+
+  // Is a given variable undefined?
+  _.isUndefined = function(obj) {
+    return obj === void 0;
+  };
+
+  // Shortcut function for checking if an object has a given property directly
+  // on itself (in other words, not on a prototype).
+  _.has = function(obj, key) {
+    return obj != null && hasOwnProperty.call(obj, key);
+  };
+
+  // Utility Functions
+  // -----------------
+
+  // Run Underscore.js in *noConflict* mode, returning the `_` variable to its
+  // previous owner. Returns a reference to the Underscore object.
+  _.noConflict = function() {
+    root._ = previousUnderscore;
+    return this;
+  };
+
+  // Keep the identity function around for default iteratees.
+  _.identity = function(value) {
+    return value;
+  };
+
+  // Predicate-generating functions. Often useful outside of Underscore.
+  _.constant = function(value) {
+    return function() {
+      return value;
+    };
+  };
+
+  _.noop = function(){};
+
+  _.property = property;
+
+  // Generates a function for a given object that returns a given property.
+  _.propertyOf = function(obj) {
+    return obj == null ? function(){} : function(key) {
+      return obj[key];
+    };
+  };
+
+  // Returns a predicate for checking whether an object has a given set of
+  // `key:value` pairs.
+  _.matcher = _.matches = function(attrs) {
+    attrs = _.extendOwn({}, attrs);
+    return function(obj) {
+      return _.isMatch(obj, attrs);
+    };
+  };
+
+  // Run a function **n** times.
+  _.times = function(n, iteratee, context) {
+    var accum = Array(Math.max(0, n));
+    iteratee = optimizeCb(iteratee, context, 1);
+    for (var i = 0; i < n; i++) accum[i] = iteratee(i);
+    return accum;
+  };
+
+  // Return a random integer between min and max (inclusive).
+  _.random = function(min, max) {
+    if (max == null) {
+      max = min;
+      min = 0;
+    }
+    return min + Math.floor(Math.random() * (max - min + 1));
+  };
+
+  // A (possibly faster) way to get the current timestamp as an integer.
+  _.now = Date.now || function() {
+    return new Date().getTime();
+  };
+
+   // List of HTML entities for escaping.
+  var escapeMap = {
+    '&': '&amp;',
+    '<': '&lt;',
+    '>': '&gt;',
+    '"': '&quot;',
+    "'": '&#x27;',
+    '`': '&#x60;'
+  };
+  var unescapeMap = _.invert(escapeMap);
+
+  // Functions for escaping and unescaping strings to/from HTML interpolation.
+  var createEscaper = function(map) {
+    var escaper = function(match) {
+      return map[match];
+    };
+    // Regexes for identifying a key that needs to be escaped
+    var source = '(?:' + _.keys(map).join('|') + ')';
+    var testRegexp = RegExp(source);
+    var replaceRegexp = RegExp(source, 'g');
+    return function(string) {
+      string = string == null ? '' : '' + string;
+      return testRegexp.test(string) ? string.replace(replaceRegexp, escaper) : string;
+    };
+  };
+  _.escape = createEscaper(escapeMap);
+  _.unescape = createEscaper(unescapeMap);
+
+  // If the value of the named `property` is a function then invoke it with the
+  // `object` as context; otherwise, return it.
+  _.result = function(object, property, fallback) {
+    var value = object == null ? void 0 : object[property];
+    if (value === void 0) {
+      value = fallback;
+    }
+    return _.isFunction(value) ? value.call(object) : value;
+  };
+
+  // Generate a unique integer id (unique within the entire client session).
+  // Useful for temporary DOM ids.
+  var idCounter = 0;
+  _.uniqueId = function(prefix) {
+    var id = ++idCounter + '';
+    return prefix ? prefix + id : id;
+  };
+
+  // By default, Underscore uses ERB-style template delimiters, change the
+  // following template settings to use alternative delimiters.
+  _.templateSettings = {
+    evaluate    : /<%([\s\S]+?)%>/g,
+    interpolate : /<%=([\s\S]+?)%>/g,
+    escape      : /<%-([\s\S]+?)%>/g
+  };
+
+  // When customizing `templateSettings`, if you don't want to define an
+  // interpolation, evaluation or escaping regex, we need one that is
+  // guaranteed not to match.
+  var noMatch = /(.)^/;
+
+  // Certain characters need to be escaped so that they can be put into a
+  // string literal.
+  var escapes = {
+    "'":      "'",
+    '\\':     '\\',
+    '\r':     'r',
+    '\n':     'n',
+    '\u2028': 'u2028',
+    '\u2029': 'u2029'
+  };
+
+  var escaper = /\\|'|\r|\n|\u2028|\u2029/g;
+
+  var escapeChar = function(match) {
+    return '\\' + escapes[match];
+  };
+
+  // JavaScript micro-templating, similar to John Resig's implementation.
+  // Underscore templating handles arbitrary delimiters, preserves whitespace,
+  // and correctly escapes quotes within interpolated code.
+  // NB: `oldSettings` only exists for backwards compatibility.
+  _.template = function(text, settings, oldSettings) {
+    if (!settings && oldSettings) settings = oldSettings;
+    settings = _.defaults({}, settings, _.templateSettings);
+
+    // Combine delimiters into one regular expression via alternation.
+    var matcher = RegExp([
+      (settings.escape || noMatch).source,
+      (settings.interpolate || noMatch).source,
+      (settings.evaluate || noMatch).source
+    ].join('|') + '|$', 'g');
+
+    // Compile the template source, escaping string literals appropriately.
+    var index = 0;
+    var source = "__p+='";
+    text.replace(matcher, function(match, escape, interpolate, evaluate, offset) {
+      source += text.slice(index, offset).replace(escaper, escapeChar);
+      index = offset + match.length;
+
+      if (escape) {
+        source += "'+\n((__t=(" + escape + "))==null?'':_.escape(__t))+\n'";
+      } else if (interpolate) {
+        source += "'+\n((__t=(" + interpolate + "))==null?'':__t)+\n'";
+      } else if (evaluate) {
+        source += "';\n" + evaluate + "\n__p+='";
+      }
+
+      // Adobe VMs need the match returned to produce the correct offest.
+      return match;
+    });
+    source += "';\n";
+
+    // If a variable is not specified, place data values in local scope.
+    if (!settings.variable) source = 'with(obj||{}){\n' + source + '}\n';
+
+    source = "var __t,__p='',__j=Array.prototype.join," +
+      "print=function(){__p+=__j.call(arguments,'');};\n" +
+      source + 'return __p;\n';
+
+    try {
+      var render = new Function(settings.variable || 'obj', '_', source);
+    } catch (e) {
+      e.source = source;
+      throw e;
+    }
+
+    var template = function(data) {
+      return render.call(this, data, _);
+    };
+
+    // Provide the compiled source as a convenience for precompilation.
+    var argument = settings.variable || 'obj';
+    template.source = 'function(' + argument + '){\n' + source + '}';
+
+    return template;
+  };
+
+  // Add a "chain" function. Start chaining a wrapped Underscore object.
+  _.chain = function(obj) {
+    var instance = _(obj);
+    instance._chain = true;
+    return instance;
+  };
+
+  // OOP
+  // ---------------
+  // If Underscore is called as a function, it returns a wrapped object that
+  // can be used OO-style. This wrapper holds altered versions of all the
+  // underscore functions. Wrapped objects may be chained.
+
+  // Helper function to continue chaining intermediate results.
+  var result = function(instance, obj) {
+    return instance._chain ? _(obj).chain() : obj;
+  };
+
+  // Add your own custom functions to the Underscore object.
+  _.mixin = function(obj) {
+    _.each(_.functions(obj), function(name) {
+      var func = _[name] = obj[name];
+      _.prototype[name] = function() {
+        var args = [this._wrapped];
+        push.apply(args, arguments);
+        return result(this, func.apply(_, args));
+      };
+    });
+  };
+
+  // Add all of the Underscore functions to the wrapper object.
+  _.mixin(_);
+
+  // Add all mutator Array functions to the wrapper.
+  _.each(['pop', 'push', 'reverse', 'shift', 'sort', 'splice', 'unshift'], function(name) {
+    var method = ArrayProto[name];
+    _.prototype[name] = function() {
+      var obj = this._wrapped;
+      method.apply(obj, arguments);
+      if ((name === 'shift' || name === 'splice') && obj.length === 0) delete obj[0];
+      return result(this, obj);
+    };
+  });
+
+  // Add all accessor Array functions to the wrapper.
+  _.each(['concat', 'join', 'slice'], function(name) {
+    var method = ArrayProto[name];
+    _.prototype[name] = function() {
+      return result(this, method.apply(this._wrapped, arguments));
+    };
+  });
+
+  // Extracts the result from a wrapped and chained object.
+  _.prototype.value = function() {
+    return this._wrapped;
+  };
+
+  // Provide unwrapping proxy for some methods used in engine operations
+  // such as arithmetic and JSON stringification.
+  _.prototype.valueOf = _.prototype.toJSON = _.prototype.value;
+
+  _.prototype.toString = function() {
+    return '' + this._wrapped;
+  };
+
+  // AMD registration happens at the end for compatibility with AMD loaders
+  // that may not enforce next-turn semantics on modules. Even though general
+  // practice for AMD registration is to be anonymous, underscore registers
+  // as a named module because, like jQuery, it is a base library that is
+  // popular enough to be bundled in a third party lib, but not be part of
+  // an AMD load request. Those cases could generate an error when an
+  // anonymous define() is called outside of a loader request.
+  if (typeof define === 'function' && define.amd) {
+    define('underscore', [], function() {
+      return _;
+    });
+  }
+}.call(this));
+
+},{}],26:[function(require,module,exports){
+arguments[4][19][0].apply(exports,arguments)
+},{"dup":19}],27:[function(require,module,exports){
+module.exports = function isBuffer(arg) {
+  return arg && typeof arg === 'object'
+    && typeof arg.copy === 'function'
+    && typeof arg.fill === 'function'
+    && typeof arg.readUInt8 === 'function';
+}
+},{}],28:[function(require,module,exports){
+(function (process,global){
+// Copyright Joyent, Inc. and other Node contributors.
+//
+// Permission is hereby granted, free of charge, to any person obtaining a
+// copy of this software and associated documentation files (the
+// "Software"), to deal in the Software without restriction, including
+// without limitation the rights to use, copy, modify, merge, publish,
+// distribute, sublicense, and/or sell copies of the Software, and to permit
+// persons to whom the Software is furnished to do so, subject to the
+// following conditions:
+//
+// The above copyright notice and this permission notice shall be included
+// in all copies or substantial portions of the Software.
+//
+// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS
+// OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
+// MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN
+// NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM,
+// DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR
+// OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE
+// USE OR OTHER DEALINGS IN THE SOFTWARE.
+
+var formatRegExp = /%[sdj%]/g;
+exports.format = function(f) {
+  if (!isString(f)) {
+    var objects = [];
+    for (var i = 0; i < arguments.length; i++) {
+      objects.push(inspect(arguments[i]));
+    }
+    return objects.join(' ');
+  }
+
+  var i = 1;
+  var args = arguments;
+  var len = args.length;
+  var str = String(f).replace(formatRegExp, function(x) {
+    if (x === '%%') return '%';
+    if (i >= len) return x;
+    switch (x) {
+      case '%s': return String(args[i++]);
+      case '%d': return Number(args[i++]);
+      case '%j':
+        try {
+          return JSON.stringify(args[i++]);
+        } catch (_) {
+          return '[Circular]';
+        }
+      default:
+        return x;
+    }
+  });
+  for (var x = args[i]; i < len; x = args[++i]) {
+    if (isNull(x) || !isObject(x)) {
+      str += ' ' + x;
+    } else {
+      str += ' ' + inspect(x);
+    }
+  }
+  return str;
+};
+
+
+// Mark that a method should not be used.
+// Returns a modified function which warns once by default.
+// If --no-deprecation is set, then it is a no-op.
+exports.deprecate = function(fn, msg) {
+  // Allow for deprecating things in the process of starting up.
+  if (isUndefined(global.process)) {
+    return function() {
+      return exports.deprecate(fn, msg).apply(this, arguments);
+    };
+  }
+
+  if (process.noDeprecation === true) {
+    return fn;
+  }
+
+  var warned = false;
+  function deprecated() {
+    if (!warned) {
+      if (process.throwDeprecation) {
+        throw new Error(msg);
+      } else if (process.traceDeprecation) {
+        console.trace(msg);
+      } else {
+        console.error(msg);
+      }
+      warned = true;
+    }
+    return fn.apply(this, arguments);
+  }
+
+  return deprecated;
+};
+
+
+var debugs = {};
+var debugEnviron;
+exports.debuglog = function(set) {
+  if (isUndefined(debugEnviron))
+    debugEnviron = process.env.NODE_DEBUG || '';
+  set = set.toUpperCase();
+  if (!debugs[set]) {
+    if (new RegExp('\\b' + set + '\\b', 'i').test(debugEnviron)) {
+      var pid = process.pid;
+      debugs[set] = function() {
+        var msg = exports.format.apply(exports, arguments);
+        console.error('%s %d: %s', set, pid, msg);
+      };
+    } else {
+      debugs[set] = function() {};
+    }
+  }
+  return debugs[set];
+};
+
+
+/**
+ * Echos the value of a value. Trys to print the value out
+ * in the best way possible given the different types.
+ *
+ * @param {Object} obj The object to print out.
+ * @param {Object} opts Optional options object that alters the output.
+ */
+/* legacy: obj, showHidden, depth, colors*/
+function inspect(obj, opts) {
+  // default options
+  var ctx = {
+    seen: [],
+    stylize: stylizeNoColor
+  };
+  // legacy...
+  if (arguments.length >= 3) ctx.depth = arguments[2];
+  if (arguments.length >= 4) ctx.colors = arguments[3];
+  if (isBoolean(opts)) {
+    // legacy...
+    ctx.showHidden = opts;
+  } else if (opts) {
+    // got an "options" object
+    exports._extend(ctx, opts);
+  }
+  // set default options
+  if (isUndefined(ctx.showHidden)) ctx.showHidden = false;
+  if (isUndefined(ctx.depth)) ctx.depth = 2;
+  if (isUndefined(ctx.colors)) ctx.colors = false;
+  if (isUndefined(ctx.customInspect)) ctx.customInspect = true;
+  if (ctx.colors) ctx.stylize = stylizeWithColor;
+  return formatValue(ctx, obj, ctx.depth);
+}
+exports.inspect = inspect;
+
+
+// http://en.wikipedia.org/wiki/ANSI_escape_code#graphics
+inspect.colors = {
+  'bold' : [1, 22],
+  'italic' : [3, 23],
+  'underline' : [4, 24],
+  'inverse' : [7, 27],
+  'white' : [37, 39],
+  'grey' : [90, 39],
+  'black' : [30, 39],
+  'blue' : [34, 39],
+  'cyan' : [36, 39],
+  'green' : [32, 39],
+  'magenta' : [35, 39],
+  'red' : [31, 39],
+  'yellow' : [33, 39]
+};
+
+// Don't use 'blue' not visible on cmd.exe
+inspect.styles = {
+  'special': 'cyan',
+  'number': 'yellow',
+  'boolean': 'yellow',
+  'undefined': 'grey',
+  'null': 'bold',
+  'string': 'green',
+  'date': 'magenta',
+  // "name": intentionally not styling
+  'regexp': 'red'
+};
+
+
+function stylizeWithColor(str, styleType) {
+  var style = inspect.styles[styleType];
+
+  if (style) {
+    return '\u001b[' + inspect.colors[style][0] + 'm' + str +
+           '\u001b[' + inspect.colors[style][1] + 'm';
+  } else {
+    return str;
+  }
+}
+
+
+function stylizeNoColor(str, styleType) {
+  return str;
+}
+
+
+function arrayToHash(array) {
+  var hash = {};
+
+  array.forEach(function(val, idx) {
+    hash[val] = true;
+  });
+
+  return hash;
+}
+
+
+function formatValue(ctx, value, recurseTimes) {
+  // Provide a hook for user-specified inspect functions.
+  // Check that value is an object with an inspect function on it
+  if (ctx.customInspect &&
+      value &&
+      isFunction(value.inspect) &&
+      // Filter out the util module, it's inspect function is special
+      value.inspect !== exports.inspect &&
+      // Also filter out any prototype objects using the circular check.
+      !(value.constructor && value.constructor.prototype === value)) {
+    var ret = value.inspect(recurseTimes, ctx);
+    if (!isString(ret)) {
+      ret = formatValue(ctx, ret, recurseTimes);
+    }
+    return ret;
+  }
+
+  // Primitive types cannot have properties
+  var primitive = formatPrimitive(ctx, value);
+  if (primitive) {
+    return primitive;
+  }
+
+  // Look up the keys of the object.
+  var keys = Object.keys(value);
+  var visibleKeys = arrayToHash(keys);
+
+  if (ctx.showHidden) {
+    keys = Object.getOwnPropertyNames(value);
+  }
+
+  // IE doesn't make error fields non-enumerable
+  // http://msdn.microsoft.com/en-us/library/ie/dww52sbt(v=vs.94).aspx
+  if (isError(value)
+      && (keys.indexOf('message') >= 0 || keys.indexOf('description') >= 0)) {
+    return formatError(value);
+  }
+
+  // Some type of object without properties can be shortcutted.
+  if (keys.length === 0) {
+    if (isFunction(value)) {
+      var name = value.name ? ': ' + value.name : '';
+      return ctx.stylize('[Function' + name + ']', 'special');
+    }
+    if (isRegExp(value)) {
+      return ctx.stylize(RegExp.prototype.toString.call(value), 'regexp');
+    }
+    if (isDate(value)) {
+      return ctx.stylize(Date.prototype.toString.call(value), 'date');
+    }
+    if (isError(value)) {
+      return formatError(value);
+    }
+  }
+
+  var base = '', array = false, braces = ['{', '}'];
+
+  // Make Array say that they are Array
+  if (isArray(value)) {
+    array = true;
+    braces = ['[', ']'];
+  }
+
+  // Make functions say that they are functions
+  if (isFunction(value)) {
+    var n = value.name ? ': ' + value.name : '';
+    base = ' [Function' + n + ']';
+  }
+
+  // Make RegExps say that they are RegExps
+  if (isRegExp(value)) {
+    base = ' ' + RegExp.prototype.toString.call(value);
+  }
+
+  // Make dates with properties first say the date
+  if (isDate(value)) {
+    base = ' ' + Date.prototype.toUTCString.call(value);
+  }
+
+  // Make error with message first say the error
+  if (isError(value)) {
+    base = ' ' + formatError(value);
+  }
+
+  if (keys.length === 0 && (!array || value.length == 0)) {
+    return braces[0] + base + braces[1];
+  }
+
+  if (recurseTimes < 0) {
+    if (isRegExp(value)) {
+      return ctx.stylize(RegExp.prototype.toString.call(value), 'regexp');
+    } else {
+      return ctx.stylize('[Object]', 'special');
+    }
+  }
+
+  ctx.seen.push(value);
+
+  var output;
+  if (array) {
+    output = formatArray(ctx, value, recurseTimes, visibleKeys, keys);
+  } else {
+    output = keys.map(function(key) {
+      return formatProperty(ctx, value, recurseTimes, visibleKeys, key, array);
+    });
+  }
+
+  ctx.seen.pop();
+
+  return reduceToSingleString(output, base, braces);
+}
+
+
+function formatPrimitive(ctx, value) {
+  if (isUndefined(value))
+    return ctx.stylize('undefined', 'undefined');
+  if (isString(value)) {
+    var simple = '\'' + JSON.stringify(value).replace(/^"|"$/g, '')
+                                             .replace(/'/g, "\\'")
+                                             .replace(/\\"/g, '"') + '\'';
+    return ctx.stylize(simple, 'string');
+  }
+  if (isNumber(value))
+    return ctx.stylize('' + value, 'number');
+  if (isBoolean(value))
+    return ctx.stylize('' + value, 'boolean');
+  // For some reason typeof null is "object", so special case here.
+  if (isNull(value))
+    return ctx.stylize('null', 'null');
+}
+
+
+function formatError(value) {
+  return '[' + Error.prototype.toString.call(value) + ']';
+}
+
+
+function formatArray(ctx, value, recurseTimes, visibleKeys, keys) {
+  var output = [];
+  for (var i = 0, l = value.length; i < l; ++i) {
+    if (hasOwnProperty(value, String(i))) {
+      output.push(formatProperty(ctx, value, recurseTimes, visibleKeys,
+          String(i), true));
+    } else {
+      output.push('');
+    }
+  }
+  keys.forEach(function(key) {
+    if (!key.match(/^\d+$/)) {
+      output.push(formatProperty(ctx, value, recurseTimes, visibleKeys,
+          key, true));
+    }
+  });
+  return output;
+}
+
+
+function formatProperty(ctx, value, recurseTimes, visibleKeys, key, array) {
+  var name, str, desc;
+  desc = Object.getOwnPropertyDescriptor(value, key) || { value: value[key] };
+  if (desc.get) {
+    if (desc.set) {
+      str = ctx.stylize('[Getter/Setter]', 'special');
+    } else {
+      str = ctx.stylize('[Getter]', 'special');
+    }
+  } else {
+    if (desc.set) {
+      str = ctx.stylize('[Setter]', 'special');
+    }
+  }
+  if (!hasOwnProperty(visibleKeys, key)) {
+    name = '[' + key + ']';
+  }
+  if (!str) {
+    if (ctx.seen.indexOf(desc.value) < 0) {
+      if (isNull(recurseTimes)) {
+        str = formatValue(ctx, desc.value, null);
+      } else {
+        str = formatValue(ctx, desc.value, recurseTimes - 1);
+      }
+      if (str.indexOf('\n') > -1) {
+        if (array) {
+          str = str.split('\n').map(function(line) {
+            return '  ' + line;
+          }).join('\n').substr(2);
+        } else {
+          str = '\n' + str.split('\n').map(function(line) {
+            return '   ' + line;
+          }).join('\n');
+        }
+      }
+    } else {
+      str = ctx.stylize('[Circular]', 'special');
+    }
+  }
+  if (isUndefined(name)) {
+    if (array && key.match(/^\d+$/)) {
+      return str;
+    }
+    name = JSON.stringify('' + key);
+    if (name.match(/^"([a-zA-Z_][a-zA-Z_0-9]*)"$/)) {
+      name = name.substr(1, name.length - 2);
+      name = ctx.stylize(name, 'name');
+    } else {
+      name = name.replace(/'/g, "\\'")
+                 .replace(/\\"/g, '"')
+                 .replace(/(^"|"$)/g, "'");
+      name = ctx.stylize(name, 'string');
+    }
+  }
+
+  return name + ': ' + str;
+}
+
+
+function reduceToSingleString(output, base, braces) {
+  var numLinesEst = 0;
+  var length = output.reduce(function(prev, cur) {
+    numLinesEst++;
+    if (cur.indexOf('\n') >= 0) numLinesEst++;
+    return prev + cur.replace(/\u001b\[\d\d?m/g, '').length + 1;
+  }, 0);
+
+  if (length > 60) {
+    return braces[0] +
+           (base === '' ? '' : base + '\n ') +
+           ' ' +
+           output.join(',\n  ') +
+           ' ' +
+           braces[1];
+  }
+
+  return braces[0] + base + ' ' + output.join(', ') + ' ' + braces[1];
+}
+
+
+// NOTE: These type checking functions intentionally don't use `instanceof`
+// because it is fragile and can be easily faked with `Object.create()`.
+function isArray(ar) {
+  return Array.isArray(ar);
+}
+exports.isArray = isArray;
+
+function isBoolean(arg) {
+  return typeof arg === 'boolean';
+}
+exports.isBoolean = isBoolean;
+
+function isNull(arg) {
+  return arg === null;
+}
+exports.isNull = isNull;
+
+function isNullOrUndefined(arg) {
+  return arg == null;
+}
+exports.isNullOrUndefined = isNullOrUndefined;
+
+function isNumber(arg) {
+  return typeof arg === 'number';
+}
+exports.isNumber = isNumber;
+
+function isString(arg) {
+  return typeof arg === 'string';
+}
+exports.isString = isString;
+
+function isSymbol(arg) {
+  return typeof arg === 'symbol';
+}
+exports.isSymbol = isSymbol;
+
+function isUndefined(arg) {
+  return arg === void 0;
+}
+exports.isUndefined = isUndefined;
+
+function isRegExp(re) {
+  return isObject(re) && objectToString(re) === '[object RegExp]';
+}
+exports.isRegExp = isRegExp;
+
+function isObject(arg) {
+  return typeof arg === 'object' && arg !== null;
+}
+exports.isObject = isObject;
+
+function isDate(d) {
+  return isObject(d) && objectToString(d) === '[object Date]';
+}
+exports.isDate = isDate;
+
+function isError(e) {
+  return isObject(e) &&
+      (objectToString(e) === '[object Error]' || e instanceof Error);
+}
+exports.isError = isError;
+
+function isFunction(arg) {
+  return typeof arg === 'function';
+}
+exports.isFunction = isFunction;
+
+function isPrimitive(arg) {
+  return arg === null ||
+         typeof arg === 'boolean' ||
+         typeof arg === 'number' ||
+         typeof arg === 'string' ||
+         typeof arg === 'symbol' ||  // ES6 symbol
+         typeof arg === 'undefined';
+}
+exports.isPrimitive = isPrimitive;
+
+exports.isBuffer = require('./support/isBuffer');
+
+function objectToString(o) {
+  return Object.prototype.toString.call(o);
+}
+
+
+function pad(n) {
+  return n < 10 ? '0' + n.toString(10) : n.toString(10);
+}
+
+
+var months = ['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep',
+              'Oct', 'Nov', 'Dec'];
+
+// 26 Feb 16:19:34
+function timestamp() {
+  var d = new Date();
+  var time = [pad(d.getHours()),
+              pad(d.getMinutes()),
+              pad(d.getSeconds())].join(':');
+  return [d.getDate(), months[d.getMonth()], time].join(' ');
+}
+
+
+// log is just a thin wrapper to console.log that prepends a timestamp
+exports.log = function() {
+  console.log('%s - %s', timestamp(), exports.format.apply(exports, arguments));
+};
+
+
+/**
+ * Inherit the prototype methods from one constructor into another.
+ *
+ * The Function.prototype.inherits from lang.js rewritten as a standalone
+ * function (not on Function.prototype). NOTE: If this file is to be loaded
+ * during bootstrapping this function needs to be rewritten using some native
+ * functions as prototype setup using normal JavaScript does not work as
+ * expected during bootstrapping (see mirror.js in r114903).
+ *
+ * @param {function} ctor Constructor function which needs to inherit the
+ *     prototype.
+ * @param {function} superCtor Constructor function to inherit prototype from.
+ */
+exports.inherits = require('inherits');
+
+exports._extend = function(origin, add) {
+  // Don't do anything if add isn't an object
+  if (!add || !isObject(add)) return origin;
+
+  var keys = Object.keys(add);
+  var i = keys.length;
+  while (i--) {
+    origin[keys[i]] = add[keys[i]];
+  }
+  return origin;
+};
+
+function hasOwnProperty(obj, prop) {
+  return Object.prototype.hasOwnProperty.call(obj, prop);
+}
+
+}).call(this,require('_process'),typeof global !== "undefined" ? global : typeof self !== "undefined" ? self : typeof window !== "undefined" ? window : {})
+},{"./support/isBuffer":27,"_process":24,"inherits":26}],29:[function(require,module,exports){
+// Returns a wrapper function that returns a wrapped callback
+// The wrapper function should do some stuff, and return a
+// presumably different callback function.
+// This makes sure that own properties are retained, so that
+// decorations and such are not lost along the way.
+module.exports = wrappy
+function wrappy (fn, cb) {
+  if (fn && cb) return wrappy(fn)(cb)
+
+  if (typeof fn !== 'function')
+    throw new TypeError('need wrapper function')
+
+  Object.keys(fn).forEach(function (k) {
+    wrapper[k] = fn[k]
+  })
+
+  return wrapper
+
+  function wrapper() {
+    var args = new Array(arguments.length)
+    for (var i = 0; i < args.length; i++) {
+      args[i] = arguments[i]
+    }
+    var ret = fn.apply(this, args)
+    var cb = args[args.length-1]
+    if (typeof ret === 'function' && ret !== cb) {
+      Object.keys(cb).forEach(function (k) {
+        ret[k] = cb[k]
+      })
+    }
+    return ret
+  }
+}
+
+},{}]},{},[7])(7)
+});
\ No newline at end of file
diff --git a/assets/javascripts/workers/search.f8cc74c7.min.js b/assets/javascripts/workers/search.f8cc74c7.min.js
new file mode 100644
index 000000000..c2e86a3d7
--- /dev/null
+++ b/assets/javascripts/workers/search.f8cc74c7.min.js
@@ -0,0 +1,42 @@
+"use strict";(()=>{var xe=Object.create;var U=Object.defineProperty,ve=Object.defineProperties,Se=Object.getOwnPropertyDescriptor,Te=Object.getOwnPropertyDescriptors,Qe=Object.getOwnPropertyNames,J=Object.getOwnPropertySymbols,Ee=Object.getPrototypeOf,Z=Object.prototype.hasOwnProperty,be=Object.prototype.propertyIsEnumerable;var K=Math.pow,X=(t,e,r)=>e in t?U(t,e,{enumerable:!0,configurable:!0,writable:!0,value:r}):t[e]=r,A=(t,e)=>{for(var r in e||(e={}))Z.call(e,r)&&X(t,r,e[r]);if(J)for(var r of J(e))be.call(e,r)&&X(t,r,e[r]);return t},G=(t,e)=>ve(t,Te(e));var Le=(t,e)=>()=>(e||t((e={exports:{}}).exports,e),e.exports);var we=(t,e,r,n)=>{if(e&&typeof e=="object"||typeof e=="function")for(let i of Qe(e))!Z.call(t,i)&&i!==r&&U(t,i,{get:()=>e[i],enumerable:!(n=Se(e,i))||n.enumerable});return t};var Pe=(t,e,r)=>(r=t!=null?xe(Ee(t)):{},we(e||!t||!t.__esModule?U(r,"default",{value:t,enumerable:!0}):r,t));var B=(t,e,r)=>new Promise((n,i)=>{var s=u=>{try{a(r.next(u))}catch(c){i(c)}},o=u=>{try{a(r.throw(u))}catch(c){i(c)}},a=u=>u.done?n(u.value):Promise.resolve(u.value).then(s,o);a((r=r.apply(t,e)).next())});var re=Le((ee,te)=>{/**
+ * lunr - http://lunrjs.com - A bit like Solr, but much smaller and not as bright - 2.3.9
+ * Copyright (C) 2020 Oliver Nightingale
+ * @license MIT
+ */(function(){var t=function(e){var r=new t.Builder;return r.pipeline.add(t.trimmer,t.stopWordFilter,t.stemmer),r.searchPipeline.add(t.stemmer),e.call(r,r),r.build()};t.version="2.3.9";/*!
+ * lunr.utils
+ * Copyright (C) 2020 Oliver Nightingale
+ */t.utils={},t.utils.warn=function(e){return function(r){e.console&&console.warn&&console.warn(r)}}(this),t.utils.asString=function(e){return e==null?"":e.toString()},t.utils.clone=function(e){if(e==null)return e;for(var r=Object.create(null),n=Object.keys(e),i=0;i<n.length;i++){var s=n[i],o=e[s];if(Array.isArray(o)){r[s]=o.slice();continue}if(typeof o=="string"||typeof o=="number"||typeof o=="boolean"){r[s]=o;continue}throw new TypeError("clone is not deep and does not support nested objects")}return r},t.FieldRef=function(e,r,n){this.docRef=e,this.fieldName=r,this._stringValue=n},t.FieldRef.joiner="/",t.FieldRef.fromString=function(e){var r=e.indexOf(t.FieldRef.joiner);if(r===-1)throw"malformed field ref string";var n=e.slice(0,r),i=e.slice(r+1);return new t.FieldRef(i,n,e)},t.FieldRef.prototype.toString=function(){return this._stringValue==null&&(this._stringValue=this.fieldName+t.FieldRef.joiner+this.docRef),this._stringValue};/*!
+ * lunr.Set
+ * Copyright (C) 2020 Oliver Nightingale
+ */t.Set=function(e){if(this.elements=Object.create(null),e){this.length=e.length;for(var r=0;r<this.length;r++)this.elements[e[r]]=!0}else this.length=0},t.Set.complete={intersect:function(e){return e},union:function(){return this},contains:function(){return!0}},t.Set.empty={intersect:function(){return this},union:function(e){return e},contains:function(){return!1}},t.Set.prototype.contains=function(e){return!!this.elements[e]},t.Set.prototype.intersect=function(e){var r,n,i,s=[];if(e===t.Set.complete)return this;if(e===t.Set.empty)return e;this.length<e.length?(r=this,n=e):(r=e,n=this),i=Object.keys(r.elements);for(var o=0;o<i.length;o++){var a=i[o];a in n.elements&&s.push(a)}return new t.Set(s)},t.Set.prototype.union=function(e){return e===t.Set.complete?t.Set.complete:e===t.Set.empty?this:new t.Set(Object.keys(this.elements).concat(Object.keys(e.elements)))},t.idf=function(e,r){var n=0;for(var i in e)i!="_index"&&(n+=Object.keys(e[i]).length);var s=(r-n+.5)/(n+.5);return Math.log(1+Math.abs(s))},t.Token=function(e,r){this.str=e||"",this.metadata=r||{}},t.Token.prototype.toString=function(){return this.str},t.Token.prototype.update=function(e){return this.str=e(this.str,this.metadata),this},t.Token.prototype.clone=function(e){return e=e||function(r){return r},new t.Token(e(this.str,this.metadata),this.metadata)};/*!
+ * lunr.tokenizer
+ * Copyright (C) 2020 Oliver Nightingale
+ */t.tokenizer=function(e,r){if(e==null||e==null)return[];if(Array.isArray(e))return e.map(function(g){return new t.Token(t.utils.asString(g).toLowerCase(),t.utils.clone(r))});for(var n=e.toString().toLowerCase(),i=n.length,s=[],o=0,a=0;o<=i;o++){var u=n.charAt(o),c=o-a;if(u.match(t.tokenizer.separator)||o==i){if(c>0){var f=t.utils.clone(r)||{};f.position=[a,c],f.index=s.length,s.push(new t.Token(n.slice(a,o),f))}a=o+1}}return s},t.tokenizer.separator=/[\s\-]+/;/*!
+ * lunr.Pipeline
+ * Copyright (C) 2020 Oliver Nightingale
+ */t.Pipeline=function(){this._stack=[]},t.Pipeline.registeredFunctions=Object.create(null),t.Pipeline.registerFunction=function(e,r){r in this.registeredFunctions&&t.utils.warn("Overwriting existing registered function: "+r),e.label=r,t.Pipeline.registeredFunctions[e.label]=e},t.Pipeline.warnIfFunctionNotRegistered=function(e){var r=e.label&&e.label in this.registeredFunctions;r||t.utils.warn(`Function is not registered with pipeline. This may cause problems when serialising the index.
+`,e)},t.Pipeline.load=function(e){var r=new t.Pipeline;return e.forEach(function(n){var i=t.Pipeline.registeredFunctions[n];if(i)r.add(i);else throw new Error("Cannot load unregistered function: "+n)}),r},t.Pipeline.prototype.add=function(){var e=Array.prototype.slice.call(arguments);e.forEach(function(r){t.Pipeline.warnIfFunctionNotRegistered(r),this._stack.push(r)},this)},t.Pipeline.prototype.after=function(e,r){t.Pipeline.warnIfFunctionNotRegistered(r);var n=this._stack.indexOf(e);if(n==-1)throw new Error("Cannot find existingFn");n=n+1,this._stack.splice(n,0,r)},t.Pipeline.prototype.before=function(e,r){t.Pipeline.warnIfFunctionNotRegistered(r);var n=this._stack.indexOf(e);if(n==-1)throw new Error("Cannot find existingFn");this._stack.splice(n,0,r)},t.Pipeline.prototype.remove=function(e){var r=this._stack.indexOf(e);r!=-1&&this._stack.splice(r,1)},t.Pipeline.prototype.run=function(e){for(var r=this._stack.length,n=0;n<r;n++){for(var i=this._stack[n],s=[],o=0;o<e.length;o++){var a=i(e[o],o,e);if(!(a==null||a===""))if(Array.isArray(a))for(var u=0;u<a.length;u++)s.push(a[u]);else s.push(a)}e=s}return e},t.Pipeline.prototype.runString=function(e,r){var n=new t.Token(e,r);return this.run([n]).map(function(i){return i.toString()})},t.Pipeline.prototype.reset=function(){this._stack=[]},t.Pipeline.prototype.toJSON=function(){return this._stack.map(function(e){return t.Pipeline.warnIfFunctionNotRegistered(e),e.label})};/*!
+ * lunr.Vector
+ * Copyright (C) 2020 Oliver Nightingale
+ */t.Vector=function(e){this._magnitude=0,this.elements=e||[]},t.Vector.prototype.positionForIndex=function(e){if(this.elements.length==0)return 0;for(var r=0,n=this.elements.length/2,i=n-r,s=Math.floor(i/2),o=this.elements[s*2];i>1&&(o<e&&(r=s),o>e&&(n=s),o!=e);)i=n-r,s=r+Math.floor(i/2),o=this.elements[s*2];if(o==e||o>e)return s*2;if(o<e)return(s+1)*2},t.Vector.prototype.insert=function(e,r){this.upsert(e,r,function(){throw"duplicate index"})},t.Vector.prototype.upsert=function(e,r,n){this._magnitude=0;var i=this.positionForIndex(e);this.elements[i]==e?this.elements[i+1]=n(this.elements[i+1],r):this.elements.splice(i,0,e,r)},t.Vector.prototype.magnitude=function(){if(this._magnitude)return this._magnitude;for(var e=0,r=this.elements.length,n=1;n<r;n+=2){var i=this.elements[n];e+=i*i}return this._magnitude=Math.sqrt(e)},t.Vector.prototype.dot=function(e){for(var r=0,n=this.elements,i=e.elements,s=n.length,o=i.length,a=0,u=0,c=0,f=0;c<s&&f<o;)a=n[c],u=i[f],a<u?c+=2:a>u?f+=2:a==u&&(r+=n[c+1]*i[f+1],c+=2,f+=2);return r},t.Vector.prototype.similarity=function(e){return this.dot(e)/this.magnitude()||0},t.Vector.prototype.toArray=function(){for(var e=new Array(this.elements.length/2),r=1,n=0;r<this.elements.length;r+=2,n++)e[n]=this.elements[r];return e},t.Vector.prototype.toJSON=function(){return this.elements};/*!
+ * lunr.stemmer
+ * Copyright (C) 2020 Oliver Nightingale
+ * Includes code from - http://tartarus.org/~martin/PorterStemmer/js.txt
+ */t.stemmer=function(){var e={ational:"ate",tional:"tion",enci:"ence",anci:"ance",izer:"ize",bli:"ble",alli:"al",entli:"ent",eli:"e",ousli:"ous",ization:"ize",ation:"ate",ator:"ate",alism:"al",iveness:"ive",fulness:"ful",ousness:"ous",aliti:"al",iviti:"ive",biliti:"ble",logi:"log"},r={icate:"ic",ative:"",alize:"al",iciti:"ic",ical:"ic",ful:"",ness:""},n="[^aeiou]",i="[aeiouy]",s=n+"[^aeiouy]*",o=i+"[aeiou]*",a="^("+s+")?"+o+s,u="^("+s+")?"+o+s+"("+o+")?$",c="^("+s+")?"+o+s+o+s,f="^("+s+")?"+i,g=new RegExp(a),l=new RegExp(c),m=new RegExp(u),x=new RegExp(f),v=/^(.+?)(ss|i)es$/,d=/^(.+?)([^s])s$/,y=/^(.+?)eed$/,b=/^(.+?)(ed|ing)$/,E=/.$/,w=/(at|bl|iz)$/,R=new RegExp("([^aeiouylsz])\\1$"),j=new RegExp("^"+s+i+"[^aeiouwxy]$"),_=/^(.+?[^aeiou])y$/,D=/^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/,N=/^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/,C=/^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/,V=/^(.+?)(s|t)(ion)$/,P=/^(.+?)e$/,z=/ll$/,$=new RegExp("^"+s+i+"[^aeiouwxy]$"),M=function(h){var S,k,L,p,T,O,F;if(h.length<3)return h;if(L=h.substr(0,1),L=="y"&&(h=L.toUpperCase()+h.substr(1)),p=v,T=d,p.test(h)?h=h.replace(p,"$1$2"):T.test(h)&&(h=h.replace(T,"$1$2")),p=y,T=b,p.test(h)){var Q=p.exec(h);p=g,p.test(Q[1])&&(p=E,h=h.replace(p,""))}else if(T.test(h)){var Q=T.exec(h);S=Q[1],T=x,T.test(S)&&(h=S,T=w,O=R,F=j,T.test(h)?h=h+"e":O.test(h)?(p=E,h=h.replace(p,"")):F.test(h)&&(h=h+"e"))}if(p=_,p.test(h)){var Q=p.exec(h);S=Q[1],h=S+"i"}if(p=D,p.test(h)){var Q=p.exec(h);S=Q[1],k=Q[2],p=g,p.test(S)&&(h=S+e[k])}if(p=N,p.test(h)){var Q=p.exec(h);S=Q[1],k=Q[2],p=g,p.test(S)&&(h=S+r[k])}if(p=C,T=V,p.test(h)){var Q=p.exec(h);S=Q[1],p=l,p.test(S)&&(h=S)}else if(T.test(h)){var Q=T.exec(h);S=Q[1]+Q[2],T=l,T.test(S)&&(h=S)}if(p=P,p.test(h)){var Q=p.exec(h);S=Q[1],p=l,T=m,O=$,(p.test(S)||T.test(S)&&!O.test(S))&&(h=S)}return p=z,T=l,p.test(h)&&T.test(h)&&(p=E,h=h.replace(p,"")),L=="y"&&(h=L.toLowerCase()+h.substr(1)),h};return function(I){return I.update(M)}}(),t.Pipeline.registerFunction(t.stemmer,"stemmer");/*!
+ * lunr.stopWordFilter
+ * Copyright (C) 2020 Oliver Nightingale
+ */t.generateStopWordFilter=function(e){var r=e.reduce(function(n,i){return n[i]=i,n},{});return function(n){if(n&&r[n.toString()]!==n.toString())return n}},t.stopWordFilter=t.generateStopWordFilter(["a","able","about","across","after","all","almost","also","am","among","an","and","any","are","as","at","be","because","been","but","by","can","cannot","could","dear","did","do","does","either","else","ever","every","for","from","get","got","had","has","have","he","her","hers","him","his","how","however","i","if","in","into","is","it","its","just","least","let","like","likely","may","me","might","most","must","my","neither","no","nor","not","of","off","often","on","only","or","other","our","own","rather","said","say","says","she","should","since","so","some","than","that","the","their","them","then","there","these","they","this","tis","to","too","twas","us","wants","was","we","were","what","when","where","which","while","who","whom","why","will","with","would","yet","you","your"]),t.Pipeline.registerFunction(t.stopWordFilter,"stopWordFilter");/*!
+ * lunr.trimmer
+ * Copyright (C) 2020 Oliver Nightingale
+ */t.trimmer=function(e){return e.update(function(r){return r.replace(/^\W+/,"").replace(/\W+$/,"")})},t.Pipeline.registerFunction(t.trimmer,"trimmer");/*!
+ * lunr.TokenSet
+ * Copyright (C) 2020 Oliver Nightingale
+ */t.TokenSet=function(){this.final=!1,this.edges={},this.id=t.TokenSet._nextId,t.TokenSet._nextId+=1},t.TokenSet._nextId=1,t.TokenSet.fromArray=function(e){for(var r=new t.TokenSet.Builder,n=0,i=e.length;n<i;n++)r.insert(e[n]);return r.finish(),r.root},t.TokenSet.fromClause=function(e){return"editDistance"in e?t.TokenSet.fromFuzzyString(e.term,e.editDistance):t.TokenSet.fromString(e.term)},t.TokenSet.fromFuzzyString=function(e,r){for(var n=new t.TokenSet,i=[{node:n,editsRemaining:r,str:e}];i.length;){var s=i.pop();if(s.str.length>0){var o=s.str.charAt(0),a;o in s.node.edges?a=s.node.edges[o]:(a=new t.TokenSet,s.node.edges[o]=a),s.str.length==1&&(a.final=!0),i.push({node:a,editsRemaining:s.editsRemaining,str:s.str.slice(1)})}if(s.editsRemaining!=0){if("*"in s.node.edges)var u=s.node.edges["*"];else{var u=new t.TokenSet;s.node.edges["*"]=u}if(s.str.length==0&&(u.final=!0),i.push({node:u,editsRemaining:s.editsRemaining-1,str:s.str}),s.str.length>1&&i.push({node:s.node,editsRemaining:s.editsRemaining-1,str:s.str.slice(1)}),s.str.length==1&&(s.node.final=!0),s.str.length>=1){if("*"in s.node.edges)var c=s.node.edges["*"];else{var c=new t.TokenSet;s.node.edges["*"]=c}s.str.length==1&&(c.final=!0),i.push({node:c,editsRemaining:s.editsRemaining-1,str:s.str.slice(1)})}if(s.str.length>1){var f=s.str.charAt(0),g=s.str.charAt(1),l;g in s.node.edges?l=s.node.edges[g]:(l=new t.TokenSet,s.node.edges[g]=l),s.str.length==1&&(l.final=!0),i.push({node:l,editsRemaining:s.editsRemaining-1,str:f+s.str.slice(2)})}}}return n},t.TokenSet.fromString=function(e){for(var r=new t.TokenSet,n=r,i=0,s=e.length;i<s;i++){var o=e[i],a=i==s-1;if(o=="*")r.edges[o]=r,r.final=a;else{var u=new t.TokenSet;u.final=a,r.edges[o]=u,r=u}}return n},t.TokenSet.prototype.toArray=function(){for(var e=[],r=[{prefix:"",node:this}];r.length;){var n=r.pop(),i=Object.keys(n.node.edges),s=i.length;n.node.final&&(n.prefix.charAt(0),e.push(n.prefix));for(var o=0;o<s;o++){var a=i[o];r.push({prefix:n.prefix.concat(a),node:n.node.edges[a]})}}return e},t.TokenSet.prototype.toString=function(){if(this._str)return this._str;for(var e=this.final?"1":"0",r=Object.keys(this.edges).sort(),n=r.length,i=0;i<n;i++){var s=r[i],o=this.edges[s];e=e+s+o.id}return e},t.TokenSet.prototype.intersect=function(e){for(var r=new t.TokenSet,n=void 0,i=[{qNode:e,output:r,node:this}];i.length;){n=i.pop();for(var s=Object.keys(n.qNode.edges),o=s.length,a=Object.keys(n.node.edges),u=a.length,c=0;c<o;c++)for(var f=s[c],g=0;g<u;g++){var l=a[g];if(l==f||f=="*"){var m=n.node.edges[l],x=n.qNode.edges[f],v=m.final&&x.final,d=void 0;l in n.output.edges?(d=n.output.edges[l],d.final=d.final||v):(d=new t.TokenSet,d.final=v,n.output.edges[l]=d),i.push({qNode:x,output:d,node:m})}}}return r},t.TokenSet.Builder=function(){this.previousWord="",this.root=new t.TokenSet,this.uncheckedNodes=[],this.minimizedNodes={}},t.TokenSet.Builder.prototype.insert=function(e){var r,n=0;if(e<this.previousWord)throw new Error("Out of order word insertion");for(var i=0;i<e.length&&i<this.previousWord.length&&e[i]==this.previousWord[i];i++)n++;this.minimize(n),this.uncheckedNodes.length==0?r=this.root:r=this.uncheckedNodes[this.uncheckedNodes.length-1].child;for(var i=n;i<e.length;i++){var s=new t.TokenSet,o=e[i];r.edges[o]=s,this.uncheckedNodes.push({parent:r,char:o,child:s}),r=s}r.final=!0,this.previousWord=e},t.TokenSet.Builder.prototype.finish=function(){this.minimize(0)},t.TokenSet.Builder.prototype.minimize=function(e){for(var r=this.uncheckedNodes.length-1;r>=e;r--){var n=this.uncheckedNodes[r],i=n.child.toString();i in this.minimizedNodes?n.parent.edges[n.char]=this.minimizedNodes[i]:(n.child._str=i,this.minimizedNodes[i]=n.child),this.uncheckedNodes.pop()}};/*!
+ * lunr.Index
+ * Copyright (C) 2020 Oliver Nightingale
+ */t.Index=function(e){this.invertedIndex=e.invertedIndex,this.fieldVectors=e.fieldVectors,this.tokenSet=e.tokenSet,this.fields=e.fields,this.pipeline=e.pipeline},t.Index.prototype.search=function(e){return this.query(function(r){var n=new t.QueryParser(e,r);n.parse()})},t.Index.prototype.query=function(e){for(var r=new t.Query(this.fields),n=Object.create(null),i=Object.create(null),s=Object.create(null),o=Object.create(null),a=Object.create(null),u=0;u<this.fields.length;u++)i[this.fields[u]]=new t.Vector;e.call(r,r);for(var u=0;u<r.clauses.length;u++){var c=r.clauses[u],f=null,g=t.Set.empty;c.usePipeline?f=this.pipeline.runString(c.term,{fields:c.fields}):f=[c.term];for(var l=0;l<f.length;l++){var m=f[l];c.term=m;var x=t.TokenSet.fromClause(c),v=this.tokenSet.intersect(x).toArray();if(v.length===0&&c.presence===t.Query.presence.REQUIRED){for(var d=0;d<c.fields.length;d++){var y=c.fields[d];o[y]=t.Set.empty}break}for(var b=0;b<v.length;b++)for(var E=v[b],w=this.invertedIndex[E],R=w._index,d=0;d<c.fields.length;d++){var y=c.fields[d],j=w[y],_=Object.keys(j),D=E+"/"+y,N=new t.Set(_);if(c.presence==t.Query.presence.REQUIRED&&(g=g.union(N),o[y]===void 0&&(o[y]=t.Set.complete)),c.presence==t.Query.presence.PROHIBITED){a[y]===void 0&&(a[y]=t.Set.empty),a[y]=a[y].union(N);continue}if(i[y].upsert(R,c.boost,function(ye,me){return ye+me}),!s[D]){for(var C=0;C<_.length;C++){var V=_[C],P=new t.FieldRef(V,y),z=j[V],$;($=n[P])===void 0?n[P]=new t.MatchData(E,y,z):$.add(E,y,z)}s[D]=!0}}}if(c.presence===t.Query.presence.REQUIRED)for(var d=0;d<c.fields.length;d++){var y=c.fields[d];o[y]=o[y].intersect(g)}}for(var M=t.Set.complete,I=t.Set.empty,u=0;u<this.fields.length;u++){var y=this.fields[u];o[y]&&(M=M.intersect(o[y])),a[y]&&(I=I.union(a[y]))}var h=Object.keys(n),S=[],k=Object.create(null);if(r.isNegated()){h=Object.keys(this.fieldVectors);for(var u=0;u<h.length;u++){var P=h[u],L=t.FieldRef.fromString(P);n[P]=new t.MatchData}}for(var u=0;u<h.length;u++){var L=t.FieldRef.fromString(h[u]),p=L.docRef;if(M.contains(p)&&!I.contains(p)){var T=this.fieldVectors[L],O=i[L.fieldName].similarity(T),F;if((F=k[p])!==void 0)F.score+=O,F.matchData.combine(n[L]);else{var Q={ref:p,score:O,matchData:n[L]};k[p]=Q,S.push(Q)}}}return S.sort(function(pe,ge){return ge.score-pe.score})},t.Index.prototype.toJSON=function(){var e=Object.keys(this.invertedIndex).sort().map(function(n){return[n,this.invertedIndex[n]]},this),r=Object.keys(this.fieldVectors).map(function(n){return[n,this.fieldVectors[n].toJSON()]},this);return{version:t.version,fields:this.fields,fieldVectors:r,invertedIndex:e,pipeline:this.pipeline.toJSON()}},t.Index.load=function(e){var r={},n={},i=e.fieldVectors,s=Object.create(null),o=e.invertedIndex,a=new t.TokenSet.Builder,u=t.Pipeline.load(e.pipeline);e.version!=t.version&&t.utils.warn("Version mismatch when loading serialised index. Current version of lunr '"+t.version+"' does not match serialized index '"+e.version+"'");for(var c=0;c<i.length;c++){var f=i[c],g=f[0],l=f[1];n[g]=new t.Vector(l)}for(var c=0;c<o.length;c++){var f=o[c],m=f[0],x=f[1];a.insert(m),s[m]=x}return a.finish(),r.fields=e.fields,r.fieldVectors=n,r.invertedIndex=s,r.tokenSet=a.root,r.pipeline=u,new t.Index(r)};/*!
+ * lunr.Builder
+ * Copyright (C) 2020 Oliver Nightingale
+ */t.Builder=function(){this._ref="id",this._fields=Object.create(null),this._documents=Object.create(null),this.invertedIndex=Object.create(null),this.fieldTermFrequencies={},this.fieldLengths={},this.tokenizer=t.tokenizer,this.pipeline=new t.Pipeline,this.searchPipeline=new t.Pipeline,this.documentCount=0,this._b=.75,this._k1=1.2,this.termIndex=0,this.metadataWhitelist=[]},t.Builder.prototype.ref=function(e){this._ref=e},t.Builder.prototype.field=function(e,r){if(/\//.test(e))throw new RangeError("Field '"+e+"' contains illegal character '/'");this._fields[e]=r||{}},t.Builder.prototype.b=function(e){e<0?this._b=0:e>1?this._b=1:this._b=e},t.Builder.prototype.k1=function(e){this._k1=e},t.Builder.prototype.add=function(e,r){var n=e[this._ref],i=Object.keys(this._fields);this._documents[n]=r||{},this.documentCount+=1;for(var s=0;s<i.length;s++){var o=i[s],a=this._fields[o].extractor,u=a?a(e):e[o],c=this.tokenizer(u,{fields:[o]}),f=this.pipeline.run(c),g=new t.FieldRef(n,o),l=Object.create(null);this.fieldTermFrequencies[g]=l,this.fieldLengths[g]=0,this.fieldLengths[g]+=f.length;for(var m=0;m<f.length;m++){var x=f[m];if(l[x]==null&&(l[x]=0),l[x]+=1,this.invertedIndex[x]==null){var v=Object.create(null);v._index=this.termIndex,this.termIndex+=1;for(var d=0;d<i.length;d++)v[i[d]]=Object.create(null);this.invertedIndex[x]=v}this.invertedIndex[x][o][n]==null&&(this.invertedIndex[x][o][n]=Object.create(null));for(var y=0;y<this.metadataWhitelist.length;y++){var b=this.metadataWhitelist[y],E=x.metadata[b];this.invertedIndex[x][o][n][b]==null&&(this.invertedIndex[x][o][n][b]=[]),this.invertedIndex[x][o][n][b].push(E)}}}},t.Builder.prototype.calculateAverageFieldLengths=function(){for(var e=Object.keys(this.fieldLengths),r=e.length,n={},i={},s=0;s<r;s++){var o=t.FieldRef.fromString(e[s]),a=o.fieldName;i[a]||(i[a]=0),i[a]+=1,n[a]||(n[a]=0),n[a]+=this.fieldLengths[o]}for(var u=Object.keys(this._fields),s=0;s<u.length;s++){var c=u[s];n[c]=n[c]/i[c]}this.averageFieldLength=n},t.Builder.prototype.createFieldVectors=function(){for(var e={},r=Object.keys(this.fieldTermFrequencies),n=r.length,i=Object.create(null),s=0;s<n;s++){for(var o=t.FieldRef.fromString(r[s]),a=o.fieldName,u=this.fieldLengths[o],c=new t.Vector,f=this.fieldTermFrequencies[o],g=Object.keys(f),l=g.length,m=this._fields[a].boost||1,x=this._documents[o.docRef].boost||1,v=0;v<l;v++){var d=g[v],y=f[d],b=this.invertedIndex[d]._index,E,w,R;i[d]===void 0?(E=t.idf(this.invertedIndex[d],this.documentCount),i[d]=E):E=i[d],w=E*((this._k1+1)*y)/(this._k1*(1-this._b+this._b*(u/this.averageFieldLength[a]))+y),w*=m,w*=x,R=Math.round(w*1e3)/1e3,c.insert(b,R)}e[o]=c}this.fieldVectors=e},t.Builder.prototype.createTokenSet=function(){this.tokenSet=t.TokenSet.fromArray(Object.keys(this.invertedIndex).sort())},t.Builder.prototype.build=function(){return this.calculateAverageFieldLengths(),this.createFieldVectors(),this.createTokenSet(),new t.Index({invertedIndex:this.invertedIndex,fieldVectors:this.fieldVectors,tokenSet:this.tokenSet,fields:Object.keys(this._fields),pipeline:this.searchPipeline})},t.Builder.prototype.use=function(e){var r=Array.prototype.slice.call(arguments,1);r.unshift(this),e.apply(this,r)},t.MatchData=function(e,r,n){for(var i=Object.create(null),s=Object.keys(n||{}),o=0;o<s.length;o++){var a=s[o];i[a]=n[a].slice()}this.metadata=Object.create(null),e!==void 0&&(this.metadata[e]=Object.create(null),this.metadata[e][r]=i)},t.MatchData.prototype.combine=function(e){for(var r=Object.keys(e.metadata),n=0;n<r.length;n++){var i=r[n],s=Object.keys(e.metadata[i]);this.metadata[i]==null&&(this.metadata[i]=Object.create(null));for(var o=0;o<s.length;o++){var a=s[o],u=Object.keys(e.metadata[i][a]);this.metadata[i][a]==null&&(this.metadata[i][a]=Object.create(null));for(var c=0;c<u.length;c++){var f=u[c];this.metadata[i][a][f]==null?this.metadata[i][a][f]=e.metadata[i][a][f]:this.metadata[i][a][f]=this.metadata[i][a][f].concat(e.metadata[i][a][f])}}}},t.MatchData.prototype.add=function(e,r,n){if(!(e in this.metadata)){this.metadata[e]=Object.create(null),this.metadata[e][r]=n;return}if(!(r in this.metadata[e])){this.metadata[e][r]=n;return}for(var i=Object.keys(n),s=0;s<i.length;s++){var o=i[s];o in this.metadata[e][r]?this.metadata[e][r][o]=this.metadata[e][r][o].concat(n[o]):this.metadata[e][r][o]=n[o]}},t.Query=function(e){this.clauses=[],this.allFields=e},t.Query.wildcard=new String("*"),t.Query.wildcard.NONE=0,t.Query.wildcard.LEADING=1,t.Query.wildcard.TRAILING=2,t.Query.presence={OPTIONAL:1,REQUIRED:2,PROHIBITED:3},t.Query.prototype.clause=function(e){return"fields"in e||(e.fields=this.allFields),"boost"in e||(e.boost=1),"usePipeline"in e||(e.usePipeline=!0),"wildcard"in 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+//# sourceMappingURL=search.f8cc74c7.min.js.map
+
diff --git a/assets/javascripts/workers/search.f8cc74c7.min.js.map b/assets/javascripts/workers/search.f8cc74c7.min.js.map
new file mode 100644
index 000000000..cf8a62d7f
--- /dev/null
+++ b/assets/javascripts/workers/search.f8cc74c7.min.js.map
@@ -0,0 +1,7 @@
+{
+  "version": 3,
+  "sources": ["node_modules/lunr/lunr.js", "src/templates/assets/javascripts/integrations/search/worker/main/index.ts", "src/templates/assets/javascripts/browser/element/_/index.ts", "src/templates/assets/javascripts/polyfills/index.ts", "src/templates/assets/javascripts/integrations/search/config/index.ts", "src/templates/assets/javascripts/integrations/search/internal/_/index.ts", "src/templates/assets/javascripts/integrations/search/internal/extract/index.ts", "src/templates/assets/javascripts/integrations/search/internal/highlight/index.ts", "src/templates/assets/javascripts/integrations/search/internal/tokenize/index.ts", "src/templates/assets/javascripts/integrations/search/query/transform/index.ts", "src/templates/assets/javascripts/integrations/search/query/_/index.ts", "src/templates/assets/javascripts/integrations/search/query/segment/index.ts", "src/templates/assets/javascripts/integrations/search/_/index.ts"],
+  "sourcesContent": ["/**\n * lunr - http://lunrjs.com - A bit like Solr, but much smaller and not as bright - 2.3.9\n * Copyright (C) 2020 Oliver Nightingale\n * @license MIT\n */\n\n;(function(){\n\n/**\n * A convenience function for configuring and constructing\n * a new lunr Index.\n *\n * A lunr.Builder instance is created and the pipeline setup\n * with a trimmer, stop word filter and stemmer.\n *\n * This builder object is yielded to the configuration function\n * that is passed as a parameter, allowing the list of fields\n * and other builder parameters to be customised.\n *\n * All documents _must_ be added within the passed config function.\n *\n * @example\n * var idx = lunr(function () {\n *   this.field('title')\n *   this.field('body')\n *   this.ref('id')\n *\n *   documents.forEach(function (doc) {\n *     this.add(doc)\n *   }, this)\n * })\n *\n * @see {@link lunr.Builder}\n * @see {@link lunr.Pipeline}\n * @see {@link lunr.trimmer}\n * @see {@link lunr.stopWordFilter}\n * @see {@link lunr.stemmer}\n * @namespace {function} lunr\n */\nvar lunr = function (config) {\n  var builder = new lunr.Builder\n\n  builder.pipeline.add(\n    lunr.trimmer,\n    lunr.stopWordFilter,\n    lunr.stemmer\n  )\n\n  builder.searchPipeline.add(\n    lunr.stemmer\n  )\n\n  config.call(builder, builder)\n  return builder.build()\n}\n\nlunr.version = \"2.3.9\"\n/*!\n * lunr.utils\n * Copyright (C) 2020 Oliver Nightingale\n */\n\n/**\n * A namespace containing utils for the rest of the lunr library\n * @namespace lunr.utils\n */\nlunr.utils = {}\n\n/**\n * Print a warning message to the console.\n *\n * @param {String} message The message to be printed.\n * @memberOf lunr.utils\n * @function\n */\nlunr.utils.warn = (function (global) {\n  /* eslint-disable no-console */\n  return function (message) {\n    if (global.console && console.warn) {\n      console.warn(message)\n    }\n  }\n  /* eslint-enable no-console */\n})(this)\n\n/**\n * Convert an object to a string.\n *\n * In the case of `null` and `undefined` the function returns\n * the empty string, in all other cases the result of calling\n * `toString` on the passed object is returned.\n *\n * @param {Any} obj The object to convert to a string.\n * @return {String} string representation of the passed object.\n * @memberOf lunr.utils\n */\nlunr.utils.asString = function (obj) {\n  if (obj === void 0 || obj === null) {\n    return \"\"\n  } else {\n    return obj.toString()\n  }\n}\n\n/**\n * Clones an object.\n *\n * Will create a copy of an existing object such that any mutations\n * on the copy cannot affect the original.\n *\n * Only shallow objects are supported, passing a nested object to this\n * function will cause a TypeError.\n *\n * Objects with primitives, and arrays of primitives are supported.\n *\n * @param {Object} obj The object to clone.\n * @return {Object} a clone of the passed object.\n * @throws {TypeError} when a nested object is passed.\n * @memberOf Utils\n */\nlunr.utils.clone = function (obj) {\n  if (obj === null || obj === undefined) {\n    return obj\n  }\n\n  var clone = Object.create(null),\n      keys = Object.keys(obj)\n\n  for (var i = 0; i < keys.length; i++) {\n    var key = keys[i],\n        val = obj[key]\n\n    if (Array.isArray(val)) {\n      clone[key] = val.slice()\n      continue\n    }\n\n    if (typeof val === 'string' ||\n        typeof val === 'number' ||\n        typeof val === 'boolean') {\n      clone[key] = val\n      continue\n    }\n\n    throw new TypeError(\"clone is not deep and does not support nested objects\")\n  }\n\n  return clone\n}\nlunr.FieldRef = function (docRef, fieldName, stringValue) {\n  this.docRef = docRef\n  this.fieldName = fieldName\n  this._stringValue = stringValue\n}\n\nlunr.FieldRef.joiner = \"/\"\n\nlunr.FieldRef.fromString = function (s) {\n  var n = s.indexOf(lunr.FieldRef.joiner)\n\n  if (n === -1) {\n    throw \"malformed field ref string\"\n  }\n\n  var fieldRef = s.slice(0, n),\n      docRef = s.slice(n + 1)\n\n  return new lunr.FieldRef (docRef, fieldRef, s)\n}\n\nlunr.FieldRef.prototype.toString = function () {\n  if (this._stringValue == undefined) {\n    this._stringValue = this.fieldName + lunr.FieldRef.joiner + this.docRef\n  }\n\n  return this._stringValue\n}\n/*!\n * lunr.Set\n * Copyright (C) 2020 Oliver Nightingale\n */\n\n/**\n * A lunr set.\n *\n * @constructor\n */\nlunr.Set = function (elements) {\n  this.elements = Object.create(null)\n\n  if (elements) {\n    this.length = elements.length\n\n    for (var i = 0; i < this.length; i++) {\n      this.elements[elements[i]] = true\n    }\n  } else {\n    this.length = 0\n  }\n}\n\n/**\n * A complete set that contains all elements.\n *\n * @static\n * @readonly\n * @type {lunr.Set}\n */\nlunr.Set.complete = {\n  intersect: function (other) {\n    return other\n  },\n\n  union: function () {\n    return this\n  },\n\n  contains: function () {\n    return true\n  }\n}\n\n/**\n * An empty set that contains no elements.\n *\n * @static\n * @readonly\n * @type {lunr.Set}\n */\nlunr.Set.empty = {\n  intersect: function () {\n    return this\n  },\n\n  union: function (other) {\n    return other\n  },\n\n  contains: function () {\n    return false\n  }\n}\n\n/**\n * Returns true if this set contains the specified object.\n *\n * @param {object} object - Object whose presence in this set is to be tested.\n * @returns {boolean} - True if this set contains the specified object.\n */\nlunr.Set.prototype.contains = function (object) {\n  return !!this.elements[object]\n}\n\n/**\n * Returns a new set containing only the elements that are present in both\n * this set and the specified set.\n *\n * @param {lunr.Set} other - set to intersect with this set.\n * @returns {lunr.Set} a new set that is the intersection of this and the specified set.\n */\n\nlunr.Set.prototype.intersect = function (other) {\n  var a, b, elements, intersection = []\n\n  if (other === lunr.Set.complete) {\n    return this\n  }\n\n  if (other === lunr.Set.empty) {\n    return other\n  }\n\n  if (this.length < other.length) {\n    a = this\n    b = other\n  } else {\n    a = other\n    b = this\n  }\n\n  elements = Object.keys(a.elements)\n\n  for (var i = 0; i < elements.length; i++) {\n    var element = elements[i]\n    if (element in b.elements) {\n      intersection.push(element)\n    }\n  }\n\n  return new lunr.Set (intersection)\n}\n\n/**\n * Returns a new set combining the elements of this and the specified set.\n *\n * @param {lunr.Set} other - set to union with this set.\n * @return {lunr.Set} a new set that is the union of this and the specified set.\n */\n\nlunr.Set.prototype.union = function (other) {\n  if (other === lunr.Set.complete) {\n    return lunr.Set.complete\n  }\n\n  if (other === lunr.Set.empty) {\n    return this\n  }\n\n  return new lunr.Set(Object.keys(this.elements).concat(Object.keys(other.elements)))\n}\n/**\n * A function to calculate the inverse document frequency for\n * a posting. This is shared between the builder and the index\n *\n * @private\n * @param {object} posting - The posting for a given term\n * @param {number} documentCount - The total number of documents.\n */\nlunr.idf = function (posting, documentCount) {\n  var documentsWithTerm = 0\n\n  for (var fieldName in posting) {\n    if (fieldName == '_index') continue // Ignore the term index, its not a field\n    documentsWithTerm += Object.keys(posting[fieldName]).length\n  }\n\n  var x = (documentCount - documentsWithTerm + 0.5) / (documentsWithTerm + 0.5)\n\n  return Math.log(1 + Math.abs(x))\n}\n\n/**\n * A token wraps a string representation of a token\n * as it is passed through the text processing pipeline.\n *\n * @constructor\n * @param {string} [str=''] - The string token being wrapped.\n * @param {object} [metadata={}] - Metadata associated with this token.\n */\nlunr.Token = function (str, metadata) {\n  this.str = str || \"\"\n  this.metadata = metadata || {}\n}\n\n/**\n * Returns the token string that is being wrapped by this object.\n *\n * @returns {string}\n */\nlunr.Token.prototype.toString = function () {\n  return this.str\n}\n\n/**\n * A token update function is used when updating or optionally\n * when cloning a token.\n *\n * @callback lunr.Token~updateFunction\n * @param {string} str - The string representation of the token.\n * @param {Object} metadata - All metadata associated with this token.\n */\n\n/**\n * Applies the given function to the wrapped string token.\n *\n * @example\n * token.update(function (str, metadata) {\n *   return str.toUpperCase()\n * })\n *\n * @param {lunr.Token~updateFunction} fn - A function to apply to the token string.\n * @returns {lunr.Token}\n */\nlunr.Token.prototype.update = function (fn) {\n  this.str = fn(this.str, this.metadata)\n  return this\n}\n\n/**\n * Creates a clone of this token. Optionally a function can be\n * applied to the cloned token.\n *\n * @param {lunr.Token~updateFunction} [fn] - An optional function to apply to the cloned token.\n * @returns {lunr.Token}\n */\nlunr.Token.prototype.clone = function (fn) {\n  fn = fn || function (s) { return s }\n  return new lunr.Token (fn(this.str, this.metadata), this.metadata)\n}\n/*!\n * lunr.tokenizer\n * Copyright (C) 2020 Oliver Nightingale\n */\n\n/**\n * A function for splitting a string into tokens ready to be inserted into\n * the search index. Uses `lunr.tokenizer.separator` to split strings, change\n * the value of this property to change how strings are split into tokens.\n *\n * This tokenizer will convert its parameter to a string by calling `toString` and\n * then will split this string on the character in `lunr.tokenizer.separator`.\n * Arrays will have their elements converted to strings and wrapped in a lunr.Token.\n *\n * Optional metadata can be passed to the tokenizer, this metadata will be cloned and\n * added as metadata to every token that is created from the object to be tokenized.\n *\n * @static\n * @param {?(string|object|object[])} obj - The object to convert into tokens\n * @param {?object} metadata - Optional metadata to associate with every token\n * @returns {lunr.Token[]}\n * @see {@link lunr.Pipeline}\n */\nlunr.tokenizer = function (obj, metadata) {\n  if (obj == null || obj == undefined) {\n    return []\n  }\n\n  if (Array.isArray(obj)) {\n    return obj.map(function (t) {\n      return new lunr.Token(\n        lunr.utils.asString(t).toLowerCase(),\n        lunr.utils.clone(metadata)\n      )\n    })\n  }\n\n  var str = obj.toString().toLowerCase(),\n      len = str.length,\n      tokens = []\n\n  for (var sliceEnd = 0, sliceStart = 0; sliceEnd <= len; sliceEnd++) {\n    var char = str.charAt(sliceEnd),\n        sliceLength = sliceEnd - sliceStart\n\n    if ((char.match(lunr.tokenizer.separator) || sliceEnd == len)) {\n\n      if (sliceLength > 0) {\n        var tokenMetadata = lunr.utils.clone(metadata) || {}\n        tokenMetadata[\"position\"] = [sliceStart, sliceLength]\n        tokenMetadata[\"index\"] = tokens.length\n\n        tokens.push(\n          new lunr.Token (\n            str.slice(sliceStart, sliceEnd),\n            tokenMetadata\n          )\n        )\n      }\n\n      sliceStart = sliceEnd + 1\n    }\n\n  }\n\n  return tokens\n}\n\n/**\n * The separator used to split a string into tokens. Override this property to change the behaviour of\n * `lunr.tokenizer` behaviour when tokenizing strings. By default this splits on whitespace and hyphens.\n *\n * @static\n * @see lunr.tokenizer\n */\nlunr.tokenizer.separator = /[\\s\\-]+/\n/*!\n * lunr.Pipeline\n * Copyright (C) 2020 Oliver Nightingale\n */\n\n/**\n * lunr.Pipelines maintain an ordered list of functions to be applied to all\n * tokens in documents entering the search index and queries being ran against\n * the index.\n *\n * An instance of lunr.Index created with the lunr shortcut will contain a\n * pipeline with a stop word filter and an English language stemmer. Extra\n * functions can be added before or after either of these functions or these\n * default functions can be removed.\n *\n * When run the pipeline will call each function in turn, passing a token, the\n * index of that token in the original list of all tokens and finally a list of\n * all the original tokens.\n *\n * The output of functions in the pipeline will be passed to the next function\n * in the pipeline. To exclude a token from entering the index the function\n * should return undefined, the rest of the pipeline will not be called with\n * this token.\n *\n * For serialisation of pipelines to work, all functions used in an instance of\n * a pipeline should be registered with lunr.Pipeline. Registered functions can\n * then be loaded. If trying to load a serialised pipeline that uses functions\n * that are not registered an error will be thrown.\n *\n * If not planning on serialising the pipeline then registering pipeline functions\n * is not necessary.\n *\n * @constructor\n */\nlunr.Pipeline = function () {\n  this._stack = []\n}\n\nlunr.Pipeline.registeredFunctions = Object.create(null)\n\n/**\n * A pipeline function maps lunr.Token to lunr.Token. A lunr.Token contains the token\n * string as well as all known metadata. A pipeline function can mutate the token string\n * or mutate (or add) metadata for a given token.\n *\n * A pipeline function can indicate that the passed token should be discarded by returning\n * null, undefined or an empty string. This token will not be passed to any downstream pipeline\n * functions and will not be added to the index.\n *\n * Multiple tokens can be returned by returning an array of tokens. Each token will be passed\n * to any downstream pipeline functions and all will returned tokens will be added to the index.\n *\n * Any number of pipeline functions may be chained together using a lunr.Pipeline.\n *\n * @interface lunr.PipelineFunction\n * @param {lunr.Token} token - A token from the document being processed.\n * @param {number} i - The index of this token in the complete list of tokens for this document/field.\n * @param {lunr.Token[]} tokens - All tokens for this document/field.\n * @returns {(?lunr.Token|lunr.Token[])}\n */\n\n/**\n * Register a function with the pipeline.\n *\n * Functions that are used in the pipeline should be registered if the pipeline\n * needs to be serialised, or a serialised pipeline needs to be loaded.\n *\n * Registering a function does not add it to a pipeline, functions must still be\n * added to instances of the pipeline for them to be used when running a pipeline.\n *\n * @param {lunr.PipelineFunction} fn - The function to check for.\n * @param {String} label - The label to register this function with\n */\nlunr.Pipeline.registerFunction = function (fn, label) {\n  if (label in this.registeredFunctions) {\n    lunr.utils.warn('Overwriting existing registered function: ' + label)\n  }\n\n  fn.label = label\n  lunr.Pipeline.registeredFunctions[fn.label] = fn\n}\n\n/**\n * Warns if the function is not registered as a Pipeline function.\n *\n * @param {lunr.PipelineFunction} fn - The function to check for.\n * @private\n */\nlunr.Pipeline.warnIfFunctionNotRegistered = function (fn) {\n  var isRegistered = fn.label && (fn.label in this.registeredFunctions)\n\n  if (!isRegistered) {\n    lunr.utils.warn('Function is not registered with pipeline. This may cause problems when serialising the index.\\n', fn)\n  }\n}\n\n/**\n * Loads a previously serialised pipeline.\n *\n * All functions to be loaded must already be registered with lunr.Pipeline.\n * If any function from the serialised data has not been registered then an\n * error will be thrown.\n *\n * @param {Object} serialised - The serialised pipeline to load.\n * @returns {lunr.Pipeline}\n */\nlunr.Pipeline.load = function (serialised) {\n  var pipeline = new lunr.Pipeline\n\n  serialised.forEach(function (fnName) {\n    var fn = lunr.Pipeline.registeredFunctions[fnName]\n\n    if (fn) {\n      pipeline.add(fn)\n    } else {\n      throw new Error('Cannot load unregistered function: ' + fnName)\n    }\n  })\n\n  return pipeline\n}\n\n/**\n * Adds new functions to the end of the pipeline.\n *\n * Logs a warning if the function has not been registered.\n *\n * @param {lunr.PipelineFunction[]} functions - Any number of functions to add to the pipeline.\n */\nlunr.Pipeline.prototype.add = function () {\n  var fns = Array.prototype.slice.call(arguments)\n\n  fns.forEach(function (fn) {\n    lunr.Pipeline.warnIfFunctionNotRegistered(fn)\n    this._stack.push(fn)\n  }, this)\n}\n\n/**\n * Adds a single function after a function that already exists in the\n * pipeline.\n *\n * Logs a warning if the function has not been registered.\n *\n * @param {lunr.PipelineFunction} existingFn - A function that already exists in the pipeline.\n * @param {lunr.PipelineFunction} newFn - The new function to add to the pipeline.\n */\nlunr.Pipeline.prototype.after = function (existingFn, newFn) {\n  lunr.Pipeline.warnIfFunctionNotRegistered(newFn)\n\n  var pos = this._stack.indexOf(existingFn)\n  if (pos == -1) {\n    throw new Error('Cannot find existingFn')\n  }\n\n  pos = pos + 1\n  this._stack.splice(pos, 0, newFn)\n}\n\n/**\n * Adds a single function before a function that already exists in the\n * pipeline.\n *\n * Logs a warning if the function has not been registered.\n *\n * @param {lunr.PipelineFunction} existingFn - A function that already exists in the pipeline.\n * @param {lunr.PipelineFunction} newFn - The new function to add to the pipeline.\n */\nlunr.Pipeline.prototype.before = function (existingFn, newFn) {\n  lunr.Pipeline.warnIfFunctionNotRegistered(newFn)\n\n  var pos = this._stack.indexOf(existingFn)\n  if (pos == -1) {\n    throw new Error('Cannot find existingFn')\n  }\n\n  this._stack.splice(pos, 0, newFn)\n}\n\n/**\n * Removes a function from the pipeline.\n *\n * @param {lunr.PipelineFunction} fn The function to remove from the pipeline.\n */\nlunr.Pipeline.prototype.remove = function (fn) {\n  var pos = this._stack.indexOf(fn)\n  if (pos == -1) {\n    return\n  }\n\n  this._stack.splice(pos, 1)\n}\n\n/**\n * Runs the current list of functions that make up the pipeline against the\n * passed tokens.\n *\n * @param {Array} tokens The tokens to run through the pipeline.\n * @returns {Array}\n */\nlunr.Pipeline.prototype.run = function (tokens) {\n  var stackLength = this._stack.length\n\n  for (var i = 0; i < stackLength; i++) {\n    var fn = this._stack[i]\n    var memo = []\n\n    for (var j = 0; j < tokens.length; j++) {\n      var result = fn(tokens[j], j, tokens)\n\n      if (result === null || result === void 0 || result === '') continue\n\n      if (Array.isArray(result)) {\n        for (var k = 0; k < result.length; k++) {\n          memo.push(result[k])\n        }\n      } else {\n        memo.push(result)\n      }\n    }\n\n    tokens = memo\n  }\n\n  return tokens\n}\n\n/**\n * Convenience method for passing a string through a pipeline and getting\n * strings out. This method takes care of wrapping the passed string in a\n * token and mapping the resulting tokens back to strings.\n *\n * @param {string} str - The string to pass through the pipeline.\n * @param {?object} metadata - Optional metadata to associate with the token\n * passed to the pipeline.\n * @returns {string[]}\n */\nlunr.Pipeline.prototype.runString = function (str, metadata) {\n  var token = new lunr.Token (str, metadata)\n\n  return this.run([token]).map(function (t) {\n    return t.toString()\n  })\n}\n\n/**\n * Resets the pipeline by removing any existing processors.\n *\n */\nlunr.Pipeline.prototype.reset = function () {\n  this._stack = []\n}\n\n/**\n * Returns a representation of the pipeline ready for serialisation.\n *\n * Logs a warning if the function has not been registered.\n *\n * @returns {Array}\n */\nlunr.Pipeline.prototype.toJSON = function () {\n  return this._stack.map(function (fn) {\n    lunr.Pipeline.warnIfFunctionNotRegistered(fn)\n\n    return fn.label\n  })\n}\n/*!\n * lunr.Vector\n * Copyright (C) 2020 Oliver Nightingale\n */\n\n/**\n * A vector is used to construct the vector space of documents and queries. These\n * vectors support operations to determine the similarity between two documents or\n * a document and a query.\n *\n * Normally no parameters are required for initializing a vector, but in the case of\n * loading a previously dumped vector the raw elements can be provided to the constructor.\n *\n * For performance reasons vectors are implemented with a flat array, where an elements\n * index is immediately followed by its value. E.g. [index, value, index, value]. This\n * allows the underlying array to be as sparse as possible and still offer decent\n * performance when being used for vector calculations.\n *\n * @constructor\n * @param {Number[]} [elements] - The flat list of element index and element value pairs.\n */\nlunr.Vector = function (elements) {\n  this._magnitude = 0\n  this.elements = elements || []\n}\n\n\n/**\n * Calculates the position within the vector to insert a given index.\n *\n * This is used internally by insert and upsert. If there are duplicate indexes then\n * the position is returned as if the value for that index were to be updated, but it\n * is the callers responsibility to check whether there is a duplicate at that index\n *\n * @param {Number} insertIdx - The index at which the element should be inserted.\n * @returns {Number}\n */\nlunr.Vector.prototype.positionForIndex = function (index) {\n  // For an empty vector the tuple can be inserted at the beginning\n  if (this.elements.length == 0) {\n    return 0\n  }\n\n  var start = 0,\n      end = this.elements.length / 2,\n      sliceLength = end - start,\n      pivotPoint = Math.floor(sliceLength / 2),\n      pivotIndex = this.elements[pivotPoint * 2]\n\n  while (sliceLength > 1) {\n    if (pivotIndex < index) {\n      start = pivotPoint\n    }\n\n    if (pivotIndex > index) {\n      end = pivotPoint\n    }\n\n    if (pivotIndex == index) {\n      break\n    }\n\n    sliceLength = end - start\n    pivotPoint = start + Math.floor(sliceLength / 2)\n    pivotIndex = this.elements[pivotPoint * 2]\n  }\n\n  if (pivotIndex == index) {\n    return pivotPoint * 2\n  }\n\n  if (pivotIndex > index) {\n    return pivotPoint * 2\n  }\n\n  if (pivotIndex < index) {\n    return (pivotPoint + 1) * 2\n  }\n}\n\n/**\n * Inserts an element at an index within the vector.\n *\n * Does not allow duplicates, will throw an error if there is already an entry\n * for this index.\n *\n * @param {Number} insertIdx - The index at which the element should be inserted.\n * @param {Number} val - The value to be inserted into the vector.\n */\nlunr.Vector.prototype.insert = function (insertIdx, val) {\n  this.upsert(insertIdx, val, function () {\n    throw \"duplicate index\"\n  })\n}\n\n/**\n * Inserts or updates an existing index within the vector.\n *\n * @param {Number} insertIdx - The index at which the element should be inserted.\n * @param {Number} val - The value to be inserted into the vector.\n * @param {function} fn - A function that is called for updates, the existing value and the\n * requested value are passed as arguments\n */\nlunr.Vector.prototype.upsert = function (insertIdx, val, fn) {\n  this._magnitude = 0\n  var position = this.positionForIndex(insertIdx)\n\n  if (this.elements[position] == insertIdx) {\n    this.elements[position + 1] = fn(this.elements[position + 1], val)\n  } else {\n    this.elements.splice(position, 0, insertIdx, val)\n  }\n}\n\n/**\n * Calculates the magnitude of this vector.\n *\n * @returns {Number}\n */\nlunr.Vector.prototype.magnitude = function () {\n  if (this._magnitude) return this._magnitude\n\n  var sumOfSquares = 0,\n      elementsLength = this.elements.length\n\n  for (var i = 1; i < elementsLength; i += 2) {\n    var val = this.elements[i]\n    sumOfSquares += val * val\n  }\n\n  return this._magnitude = Math.sqrt(sumOfSquares)\n}\n\n/**\n * Calculates the dot product of this vector and another vector.\n *\n * @param {lunr.Vector} otherVector - The vector to compute the dot product with.\n * @returns {Number}\n */\nlunr.Vector.prototype.dot = function (otherVector) {\n  var dotProduct = 0,\n      a = this.elements, b = otherVector.elements,\n      aLen = a.length, bLen = b.length,\n      aVal = 0, bVal = 0,\n      i = 0, j = 0\n\n  while (i < aLen && j < bLen) {\n    aVal = a[i], bVal = b[j]\n    if (aVal < bVal) {\n      i += 2\n    } else if (aVal > bVal) {\n      j += 2\n    } else if (aVal == bVal) {\n      dotProduct += a[i + 1] * b[j + 1]\n      i += 2\n      j += 2\n    }\n  }\n\n  return dotProduct\n}\n\n/**\n * Calculates the similarity between this vector and another vector.\n *\n * @param {lunr.Vector} otherVector - The other vector to calculate the\n * similarity with.\n * @returns {Number}\n */\nlunr.Vector.prototype.similarity = function (otherVector) {\n  return this.dot(otherVector) / this.magnitude() || 0\n}\n\n/**\n * Converts the vector to an array of the elements within the vector.\n *\n * @returns {Number[]}\n */\nlunr.Vector.prototype.toArray = function () {\n  var output = new Array (this.elements.length / 2)\n\n  for (var i = 1, j = 0; i < this.elements.length; i += 2, j++) {\n    output[j] = this.elements[i]\n  }\n\n  return output\n}\n\n/**\n * A JSON serializable representation of the vector.\n *\n * @returns {Number[]}\n */\nlunr.Vector.prototype.toJSON = function () {\n  return this.elements\n}\n/* eslint-disable */\n/*!\n * lunr.stemmer\n * Copyright (C) 2020 Oliver Nightingale\n * Includes code from - http://tartarus.org/~martin/PorterStemmer/js.txt\n */\n\n/**\n * lunr.stemmer is an english language stemmer, this is a JavaScript\n * implementation of the PorterStemmer taken from http://tartarus.org/~martin\n *\n * @static\n * @implements {lunr.PipelineFunction}\n * @param {lunr.Token} token - The string to stem\n * @returns {lunr.Token}\n * @see {@link lunr.Pipeline}\n * @function\n */\nlunr.stemmer = (function(){\n  var step2list = {\n      \"ational\" : \"ate\",\n      \"tional\" : \"tion\",\n      \"enci\" : \"ence\",\n      \"anci\" : \"ance\",\n      \"izer\" : \"ize\",\n      \"bli\" : \"ble\",\n      \"alli\" : \"al\",\n      \"entli\" : \"ent\",\n      \"eli\" : \"e\",\n      \"ousli\" : \"ous\",\n      \"ization\" : \"ize\",\n      \"ation\" : \"ate\",\n      \"ator\" : \"ate\",\n      \"alism\" : \"al\",\n      \"iveness\" : \"ive\",\n      \"fulness\" : \"ful\",\n      \"ousness\" : \"ous\",\n      \"aliti\" : \"al\",\n      \"iviti\" : \"ive\",\n      \"biliti\" : \"ble\",\n      \"logi\" : \"log\"\n    },\n\n    step3list = {\n      \"icate\" : \"ic\",\n      \"ative\" : \"\",\n      \"alize\" : \"al\",\n      \"iciti\" : \"ic\",\n      \"ical\" : \"ic\",\n      \"ful\" : \"\",\n      \"ness\" : \"\"\n    },\n\n    c = \"[^aeiou]\",          // consonant\n    v = \"[aeiouy]\",          // vowel\n    C = c + \"[^aeiouy]*\",    // consonant sequence\n    V = v + \"[aeiou]*\",      // vowel sequence\n\n    mgr0 = \"^(\" + C + \")?\" + V + C,               // [C]VC... is m>0\n    meq1 = \"^(\" + C + \")?\" + V + C + \"(\" + V + \")?$\",  // [C]VC[V] is m=1\n    mgr1 = \"^(\" + C + \")?\" + V + C + V + C,       // [C]VCVC... is m>1\n    s_v = \"^(\" + C + \")?\" + v;                   // vowel in stem\n\n  var re_mgr0 = new RegExp(mgr0);\n  var re_mgr1 = new RegExp(mgr1);\n  var re_meq1 = new RegExp(meq1);\n  var re_s_v = new RegExp(s_v);\n\n  var re_1a = /^(.+?)(ss|i)es$/;\n  var re2_1a = /^(.+?)([^s])s$/;\n  var re_1b = /^(.+?)eed$/;\n  var re2_1b = /^(.+?)(ed|ing)$/;\n  var re_1b_2 = /.$/;\n  var re2_1b_2 = /(at|bl|iz)$/;\n  var re3_1b_2 = new RegExp(\"([^aeiouylsz])\\\\1$\");\n  var re4_1b_2 = new RegExp(\"^\" + C + v + \"[^aeiouwxy]$\");\n\n  var re_1c = /^(.+?[^aeiou])y$/;\n  var re_2 = /^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/;\n\n  var re_3 = /^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/;\n\n  var re_4 = /^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/;\n  var re2_4 = /^(.+?)(s|t)(ion)$/;\n\n  var re_5 = /^(.+?)e$/;\n  var re_5_1 = /ll$/;\n  var re3_5 = new RegExp(\"^\" + C + v + \"[^aeiouwxy]$\");\n\n  var porterStemmer = function porterStemmer(w) {\n    var stem,\n      suffix,\n      firstch,\n      re,\n      re2,\n      re3,\n      re4;\n\n    if (w.length < 3) { return w; }\n\n    firstch = w.substr(0,1);\n    if (firstch == \"y\") {\n      w = firstch.toUpperCase() + w.substr(1);\n    }\n\n    // Step 1a\n    re = re_1a\n    re2 = re2_1a;\n\n    if (re.test(w)) { w = w.replace(re,\"$1$2\"); }\n    else if (re2.test(w)) { w = w.replace(re2,\"$1$2\"); }\n\n    // Step 1b\n    re = re_1b;\n    re2 = re2_1b;\n    if (re.test(w)) {\n      var fp = re.exec(w);\n      re = re_mgr0;\n      if (re.test(fp[1])) {\n        re = re_1b_2;\n        w = w.replace(re,\"\");\n      }\n    } else if (re2.test(w)) {\n      var fp = re2.exec(w);\n      stem = fp[1];\n      re2 = re_s_v;\n      if (re2.test(stem)) {\n        w = stem;\n        re2 = re2_1b_2;\n        re3 = re3_1b_2;\n        re4 = re4_1b_2;\n        if (re2.test(w)) { w = w + \"e\"; }\n        else if (re3.test(w)) { re = re_1b_2; w = w.replace(re,\"\"); }\n        else if (re4.test(w)) { w = w + \"e\"; }\n      }\n    }\n\n    // Step 1c - replace suffix y or Y by i if preceded by a non-vowel which is not the first letter of the word (so cry -> cri, by -> by, say -> say)\n    re = re_1c;\n    if (re.test(w)) {\n      var fp = re.exec(w);\n      stem = fp[1];\n      w = stem + \"i\";\n    }\n\n    // Step 2\n    re = re_2;\n    if (re.test(w)) {\n      var fp = re.exec(w);\n      stem = fp[1];\n      suffix = fp[2];\n      re = re_mgr0;\n      if (re.test(stem)) {\n        w = stem + step2list[suffix];\n      }\n    }\n\n    // Step 3\n    re = re_3;\n    if (re.test(w)) {\n      var fp = re.exec(w);\n      stem = fp[1];\n      suffix = fp[2];\n      re = re_mgr0;\n      if (re.test(stem)) {\n        w = stem + step3list[suffix];\n      }\n    }\n\n    // Step 4\n    re = re_4;\n    re2 = re2_4;\n    if (re.test(w)) {\n      var fp = re.exec(w);\n      stem = fp[1];\n      re = re_mgr1;\n      if (re.test(stem)) {\n        w = stem;\n      }\n    } else if (re2.test(w)) {\n      var fp = re2.exec(w);\n      stem = fp[1] + fp[2];\n      re2 = re_mgr1;\n      if (re2.test(stem)) {\n        w = stem;\n      }\n    }\n\n    // Step 5\n    re = re_5;\n    if (re.test(w)) {\n      var fp = re.exec(w);\n      stem = fp[1];\n      re = re_mgr1;\n      re2 = re_meq1;\n      re3 = re3_5;\n      if (re.test(stem) || (re2.test(stem) && !(re3.test(stem)))) {\n        w = stem;\n      }\n    }\n\n    re = re_5_1;\n    re2 = re_mgr1;\n    if (re.test(w) && re2.test(w)) {\n      re = re_1b_2;\n      w = w.replace(re,\"\");\n    }\n\n    // and turn initial Y back to y\n\n    if (firstch == \"y\") {\n      w = firstch.toLowerCase() + w.substr(1);\n    }\n\n    return w;\n  };\n\n  return function (token) {\n    return token.update(porterStemmer);\n  }\n})();\n\nlunr.Pipeline.registerFunction(lunr.stemmer, 'stemmer')\n/*!\n * lunr.stopWordFilter\n * Copyright (C) 2020 Oliver Nightingale\n */\n\n/**\n * lunr.generateStopWordFilter builds a stopWordFilter function from the provided\n * list of stop words.\n *\n * The built in lunr.stopWordFilter is built using this generator and can be used\n * to generate custom stopWordFilters for applications or non English languages.\n *\n * @function\n * @param {Array} token The token to pass through the filter\n * @returns {lunr.PipelineFunction}\n * @see lunr.Pipeline\n * @see lunr.stopWordFilter\n */\nlunr.generateStopWordFilter = function (stopWords) {\n  var words = stopWords.reduce(function (memo, stopWord) {\n    memo[stopWord] = stopWord\n    return memo\n  }, {})\n\n  return function (token) {\n    if (token && words[token.toString()] !== token.toString()) return token\n  }\n}\n\n/**\n * lunr.stopWordFilter is an English language stop word list filter, any words\n * contained in the list will not be passed through the filter.\n *\n * This is intended to be used in the Pipeline. If the token does not pass the\n * filter then undefined will be returned.\n *\n * @function\n * @implements {lunr.PipelineFunction}\n * @params {lunr.Token} token - A token to check for being a stop word.\n * @returns {lunr.Token}\n * @see {@link lunr.Pipeline}\n */\nlunr.stopWordFilter = lunr.generateStopWordFilter([\n  'a',\n  'able',\n  'about',\n  'across',\n  'after',\n  'all',\n  'almost',\n  'also',\n  'am',\n  'among',\n  'an',\n  'and',\n  'any',\n  'are',\n  'as',\n  'at',\n  'be',\n  'because',\n  'been',\n  'but',\n  'by',\n  'can',\n  'cannot',\n  'could',\n  'dear',\n  'did',\n  'do',\n  'does',\n  'either',\n  'else',\n  'ever',\n  'every',\n  'for',\n  'from',\n  'get',\n  'got',\n  'had',\n  'has',\n  'have',\n  'he',\n  'her',\n  'hers',\n  'him',\n  'his',\n  'how',\n  'however',\n  'i',\n  'if',\n  'in',\n  'into',\n  'is',\n  'it',\n  'its',\n  'just',\n  'least',\n  'let',\n  'like',\n  'likely',\n  'may',\n  'me',\n  'might',\n  'most',\n  'must',\n  'my',\n  'neither',\n  'no',\n  'nor',\n  'not',\n  'of',\n  'off',\n  'often',\n  'on',\n  'only',\n  'or',\n  'other',\n  'our',\n  'own',\n  'rather',\n  'said',\n  'say',\n  'says',\n  'she',\n  'should',\n  'since',\n  'so',\n  'some',\n  'than',\n  'that',\n  'the',\n  'their',\n  'them',\n  'then',\n  'there',\n  'these',\n  'they',\n  'this',\n  'tis',\n  'to',\n  'too',\n  'twas',\n  'us',\n  'wants',\n  'was',\n  'we',\n  'were',\n  'what',\n  'when',\n  'where',\n  'which',\n  'while',\n  'who',\n  'whom',\n  'why',\n  'will',\n  'with',\n  'would',\n  'yet',\n  'you',\n  'your'\n])\n\nlunr.Pipeline.registerFunction(lunr.stopWordFilter, 'stopWordFilter')\n/*!\n * lunr.trimmer\n * Copyright (C) 2020 Oliver Nightingale\n */\n\n/**\n * lunr.trimmer is a pipeline function for trimming non word\n * characters from the beginning and end of tokens before they\n * enter the index.\n *\n * This implementation may not work correctly for non latin\n * characters and should either be removed or adapted for use\n * with languages with non-latin characters.\n *\n * @static\n * @implements {lunr.PipelineFunction}\n * @param {lunr.Token} token The token to pass through the filter\n * @returns {lunr.Token}\n * @see lunr.Pipeline\n */\nlunr.trimmer = function (token) {\n  return token.update(function (s) {\n    return s.replace(/^\\W+/, '').replace(/\\W+$/, '')\n  })\n}\n\nlunr.Pipeline.registerFunction(lunr.trimmer, 'trimmer')\n/*!\n * lunr.TokenSet\n * Copyright (C) 2020 Oliver Nightingale\n */\n\n/**\n * A token set is used to store the unique list of all tokens\n * within an index. Token sets are also used to represent an\n * incoming query to the index, this query token set and index\n * token set are then intersected to find which tokens to look\n * up in the inverted index.\n *\n * A token set can hold multiple tokens, as in the case of the\n * index token set, or it can hold a single token as in the\n * case of a simple query token set.\n *\n * Additionally token sets are used to perform wildcard matching.\n * Leading, contained and trailing wildcards are supported, and\n * from this edit distance matching can also be provided.\n *\n * Token sets are implemented as a minimal finite state automata,\n * where both common prefixes and suffixes are shared between tokens.\n * This helps to reduce the space used for storing the token set.\n *\n * @constructor\n */\nlunr.TokenSet = function () {\n  this.final = false\n  this.edges = {}\n  this.id = lunr.TokenSet._nextId\n  lunr.TokenSet._nextId += 1\n}\n\n/**\n * Keeps track of the next, auto increment, identifier to assign\n * to a new tokenSet.\n *\n * TokenSets require a unique identifier to be correctly minimised.\n *\n * @private\n */\nlunr.TokenSet._nextId = 1\n\n/**\n * Creates a TokenSet instance from the given sorted array of words.\n *\n * @param {String[]} arr - A sorted array of strings to create the set from.\n * @returns {lunr.TokenSet}\n * @throws Will throw an error if the input array is not sorted.\n */\nlunr.TokenSet.fromArray = function (arr) {\n  var builder = new lunr.TokenSet.Builder\n\n  for (var i = 0, len = arr.length; i < len; i++) {\n    builder.insert(arr[i])\n  }\n\n  builder.finish()\n  return builder.root\n}\n\n/**\n * Creates a token set from a query clause.\n *\n * @private\n * @param {Object} clause - A single clause from lunr.Query.\n * @param {string} clause.term - The query clause term.\n * @param {number} [clause.editDistance] - The optional edit distance for the term.\n * @returns {lunr.TokenSet}\n */\nlunr.TokenSet.fromClause = function (clause) {\n  if ('editDistance' in clause) {\n    return lunr.TokenSet.fromFuzzyString(clause.term, clause.editDistance)\n  } else {\n    return lunr.TokenSet.fromString(clause.term)\n  }\n}\n\n/**\n * Creates a token set representing a single string with a specified\n * edit distance.\n *\n * Insertions, deletions, substitutions and transpositions are each\n * treated as an edit distance of 1.\n *\n * Increasing the allowed edit distance will have a dramatic impact\n * on the performance of both creating and intersecting these TokenSets.\n * It is advised to keep the edit distance less than 3.\n *\n * @param {string} str - The string to create the token set from.\n * @param {number} editDistance - The allowed edit distance to match.\n * @returns {lunr.Vector}\n */\nlunr.TokenSet.fromFuzzyString = function (str, editDistance) {\n  var root = new lunr.TokenSet\n\n  var stack = [{\n    node: root,\n    editsRemaining: editDistance,\n    str: str\n  }]\n\n  while (stack.length) {\n    var frame = stack.pop()\n\n    // no edit\n    if (frame.str.length > 0) {\n      var char = frame.str.charAt(0),\n          noEditNode\n\n      if (char in frame.node.edges) {\n        noEditNode = frame.node.edges[char]\n      } else {\n        noEditNode = new lunr.TokenSet\n        frame.node.edges[char] = noEditNode\n      }\n\n      if (frame.str.length == 1) {\n        noEditNode.final = true\n      }\n\n      stack.push({\n        node: noEditNode,\n        editsRemaining: frame.editsRemaining,\n        str: frame.str.slice(1)\n      })\n    }\n\n    if (frame.editsRemaining == 0) {\n      continue\n    }\n\n    // insertion\n    if (\"*\" in frame.node.edges) {\n      var insertionNode = frame.node.edges[\"*\"]\n    } else {\n      var insertionNode = new lunr.TokenSet\n      frame.node.edges[\"*\"] = insertionNode\n    }\n\n    if (frame.str.length == 0) {\n      insertionNode.final = true\n    }\n\n    stack.push({\n      node: insertionNode,\n      editsRemaining: frame.editsRemaining - 1,\n      str: frame.str\n    })\n\n    // deletion\n    // can only do a deletion if we have enough edits remaining\n    // and if there are characters left to delete in the string\n    if (frame.str.length > 1) {\n      stack.push({\n        node: frame.node,\n        editsRemaining: frame.editsRemaining - 1,\n        str: frame.str.slice(1)\n      })\n    }\n\n    // deletion\n    // just removing the last character from the str\n    if (frame.str.length == 1) {\n      frame.node.final = true\n    }\n\n    // substitution\n    // can only do a substitution if we have enough edits remaining\n    // and if there are characters left to substitute\n    if (frame.str.length >= 1) {\n      if (\"*\" in frame.node.edges) {\n        var substitutionNode = frame.node.edges[\"*\"]\n      } else {\n        var substitutionNode = new lunr.TokenSet\n        frame.node.edges[\"*\"] = substitutionNode\n      }\n\n      if (frame.str.length == 1) {\n        substitutionNode.final = true\n      }\n\n      stack.push({\n        node: substitutionNode,\n        editsRemaining: frame.editsRemaining - 1,\n        str: frame.str.slice(1)\n      })\n    }\n\n    // transposition\n    // can only do a transposition if there are edits remaining\n    // and there are enough characters to transpose\n    if (frame.str.length > 1) {\n      var charA = frame.str.charAt(0),\n          charB = frame.str.charAt(1),\n          transposeNode\n\n      if (charB in frame.node.edges) {\n        transposeNode = frame.node.edges[charB]\n      } else {\n        transposeNode = new lunr.TokenSet\n        frame.node.edges[charB] = transposeNode\n      }\n\n      if (frame.str.length == 1) {\n        transposeNode.final = true\n      }\n\n      stack.push({\n        node: transposeNode,\n        editsRemaining: frame.editsRemaining - 1,\n        str: charA + frame.str.slice(2)\n      })\n    }\n  }\n\n  return root\n}\n\n/**\n * Creates a TokenSet from a string.\n *\n * The string may contain one or more wildcard characters (*)\n * that will allow wildcard matching when intersecting with\n * another TokenSet.\n *\n * @param {string} str - The string to create a TokenSet from.\n * @returns {lunr.TokenSet}\n */\nlunr.TokenSet.fromString = function (str) {\n  var node = new lunr.TokenSet,\n      root = node\n\n  /*\n   * Iterates through all characters within the passed string\n   * appending a node for each character.\n   *\n   * When a wildcard character is found then a self\n   * referencing edge is introduced to continually match\n   * any number of any characters.\n   */\n  for (var i = 0, len = str.length; i < len; i++) {\n    var char = str[i],\n        final = (i == len - 1)\n\n    if (char == \"*\") {\n      node.edges[char] = node\n      node.final = final\n\n    } else {\n      var next = new lunr.TokenSet\n      next.final = final\n\n      node.edges[char] = next\n      node = next\n    }\n  }\n\n  return root\n}\n\n/**\n * Converts this TokenSet into an array of strings\n * contained within the TokenSet.\n *\n * This is not intended to be used on a TokenSet that\n * contains wildcards, in these cases the results are\n * undefined and are likely to cause an infinite loop.\n *\n * @returns {string[]}\n */\nlunr.TokenSet.prototype.toArray = function () {\n  var words = []\n\n  var stack = [{\n    prefix: \"\",\n    node: this\n  }]\n\n  while (stack.length) {\n    var frame = stack.pop(),\n        edges = Object.keys(frame.node.edges),\n        len = edges.length\n\n    if (frame.node.final) {\n      /* In Safari, at this point the prefix is sometimes corrupted, see:\n       * https://github.com/olivernn/lunr.js/issues/279 Calling any\n       * String.prototype method forces Safari to \"cast\" this string to what\n       * it's supposed to be, fixing the bug. */\n      frame.prefix.charAt(0)\n      words.push(frame.prefix)\n    }\n\n    for (var i = 0; i < len; i++) {\n      var edge = edges[i]\n\n      stack.push({\n        prefix: frame.prefix.concat(edge),\n        node: frame.node.edges[edge]\n      })\n    }\n  }\n\n  return words\n}\n\n/**\n * Generates a string representation of a TokenSet.\n *\n * This is intended to allow TokenSets to be used as keys\n * in objects, largely to aid the construction and minimisation\n * of a TokenSet. As such it is not designed to be a human\n * friendly representation of the TokenSet.\n *\n * @returns {string}\n */\nlunr.TokenSet.prototype.toString = function () {\n  // NOTE: Using Object.keys here as this.edges is very likely\n  // to enter 'hash-mode' with many keys being added\n  //\n  // avoiding a for-in loop here as it leads to the function\n  // being de-optimised (at least in V8). From some simple\n  // benchmarks the performance is comparable, but allowing\n  // V8 to optimize may mean easy performance wins in the future.\n\n  if (this._str) {\n    return this._str\n  }\n\n  var str = this.final ? '1' : '0',\n      labels = Object.keys(this.edges).sort(),\n      len = labels.length\n\n  for (var i = 0; i < len; i++) {\n    var label = labels[i],\n        node = this.edges[label]\n\n    str = str + label + node.id\n  }\n\n  return str\n}\n\n/**\n * Returns a new TokenSet that is the intersection of\n * this TokenSet and the passed TokenSet.\n *\n * This intersection will take into account any wildcards\n * contained within the TokenSet.\n *\n * @param {lunr.TokenSet} b - An other TokenSet to intersect with.\n * @returns {lunr.TokenSet}\n */\nlunr.TokenSet.prototype.intersect = function (b) {\n  var output = new lunr.TokenSet,\n      frame = undefined\n\n  var stack = [{\n    qNode: b,\n    output: output,\n    node: this\n  }]\n\n  while (stack.length) {\n    frame = stack.pop()\n\n    // NOTE: As with the #toString method, we are using\n    // Object.keys and a for loop instead of a for-in loop\n    // as both of these objects enter 'hash' mode, causing\n    // the function to be de-optimised in V8\n    var qEdges = Object.keys(frame.qNode.edges),\n        qLen = qEdges.length,\n        nEdges = Object.keys(frame.node.edges),\n        nLen = nEdges.length\n\n    for (var q = 0; q < qLen; q++) {\n      var qEdge = qEdges[q]\n\n      for (var n = 0; n < nLen; n++) {\n        var nEdge = nEdges[n]\n\n        if (nEdge == qEdge || qEdge == '*') {\n          var node = frame.node.edges[nEdge],\n              qNode = frame.qNode.edges[qEdge],\n              final = node.final && qNode.final,\n              next = undefined\n\n          if (nEdge in frame.output.edges) {\n            // an edge already exists for this character\n            // no need to create a new node, just set the finality\n            // bit unless this node is already final\n            next = frame.output.edges[nEdge]\n            next.final = next.final || final\n\n          } else {\n            // no edge exists yet, must create one\n            // set the finality bit and insert it\n            // into the output\n            next = new lunr.TokenSet\n            next.final = final\n            frame.output.edges[nEdge] = next\n          }\n\n          stack.push({\n            qNode: qNode,\n            output: next,\n            node: node\n          })\n        }\n      }\n    }\n  }\n\n  return output\n}\nlunr.TokenSet.Builder = function () {\n  this.previousWord = \"\"\n  this.root = new lunr.TokenSet\n  this.uncheckedNodes = []\n  this.minimizedNodes = {}\n}\n\nlunr.TokenSet.Builder.prototype.insert = function (word) {\n  var node,\n      commonPrefix = 0\n\n  if (word < this.previousWord) {\n    throw new Error (\"Out of order word insertion\")\n  }\n\n  for (var i = 0; i < word.length && i < this.previousWord.length; i++) {\n    if (word[i] != this.previousWord[i]) break\n    commonPrefix++\n  }\n\n  this.minimize(commonPrefix)\n\n  if (this.uncheckedNodes.length == 0) {\n    node = this.root\n  } else {\n    node = this.uncheckedNodes[this.uncheckedNodes.length - 1].child\n  }\n\n  for (var i = commonPrefix; i < word.length; i++) {\n    var nextNode = new lunr.TokenSet,\n        char = word[i]\n\n    node.edges[char] = nextNode\n\n    this.uncheckedNodes.push({\n      parent: node,\n      char: char,\n      child: nextNode\n    })\n\n    node = nextNode\n  }\n\n  node.final = true\n  this.previousWord = word\n}\n\nlunr.TokenSet.Builder.prototype.finish = function () {\n  this.minimize(0)\n}\n\nlunr.TokenSet.Builder.prototype.minimize = function (downTo) {\n  for (var i = this.uncheckedNodes.length - 1; i >= downTo; i--) {\n    var node = this.uncheckedNodes[i],\n        childKey = node.child.toString()\n\n    if (childKey in this.minimizedNodes) {\n      node.parent.edges[node.char] = this.minimizedNodes[childKey]\n    } else {\n      // Cache the key for this node since\n      // we know it can't change anymore\n      node.child._str = childKey\n\n      this.minimizedNodes[childKey] = node.child\n    }\n\n    this.uncheckedNodes.pop()\n  }\n}\n/*!\n * lunr.Index\n * Copyright (C) 2020 Oliver Nightingale\n */\n\n/**\n * An index contains the built index of all documents and provides a query interface\n * to the index.\n *\n * Usually instances of lunr.Index will not be created using this constructor, instead\n * lunr.Builder should be used to construct new indexes, or lunr.Index.load should be\n * used to load previously built and serialized indexes.\n *\n * @constructor\n * @param {Object} attrs - The attributes of the built search index.\n * @param {Object} attrs.invertedIndex - An index of term/field to document reference.\n * @param {Object<string, lunr.Vector>} attrs.fieldVectors - Field vectors\n * @param {lunr.TokenSet} attrs.tokenSet - An set of all corpus tokens.\n * @param {string[]} attrs.fields - The names of indexed document fields.\n * @param {lunr.Pipeline} attrs.pipeline - The pipeline to use for search terms.\n */\nlunr.Index = function (attrs) {\n  this.invertedIndex = attrs.invertedIndex\n  this.fieldVectors = attrs.fieldVectors\n  this.tokenSet = attrs.tokenSet\n  this.fields = attrs.fields\n  this.pipeline = attrs.pipeline\n}\n\n/**\n * A result contains details of a document matching a search query.\n * @typedef {Object} lunr.Index~Result\n * @property {string} ref - The reference of the document this result represents.\n * @property {number} score - A number between 0 and 1 representing how similar this document is to the query.\n * @property {lunr.MatchData} matchData - Contains metadata about this match including which term(s) caused the match.\n */\n\n/**\n * Although lunr provides the ability to create queries using lunr.Query, it also provides a simple\n * query language which itself is parsed into an instance of lunr.Query.\n *\n * For programmatically building queries it is advised to directly use lunr.Query, the query language\n * is best used for human entered text rather than program generated text.\n *\n * At its simplest queries can just be a single term, e.g. `hello`, multiple terms are also supported\n * and will be combined with OR, e.g `hello world` will match documents that contain either 'hello'\n * or 'world', though those that contain both will rank higher in the results.\n *\n * Wildcards can be included in terms to match one or more unspecified characters, these wildcards can\n * be inserted anywhere within the term, and more than one wildcard can exist in a single term. Adding\n * wildcards will increase the number of documents that will be found but can also have a negative\n * impact on query performance, especially with wildcards at the beginning of a term.\n *\n * Terms can be restricted to specific fields, e.g. `title:hello`, only documents with the term\n * hello in the title field will match this query. Using a field not present in the index will lead\n * to an error being thrown.\n *\n * Modifiers can also be added to terms, lunr supports edit distance and boost modifiers on terms. A term\n * boost will make documents matching that term score higher, e.g. `foo^5`. Edit distance is also supported\n * to provide fuzzy matching, e.g. 'hello~2' will match documents with hello with an edit distance of 2.\n * Avoid large values for edit distance to improve query performance.\n *\n * Each term also supports a presence modifier. By default a term's presence in document is optional, however\n * this can be changed to either required or prohibited. For a term's presence to be required in a document the\n * term should be prefixed with a '+', e.g. `+foo bar` is a search for documents that must contain 'foo' and\n * optionally contain 'bar'. Conversely a leading '-' sets the terms presence to prohibited, i.e. it must not\n * appear in a document, e.g. `-foo bar` is a search for documents that do not contain 'foo' but may contain 'bar'.\n *\n * To escape special characters the backslash character '\\' can be used, this allows searches to include\n * characters that would normally be considered modifiers, e.g. `foo\\~2` will search for a term \"foo~2\" instead\n * of attempting to apply a boost of 2 to the search term \"foo\".\n *\n * @typedef {string} lunr.Index~QueryString\n * @example <caption>Simple single term query</caption>\n * hello\n * @example <caption>Multiple term query</caption>\n * hello world\n * @example <caption>term scoped to a field</caption>\n * title:hello\n * @example <caption>term with a boost of 10</caption>\n * hello^10\n * @example <caption>term with an edit distance of 2</caption>\n * hello~2\n * @example <caption>terms with presence modifiers</caption>\n * -foo +bar baz\n */\n\n/**\n * Performs a search against the index using lunr query syntax.\n *\n * Results will be returned sorted by their score, the most relevant results\n * will be returned first.  For details on how the score is calculated, please see\n * the {@link https://lunrjs.com/guides/searching.html#scoring|guide}.\n *\n * For more programmatic querying use lunr.Index#query.\n *\n * @param {lunr.Index~QueryString} queryString - A string containing a lunr query.\n * @throws {lunr.QueryParseError} If the passed query string cannot be parsed.\n * @returns {lunr.Index~Result[]}\n */\nlunr.Index.prototype.search = function (queryString) {\n  return this.query(function (query) {\n    var parser = new lunr.QueryParser(queryString, query)\n    parser.parse()\n  })\n}\n\n/**\n * A query builder callback provides a query object to be used to express\n * the query to perform on the index.\n *\n * @callback lunr.Index~queryBuilder\n * @param {lunr.Query} query - The query object to build up.\n * @this lunr.Query\n */\n\n/**\n * Performs a query against the index using the yielded lunr.Query object.\n *\n * If performing programmatic queries against the index, this method is preferred\n * over lunr.Index#search so as to avoid the additional query parsing overhead.\n *\n * A query object is yielded to the supplied function which should be used to\n * express the query to be run against the index.\n *\n * Note that although this function takes a callback parameter it is _not_ an\n * asynchronous operation, the callback is just yielded a query object to be\n * customized.\n *\n * @param {lunr.Index~queryBuilder} fn - A function that is used to build the query.\n * @returns {lunr.Index~Result[]}\n */\nlunr.Index.prototype.query = function (fn) {\n  // for each query clause\n  // * process terms\n  // * expand terms from token set\n  // * find matching documents and metadata\n  // * get document vectors\n  // * score documents\n\n  var query = new lunr.Query(this.fields),\n      matchingFields = Object.create(null),\n      queryVectors = Object.create(null),\n      termFieldCache = Object.create(null),\n      requiredMatches = Object.create(null),\n      prohibitedMatches = Object.create(null)\n\n  /*\n   * To support field level boosts a query vector is created per\n   * field. An empty vector is eagerly created to support negated\n   * queries.\n   */\n  for (var i = 0; i < this.fields.length; i++) {\n    queryVectors[this.fields[i]] = new lunr.Vector\n  }\n\n  fn.call(query, query)\n\n  for (var i = 0; i < query.clauses.length; i++) {\n    /*\n     * Unless the pipeline has been disabled for this term, which is\n     * the case for terms with wildcards, we need to pass the clause\n     * term through the search pipeline. A pipeline returns an array\n     * of processed terms. Pipeline functions may expand the passed\n     * term, which means we may end up performing multiple index lookups\n     * for a single query term.\n     */\n    var clause = query.clauses[i],\n        terms = null,\n        clauseMatches = lunr.Set.empty\n\n    if (clause.usePipeline) {\n      terms = this.pipeline.runString(clause.term, {\n        fields: clause.fields\n      })\n    } else {\n      terms = [clause.term]\n    }\n\n    for (var m = 0; m < terms.length; m++) {\n      var term = terms[m]\n\n      /*\n       * Each term returned from the pipeline needs to use the same query\n       * clause object, e.g. the same boost and or edit distance. The\n       * simplest way to do this is to re-use the clause object but mutate\n       * its term property.\n       */\n      clause.term = term\n\n      /*\n       * From the term in the clause we create a token set which will then\n       * be used to intersect the indexes token set to get a list of terms\n       * to lookup in the inverted index\n       */\n      var termTokenSet = lunr.TokenSet.fromClause(clause),\n          expandedTerms = this.tokenSet.intersect(termTokenSet).toArray()\n\n      /*\n       * If a term marked as required does not exist in the tokenSet it is\n       * impossible for the search to return any matches. We set all the field\n       * scoped required matches set to empty and stop examining any further\n       * clauses.\n       */\n      if (expandedTerms.length === 0 && clause.presence === lunr.Query.presence.REQUIRED) {\n        for (var k = 0; k < clause.fields.length; k++) {\n          var field = clause.fields[k]\n          requiredMatches[field] = lunr.Set.empty\n        }\n\n        break\n      }\n\n      for (var j = 0; j < expandedTerms.length; j++) {\n        /*\n         * For each term get the posting and termIndex, this is required for\n         * building the query vector.\n         */\n        var expandedTerm = expandedTerms[j],\n            posting = this.invertedIndex[expandedTerm],\n            termIndex = posting._index\n\n        for (var k = 0; k < clause.fields.length; k++) {\n          /*\n           * For each field that this query term is scoped by (by default\n           * all fields are in scope) we need to get all the document refs\n           * that have this term in that field.\n           *\n           * The posting is the entry in the invertedIndex for the matching\n           * term from above.\n           */\n          var field = clause.fields[k],\n              fieldPosting = posting[field],\n              matchingDocumentRefs = Object.keys(fieldPosting),\n              termField = expandedTerm + \"/\" + field,\n              matchingDocumentsSet = new lunr.Set(matchingDocumentRefs)\n\n          /*\n           * if the presence of this term is required ensure that the matching\n           * documents are added to the set of required matches for this clause.\n           *\n           */\n          if (clause.presence == lunr.Query.presence.REQUIRED) {\n            clauseMatches = clauseMatches.union(matchingDocumentsSet)\n\n            if (requiredMatches[field] === undefined) {\n              requiredMatches[field] = lunr.Set.complete\n            }\n          }\n\n          /*\n           * if the presence of this term is prohibited ensure that the matching\n           * documents are added to the set of prohibited matches for this field,\n           * creating that set if it does not yet exist.\n           */\n          if (clause.presence == lunr.Query.presence.PROHIBITED) {\n            if (prohibitedMatches[field] === undefined) {\n              prohibitedMatches[field] = lunr.Set.empty\n            }\n\n            prohibitedMatches[field] = prohibitedMatches[field].union(matchingDocumentsSet)\n\n            /*\n             * Prohibited matches should not be part of the query vector used for\n             * similarity scoring and no metadata should be extracted so we continue\n             * to the next field\n             */\n            continue\n          }\n\n          /*\n           * The query field vector is populated using the termIndex found for\n           * the term and a unit value with the appropriate boost applied.\n           * Using upsert because there could already be an entry in the vector\n           * for the term we are working with. In that case we just add the scores\n           * together.\n           */\n          queryVectors[field].upsert(termIndex, clause.boost, function (a, b) { return a + b })\n\n          /**\n           * If we've already seen this term, field combo then we've already collected\n           * the matching documents and metadata, no need to go through all that again\n           */\n          if (termFieldCache[termField]) {\n            continue\n          }\n\n          for (var l = 0; l < matchingDocumentRefs.length; l++) {\n            /*\n             * All metadata for this term/field/document triple\n             * are then extracted and collected into an instance\n             * of lunr.MatchData ready to be returned in the query\n             * results\n             */\n            var matchingDocumentRef = matchingDocumentRefs[l],\n                matchingFieldRef = new lunr.FieldRef (matchingDocumentRef, field),\n                metadata = fieldPosting[matchingDocumentRef],\n                fieldMatch\n\n            if ((fieldMatch = matchingFields[matchingFieldRef]) === undefined) {\n              matchingFields[matchingFieldRef] = new lunr.MatchData (expandedTerm, field, metadata)\n            } else {\n              fieldMatch.add(expandedTerm, field, metadata)\n            }\n\n          }\n\n          termFieldCache[termField] = true\n        }\n      }\n    }\n\n    /**\n     * If the presence was required we need to update the requiredMatches field sets.\n     * We do this after all fields for the term have collected their matches because\n     * the clause terms presence is required in _any_ of the fields not _all_ of the\n     * fields.\n     */\n    if (clause.presence === lunr.Query.presence.REQUIRED) {\n      for (var k = 0; k < clause.fields.length; k++) {\n        var field = clause.fields[k]\n        requiredMatches[field] = requiredMatches[field].intersect(clauseMatches)\n      }\n    }\n  }\n\n  /**\n   * Need to combine the field scoped required and prohibited\n   * matching documents into a global set of required and prohibited\n   * matches\n   */\n  var allRequiredMatches = lunr.Set.complete,\n      allProhibitedMatches = lunr.Set.empty\n\n  for (var i = 0; i < this.fields.length; i++) {\n    var field = this.fields[i]\n\n    if (requiredMatches[field]) {\n      allRequiredMatches = allRequiredMatches.intersect(requiredMatches[field])\n    }\n\n    if (prohibitedMatches[field]) {\n      allProhibitedMatches = allProhibitedMatches.union(prohibitedMatches[field])\n    }\n  }\n\n  var matchingFieldRefs = Object.keys(matchingFields),\n      results = [],\n      matches = Object.create(null)\n\n  /*\n   * If the query is negated (contains only prohibited terms)\n   * we need to get _all_ fieldRefs currently existing in the\n   * index. This is only done when we know that the query is\n   * entirely prohibited terms to avoid any cost of getting all\n   * fieldRefs unnecessarily.\n   *\n   * Additionally, blank MatchData must be created to correctly\n   * populate the results.\n   */\n  if (query.isNegated()) {\n    matchingFieldRefs = Object.keys(this.fieldVectors)\n\n    for (var i = 0; i < matchingFieldRefs.length; i++) {\n      var matchingFieldRef = matchingFieldRefs[i]\n      var fieldRef = lunr.FieldRef.fromString(matchingFieldRef)\n      matchingFields[matchingFieldRef] = new lunr.MatchData\n    }\n  }\n\n  for (var i = 0; i < matchingFieldRefs.length; i++) {\n    /*\n     * Currently we have document fields that match the query, but we\n     * need to return documents. The matchData and scores are combined\n     * from multiple fields belonging to the same document.\n     *\n     * Scores are calculated by field, using the query vectors created\n     * above, and combined into a final document score using addition.\n     */\n    var fieldRef = lunr.FieldRef.fromString(matchingFieldRefs[i]),\n        docRef = fieldRef.docRef\n\n    if (!allRequiredMatches.contains(docRef)) {\n      continue\n    }\n\n    if (allProhibitedMatches.contains(docRef)) {\n      continue\n    }\n\n    var fieldVector = this.fieldVectors[fieldRef],\n        score = queryVectors[fieldRef.fieldName].similarity(fieldVector),\n        docMatch\n\n    if ((docMatch = matches[docRef]) !== undefined) {\n      docMatch.score += score\n      docMatch.matchData.combine(matchingFields[fieldRef])\n    } else {\n      var match = {\n        ref: docRef,\n        score: score,\n        matchData: matchingFields[fieldRef]\n      }\n      matches[docRef] = match\n      results.push(match)\n    }\n  }\n\n  /*\n   * Sort the results objects by score, highest first.\n   */\n  return results.sort(function (a, b) {\n    return b.score - a.score\n  })\n}\n\n/**\n * Prepares the index for JSON serialization.\n *\n * The schema for this JSON blob will be described in a\n * separate JSON schema file.\n *\n * @returns {Object}\n */\nlunr.Index.prototype.toJSON = function () {\n  var invertedIndex = Object.keys(this.invertedIndex)\n    .sort()\n    .map(function (term) {\n      return [term, this.invertedIndex[term]]\n    }, this)\n\n  var fieldVectors = Object.keys(this.fieldVectors)\n    .map(function (ref) {\n      return [ref, this.fieldVectors[ref].toJSON()]\n    }, this)\n\n  return {\n    version: lunr.version,\n    fields: this.fields,\n    fieldVectors: fieldVectors,\n    invertedIndex: invertedIndex,\n    pipeline: this.pipeline.toJSON()\n  }\n}\n\n/**\n * Loads a previously serialized lunr.Index\n *\n * @param {Object} serializedIndex - A previously serialized lunr.Index\n * @returns {lunr.Index}\n */\nlunr.Index.load = function (serializedIndex) {\n  var attrs = {},\n      fieldVectors = {},\n      serializedVectors = serializedIndex.fieldVectors,\n      invertedIndex = Object.create(null),\n      serializedInvertedIndex = serializedIndex.invertedIndex,\n      tokenSetBuilder = new lunr.TokenSet.Builder,\n      pipeline = lunr.Pipeline.load(serializedIndex.pipeline)\n\n  if (serializedIndex.version != lunr.version) {\n    lunr.utils.warn(\"Version mismatch when loading serialised index. Current version of lunr '\" + lunr.version + \"' does not match serialized index '\" + serializedIndex.version + \"'\")\n  }\n\n  for (var i = 0; i < serializedVectors.length; i++) {\n    var tuple = serializedVectors[i],\n        ref = tuple[0],\n        elements = tuple[1]\n\n    fieldVectors[ref] = new lunr.Vector(elements)\n  }\n\n  for (var i = 0; i < serializedInvertedIndex.length; i++) {\n    var tuple = serializedInvertedIndex[i],\n        term = tuple[0],\n        posting = tuple[1]\n\n    tokenSetBuilder.insert(term)\n    invertedIndex[term] = posting\n  }\n\n  tokenSetBuilder.finish()\n\n  attrs.fields = serializedIndex.fields\n\n  attrs.fieldVectors = fieldVectors\n  attrs.invertedIndex = invertedIndex\n  attrs.tokenSet = tokenSetBuilder.root\n  attrs.pipeline = pipeline\n\n  return new lunr.Index(attrs)\n}\n/*!\n * lunr.Builder\n * Copyright (C) 2020 Oliver Nightingale\n */\n\n/**\n * lunr.Builder performs indexing on a set of documents and\n * returns instances of lunr.Index ready for querying.\n *\n * All configuration of the index is done via the builder, the\n * fields to index, the document reference, the text processing\n * pipeline and document scoring parameters are all set on the\n * builder before indexing.\n *\n * @constructor\n * @property {string} _ref - Internal reference to the document reference field.\n * @property {string[]} _fields - Internal reference to the document fields to index.\n * @property {object} invertedIndex - The inverted index maps terms to document fields.\n * @property {object} documentTermFrequencies - Keeps track of document term frequencies.\n * @property {object} documentLengths - Keeps track of the length of documents added to the index.\n * @property {lunr.tokenizer} tokenizer - Function for splitting strings into tokens for indexing.\n * @property {lunr.Pipeline} pipeline - The pipeline performs text processing on tokens before indexing.\n * @property {lunr.Pipeline} searchPipeline - A pipeline for processing search terms before querying the index.\n * @property {number} documentCount - Keeps track of the total number of documents indexed.\n * @property {number} _b - A parameter to control field length normalization, setting this to 0 disabled normalization, 1 fully normalizes field lengths, the default value is 0.75.\n * @property {number} _k1 - A parameter to control how quickly an increase in term frequency results in term frequency saturation, the default value is 1.2.\n * @property {number} termIndex - A counter incremented for each unique term, used to identify a terms position in the vector space.\n * @property {array} metadataWhitelist - A list of metadata keys that have been whitelisted for entry in the index.\n */\nlunr.Builder = function () {\n  this._ref = \"id\"\n  this._fields = Object.create(null)\n  this._documents = Object.create(null)\n  this.invertedIndex = Object.create(null)\n  this.fieldTermFrequencies = {}\n  this.fieldLengths = {}\n  this.tokenizer = lunr.tokenizer\n  this.pipeline = new lunr.Pipeline\n  this.searchPipeline = new lunr.Pipeline\n  this.documentCount = 0\n  this._b = 0.75\n  this._k1 = 1.2\n  this.termIndex = 0\n  this.metadataWhitelist = []\n}\n\n/**\n * Sets the document field used as the document reference. Every document must have this field.\n * The type of this field in the document should be a string, if it is not a string it will be\n * coerced into a string by calling toString.\n *\n * The default ref is 'id'.\n *\n * The ref should _not_ be changed during indexing, it should be set before any documents are\n * added to the index. Changing it during indexing can lead to inconsistent results.\n *\n * @param {string} ref - The name of the reference field in the document.\n */\nlunr.Builder.prototype.ref = function (ref) {\n  this._ref = ref\n}\n\n/**\n * A function that is used to extract a field from a document.\n *\n * Lunr expects a field to be at the top level of a document, if however the field\n * is deeply nested within a document an extractor function can be used to extract\n * the right field for indexing.\n *\n * @callback fieldExtractor\n * @param {object} doc - The document being added to the index.\n * @returns {?(string|object|object[])} obj - The object that will be indexed for this field.\n * @example <caption>Extracting a nested field</caption>\n * function (doc) { return doc.nested.field }\n */\n\n/**\n * Adds a field to the list of document fields that will be indexed. Every document being\n * indexed should have this field. Null values for this field in indexed documents will\n * not cause errors but will limit the chance of that document being retrieved by searches.\n *\n * All fields should be added before adding documents to the index. Adding fields after\n * a document has been indexed will have no effect on already indexed documents.\n *\n * Fields can be boosted at build time. This allows terms within that field to have more\n * importance when ranking search results. Use a field boost to specify that matches within\n * one field are more important than other fields.\n *\n * @param {string} fieldName - The name of a field to index in all documents.\n * @param {object} attributes - Optional attributes associated with this field.\n * @param {number} [attributes.boost=1] - Boost applied to all terms within this field.\n * @param {fieldExtractor} [attributes.extractor] - Function to extract a field from a document.\n * @throws {RangeError} fieldName cannot contain unsupported characters '/'\n */\nlunr.Builder.prototype.field = function (fieldName, attributes) {\n  if (/\\//.test(fieldName)) {\n    throw new RangeError (\"Field '\" + fieldName + \"' contains illegal character '/'\")\n  }\n\n  this._fields[fieldName] = attributes || {}\n}\n\n/**\n * A parameter to tune the amount of field length normalisation that is applied when\n * calculating relevance scores. A value of 0 will completely disable any normalisation\n * and a value of 1 will fully normalise field lengths. The default is 0.75. Values of b\n * will be clamped to the range 0 - 1.\n *\n * @param {number} number - The value to set for this tuning parameter.\n */\nlunr.Builder.prototype.b = function (number) {\n  if (number < 0) {\n    this._b = 0\n  } else if (number > 1) {\n    this._b = 1\n  } else {\n    this._b = number\n  }\n}\n\n/**\n * A parameter that controls the speed at which a rise in term frequency results in term\n * frequency saturation. The default value is 1.2. Setting this to a higher value will give\n * slower saturation levels, a lower value will result in quicker saturation.\n *\n * @param {number} number - The value to set for this tuning parameter.\n */\nlunr.Builder.prototype.k1 = function (number) {\n  this._k1 = number\n}\n\n/**\n * Adds a document to the index.\n *\n * Before adding fields to the index the index should have been fully setup, with the document\n * ref and all fields to index already having been specified.\n *\n * The document must have a field name as specified by the ref (by default this is 'id') and\n * it should have all fields defined for indexing, though null or undefined values will not\n * cause errors.\n *\n * Entire documents can be boosted at build time. Applying a boost to a document indicates that\n * this document should rank higher in search results than other documents.\n *\n * @param {object} doc - The document to add to the index.\n * @param {object} attributes - Optional attributes associated with this document.\n * @param {number} [attributes.boost=1] - Boost applied to all terms within this document.\n */\nlunr.Builder.prototype.add = function (doc, attributes) {\n  var docRef = doc[this._ref],\n      fields = Object.keys(this._fields)\n\n  this._documents[docRef] = attributes || {}\n  this.documentCount += 1\n\n  for (var i = 0; i < fields.length; i++) {\n    var fieldName = fields[i],\n        extractor = this._fields[fieldName].extractor,\n        field = extractor ? extractor(doc) : doc[fieldName],\n        tokens = this.tokenizer(field, {\n          fields: [fieldName]\n        }),\n        terms = this.pipeline.run(tokens),\n        fieldRef = new lunr.FieldRef (docRef, fieldName),\n        fieldTerms = Object.create(null)\n\n    this.fieldTermFrequencies[fieldRef] = fieldTerms\n    this.fieldLengths[fieldRef] = 0\n\n    // store the length of this field for this document\n    this.fieldLengths[fieldRef] += terms.length\n\n    // calculate term frequencies for this field\n    for (var j = 0; j < terms.length; j++) {\n      var term = terms[j]\n\n      if (fieldTerms[term] == undefined) {\n        fieldTerms[term] = 0\n      }\n\n      fieldTerms[term] += 1\n\n      // add to inverted index\n      // create an initial posting if one doesn't exist\n      if (this.invertedIndex[term] == undefined) {\n        var posting = Object.create(null)\n        posting[\"_index\"] = this.termIndex\n        this.termIndex += 1\n\n        for (var k = 0; k < fields.length; k++) {\n          posting[fields[k]] = Object.create(null)\n        }\n\n        this.invertedIndex[term] = posting\n      }\n\n      // add an entry for this term/fieldName/docRef to the invertedIndex\n      if (this.invertedIndex[term][fieldName][docRef] == undefined) {\n        this.invertedIndex[term][fieldName][docRef] = Object.create(null)\n      }\n\n      // store all whitelisted metadata about this token in the\n      // inverted index\n      for (var l = 0; l < this.metadataWhitelist.length; l++) {\n        var metadataKey = this.metadataWhitelist[l],\n            metadata = term.metadata[metadataKey]\n\n        if (this.invertedIndex[term][fieldName][docRef][metadataKey] == undefined) {\n          this.invertedIndex[term][fieldName][docRef][metadataKey] = []\n        }\n\n        this.invertedIndex[term][fieldName][docRef][metadataKey].push(metadata)\n      }\n    }\n\n  }\n}\n\n/**\n * Calculates the average document length for this index\n *\n * @private\n */\nlunr.Builder.prototype.calculateAverageFieldLengths = function () {\n\n  var fieldRefs = Object.keys(this.fieldLengths),\n      numberOfFields = fieldRefs.length,\n      accumulator = {},\n      documentsWithField = {}\n\n  for (var i = 0; i < numberOfFields; i++) {\n    var fieldRef = lunr.FieldRef.fromString(fieldRefs[i]),\n        field = fieldRef.fieldName\n\n    documentsWithField[field] || (documentsWithField[field] = 0)\n    documentsWithField[field] += 1\n\n    accumulator[field] || (accumulator[field] = 0)\n    accumulator[field] += this.fieldLengths[fieldRef]\n  }\n\n  var fields = Object.keys(this._fields)\n\n  for (var i = 0; i < fields.length; i++) {\n    var fieldName = fields[i]\n    accumulator[fieldName] = accumulator[fieldName] / documentsWithField[fieldName]\n  }\n\n  this.averageFieldLength = accumulator\n}\n\n/**\n * Builds a vector space model of every document using lunr.Vector\n *\n * @private\n */\nlunr.Builder.prototype.createFieldVectors = function () {\n  var fieldVectors = {},\n      fieldRefs = Object.keys(this.fieldTermFrequencies),\n      fieldRefsLength = fieldRefs.length,\n      termIdfCache = Object.create(null)\n\n  for (var i = 0; i < fieldRefsLength; i++) {\n    var fieldRef = lunr.FieldRef.fromString(fieldRefs[i]),\n        fieldName = fieldRef.fieldName,\n        fieldLength = this.fieldLengths[fieldRef],\n        fieldVector = new lunr.Vector,\n        termFrequencies = this.fieldTermFrequencies[fieldRef],\n        terms = Object.keys(termFrequencies),\n        termsLength = terms.length\n\n\n    var fieldBoost = this._fields[fieldName].boost || 1,\n        docBoost = this._documents[fieldRef.docRef].boost || 1\n\n    for (var j = 0; j < termsLength; j++) {\n      var term = terms[j],\n          tf = termFrequencies[term],\n          termIndex = this.invertedIndex[term]._index,\n          idf, score, scoreWithPrecision\n\n      if (termIdfCache[term] === undefined) {\n        idf = lunr.idf(this.invertedIndex[term], this.documentCount)\n        termIdfCache[term] = idf\n      } else {\n        idf = termIdfCache[term]\n      }\n\n      score = idf * ((this._k1 + 1) * tf) / (this._k1 * (1 - this._b + this._b * (fieldLength / this.averageFieldLength[fieldName])) + tf)\n      score *= fieldBoost\n      score *= docBoost\n      scoreWithPrecision = Math.round(score * 1000) / 1000\n      // Converts 1.23456789 to 1.234.\n      // Reducing the precision so that the vectors take up less\n      // space when serialised. Doing it now so that they behave\n      // the same before and after serialisation. Also, this is\n      // the fastest approach to reducing a number's precision in\n      // JavaScript.\n\n      fieldVector.insert(termIndex, scoreWithPrecision)\n    }\n\n    fieldVectors[fieldRef] = fieldVector\n  }\n\n  this.fieldVectors = fieldVectors\n}\n\n/**\n * Creates a token set of all tokens in the index using lunr.TokenSet\n *\n * @private\n */\nlunr.Builder.prototype.createTokenSet = function () {\n  this.tokenSet = lunr.TokenSet.fromArray(\n    Object.keys(this.invertedIndex).sort()\n  )\n}\n\n/**\n * Builds the index, creating an instance of lunr.Index.\n *\n * This completes the indexing process and should only be called\n * once all documents have been added to the index.\n *\n * @returns {lunr.Index}\n */\nlunr.Builder.prototype.build = function () {\n  this.calculateAverageFieldLengths()\n  this.createFieldVectors()\n  this.createTokenSet()\n\n  return new lunr.Index({\n    invertedIndex: this.invertedIndex,\n    fieldVectors: this.fieldVectors,\n    tokenSet: this.tokenSet,\n    fields: Object.keys(this._fields),\n    pipeline: this.searchPipeline\n  })\n}\n\n/**\n * Applies a plugin to the index builder.\n *\n * A plugin is a function that is called with the index builder as its context.\n * Plugins can be used to customise or extend the behaviour of the index\n * in some way. A plugin is just a function, that encapsulated the custom\n * behaviour that should be applied when building the index.\n *\n * The plugin function will be called with the index builder as its argument, additional\n * arguments can also be passed when calling use. The function will be called\n * with the index builder as its context.\n *\n * @param {Function} plugin The plugin to apply.\n */\nlunr.Builder.prototype.use = function (fn) {\n  var args = Array.prototype.slice.call(arguments, 1)\n  args.unshift(this)\n  fn.apply(this, args)\n}\n/**\n * Contains and collects metadata about a matching document.\n * A single instance of lunr.MatchData is returned as part of every\n * lunr.Index~Result.\n *\n * @constructor\n * @param {string} term - The term this match data is associated with\n * @param {string} field - The field in which the term was found\n * @param {object} metadata - The metadata recorded about this term in this field\n * @property {object} metadata - A cloned collection of metadata associated with this document.\n * @see {@link lunr.Index~Result}\n */\nlunr.MatchData = function (term, field, metadata) {\n  var clonedMetadata = Object.create(null),\n      metadataKeys = Object.keys(metadata || {})\n\n  // Cloning the metadata to prevent the original\n  // being mutated during match data combination.\n  // Metadata is kept in an array within the inverted\n  // index so cloning the data can be done with\n  // Array#slice\n  for (var i = 0; i < metadataKeys.length; i++) {\n    var key = metadataKeys[i]\n    clonedMetadata[key] = metadata[key].slice()\n  }\n\n  this.metadata = Object.create(null)\n\n  if (term !== undefined) {\n    this.metadata[term] = Object.create(null)\n    this.metadata[term][field] = clonedMetadata\n  }\n}\n\n/**\n * An instance of lunr.MatchData will be created for every term that matches a\n * document. However only one instance is required in a lunr.Index~Result. This\n * method combines metadata from another instance of lunr.MatchData with this\n * objects metadata.\n *\n * @param {lunr.MatchData} otherMatchData - Another instance of match data to merge with this one.\n * @see {@link lunr.Index~Result}\n */\nlunr.MatchData.prototype.combine = function (otherMatchData) {\n  var terms = Object.keys(otherMatchData.metadata)\n\n  for (var i = 0; i < terms.length; i++) {\n    var term = terms[i],\n        fields = Object.keys(otherMatchData.metadata[term])\n\n    if (this.metadata[term] == undefined) {\n      this.metadata[term] = Object.create(null)\n    }\n\n    for (var j = 0; j < fields.length; j++) {\n      var field = fields[j],\n          keys = Object.keys(otherMatchData.metadata[term][field])\n\n      if (this.metadata[term][field] == undefined) {\n        this.metadata[term][field] = Object.create(null)\n      }\n\n      for (var k = 0; k < keys.length; k++) {\n        var key = keys[k]\n\n        if (this.metadata[term][field][key] == undefined) {\n          this.metadata[term][field][key] = otherMatchData.metadata[term][field][key]\n        } else {\n          this.metadata[term][field][key] = this.metadata[term][field][key].concat(otherMatchData.metadata[term][field][key])\n        }\n\n      }\n    }\n  }\n}\n\n/**\n * Add metadata for a term/field pair to this instance of match data.\n *\n * @param {string} term - The term this match data is associated with\n * @param {string} field - The field in which the term was found\n * @param {object} metadata - The metadata recorded about this term in this field\n */\nlunr.MatchData.prototype.add = function (term, field, metadata) {\n  if (!(term in this.metadata)) {\n    this.metadata[term] = Object.create(null)\n    this.metadata[term][field] = metadata\n    return\n  }\n\n  if (!(field in this.metadata[term])) {\n    this.metadata[term][field] = metadata\n    return\n  }\n\n  var metadataKeys = Object.keys(metadata)\n\n  for (var i = 0; i < metadataKeys.length; i++) {\n    var key = metadataKeys[i]\n\n    if (key in this.metadata[term][field]) {\n      this.metadata[term][field][key] = this.metadata[term][field][key].concat(metadata[key])\n    } else {\n      this.metadata[term][field][key] = metadata[key]\n    }\n  }\n}\n/**\n * A lunr.Query provides a programmatic way of defining queries to be performed\n * against a {@link lunr.Index}.\n *\n * Prefer constructing a lunr.Query using the {@link lunr.Index#query} method\n * so the query object is pre-initialized with the right index fields.\n *\n * @constructor\n * @property {lunr.Query~Clause[]} clauses - An array of query clauses.\n * @property {string[]} allFields - An array of all available fields in a lunr.Index.\n */\nlunr.Query = function (allFields) {\n  this.clauses = []\n  this.allFields = allFields\n}\n\n/**\n * Constants for indicating what kind of automatic wildcard insertion will be used when constructing a query clause.\n *\n * This allows wildcards to be added to the beginning and end of a term without having to manually do any string\n * concatenation.\n *\n * The wildcard constants can be bitwise combined to select both leading and trailing wildcards.\n *\n * @constant\n * @default\n * @property {number} wildcard.NONE - The term will have no wildcards inserted, this is the default behaviour\n * @property {number} wildcard.LEADING - Prepend the term with a wildcard, unless a leading wildcard already exists\n * @property {number} wildcard.TRAILING - Append a wildcard to the term, unless a trailing wildcard already exists\n * @see lunr.Query~Clause\n * @see lunr.Query#clause\n * @see lunr.Query#term\n * @example <caption>query term with trailing wildcard</caption>\n * query.term('foo', { wildcard: lunr.Query.wildcard.TRAILING })\n * @example <caption>query term with leading and trailing wildcard</caption>\n * query.term('foo', {\n *   wildcard: lunr.Query.wildcard.LEADING | lunr.Query.wildcard.TRAILING\n * })\n */\n\nlunr.Query.wildcard = new String (\"*\")\nlunr.Query.wildcard.NONE = 0\nlunr.Query.wildcard.LEADING = 1\nlunr.Query.wildcard.TRAILING = 2\n\n/**\n * Constants for indicating what kind of presence a term must have in matching documents.\n *\n * @constant\n * @enum {number}\n * @see lunr.Query~Clause\n * @see lunr.Query#clause\n * @see lunr.Query#term\n * @example <caption>query term with required presence</caption>\n * query.term('foo', { presence: lunr.Query.presence.REQUIRED })\n */\nlunr.Query.presence = {\n  /**\n   * Term's presence in a document is optional, this is the default value.\n   */\n  OPTIONAL: 1,\n\n  /**\n   * Term's presence in a document is required, documents that do not contain\n   * this term will not be returned.\n   */\n  REQUIRED: 2,\n\n  /**\n   * Term's presence in a document is prohibited, documents that do contain\n   * this term will not be returned.\n   */\n  PROHIBITED: 3\n}\n\n/**\n * A single clause in a {@link lunr.Query} contains a term and details on how to\n * match that term against a {@link lunr.Index}.\n *\n * @typedef {Object} lunr.Query~Clause\n * @property {string[]} fields - The fields in an index this clause should be matched against.\n * @property {number} [boost=1] - Any boost that should be applied when matching this clause.\n * @property {number} [editDistance] - Whether the term should have fuzzy matching applied, and how fuzzy the match should be.\n * @property {boolean} [usePipeline] - Whether the term should be passed through the search pipeline.\n * @property {number} [wildcard=lunr.Query.wildcard.NONE] - Whether the term should have wildcards appended or prepended.\n * @property {number} [presence=lunr.Query.presence.OPTIONAL] - The terms presence in any matching documents.\n */\n\n/**\n * Adds a {@link lunr.Query~Clause} to this query.\n *\n * Unless the clause contains the fields to be matched all fields will be matched. In addition\n * a default boost of 1 is applied to the clause.\n *\n * @param {lunr.Query~Clause} clause - The clause to add to this query.\n * @see lunr.Query~Clause\n * @returns {lunr.Query}\n */\nlunr.Query.prototype.clause = function (clause) {\n  if (!('fields' in clause)) {\n    clause.fields = this.allFields\n  }\n\n  if (!('boost' in clause)) {\n    clause.boost = 1\n  }\n\n  if (!('usePipeline' in clause)) {\n    clause.usePipeline = true\n  }\n\n  if (!('wildcard' in clause)) {\n    clause.wildcard = lunr.Query.wildcard.NONE\n  }\n\n  if ((clause.wildcard & lunr.Query.wildcard.LEADING) && (clause.term.charAt(0) != lunr.Query.wildcard)) {\n    clause.term = \"*\" + clause.term\n  }\n\n  if ((clause.wildcard & lunr.Query.wildcard.TRAILING) && (clause.term.slice(-1) != lunr.Query.wildcard)) {\n    clause.term = \"\" + clause.term + \"*\"\n  }\n\n  if (!('presence' in clause)) {\n    clause.presence = lunr.Query.presence.OPTIONAL\n  }\n\n  this.clauses.push(clause)\n\n  return this\n}\n\n/**\n * A negated query is one in which every clause has a presence of\n * prohibited. These queries require some special processing to return\n * the expected results.\n *\n * @returns boolean\n */\nlunr.Query.prototype.isNegated = function () {\n  for (var i = 0; i < this.clauses.length; i++) {\n    if (this.clauses[i].presence != lunr.Query.presence.PROHIBITED) {\n      return false\n    }\n  }\n\n  return true\n}\n\n/**\n * Adds a term to the current query, under the covers this will create a {@link lunr.Query~Clause}\n * to the list of clauses that make up this query.\n *\n * The term is used as is, i.e. no tokenization will be performed by this method. Instead conversion\n * to a token or token-like string should be done before calling this method.\n *\n * The term will be converted to a string by calling `toString`. Multiple terms can be passed as an\n * array, each term in the array will share the same options.\n *\n * @param {object|object[]} term - The term(s) to add to the query.\n * @param {object} [options] - Any additional properties to add to the query clause.\n * @returns {lunr.Query}\n * @see lunr.Query#clause\n * @see lunr.Query~Clause\n * @example <caption>adding a single term to a query</caption>\n * query.term(\"foo\")\n * @example <caption>adding a single term to a query and specifying search fields, term boost and automatic trailing wildcard</caption>\n * query.term(\"foo\", {\n *   fields: [\"title\"],\n *   boost: 10,\n *   wildcard: lunr.Query.wildcard.TRAILING\n * })\n * @example <caption>using lunr.tokenizer to convert a string to tokens before using them as terms</caption>\n * query.term(lunr.tokenizer(\"foo bar\"))\n */\nlunr.Query.prototype.term = function (term, options) {\n  if (Array.isArray(term)) {\n    term.forEach(function (t) { this.term(t, lunr.utils.clone(options)) }, this)\n    return this\n  }\n\n  var clause = options || {}\n  clause.term = term.toString()\n\n  this.clause(clause)\n\n  return this\n}\nlunr.QueryParseError = function (message, start, end) {\n  this.name = \"QueryParseError\"\n  this.message = message\n  this.start = start\n  this.end = end\n}\n\nlunr.QueryParseError.prototype = new Error\nlunr.QueryLexer = function (str) {\n  this.lexemes = []\n  this.str = str\n  this.length = str.length\n  this.pos = 0\n  this.start = 0\n  this.escapeCharPositions = []\n}\n\nlunr.QueryLexer.prototype.run = function () {\n  var state = lunr.QueryLexer.lexText\n\n  while (state) {\n    state = state(this)\n  }\n}\n\nlunr.QueryLexer.prototype.sliceString = function () {\n  var subSlices = [],\n      sliceStart = this.start,\n      sliceEnd = this.pos\n\n  for (var i = 0; i < this.escapeCharPositions.length; i++) {\n    sliceEnd = this.escapeCharPositions[i]\n    subSlices.push(this.str.slice(sliceStart, sliceEnd))\n    sliceStart = sliceEnd + 1\n  }\n\n  subSlices.push(this.str.slice(sliceStart, this.pos))\n  this.escapeCharPositions.length = 0\n\n  return subSlices.join('')\n}\n\nlunr.QueryLexer.prototype.emit = function (type) {\n  this.lexemes.push({\n    type: type,\n    str: this.sliceString(),\n    start: this.start,\n    end: this.pos\n  })\n\n  this.start = this.pos\n}\n\nlunr.QueryLexer.prototype.escapeCharacter = function () {\n  this.escapeCharPositions.push(this.pos - 1)\n  this.pos += 1\n}\n\nlunr.QueryLexer.prototype.next = function () {\n  if (this.pos >= this.length) {\n    return lunr.QueryLexer.EOS\n  }\n\n  var char = this.str.charAt(this.pos)\n  this.pos += 1\n  return char\n}\n\nlunr.QueryLexer.prototype.width = function () {\n  return this.pos - this.start\n}\n\nlunr.QueryLexer.prototype.ignore = function () {\n  if (this.start == this.pos) {\n    this.pos += 1\n  }\n\n  this.start = this.pos\n}\n\nlunr.QueryLexer.prototype.backup = function () {\n  this.pos -= 1\n}\n\nlunr.QueryLexer.prototype.acceptDigitRun = function () {\n  var char, charCode\n\n  do {\n    char = this.next()\n    charCode = char.charCodeAt(0)\n  } while (charCode > 47 && charCode < 58)\n\n  if (char != lunr.QueryLexer.EOS) {\n    this.backup()\n  }\n}\n\nlunr.QueryLexer.prototype.more = function () {\n  return this.pos < this.length\n}\n\nlunr.QueryLexer.EOS = 'EOS'\nlunr.QueryLexer.FIELD = 'FIELD'\nlunr.QueryLexer.TERM = 'TERM'\nlunr.QueryLexer.EDIT_DISTANCE = 'EDIT_DISTANCE'\nlunr.QueryLexer.BOOST = 'BOOST'\nlunr.QueryLexer.PRESENCE = 'PRESENCE'\n\nlunr.QueryLexer.lexField = function (lexer) {\n  lexer.backup()\n  lexer.emit(lunr.QueryLexer.FIELD)\n  lexer.ignore()\n  return lunr.QueryLexer.lexText\n}\n\nlunr.QueryLexer.lexTerm = function (lexer) {\n  if (lexer.width() > 1) {\n    lexer.backup()\n    lexer.emit(lunr.QueryLexer.TERM)\n  }\n\n  lexer.ignore()\n\n  if (lexer.more()) {\n    return lunr.QueryLexer.lexText\n  }\n}\n\nlunr.QueryLexer.lexEditDistance = function (lexer) {\n  lexer.ignore()\n  lexer.acceptDigitRun()\n  lexer.emit(lunr.QueryLexer.EDIT_DISTANCE)\n  return lunr.QueryLexer.lexText\n}\n\nlunr.QueryLexer.lexBoost = function (lexer) {\n  lexer.ignore()\n  lexer.acceptDigitRun()\n  lexer.emit(lunr.QueryLexer.BOOST)\n  return lunr.QueryLexer.lexText\n}\n\nlunr.QueryLexer.lexEOS = function (lexer) {\n  if (lexer.width() > 0) {\n    lexer.emit(lunr.QueryLexer.TERM)\n  }\n}\n\n// This matches the separator used when tokenising fields\n// within a document. These should match otherwise it is\n// not possible to search for some tokens within a document.\n//\n// It is possible for the user to change the separator on the\n// tokenizer so it _might_ clash with any other of the special\n// characters already used within the search string, e.g. :.\n//\n// This means that it is possible to change the separator in\n// such a way that makes some words unsearchable using a search\n// string.\nlunr.QueryLexer.termSeparator = lunr.tokenizer.separator\n\nlunr.QueryLexer.lexText = function (lexer) {\n  while (true) {\n    var char = lexer.next()\n\n    if (char == lunr.QueryLexer.EOS) {\n      return lunr.QueryLexer.lexEOS\n    }\n\n    // Escape character is '\\'\n    if (char.charCodeAt(0) == 92) {\n      lexer.escapeCharacter()\n      continue\n    }\n\n    if (char == \":\") {\n      return lunr.QueryLexer.lexField\n    }\n\n    if (char == \"~\") {\n      lexer.backup()\n      if (lexer.width() > 0) {\n        lexer.emit(lunr.QueryLexer.TERM)\n      }\n      return lunr.QueryLexer.lexEditDistance\n    }\n\n    if (char == \"^\") {\n      lexer.backup()\n      if (lexer.width() > 0) {\n        lexer.emit(lunr.QueryLexer.TERM)\n      }\n      return lunr.QueryLexer.lexBoost\n    }\n\n    // \"+\" indicates term presence is required\n    // checking for length to ensure that only\n    // leading \"+\" are considered\n    if (char == \"+\" && lexer.width() === 1) {\n      lexer.emit(lunr.QueryLexer.PRESENCE)\n      return lunr.QueryLexer.lexText\n    }\n\n    // \"-\" indicates term presence is prohibited\n    // checking for length to ensure that only\n    // leading \"-\" are considered\n    if (char == \"-\" && lexer.width() === 1) {\n      lexer.emit(lunr.QueryLexer.PRESENCE)\n      return lunr.QueryLexer.lexText\n    }\n\n    if (char.match(lunr.QueryLexer.termSeparator)) {\n      return lunr.QueryLexer.lexTerm\n    }\n  }\n}\n\nlunr.QueryParser = function (str, query) {\n  this.lexer = new lunr.QueryLexer (str)\n  this.query = query\n  this.currentClause = {}\n  this.lexemeIdx = 0\n}\n\nlunr.QueryParser.prototype.parse = function () {\n  this.lexer.run()\n  this.lexemes = this.lexer.lexemes\n\n  var state = lunr.QueryParser.parseClause\n\n  while (state) {\n    state = state(this)\n  }\n\n  return this.query\n}\n\nlunr.QueryParser.prototype.peekLexeme = function () {\n  return this.lexemes[this.lexemeIdx]\n}\n\nlunr.QueryParser.prototype.consumeLexeme = function () {\n  var lexeme = this.peekLexeme()\n  this.lexemeIdx += 1\n  return lexeme\n}\n\nlunr.QueryParser.prototype.nextClause = function () {\n  var completedClause = this.currentClause\n  this.query.clause(completedClause)\n  this.currentClause = {}\n}\n\nlunr.QueryParser.parseClause = function (parser) {\n  var lexeme = parser.peekLexeme()\n\n  if (lexeme == undefined) {\n    return\n  }\n\n  switch (lexeme.type) {\n    case lunr.QueryLexer.PRESENCE:\n      return lunr.QueryParser.parsePresence\n    case lunr.QueryLexer.FIELD:\n      return lunr.QueryParser.parseField\n    case lunr.QueryLexer.TERM:\n      return lunr.QueryParser.parseTerm\n    default:\n      var errorMessage = \"expected either a field or a term, found \" + lexeme.type\n\n      if (lexeme.str.length >= 1) {\n        errorMessage += \" with value '\" + lexeme.str + \"'\"\n      }\n\n      throw new lunr.QueryParseError (errorMessage, lexeme.start, lexeme.end)\n  }\n}\n\nlunr.QueryParser.parsePresence = function (parser) {\n  var lexeme = parser.consumeLexeme()\n\n  if (lexeme == undefined) {\n    return\n  }\n\n  switch (lexeme.str) {\n    case \"-\":\n      parser.currentClause.presence = lunr.Query.presence.PROHIBITED\n      break\n    case \"+\":\n      parser.currentClause.presence = lunr.Query.presence.REQUIRED\n      break\n    default:\n      var errorMessage = \"unrecognised presence operator'\" + lexeme.str + \"'\"\n      throw new lunr.QueryParseError (errorMessage, lexeme.start, lexeme.end)\n  }\n\n  var nextLexeme = parser.peekLexeme()\n\n  if (nextLexeme == undefined) {\n    var errorMessage = \"expecting term or field, found nothing\"\n    throw new lunr.QueryParseError (errorMessage, lexeme.start, lexeme.end)\n  }\n\n  switch (nextLexeme.type) {\n    case lunr.QueryLexer.FIELD:\n      return lunr.QueryParser.parseField\n    case lunr.QueryLexer.TERM:\n      return lunr.QueryParser.parseTerm\n    default:\n      var errorMessage = \"expecting term or field, found '\" + nextLexeme.type + \"'\"\n      throw new lunr.QueryParseError (errorMessage, nextLexeme.start, nextLexeme.end)\n  }\n}\n\nlunr.QueryParser.parseField = function (parser) {\n  var lexeme = parser.consumeLexeme()\n\n  if (lexeme == undefined) {\n    return\n  }\n\n  if (parser.query.allFields.indexOf(lexeme.str) == -1) {\n    var possibleFields = parser.query.allFields.map(function (f) { return \"'\" + f + \"'\" }).join(', '),\n        errorMessage = \"unrecognised field '\" + lexeme.str + \"', possible fields: \" + possibleFields\n\n    throw new lunr.QueryParseError (errorMessage, lexeme.start, lexeme.end)\n  }\n\n  parser.currentClause.fields = [lexeme.str]\n\n  var nextLexeme = parser.peekLexeme()\n\n  if (nextLexeme == undefined) {\n    var errorMessage = \"expecting term, found nothing\"\n    throw new lunr.QueryParseError (errorMessage, lexeme.start, lexeme.end)\n  }\n\n  switch (nextLexeme.type) {\n    case lunr.QueryLexer.TERM:\n      return lunr.QueryParser.parseTerm\n    default:\n      var errorMessage = \"expecting term, found '\" + nextLexeme.type + \"'\"\n      throw new lunr.QueryParseError (errorMessage, nextLexeme.start, nextLexeme.end)\n  }\n}\n\nlunr.QueryParser.parseTerm = function (parser) {\n  var lexeme = parser.consumeLexeme()\n\n  if (lexeme == undefined) {\n    return\n  }\n\n  parser.currentClause.term = lexeme.str.toLowerCase()\n\n  if (lexeme.str.indexOf(\"*\") != -1) {\n    parser.currentClause.usePipeline = false\n  }\n\n  var nextLexeme = parser.peekLexeme()\n\n  if (nextLexeme == undefined) {\n    parser.nextClause()\n    return\n  }\n\n  switch (nextLexeme.type) {\n    case lunr.QueryLexer.TERM:\n      parser.nextClause()\n      return lunr.QueryParser.parseTerm\n    case lunr.QueryLexer.FIELD:\n      parser.nextClause()\n      return lunr.QueryParser.parseField\n    case lunr.QueryLexer.EDIT_DISTANCE:\n      return lunr.QueryParser.parseEditDistance\n    case lunr.QueryLexer.BOOST:\n      return lunr.QueryParser.parseBoost\n    case lunr.QueryLexer.PRESENCE:\n      parser.nextClause()\n      return lunr.QueryParser.parsePresence\n    default:\n      var errorMessage = \"Unexpected lexeme type '\" + nextLexeme.type + \"'\"\n      throw new lunr.QueryParseError (errorMessage, nextLexeme.start, nextLexeme.end)\n  }\n}\n\nlunr.QueryParser.parseEditDistance = function (parser) {\n  var lexeme = parser.consumeLexeme()\n\n  if (lexeme == undefined) {\n    return\n  }\n\n  var editDistance = parseInt(lexeme.str, 10)\n\n  if (isNaN(editDistance)) {\n    var errorMessage = \"edit distance must be numeric\"\n    throw new lunr.QueryParseError (errorMessage, lexeme.start, lexeme.end)\n  }\n\n  parser.currentClause.editDistance = editDistance\n\n  var nextLexeme = parser.peekLexeme()\n\n  if (nextLexeme == undefined) {\n    parser.nextClause()\n    return\n  }\n\n  switch (nextLexeme.type) {\n    case lunr.QueryLexer.TERM:\n      parser.nextClause()\n      return lunr.QueryParser.parseTerm\n    case lunr.QueryLexer.FIELD:\n      parser.nextClause()\n      return lunr.QueryParser.parseField\n    case lunr.QueryLexer.EDIT_DISTANCE:\n      return lunr.QueryParser.parseEditDistance\n    case lunr.QueryLexer.BOOST:\n      return lunr.QueryParser.parseBoost\n    case lunr.QueryLexer.PRESENCE:\n      parser.nextClause()\n      return lunr.QueryParser.parsePresence\n    default:\n      var errorMessage = \"Unexpected lexeme type '\" + nextLexeme.type + \"'\"\n      throw new lunr.QueryParseError (errorMessage, nextLexeme.start, nextLexeme.end)\n  }\n}\n\nlunr.QueryParser.parseBoost = function (parser) {\n  var lexeme = parser.consumeLexeme()\n\n  if (lexeme == undefined) {\n    return\n  }\n\n  var boost = parseInt(lexeme.str, 10)\n\n  if (isNaN(boost)) {\n    var errorMessage = \"boost must be numeric\"\n    throw new lunr.QueryParseError (errorMessage, lexeme.start, lexeme.end)\n  }\n\n  parser.currentClause.boost = boost\n\n  var nextLexeme = parser.peekLexeme()\n\n  if (nextLexeme == undefined) {\n    parser.nextClause()\n    return\n  }\n\n  switch (nextLexeme.type) {\n    case lunr.QueryLexer.TERM:\n      parser.nextClause()\n      return lunr.QueryParser.parseTerm\n    case lunr.QueryLexer.FIELD:\n      parser.nextClause()\n      return lunr.QueryParser.parseField\n    case lunr.QueryLexer.EDIT_DISTANCE:\n      return lunr.QueryParser.parseEditDistance\n    case lunr.QueryLexer.BOOST:\n      return lunr.QueryParser.parseBoost\n    case lunr.QueryLexer.PRESENCE:\n      parser.nextClause()\n      return lunr.QueryParser.parsePresence\n    default:\n      var errorMessage = \"Unexpected lexeme type '\" + nextLexeme.type + \"'\"\n      throw new lunr.QueryParseError (errorMessage, nextLexeme.start, nextLexeme.end)\n  }\n}\n\n  /**\n   * export the module via AMD, CommonJS or as a browser global\n   * Export code from https://github.com/umdjs/umd/blob/master/returnExports.js\n   */\n  ;(function (root, factory) {\n    if (typeof define === 'function' && define.amd) {\n      // AMD. Register as an anonymous module.\n      define(factory)\n    } else if (typeof exports === 'object') {\n      /**\n       * Node. Does not work with strict CommonJS, but\n       * only CommonJS-like enviroments that support module.exports,\n       * like Node.\n       */\n      module.exports = factory()\n    } else {\n      // Browser globals (root is window)\n      root.lunr = factory()\n    }\n  }(this, function () {\n    /**\n     * Just return a value to define the module export.\n     * This example returns an object, but the module\n     * can return a function as the exported value.\n     */\n    return lunr\n  }))\n})();\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A RTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport lunr from \"lunr\"\n\nimport { getElement } from \"~/browser/element/_\"\nimport \"~/polyfills\"\n\nimport { Search } from \"../../_\"\nimport { SearchConfig } from \"../../config\"\nimport {\n  SearchMessage,\n  SearchMessageType\n} from \"../message\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Add support for `iframe-worker` shim\n *\n * While `importScripts` is synchronous when executed inside of a web worker,\n * it's not possible to provide a synchronous shim implementation. The cool\n * thing is that awaiting a non-Promise will convert it into a Promise, so\n * extending the type definition to return a `Promise` shouldn't break anything.\n *\n * @see https://bit.ly/2PjDnXi - GitHub comment\n *\n * @param urls - Scripts to load\n *\n * @returns Promise resolving with no result\n */\ndeclare global {\n  function importScripts(...urls: string[]): Promise<void> | void\n}\n\n/* ----------------------------------------------------------------------------\n * Data\n * ------------------------------------------------------------------------- */\n\n/**\n * Search index\n */\nlet index: Search\n\n/* ----------------------------------------------------------------------------\n * Helper functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Fetch (= import) multi-language support through `lunr-languages`\n *\n * This function automatically imports the stemmers necessary to process the\n * languages which are defined as part of the search configuration.\n *\n * If the worker runs inside of an `iframe` (when using `iframe-worker` as\n * a shim), the base URL for the stemmers to be loaded must be determined by\n * searching for the first `script` element with a `src` attribute, which will\n * contain the contents of this script.\n *\n * @param config - Search configuration\n *\n * @returns Promise resolving with no result\n */\nasync function setupSearchLanguages(\n  config: SearchConfig\n): Promise<void> {\n  let base = \"../lunr\"\n\n  /* Detect `iframe-worker` and fix base URL */\n  if (typeof parent !== \"undefined\" && \"IFrameWorker\" in parent) {\n    const worker = getElement<HTMLScriptElement>(\"script[src]\")\n    const [path] = worker.src.split(\"/worker\")\n\n    /* Prefix base with path */\n    base = base.replace(\"..\", path)\n  }\n\n  /* Add scripts for languages */\n  const scripts = []\n  for (const lang of config.lang) {\n    switch (lang) {\n\n      /* Add segmenter for Japanese */\n      case \"ja\":\n        scripts.push(`${base}/tinyseg.js`)\n        break\n\n      /* Add segmenter for Hindi and Thai */\n      case \"hi\":\n      case \"th\":\n        scripts.push(`${base}/wordcut.js`)\n        break\n    }\n\n    /* Add language support */\n    if (lang !== \"en\")\n      scripts.push(`${base}/min/lunr.${lang}.min.js`)\n  }\n\n  /* Add multi-language support */\n  if (config.lang.length > 1)\n    scripts.push(`${base}/min/lunr.multi.min.js`)\n\n  /* Load scripts synchronously */\n  if (scripts.length)\n    await importScripts(\n      `${base}/min/lunr.stemmer.support.min.js`,\n      ...scripts\n    )\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Message handler\n *\n * @param message - Source message\n *\n * @returns Target message\n */\nexport async function handler(\n  message: SearchMessage\n): Promise<SearchMessage> {\n  switch (message.type) {\n\n    /* Search setup message */\n    case SearchMessageType.SETUP:\n      await setupSearchLanguages(message.data.config)\n      index = new Search(message.data)\n      return {\n        type: SearchMessageType.READY\n      }\n\n    /* Search query message */\n    case SearchMessageType.QUERY:\n      const query = message.data\n      try {\n        return {\n          type: SearchMessageType.RESULT,\n          data: index.search(query)\n        }\n\n      /* Return empty result in case of error */\n      } catch (err) {\n        console.warn(`Invalid query: ${query} \u2013 see https://bit.ly/2s3ChXG`)\n        console.warn(err)\n        return {\n          type: SearchMessageType.RESULT,\n          data: { items: [] }\n        }\n      }\n\n    /* All other messages */\n    default:\n      throw new TypeError(\"Invalid message type\")\n  }\n}\n\n/* ----------------------------------------------------------------------------\n * Worker\n * ------------------------------------------------------------------------- */\n\n/* Expose Lunr.js in global scope, or stemmers won't work */\nself.lunr = lunr\n\n/* Monkey-patch Lunr.js to mitigate https://t.ly/68TLq */\nlunr.utils.warn = console.warn\n\n/* Handle messages */\naddEventListener(\"message\", async ev => {\n  postMessage(await handler(ev.data))\n})\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve all elements matching the query selector\n *\n * @template T - Element type\n *\n * @param selector - Query selector\n * @param node - Node of reference\n *\n * @returns Elements\n */\nexport function getElements<T extends keyof HTMLElementTagNameMap>(\n  selector: T, node?: ParentNode\n): HTMLElementTagNameMap[T][]\n\nexport function getElements<T extends HTMLElement>(\n  selector: string, node?: ParentNode\n): T[]\n\nexport function getElements<T extends HTMLElement>(\n  selector: string, node: ParentNode = document\n): T[] {\n  return Array.from(node.querySelectorAll<T>(selector))\n}\n\n/**\n * Retrieve an element matching a query selector or throw a reference error\n *\n * Note that this function assumes that the element is present. If unsure if an\n * element is existent, use the `getOptionalElement` function instead.\n *\n * @template T - Element type\n *\n * @param selector - Query selector\n * @param node - Node of reference\n *\n * @returns Element\n */\nexport function getElement<T extends keyof HTMLElementTagNameMap>(\n  selector: T, node?: ParentNode\n): HTMLElementTagNameMap[T]\n\nexport function getElement<T extends HTMLElement>(\n  selector: string, node?: ParentNode\n): T\n\nexport function getElement<T extends HTMLElement>(\n  selector: string, node: ParentNode = document\n): T {\n  const el = getOptionalElement<T>(selector, node)\n  if (typeof el === \"undefined\")\n    throw new ReferenceError(\n      `Missing element: expected \"${selector}\" to be present`\n    )\n\n  /* Return element */\n  return el\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Retrieve an optional element matching the query selector\n *\n * @template T - Element type\n *\n * @param selector - Query selector\n * @param node - Node of reference\n *\n * @returns Element or nothing\n */\nexport function getOptionalElement<T extends keyof HTMLElementTagNameMap>(\n  selector: T, node?: ParentNode\n): HTMLElementTagNameMap[T] | undefined\n\nexport function getOptionalElement<T extends HTMLElement>(\n  selector: string, node?: ParentNode\n): T | undefined\n\nexport function getOptionalElement<T extends HTMLElement>(\n  selector: string, node: ParentNode = document\n): T | undefined {\n  return node.querySelector<T>(selector) || undefined\n}\n\n/**\n * Retrieve the currently active element\n *\n * @returns Element or nothing\n */\nexport function getActiveElement(): HTMLElement | undefined {\n  return (\n    document.activeElement?.shadowRoot?.activeElement as HTMLElement ??\n    document.activeElement as HTMLElement ??\n    undefined\n  )\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Polyfills\n * ------------------------------------------------------------------------- */\n\n/* Polyfill `Object.entries` */\nif (!Object.entries)\n  Object.entries = function (obj: object) {\n    const data: [string, string][] = []\n    for (const key of Object.keys(obj))\n      // @ts-expect-error - ignore property access warning\n      data.push([key, obj[key]])\n\n    /* Return entries */\n    return data\n  }\n\n/* Polyfill `Object.values` */\nif (!Object.values)\n  Object.values = function (obj: object) {\n    const data: string[] = []\n    for (const key of Object.keys(obj))\n      // @ts-expect-error - ignore property access warning\n      data.push(obj[key])\n\n    /* Return values */\n    return data\n  }\n\n/* ------------------------------------------------------------------------- */\n\n/* Polyfills for `Element` */\nif (typeof Element !== \"undefined\") {\n\n  /* Polyfill `Element.scrollTo` */\n  if (!Element.prototype.scrollTo)\n    Element.prototype.scrollTo = function (\n      x?: ScrollToOptions | number, y?: number\n    ): void {\n      if (typeof x === \"object\") {\n        this.scrollLeft = x.left!\n        this.scrollTop = x.top!\n      } else {\n        this.scrollLeft = x!\n        this.scrollTop = y!\n      }\n    }\n\n  /* Polyfill `Element.replaceWith` */\n  if (!Element.prototype.replaceWith)\n    Element.prototype.replaceWith = function (\n      ...nodes: Array<string | Node>\n    ): void {\n      const parent = this.parentNode\n      if (parent) {\n        if (nodes.length === 0)\n          parent.removeChild(this)\n\n        /* Replace children and create text nodes */\n        for (let i = nodes.length - 1; i >= 0; i--) {\n          let node = nodes[i]\n          if (typeof node === \"string\")\n            node = document.createTextNode(node)\n          else if (node.parentNode)\n            node.parentNode.removeChild(node)\n\n          /* Replace child or insert before previous sibling */\n          if (!i)\n            parent.replaceChild(node, this)\n          else\n            parent.insertBefore(this.previousSibling!, node)\n        }\n      }\n    }\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Search configuration\n */\nexport interface SearchConfig {\n  lang: string[]                       /* Search languages */\n  separator: string                    /* Search separator */\n  pipeline: SearchPipelineFn[]         /* Search pipeline */\n}\n\n/**\n * Search document\n */\nexport interface SearchDocument {\n  location: string                     /* Document location */\n  title: string                        /* Document title */\n  text: string                         /* Document text */\n  tags?: string[]                      /* Document tags */\n  boost?: number                       /* Document boost */\n  parent?: SearchDocument              /* Document parent */\n}\n\n/**\n * Search options\n */\nexport interface SearchOptions {\n  suggest: boolean                     /* Search suggestions */\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Search index\n */\nexport interface SearchIndex {\n  config: SearchConfig                 /* Search configuration */\n  docs: SearchDocument[]               /* Search documents */\n  options: SearchOptions               /* Search options */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Search pipeline function\n */\ntype SearchPipelineFn =\n  | \"trimmer\"                          /* Trimmer */\n  | \"stopWordFilter\"                   /* Stop word filter */\n  | \"stemmer\"                          /* Stemmer */\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Create a search document map\n *\n * This function creates a mapping of URLs (including anchors) to the actual\n * articles and sections. It relies on the invariant that the search index is\n * ordered with the main article appearing before all sections with anchors.\n * If this is not the case, the logic music be changed.\n *\n * @param docs - Search documents\n *\n * @returns Search document map\n */\nexport function setupSearchDocumentMap(\n  docs: SearchDocument[]\n): Map<string, SearchDocument> {\n  const map = new Map<string, SearchDocument>()\n  for (const doc of docs) {\n    const [path] = doc.location.split(\"#\")\n\n    /* Add document article */\n    const article = map.get(path)\n    if (typeof article === \"undefined\") {\n      map.set(path, doc)\n\n      /* Add document section */\n    } else {\n      map.set(doc.location, doc)\n      doc.parent = article\n    }\n  }\n\n  /* Return search document map */\n  return map\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Visitor function\n *\n * @param start - Start offset\n * @param end - End offset\n */\ntype VisitorFn = (\n  start: number, end: number\n) => void\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Split a string using the given separator\n *\n * @param input - Input value\n * @param separator - Separator\n * @param fn - Visitor function\n */\nexport function split(\n  input: string, separator: RegExp, fn: VisitorFn\n): void {\n  separator = new RegExp(separator, \"g\")\n\n  /* Split string using separator */\n  let match: RegExpExecArray | null\n  let index = 0\n  do {\n    match = separator.exec(input)\n\n    /* Emit non-empty range */\n    const until = match?.index ?? input.length\n    if (index < until)\n      fn(index, until)\n\n    /* Update last index */\n    if (match) {\n      const [term] = match\n      index = match.index + term.length\n\n      /* Support zero-length lookaheads */\n      if (term.length === 0)\n        separator.lastIndex = match.index + 1\n    }\n  } while (match)\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Extraction type\n *\n * This type defines the possible values that are encoded into the first two\n * bits of a section that is part of the blocks of a tokenization table. There\n * are three types of interest: HTML opening and closing tags, as well as the\n * actual text content we need to extract for indexing.\n */\nexport const enum Extract {\n  TAG_OPEN  = 0,                       /* HTML opening tag */\n  TEXT      = 1,                       /* Text content */\n  TAG_CLOSE = 2                        /* HTML closing tag */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Visitor function\n *\n * @param block - Block index\n * @param type - Extraction type\n * @param start - Start offset\n * @param end - End offset\n */\ntype VisitorFn = (\n  block: number, type: Extract, start: number, end: number\n) => void\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Split a string into markup and text sections\n *\n * This function scans a string and divides it up into sections of markup and\n * text. For each section, it invokes the given visitor function with the block\n * index, extraction type, as well as start and end offsets. Using a visitor\n * function (= streaming data) is ideal for minimizing pressure on the GC.\n *\n * @param input - Input value\n * @param fn - Visitor function\n */\nexport function extract(\n  input: string, fn: VisitorFn\n): void {\n\n  let block = 0                        /* Current block */\n  let start = 0                        /* Current start offset */\n  let end = 0                          /* Current end offset */\n\n  /* Split string into sections */\n  for (let stack = 0; end < input.length; end++) {\n\n    /* Opening tag after non-empty section */\n    if (input.charAt(end) === \"<\" && end > start) {\n      fn(block, Extract.TEXT, start, start = end)\n\n    /* Closing tag */\n    } else if (input.charAt(end) === \">\") {\n      if (input.charAt(start + 1) === \"/\") {\n        if (--stack === 0)\n          fn(block++, Extract.TAG_CLOSE, start, end + 1)\n\n      /* Tag is not self-closing */\n      } else if (input.charAt(end - 1) !== \"/\") {\n        if (stack++ === 0)\n          fn(block, Extract.TAG_OPEN, start, end + 1)\n      }\n\n      /* New section */\n      start = end + 1\n    }\n  }\n\n  /* Add trailing section */\n  if (end > start)\n    fn(block, Extract.TEXT, start, end)\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Position table\n */\nexport type PositionTable = number[][]\n\n/**\n * Position\n */\nexport type Position = number\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Highlight all occurrences in a string\n *\n * This function receives a field's value (e.g. like `title` or `text`), it's\n * position table that was generated during indexing, and the positions found\n * when executing the query. It then highlights all occurrences, and returns\n * their concatenation. In case of multiple blocks, two are returned.\n *\n * @param input - Input value\n * @param table - Table for indexing\n * @param positions - Occurrences\n * @param full - Full results\n *\n * @returns Highlighted string value\n */\nexport function highlight(\n  input: string, table: PositionTable, positions: Position[], full = false\n): string {\n  return highlightAll([input], table, positions, full).pop()!\n}\n\n/**\n * Highlight all occurrences in a set of strings\n *\n * @param inputs - Input values\n * @param table - Table for indexing\n * @param positions - Occurrences\n * @param full - Full results\n *\n * @returns Highlighted string values\n */\nexport function highlightAll(\n  inputs: string[], table: PositionTable, positions: Position[], full = false\n): string[] {\n\n  /* Map blocks to input values */\n  const mapping = [0]\n  for (let t = 1; t < table.length; t++) {\n    const prev = table[t - 1]\n    const next = table[t]\n\n    /* Check if table points to new block */\n    const p = prev[prev.length - 1] >>> 2 & 0x3FF\n    const q = next[0]               >>> 12\n\n    /* Add block to mapping */\n    mapping.push(+(p > q) + mapping[mapping.length - 1])\n  }\n\n  /* Highlight strings one after another */\n  return inputs.map((input, i) => {\n    let cursor = 0\n\n    /* Map occurrences to blocks */\n    const blocks = new Map<number, number[]>()\n    for (const p of positions.sort((a, b) => a - b)) {\n      const index = p & 0xFFFFF\n      const block = p >>> 20\n      if (mapping[block] !== i)\n        continue\n\n      /* Ensure presence of block group */\n      let group = blocks.get(block)\n      if (typeof group === \"undefined\")\n        blocks.set(block, group = [])\n\n      /* Add index to group */\n      group.push(index)\n    }\n\n    /* Just return string, if no occurrences */\n    if (blocks.size === 0)\n      return input\n\n    /* Compute slices */\n    const slices: string[] = []\n    for (const [block, indexes] of blocks) {\n      const t = table[block]\n\n      /* Extract positions and length */\n      const start  = t[0]            >>> 12\n      const end    = t[t.length - 1] >>> 12\n      const length = t[t.length - 1] >>> 2 & 0x3FF\n\n      /* Add prefix, if full results are desired */\n      if (full && start > cursor)\n        slices.push(input.slice(cursor, start))\n\n      /* Extract and highlight slice */\n      let slice = input.slice(start, end + length)\n      for (const j of indexes.sort((a, b) => b - a)) {\n\n        /* Retrieve offset and length of match */\n        const p = (t[j] >>> 12) - start\n        const q = (t[j] >>> 2 & 0x3FF) + p\n\n        /* Wrap occurrence */\n        slice = [\n          slice.slice(0, p),\n          \"<mark>\",\n          slice.slice(p, q),\n          \"</mark>\",\n          slice.slice(q)\n        ].join(\"\")\n      }\n\n      /* Update cursor */\n      cursor = end + length\n\n      /* Append slice and abort if we have two */\n      if (slices.push(slice) === 2)\n        break\n    }\n\n    /* Add suffix, if full results are desired */\n    if (full && cursor < input.length)\n      slices.push(input.slice(cursor))\n\n    /* Return highlighted slices */\n    return slices.join(\"\")\n  })\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { split } from \"../_\"\nimport {\n  Extract,\n  extract\n} from \"../extract\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Split a string or set of strings into tokens\n *\n * This tokenizer supersedes the default tokenizer that is provided by Lunr.js,\n * as it is aware of HTML tags and allows for multi-character splitting.\n *\n * It takes the given inputs, splits each of them into markup and text sections,\n * tokenizes and segments (if necessary) each of them, and then indexes them in\n * a table by using a compact bit representation. Bitwise techniques are used\n * to write and read from the table during indexing and querying.\n *\n * @see https://bit.ly/3W3Xw4J - Search: better, faster, smaller\n *\n * @param input - Input value(s)\n *\n * @returns Tokens\n */\nexport function tokenize(\n  input?: string | string[]\n): lunr.Token[] {\n  const tokens: lunr.Token[] = []\n  if (typeof input === \"undefined\")\n    return tokens\n\n  /* Tokenize strings one after another */\n  const inputs = Array.isArray(input) ? input : [input]\n  for (let i = 0; i < inputs.length; i++) {\n    const table = lunr.tokenizer.table\n    const total = table.length\n\n    /* Split string into sections and tokenize content blocks */\n    extract(inputs[i], (block, type, start, end) => {\n      table[block += total] ||= []\n      switch (type) {\n\n        /* Handle markup */\n        case Extract.TAG_OPEN:\n        case Extract.TAG_CLOSE:\n          table[block].push(\n            start       << 12 |\n            end - start <<  2 |\n            type\n          )\n          break\n\n        /* Handle text content */\n        case Extract.TEXT:\n          const section = inputs[i].slice(start, end)\n          split(section, lunr.tokenizer.separator, (index, until) => {\n\n            /**\n             * Apply segmenter after tokenization. Note that the segmenter will\n             * also split words at word boundaries, which is not what we want,\n             * so we need to check if we can somehow mitigate this behavior.\n             */\n            if (typeof lunr.segmenter !== \"undefined\") {\n              const subsection = section.slice(index, until)\n              if (/^[MHIK]$/.test(lunr.segmenter.ctype_(subsection))) {\n                const segments = lunr.segmenter.segment(subsection)\n                for (let s = 0, l = 0; s < segments.length; s++) {\n\n                  /* Add block to section */\n                  table[block] ||= []\n                  table[block].push(\n                    start + index + l  << 12 |\n                    segments[s].length <<  2 |\n                    type\n                  )\n\n                  /* Add token with position */\n                  tokens.push(new lunr.Token(\n                    segments[s].toLowerCase(), {\n                      position: block << 20 | table[block].length - 1\n                    }\n                  ))\n\n                  /* Keep track of length */\n                  l += segments[s].length\n                }\n                return\n              }\n            }\n\n            /* Add block to section */\n            table[block].push(\n              start + index << 12 |\n              until - index <<  2 |\n              type\n            )\n\n            /* Add token with position */\n            tokens.push(new lunr.Token(\n              section.slice(index, until).toLowerCase(), {\n                position: block << 20 | table[block].length - 1\n              }\n            ))\n          })\n      }\n    })\n  }\n\n  /* Return tokens */\n  return tokens\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Visitor function\n *\n * @param value - String value\n *\n * @returns String term(s)\n */\ntype VisitorFn = (\n  value: string\n) => string | string[]\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Default transformation function\n *\n * 1. Trim excess whitespace from left and right.\n *\n * 2. Search for parts in quotation marks and prepend a `+` modifier to denote\n *    that the resulting document must contain all parts, converting the query\n *    to an `AND` query (as opposed to the default `OR` behavior). While users\n *    may expect parts enclosed in quotation marks to map to span queries, i.e.\n *    for which order is important, Lunr.js doesn't support them, so the best\n *    we can do is to convert the parts to an `AND` query.\n *\n * 3. Replace control characters which are not located at the beginning of the\n *    query or preceded by white space, or are not followed by a non-whitespace\n *    character or are at the end of the query string. Furthermore, filter\n *    unmatched quotation marks.\n *\n * 4. Split the query string at whitespace, then pass each part to the visitor\n *    function for tokenization, and append a wildcard to every resulting term\n *    that is not explicitly marked with a `+`, `-`, `~` or `^` modifier, since\n *    it ensures consistent and stable ranking when multiple terms are entered.\n *    Also, if a fuzzy or boost modifier are given, but no numeric value has\n *    been entered, default to 1 to not induce a query error.\n *\n * @param query - Query value\n * @param fn - Visitor function\n *\n * @returns Transformed query value\n */\nexport function transform(\n  query: string, fn: VisitorFn = term => term\n): string {\n  return query\n\n    /* => 1 */\n    .trim()\n\n    /* => 2 */\n    .split(/\"([^\"]+)\"/g)\n      .map((parts, index) => index & 1\n        ? parts.replace(/^\\b|^(?![^\\x00-\\x7F]|$)|\\s+/g, \" +\")\n        : parts\n      )\n      .join(\"\")\n\n    /* => 3 */\n    .replace(/\"|(?:^|\\s+)[*+\\-:^~]+(?=\\s+|$)/g, \"\")\n\n    /* => 4 */\n    .split(/\\s+/g)\n      .reduce((prev, term) => {\n        const next = fn(term)\n        return [...prev, ...Array.isArray(next) ? next : [next]]\n      }, [] as string[])\n      .map(term => /([~^]$)/.test(term) ? `${term}1` : term)\n      .map(term => /(^[+-]|[~^]\\d+$)/.test(term) ? term : `${term}*`)\n      .join(\" \")\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { split } from \"../../internal\"\nimport { transform } from \"../transform\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Search query clause\n */\nexport interface SearchQueryClause {\n  presence: lunr.Query.presence        /* Clause presence */\n  term: string                         /* Clause term */\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Search query terms\n */\nexport type SearchQueryTerms = Record<string, boolean>\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Transform search query\n *\n * This function lexes the given search query and applies the transformation\n * function to each term, preserving markup like `+` and `-` modifiers.\n *\n * @param query - Search query\n *\n * @returns Search query\n */\nexport function transformSearchQuery(\n  query: string\n): string {\n\n  /* Split query terms with tokenizer */\n  return transform(query, part => {\n    const terms: string[] = []\n\n    /* Initialize lexer and analyze part */\n    const lexer = new lunr.QueryLexer(part)\n    lexer.run()\n\n    /* Extract and tokenize term from lexeme */\n    for (const { type, str: term, start, end } of lexer.lexemes)\n      switch (type) {\n\n        /* Hack: remove colon - see https://bit.ly/3wD3T3I */\n        case \"FIELD\":\n          if (![\"title\", \"text\", \"tags\"].includes(term))\n            part = [\n              part.slice(0, end),\n              \" \",\n              part.slice(end + 1)\n            ].join(\"\")\n          break\n\n        /* Tokenize term */\n        case \"TERM\":\n          split(term, lunr.tokenizer.separator, (...range) => {\n            terms.push([\n              part.slice(0, start),\n              term.slice(...range),\n              part.slice(end)\n            ].join(\"\"))\n          })\n      }\n\n    /* Return terms */\n    return terms\n  })\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Parse a search query for analysis\n *\n * Lunr.js itself has a bug where it doesn't detect or remove wildcards for\n * query clauses, so we must do this here.\n *\n * @see https://bit.ly/3DpTGtz - GitHub issue\n *\n * @param value - Query value\n *\n * @returns Search query clauses\n */\nexport function parseSearchQuery(\n  value: string\n): SearchQueryClause[] {\n  const query  = new lunr.Query([\"title\", \"text\", \"tags\"])\n  const parser = new lunr.QueryParser(value, query)\n\n  /* Parse Search query */\n  parser.parse()\n  for (const clause of query.clauses) {\n    clause.usePipeline = true\n\n    /* Handle leading wildcard */\n    if (clause.term.startsWith(\"*\")) {\n      clause.wildcard = lunr.Query.wildcard.LEADING\n      clause.term = clause.term.slice(1)\n    }\n\n    /* Handle trailing wildcard */\n    if (clause.term.endsWith(\"*\")) {\n      clause.wildcard = lunr.Query.wildcard.TRAILING\n      clause.term = clause.term.slice(0, -1)\n    }\n  }\n\n  /* Return query clauses */\n  return query.clauses\n}\n\n/**\n * Analyze the search query clauses in regard to the search terms found\n *\n * @param query - Search query clauses\n * @param terms - Search terms\n *\n * @returns Search query terms\n */\nexport function getSearchQueryTerms(\n  query: SearchQueryClause[], terms: string[]\n): SearchQueryTerms {\n  const clauses = new Set<SearchQueryClause>(query)\n\n  /* Match query clauses against terms */\n  const result: SearchQueryTerms = {}\n  for (let t = 0; t < terms.length; t++)\n    for (const clause of clauses)\n      if (terms[t].startsWith(clause.term)) {\n        result[clause.term] = true\n        clauses.delete(clause)\n      }\n\n  /* Annotate unmatched non-stopword query clauses */\n  for (const clause of clauses)\n    if (lunr.stopWordFilter?.(clause.term))\n      result[clause.term] = false\n\n  /* Return query terms */\n  return result\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Segment a search query using the inverted index\n *\n * This function implements a clever approach to text segmentation for Asian\n * languages, as it used the information already available in the search index.\n * The idea is to greedily segment the search query based on the tokens that are\n * already part of the index, as described in the linked issue.\n *\n * @see https://bit.ly/3lwjrk7 - GitHub issue\n *\n * @param query - Query value\n * @param index - Inverted index\n *\n * @returns Segmented query value\n */\nexport function segment(\n  query: string, index: object\n): Iterable<string> {\n  const segments = new Set<string>()\n\n  /* Segment search query */\n  const wordcuts = new Uint16Array(query.length)\n  for (let i = 0; i < query.length; i++)\n    for (let j = i + 1; j < query.length; j++) {\n      const value = query.slice(i, j)\n      if (value in index)\n        wordcuts[i] = j - i\n    }\n\n  /* Compute longest matches with minimum overlap */\n  const stack = [0]\n  for (let s = stack.length; s > 0;) {\n    const p = stack[--s]\n    for (let q = 1; q < wordcuts[p]; q++)\n      if (wordcuts[p + q] > wordcuts[p] - q) {\n        segments.add(query.slice(p, p + q))\n        stack[s++] = p + q\n      }\n\n    /* Continue at end of query string */\n    const q = p + wordcuts[p]\n    if (wordcuts[q] && q < query.length - 1)\n      stack[s++] = q\n\n    /* Add current segment */\n    segments.add(query.slice(p, q))\n  }\n\n  // @todo fix this case in the code block above, this is a hotfix\n  if (segments.has(\"\"))\n    return new Set([query])\n\n  /* Return segmented query value */\n  return segments\n}\n", "/*\n * Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  SearchDocument,\n  SearchIndex,\n  SearchOptions,\n  setupSearchDocumentMap\n} from \"../config\"\nimport {\n  Position,\n  PositionTable,\n  highlight,\n  highlightAll,\n  tokenize\n} from \"../internal\"\nimport {\n  SearchQueryTerms,\n  getSearchQueryTerms,\n  parseSearchQuery,\n  segment,\n  transformSearchQuery\n} from \"../query\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Search item\n */\nexport interface SearchItem\n  extends SearchDocument\n{\n  score: number                        /* Score (relevance) */\n  terms: SearchQueryTerms              /* Search query terms */\n}\n\n/**\n * Search result\n */\nexport interface SearchResult {\n  items: SearchItem[][]                /* Search items */\n  suggest?: string[]                   /* Search suggestions */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Create field extractor factory\n *\n * @param table - Position table map\n *\n * @returns Extractor factory\n */\nfunction extractor(table: Map<string, PositionTable>) {\n  return (name: keyof SearchDocument) => {\n    return (doc: SearchDocument) => {\n      if (typeof doc[name] === \"undefined\")\n        return undefined\n\n      /* Compute identifier and initialize table */\n      const id = [doc.location, name].join(\":\")\n      table.set(id, lunr.tokenizer.table = [])\n\n      /* Return field value */\n      return doc[name]\n    }\n  }\n}\n\n/**\n * Compute the difference of two lists of strings\n *\n * @param a - 1st list of strings\n * @param b - 2nd list of strings\n *\n * @returns Difference\n */\nfunction difference(a: string[], b: string[]): string[] {\n  const [x, y] = [new Set(a), new Set(b)]\n  return [\n    ...new Set([...x].filter(value => !y.has(value)))\n  ]\n}\n\n/* ----------------------------------------------------------------------------\n * Class\n * ------------------------------------------------------------------------- */\n\n/**\n * Search index\n */\nexport class Search {\n\n  /**\n   * Search document map\n   */\n  protected map: Map<string, SearchDocument>\n\n  /**\n   * Search options\n   */\n  protected options: SearchOptions\n\n  /**\n   * The underlying Lunr.js search index\n   */\n  protected index: lunr.Index\n\n  /**\n   * Internal position table map\n   */\n  protected table: Map<string, PositionTable>\n\n  /**\n   * Create the search integration\n   *\n   * @param data - Search index\n   */\n  public constructor({ config, docs, options }: SearchIndex) {\n    const field = extractor(this.table = new Map())\n\n    /* Set up document map and options */\n    this.map = setupSearchDocumentMap(docs)\n    this.options = options\n\n    /* Set up document index */\n    this.index = lunr(function () {\n      this.metadataWhitelist = [\"position\"]\n      this.b(0)\n\n      /* Set up (multi-)language support */\n      if (config.lang.length === 1 && config.lang[0] !== \"en\") {\n        // @ts-expect-error - namespace indexing not supported\n        this.use(lunr[config.lang[0]])\n      } else if (config.lang.length > 1) {\n        this.use(lunr.multiLanguage(...config.lang))\n      }\n\n      /* Set up custom tokenizer (must be after language setup) */\n      this.tokenizer = tokenize as typeof lunr.tokenizer\n      lunr.tokenizer.separator = new RegExp(config.separator)\n\n      /* Set up custom segmenter, if loaded */\n      lunr.segmenter = \"TinySegmenter\" in lunr\n        ? new lunr.TinySegmenter()\n        : undefined\n\n      /* Compute functions to be removed from the pipeline */\n      const fns = difference([\n        \"trimmer\", \"stopWordFilter\", \"stemmer\"\n      ], config.pipeline)\n\n      /* Remove functions from the pipeline for registered languages */\n      for (const lang of config.lang.map(language => (\n        // @ts-expect-error - namespace indexing not supported\n        language === \"en\" ? lunr : lunr[language]\n      )))\n        for (const fn of fns) {\n          this.pipeline.remove(lang[fn])\n          this.searchPipeline.remove(lang[fn])\n        }\n\n      /* Set up index reference */\n      this.ref(\"location\")\n\n      /* Set up index fields */\n      this.field(\"title\", { boost: 1e3, extractor: field(\"title\") })\n      this.field(\"text\",  { boost: 1e0, extractor: field(\"text\") })\n      this.field(\"tags\",  { boost: 1e6, extractor: field(\"tags\") })\n\n      /* Add documents to index */\n      for (const doc of docs)\n        this.add(doc, { boost: doc.boost })\n    })\n  }\n\n  /**\n   * Search for matching documents\n   *\n   * @param query - Search query\n   *\n   * @returns Search result\n   */\n  public search(query: string): SearchResult {\n\n    // Experimental Chinese segmentation\n    query = query.replace(/\\p{sc=Han}+/gu, value => {\n      return [...segment(value, this.index.invertedIndex)]\n        .join(\"* \")\n    })\n\n    // @todo: move segmenter (above) into transformSearchQuery\n    query = transformSearchQuery(query)\n    if (!query)\n      return { items: [] }\n\n    /* Parse query to extract clauses for analysis */\n    const clauses = parseSearchQuery(query)\n      .filter(clause => (\n        clause.presence !== lunr.Query.presence.PROHIBITED\n      ))\n\n    /* Perform search and post-process results */\n    const groups = this.index.search(query)\n\n      /* Apply post-query boosts based on title and search query terms */\n      .reduce<SearchItem[]>((item, { ref, score, matchData }) => {\n        let doc = this.map.get(ref)\n        if (typeof doc !== \"undefined\") {\n\n          /* Shallow copy document */\n          doc = { ...doc }\n          if (doc.tags)\n            doc.tags = [...doc.tags]\n\n          /* Compute and analyze search query terms */\n          const terms = getSearchQueryTerms(\n            clauses,\n            Object.keys(matchData.metadata)\n          )\n\n          /* Highlight matches in fields */\n          for (const field of this.index.fields) {\n            if (typeof doc[field] === \"undefined\")\n              continue\n\n            /* Collect positions from matches */\n            const positions: Position[] = []\n            for (const match of Object.values(matchData.metadata))\n              if (typeof match[field] !== \"undefined\")\n                positions.push(...match[field].position)\n\n            /* Skip highlighting, if no positions were collected */\n            if (!positions.length)\n              continue\n\n            /* Load table and determine highlighting method */\n            const table = this.table.get([doc.location, field].join(\":\"))!\n            const fn = Array.isArray(doc[field])\n              ? highlightAll\n              : highlight\n\n            // @ts-expect-error - stop moaning, TypeScript!\n            doc[field] = fn(doc[field], table, positions, field !== \"text\")\n          }\n\n          /* Highlight title and text and apply post-query boosts */\n          const boost = +!doc.parent +\n            Object.values(terms)\n              .filter(t => t).length /\n            Object.keys(terms).length\n\n          /* Append item */\n          item.push({\n            ...doc,\n            score: score * (1 + boost ** 2),\n            terms\n          })\n        }\n        return item\n      }, [])\n\n      /* Sort search results again after applying boosts */\n      .sort((a, b) => b.score - a.score)\n\n      /* Group search results by article */\n      .reduce((items, result) => {\n        const doc = this.map.get(result.location)\n        if (typeof doc !== \"undefined\") {\n          const ref = doc.parent\n            ? doc.parent.location\n            : doc.location\n          items.set(ref, [...items.get(ref) || [], result])\n        }\n        return items\n      }, new Map<string, SearchItem[]>())\n\n    /* Ensure that every item set has an article */\n    for (const [ref, items] of groups)\n      if (!items.find(item => item.location === ref)) {\n        const doc = this.map.get(ref)!\n        items.push({ ...doc, score: 0, terms: {} })\n      }\n\n    /* Generate search suggestions, if desired */\n    let suggest: string[] | undefined\n    if (this.options.suggest) {\n      const titles = this.index.query(builder => {\n        for (const clause of clauses)\n          builder.term(clause.term, {\n            fields: [\"title\"],\n            presence: lunr.Query.presence.REQUIRED,\n            wildcard: lunr.Query.wildcard.TRAILING\n          })\n      })\n\n      /* Retrieve suggestions for best match */\n      suggest = titles.length\n        ? Object.keys(titles[0].matchData.metadata)\n        : []\n    }\n\n    /* Return search result */\n    return {\n      items: [...groups.values()],\n      ...typeof suggest !== \"undefined\" && { suggest }\n    }\n  }\n}\n"],
+  "mappings": 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diff --git a/assets/mosaic.js b/assets/mosaic.js
new file mode 100644
index 000000000..e1aaa07c2
--- /dev/null
+++ b/assets/mosaic.js
@@ -0,0 +1,60 @@
+import { wasmConnector } from 'https://www.unpkg.com/@uwdata/mosaic-core@0.12.2/dist/mosaic-core.min.js';
+import { createAPIContext } from 'https://www.unpkg.com/@uwdata/vgplot@0.12.2/dist/vgplot.min.js';
+import { parseSpec, astToDOM } from 'https://www.unpkg.com/@uwdata/mosaic-spec@0.12.2/dist/mosaic-spec.min.js';
+import yaml from 'https://www.unpkg.com/yaml@2.6.1/browser/index.js';
+
+
+const vg = createAPIContext();
+const { coordinator, namedPlots } = vg.context;
+
+
+// make API accesible for console debugging
+self.vg = vg;
+
+// enable query interface
+self.query = async (sql) => {
+  const r = await vg.coordinator().databaseConnector().query({
+    type: 'arrow',
+    sql
+  });
+  return r.toArray();
+}
+
+
+let wasm;
+
+
+export async function load(specURL, baseURL, viewElement, yamlElement) {
+  const loader1 = document.createElement('div');
+  loader1.classList.add('loader');
+  viewElement.replaceChildren(loader1);
+  const loader2 = document.createElement('div');
+  loader2.classList.add('loader');
+  yamlElement.replaceChildren(loader2);
+
+  const specContent = await fetch(specURL).then(res => res.text())
+  const spec = yaml.parse(specContent);
+  let connector = wasm || (wasm = wasmConnector());
+  coordinator.databaseConnector(connector);
+
+  // options for output generation
+  const options = { baseURL };
+
+  // parse and load spec
+  const ast = parseSpec(spec);
+  coordinator.clear();
+  namedPlots.clear();
+  const dash = await astToDOM(ast, { ...options, api: vg });
+
+  const title = document.createElement('h4');
+  title.innerText = (spec.meta && spec.meta.title) ? spec.meta.title : '';
+
+  const p = document.createElement('p');
+  p.innerText = (spec.meta && spec.meta.description) ? spec.meta.description : '';
+
+  const code = document.createElement('code');
+  code.innerText = specContent;
+
+  viewElement.replaceChildren(title, p, dash.element);
+  yamlElement.replaceChildren(code);
+}
diff --git a/assets/slack.png b/assets/slack.png
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diff --git a/assets/stylesheets/main.8608ea7d.min.css b/assets/stylesheets/main.8608ea7d.min.css
new file mode 100644
index 000000000..407e7f0bc
--- /dev/null
+++ b/assets/stylesheets/main.8608ea7d.min.css
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new file mode 100644
index 000000000..a640d38ab
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+  <a href="#description" class="md-nav__link">
+    <span class="md-ellipsis">
+      Description
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#examples" class="md-nav__link">
+    <span class="md-ellipsis">
+      Examples
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#use-cases" class="md-nav__link">
+    <span class="md-ellipsis">
+      Use cases
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#spread-the-word" class="md-nav__link">
+    <span class="md-ellipsis">
+      Spread the word!
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+  
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+-->
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+<!-- Page content -->
+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; are_arrays_equal
+</span></p>
+<h1 id="are_arrays_equal">are_arrays_equal<a class="headerlink" href="#are_arrays_equal" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/company/esmoz/" title="Author: Sid Ali" target="_blank">
+    <img src="https://esmoz.fr/wp-content/uploads/2022/03/logo_esmoz_40x20-1.png" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_array/are_arrays_equal.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>are_arrays_equal</code> ?</summary>
+<details class="success">
+<summary>Call <code>are_arrays_equal</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>are_arrays_equal</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>are_arrays_equal</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>are_arrays_equal</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>are_arrays_equal</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>are_arrays_equal
+bigfun<span class="w"> </span>deploy<span class="w"> </span>are_arrays_equal
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>are_arrays_equal(array1, array2)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Return true if <code>array1</code> = <code>array2</code>
+and false otherwise</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">are_arrays_equal</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">are_arrays_equal</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">are_arrays_equal</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------+
+| are_arrays_equal |
++------------------+
+| true             |
++------------------+
+</code>
+</pre>
+
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">are_arrays_equal</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">are_arrays_equal</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">are_arrays_equal</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------+
+| are_arrays_equal |
++------------------+
+| false            |
++------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>are_arrays_equal</code>?</summary>
+<details class="success">
+<summary>Get help using <code>are_arrays_equal</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>are_arrays_equal</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p><strong>Use Case: Data Validation</strong></p>
+<p>Imagine you have a table containing product information, including a list of associated tags.  You want to validate that the tags associated with a product in one system match the tags in another system.</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">product_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">YOUR_REGION</span><span class="p">.</span><span class="n">are_arrays_equal</span><span class="p">(</span><span class="n">system1_tags</span><span class="p">,</span><span class="w"> </span><span class="n">system2_tags</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">tags_match</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="n">product_data</span><span class="p">;</span>
+</code></pre></div>
+<p>This query would return a table showing the <code>product_id</code> and a boolean value (<code>tags_match</code>) indicating whether the tag arrays are identical. You could then filter this table to identify products with mismatched tags.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
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+<script>
+const pem = `
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+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "are_arrays_equal",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
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diff --git a/bigfunctions/array_contains/index.html b/bigfunctions/array_contains/index.html
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; array_contains
+</span></p>
+<h1 id="array_contains">array_contains<a class="headerlink" href="#array_contains" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_array/array_contains.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>array_contains</code> ?</summary>
+<details class="success">
+<summary>Call <code>array_contains</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>array_contains</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>array_contains</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>array_contains</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>array_contains</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>array_contains
+bigfun<span class="w"> </span>deploy<span class="w"> </span>array_contains
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>array_contains(arr, value)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Returns <code>true</code> if <code>value</code> is in array <code>arr</code> else returns <code>false</code></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. When <code>value</code> is in array</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">array_contains</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">],</span><span class="w"> </span><span class="mi">4</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">array_contains</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">],</span><span class="w"> </span><span class="mi">4</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">array_contains</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">],</span><span class="w"> </span><span class="mi">4</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------------+
+| is_in_array |
++-------------+
+| true        |
++-------------+
+</code>
+</pre>
+
+<p><strong>2. When <code>value</code> is not in array</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">array_contains</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">],</span><span class="w"> </span><span class="mi">7</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">array_contains</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">],</span><span class="w"> </span><span class="mi">7</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">array_contains</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">],</span><span class="w"> </span><span class="mi">7</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------------+
+| is_in_array |
++-------------+
+| false       |
++-------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>array_contains</code>?</summary>
+<details class="success">
+<summary>Get help using <code>array_contains</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>array_contains</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/array_contains" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "array_contains",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; array_intersect
+</span></p>
+<h1 id="array_intersect">array_intersect<a class="headerlink" href="#array_intersect" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/axel-thevenot/" title="Author: Axel Thevenot" target="_blank">
+    <img src="https://avatars.githubusercontent.com/u/39374103?v=4" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_array/array_intersect.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>array_intersect</code> ?</summary>
+<details class="success">
+<summary>Call <code>array_intersect</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>array_intersect</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>array_intersect</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>array_intersect</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>array_intersect</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>array_intersect
+bigfun<span class="w"> </span>deploy<span class="w"> </span>array_intersect
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>array_intersect(array1, array2)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Returns the intersection of two arrays.</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">array_intersect</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">7</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">array_intersect</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">7</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">array_intersect</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">7</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------+
+| result |
++--------+
+| [2]    |
++--------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>array_intersect</code>?</summary>
+<details class="success">
+<summary>Get help using <code>array_intersect</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>array_intersect</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p><strong>Use Case: Finding Common Interests</strong></p>
+<p>Imagine you have a dataset of users and their interests, stored as arrays. You want to find users who share at least one common interest with a specific user.</p>
+<div class="highlight"><pre><span></span><code><span class="k">WITH</span><span class="w"> </span><span class="n">UserInterests</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="k">SELECT</span><span class="w"> </span><span class="s1">&#39;user1&#39;</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">user_id</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;reading&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;hiking&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;coding&#39;</span><span class="p">]</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">interests</span><span class="w"> </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span>
+<span class="w">    </span><span class="k">SELECT</span><span class="w"> </span><span class="s1">&#39;user2&#39;</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">user_id</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;coding&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;gaming&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;music&#39;</span><span class="p">]</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">interests</span><span class="w"> </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span>
+<span class="w">    </span><span class="k">SELECT</span><span class="w"> </span><span class="s1">&#39;user3&#39;</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">user_id</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;cooking&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;hiking&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;photography&#39;</span><span class="p">]</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">interests</span><span class="w"> </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span>
+<span class="w">    </span><span class="k">SELECT</span><span class="w"> </span><span class="s1">&#39;user4&#39;</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">user_id</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;gaming&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;sports&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;travel&#39;</span><span class="p">]</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">interests</span>
+<span class="p">),</span>
+<span class="n">TargetUserInterests</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="k">SELECT</span><span class="w"> </span><span class="n">interests</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="n">UserInterests</span><span class="w"> </span><span class="k">WHERE</span><span class="w"> </span><span class="n">user_id</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">&#39;user1&#39;</span><span class="w">  </span><span class="c1">-- Let&#39;s say user1 is our target user</span>
+<span class="p">)</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="n">ui</span><span class="p">.</span><span class="n">user_id</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">UserInterests</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">ui</span><span class="p">,</span><span class="w"> </span><span class="n">TargetUserInterests</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">tui</span>
+<span class="k">WHERE</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">YOUR_REGION</span><span class="p">.</span><span class="n">array_intersect</span><span class="p">(</span><span class="n">ui</span><span class="p">.</span><span class="n">interests</span><span class="p">,</span><span class="w"> </span><span class="n">tui</span><span class="p">.</span><span class="n">interests</span><span class="p">)</span><span class="w"> </span><span class="k">IS</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">NULL</span><span class="w">  </span><span class="c1">-- Replace YOUR_REGION with your BigQuery region</span>
+<span class="w">  </span><span class="k">AND</span><span class="w"> </span><span class="n">ui</span><span class="p">.</span><span class="n">user_id</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="s1">&#39;user1&#39;</span><span class="p">;</span><span class="w"> </span><span class="c1">-- Exclude the target user himself</span>
+</code></pre></div>
+<p>This query uses <code>array_intersect</code> to find the intersection of interests between each user and the target user ('user1').  If the intersection is not null (meaning they have at least one common interest), the user_id is returned.  The final <code>AND</code> clause ensures the target user isn't included in the results.</p>
+<p><strong>Other Use Cases:</strong></p>
+<ul>
+<li><strong>Product Recommendations:</strong>  Find products with features in common with a user's previously purchased items.</li>
+<li><strong>Skill Matching:</strong> Identify candidates who possess a required set of skills for a job opening.</li>
+<li><strong>Event Filtering:</strong>  Show events that match a user's selected categories.</li>
+<li><strong>Data Deduplication:</strong> Detect records with overlapping data points, like lists of keywords or tags.</li>
+<li><strong>Inventory Management:</strong>  Find items common to multiple warehouses.</li>
+</ul>
+<p>The key is that whenever you need to determine shared elements between two arrays, <code>array_intersect</code> becomes a valuable tool. Remember to replace <code>YOUR_REGION</code> with the appropriate BigQuery region for your project (e.g., <code>us</code>, <code>eu</code>, <code>us-central1</code>).</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "array_intersect",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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diff --git a/bigfunctions/array_union/index.html b/bigfunctions/array_union/index.html
new file mode 100644
index 000000000..6a9287b36
--- /dev/null
+++ b/bigfunctions/array_union/index.html
@@ -0,0 +1,1294 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
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+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction array_union is a BigQuery function which Returns the union of two arrays.">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/array_union/">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; array_union
+</span></p>
+<h1 id="array_union">array_union<a class="headerlink" href="#array_union" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/axel-thevenot/" title="Author: Axel Thevenot" target="_blank">
+    <img src="https://avatars.githubusercontent.com/u/39374103?v=4" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_array/array_union.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>array_union</code> ?</summary>
+<details class="success">
+<summary>Call <code>array_union</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>array_union</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>array_union</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>array_union</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>array_union</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>array_union
+bigfun<span class="w"> </span>deploy<span class="w"> </span>array_union
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>array_union(array1, array2)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Returns the union of two arrays.</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">array_union</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">7</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">array_union</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">7</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">array_union</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">7</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------------+
+| result          |
++-----------------+
+| [1, 2, 3, 6, 7] |
++-----------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>array_union</code>?</summary>
+<details class="success">
+<summary>Get help using <code>array_union</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>array_union</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p><strong>Use Case: Combining Product Categories</strong></p>
+<p>Imagine you have an e-commerce platform, and you store product categories as arrays in a BigQuery table. You want to display all unique categories associated with a product, even if they come from different sources.</p>
+<p><strong>Table Schema:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">CREATE</span><span class="w"> </span><span class="k">OR</span><span class="w"> </span><span class="k">REPLACE</span><span class="w"> </span><span class="k">TABLE</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">products</span><span class="o">`</span><span class="w"> </span><span class="p">(</span>
+<span class="w">  </span><span class="n">product_id</span><span class="w"> </span><span class="n">STRING</span><span class="p">,</span>
+<span class="w">  </span><span class="n">categories_source1</span><span class="w"> </span><span class="nb">ARRAY</span><span class="o">&lt;</span><span class="n">STRING</span><span class="o">&gt;</span><span class="p">,</span>
+<span class="w">  </span><span class="n">categories_source2</span><span class="w"> </span><span class="nb">ARRAY</span><span class="o">&lt;</span><span class="n">STRING</span><span class="o">&gt;</span>
+<span class="p">);</span>
+
+<span class="k">INSERT</span><span class="w"> </span><span class="k">INTO</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">products</span><span class="o">`</span><span class="w"> </span><span class="p">(</span><span class="n">product_id</span><span class="p">,</span><span class="w"> </span><span class="n">categories_source1</span><span class="p">,</span><span class="w"> </span><span class="n">categories_source2</span><span class="p">)</span><span class="w"> </span><span class="k">VALUES</span>
+<span class="p">(</span><span class="s1">&#39;product1&#39;</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;Electronics&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Smartphones&#39;</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;Mobile Phones&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Gadgets&#39;</span><span class="p">]),</span>
+<span class="p">(</span><span class="s1">&#39;product2&#39;</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;Clothing&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Shoes&#39;</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;Footwear&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Accessories&#39;</span><span class="p">]);</span>
+</code></pre></div>
+<p><strong>Query with <code>array_union</code>:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">product_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">your_region</span><span class="p">.</span><span class="n">array_union</span><span class="p">(</span><span class="n">categories_source1</span><span class="p">,</span><span class="w"> </span><span class="n">categories_source2</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">all_categories</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">products</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Result:</strong></p>
+<div class="highlight"><pre><span></span><code>+-----------+-------------------------------------+
+| product_id | all_categories                     |
++-----------+-------------------------------------+
+| product1   | [&#39;Electronics&#39;, &#39;Smartphones&#39;, &#39;Mobile Phones&#39;, &#39;Gadgets&#39;] |
+| product2   | [&#39;Clothing&#39;, &#39;Shoes&#39;, &#39;Footwear&#39;, &#39;Accessories&#39;]        |
++-----------+-------------------------------------+
+</code></pre></div>
+<p><strong>Explanation:</strong></p>
+<p>The <code>array_union</code> function effectively combines the arrays from <code>categories_source1</code> and <code>categories_source2</code>, eliminating duplicate category names. This gives you a single array (<code>all_categories</code>) containing all unique categories associated with each product.  This can be beneficial for filtering, faceting, or displaying comprehensive product information on your website.</p>
+<p>Other Use Cases:</p>
+<ul>
+<li><strong>Merging User Interests:</strong> Combining user interests from different sources (e.g., browsing history, explicit preferences) into a single unified list.</li>
+<li><strong>Consolidating Tags:</strong>  Merging tags or keywords assigned to articles or other content from multiple sources.</li>
+<li><strong>Combining Lists of Features:</strong> Merging lists of product features from different databases or APIs.  Basically anytime you need to create a distinct list from multiple lists, <code>array_union</code> is a good choice.</li>
+</ul>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "array_union",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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diff --git a/bigfunctions/ask_ai/index.html b/bigfunctions/ask_ai/index.html
new file mode 100644
index 000000000..bce8866d1
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+}
+
+.md-button--center {
+    text-align: center;
+}
+
+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
+}
+
+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
+}
+
+.md-content li>h2 {
+    font-weight: 600;
+}
+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
+}
+
+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#ask_ai" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
+  <p style="text-align: right;">
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+    </a>
+
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+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"></path></svg>
+    </a>
+
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
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+    </a>
+
+  </p>
+
+          </div>
+          
+        </aside>
+      
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+    
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+<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
+  <nav class="md-header__inner md-grid" aria-label="Header">
+    <a href="../.." title="BigFunctions" class="md-header__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
+          <span class="md-ellipsis">
+            BigFunctions
+          </span>
+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              ask_ai - BigQuery function
+            
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+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
+    
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+      </label>
+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
+    <form class="md-search__form" name="search">
+      <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
+      <label class="md-search__icon md-icon" for="__search">
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
+      </label>
+      <nav class="md-search__options" aria-label="Search">
+        
+        <button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
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+          <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"/></svg>
+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
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+            Initializing search
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+                  <div class="md-sidebar__inner">
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+<nav class="md-nav md-nav--primary md-nav--lifted" aria-label="Navigation" data-md-level="0">
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+      <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; ask_ai
+</span></p>
+<h1 id="ask_ai">ask_ai<a class="headerlink" href="#ask_ai" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/ai/ask_ai.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>ask_ai</code> ?</summary>
+<details class="success">
+<summary>Call <code>ask_ai</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>ask_ai</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>ask_ai</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>ask_ai</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>ask_ai</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>ask_ai
+bigfun<span class="w"> </span>deploy<span class="w"> </span>ask_ai
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>ask_ai(prompt, model)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Ask Anything!</p>
+<p>Google Generative AI <code>model</code> will get you an answer.</p>
+<p><code>model</code> must be one of:</p>
+<ul>
+<li><code>gemini-pro</code></li>
+<li><code>text-bison@001</code></li>
+<li><code>text-bison@002</code></li>
+<li><code>text-unicorn@001</code></li>
+<li><code>code-bison@001</code></li>
+<li><code>code-bison@002</code></li>
+<li>... any future model</li>
+<li><code>null</code>, then <code>gemini-pro</code> will be used</li>
+</ul>
+<p>Default parameters are used for each model.</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Clean data</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">ask_ai</span><span class="p">(</span>
+<span class="w">  </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  Question: what is the country from the following user input: &#39;</span><span class="n">I</span><span class="w"> </span><span class="n">live</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">frace</span><span class="s1">&#39; ?</span>
+<span class="s1">  Answer: formatted as alpha three code</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;gemini-pro&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">ask_ai</span><span class="p">(</span>
+<span class="w">  </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  Question: what is the country from the following user input: &#39;</span><span class="n">I</span><span class="w"> </span><span class="n">live</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">frace</span><span class="s1">&#39; ?</span>
+<span class="s1">  Answer: formatted as alpha three code</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;gemini-pro&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">ask_ai</span><span class="p">(</span>
+<span class="w">  </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  Question: what is the country from the following user input: &#39;</span><span class="n">I</span><span class="w"> </span><span class="n">live</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">frace</span><span class="s1">&#39; ?</span>
+<span class="s1">  Answer: formatted as alpha three code</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;gemini-pro&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------+
+| answer |
++--------+
+| FRA    |
++--------+
+</code>
+</pre>
+
+<p><strong>2. Generate SQL</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">ask_ai</span><span class="p">(</span>
+<span class="w">  </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  Question: get the 10 products which generated the most revenue in 2023</span>
+<span class="s1">  Table: sales</span>
+<span class="s1">  Columns: product_id, price, quantity, timestamp</span>
+<span class="s1">  Answer: bigquery sql query</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;code-bison@002&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">ask_ai</span><span class="p">(</span>
+<span class="w">  </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  Question: get the 10 products which generated the most revenue in 2023</span>
+<span class="s1">  Table: sales</span>
+<span class="s1">  Columns: product_id, price, quantity, timestamp</span>
+<span class="s1">  Answer: bigquery sql query</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;code-bison@002&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">ask_ai</span><span class="p">(</span>
+<span class="w">  </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  Question: get the 10 products which generated the most revenue in 2023</span>
+<span class="s1">  Table: sales</span>
+<span class="s1">  Columns: product_id, price, quantity, timestamp</span>
+<span class="s1">  Answer: bigquery sql query</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;code-bison@002&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| answer                                                                                                                                                                   |
++--------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| SELECT product_id, SUM(price * quantity) AS revenue
+FROM sales
+WHERE timestamp BETWEEN &#39;2023-01-01&#39; AND &#39;2023-12-31&#39;
+GROUP BY product_id
+ORDER BY revenue DESC
+LIMIT 10
+ |
++--------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>ask_ai</code>?</summary>
+<details class="success">
+<summary>Get help using <code>ask_ai</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>ask_ai</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>The provided documentation describes a BigQuery function <code>ask_ai</code> that leverages Google's Generative AI models to answer questions. Here are a few use cases, expanding on the examples provided:</p>
+<p><strong>1. Data Cleaning and Transformation:</strong></p>
+<ul>
+<li><strong>Standardizing Country Codes:</strong>  As shown in the example, you can use <code>ask_ai</code> to clean up inconsistent country names entered by users.  Imagine a database with a "country" field containing free-text entries like "USA," "United States," "US," "united states of america," etc.  <code>ask_ai</code> can be used to convert these variations into a standardized format, such as the three-letter ISO country code.</li>
+<li><strong>Extracting Information from Unstructured Text:</strong> Suppose you have a column with customer feedback. You could use <code>ask_ai</code> to identify and extract key sentiments (positive, negative, neutral), topics discussed, or specific product mentions.</li>
+<li><strong>Data Validation:</strong>  You could use <code>ask_ai</code> to check the validity of data. For example, given a date of birth, you could ask if the person is over 18.</li>
+</ul>
+<p><strong>2. Code Generation (SQL and potentially others):</strong></p>
+<ul>
+<li><strong>Generating SQL Queries:</strong> This is a powerful use case demonstrated in the documentation.  Instead of writing complex SQL queries manually, you can describe what you want to achieve in natural language, and <code>ask_ai</code> can generate the corresponding SQL.  This is particularly helpful for less experienced SQL users or for quickly prototyping queries.</li>
+<li><strong>Generating Other Code:</strong>  While not explicitly mentioned, the ability to specify different models like <code>code-bison</code> suggests the possibility of generating code in other languages.  This could be explored for tasks like creating Python scripts for data processing or JavaScript code for web applications, directly within BigQuery.</li>
+</ul>
+<p><strong>3. Data Analysis and Insights:</strong></p>
+<ul>
+<li><strong>Summarizing Text:</strong> Given a large volume of text data (e.g., customer reviews, news articles), <code>ask_ai</code> can provide concise summaries, highlighting key themes and trends.</li>
+<li><strong>Answering Business Questions:</strong> You could pose questions like "What are the top 3 reasons for customer churn?" or "Which product category has seen the highest growth in the last quarter?" and <code>ask_ai</code> could analyze the data and provide answers in natural language.</li>
+<li><strong>Generating Reports:</strong> By combining the SQL generation capabilities with summarization, you could automate the creation of simple reports based on data in BigQuery.</li>
+</ul>
+<p><strong>4. Content Creation and Enhancement:</strong></p>
+<ul>
+<li><strong>Generating Product Descriptions:</strong>  If you have a database of product features, you could use <code>ask_ai</code> to generate compelling product descriptions for marketing materials.</li>
+<li><strong>Creating Personalized Content:</strong>  Based on user data, you could generate personalized recommendations, email messages, or other content.</li>
+</ul>
+<p><strong>Limitations:</strong></p>
+<p>It's important to be aware that large language models like those used by <code>ask_ai</code> can sometimes generate incorrect or nonsensical output.  It's crucial to validate the results and use the function judiciously, especially in critical applications.  Furthermore, cost considerations might be relevant depending on usage volume.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/ask_ai" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "ask_ai",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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diff --git a/bigfunctions/ask_appstore_reviews/index.html b/bigfunctions/ask_appstore_reviews/index.html
new file mode 100644
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--- /dev/null
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+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction ask_appstore_reviews is a BigQuery function which Ask AI what your app users think.">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/ask_appstore_reviews/">
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+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#ask_appstore_reviews" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
+  <p style="text-align: right;">
+
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+    </a>
+
+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"></path></svg>
+    </a>
+
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
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+    </a>
+
+  </p>
+
+          </div>
+          
+        </aside>
+      
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+  <nav class="md-header__inner md-grid" aria-label="Header">
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+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
+          <span class="md-ellipsis">
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+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              ask_appstore_reviews - BigQuery function
+            
+          </span>
+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
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+      <label class="md-header__button md-icon" for="__search">
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+      </label>
+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
+    <form class="md-search__form" name="search">
+      <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
+      <label class="md-search__icon md-icon" for="__search">
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
+      </label>
+      <nav class="md-search__options" aria-label="Search">
+        
+        <button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
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+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
+        <div class="md-search-result" data-md-component="search-result">
+          <div class="md-search-result__meta">
+            Initializing search
+          </div>
+          <ol class="md-search-result__list" role="presentation"></ol>
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+    
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+        <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+  </div>
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+        
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+    <div class="md-container" data-md-component="container">
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+        
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+      <main class="md-main" data-md-component="main">
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+          
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+              
+                
+              
+              <div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" hidden>
+                <div class="md-sidebar__scrollwrap">
+                  <div class="md-sidebar__inner">
+                    
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+<nav class="md-nav md-nav--primary md-nav--lifted" aria-label="Navigation" data-md-level="0">
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+      <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; ask_appstore_reviews
+</span></p>
+<h1 id="ask_appstore_reviews">ask_appstore_reviews<a class="headerlink" href="#ask_appstore_reviews" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/ai/ask_appstore_reviews.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>ask_appstore_reviews</code> ?</summary>
+<details class="success">
+<summary>Call <code>ask_appstore_reviews</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>ask_appstore_reviews</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>ask_appstore_reviews</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>ask_appstore_reviews</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>ask_appstore_reviews</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>ask_appstore_reviews
+bigfun<span class="w"> </span>deploy<span class="w"> </span>ask_appstore_reviews
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>ask_appstore_reviews(prompt, app_url_in_appstore)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Ask AI what your app users think.</p>
+<p>This function:</p>
+<ol>
+<li>Calls <a href="https://unytics.io/bigfunctions/bigfunctions/get_appstore_reviews/"><code>get_appstore_reviews</code></a> function to retrieve the 500 latest user reviews of the mobile app.</li>
+<li>Builds a prompt using your question and including the retrieved user reviews.</li>
+<li>Calls <a href="https://unytics.io/bigfunctions/bigfunctions/ask_ai/"><code>ask_ai</code></a> function to get the prompt answer using <code>gemini-1.5-flash-preview-0514</code> model.</li>
+</ol>
+<p>Click the GitHub icon to see the code.</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>Coolest Feature of Blablacar app</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">ask_appstore_reviews</span><span class="p">(</span><span class="s1">&#39;What is the coolest feature regarding customers?&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;https://apps.apple.com/fr/app/blablacar-covoiturage-et-bus/id341329033&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">ask_appstore_reviews</span><span class="p">(</span><span class="s1">&#39;What is the coolest feature regarding customers?&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;https://apps.apple.com/fr/app/blablacar-covoiturage-et-bus/id341329033&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">ask_appstore_reviews</span><span class="p">(</span><span class="s1">&#39;What is the coolest feature regarding customers?&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;https://apps.apple.com/fr/app/blablacar-covoiturage-et-bus/id341329033&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| answer                                                                                                                                                                                                                                                                   |
++--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| ## Blablacar App Review Analysis: Coolest Feature?
+
+A recurring positive theme emerges: **the concept of community and shared journeys.**
+Users appreciate the opportunity to connect with others, share costs, and contribute to a more sustainable way of travel
+
+...
+ |
++--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>ask_appstore_reviews</code>?</summary>
+<details class="success">
+<summary>Get help using <code>ask_appstore_reviews</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>ask_appstore_reviews</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A marketing analyst for a mobile app company wants to understand user sentiment and identify the features users find most valuable.  They could use the <code>ask_appstore_reviews</code> function to:</p>
+<ol>
+<li>
+<p><strong>Analyze user reviews for specific features:</strong> By providing a prompt like "What do users say about the new in-app messaging feature?", the analyst can quickly gauge user feedback on a specific update or functionality. The function would analyze the app store reviews and summarize user sentiment, highlighting both positive and negative comments.</p>
+</li>
+<li>
+<p><strong>Identify the most popular features:</strong> Using a prompt like "What is the coolest feature of our app according to users?", the analyst can uncover the features that resonate most with their audience. This information can inform future development priorities and marketing campaigns.</p>
+</li>
+<li>
+<p><strong>Track changes in user sentiment over time:</strong>  By running the function regularly (e.g., weekly or monthly), the analyst can track how user sentiment towards different features evolves over time. This can help identify emerging issues or trends and allow the company to react proactively.</p>
+</li>
+<li>
+<p><strong>Compare user sentiment to competitors:</strong> By using the <code>get_appstore_reviews</code> function on competitors' apps (and then feeding those results into <code>ask_appstore_reviews</code>), the analyst could gain insights into what users value in competitor apps and identify areas where their own app could improve. For example, the prompt could be: "Comparing our app to [Competitor App Name], what are the key features users prefer in their app?"</p>
+</li>
+<li>
+<p><strong>Generate marketing copy:</strong>  The summarized feedback from <code>ask_appstore_reviews</code> could be used to create compelling marketing materials that highlight the app's most popular features, using the actual language and sentiment expressed by users.  For example, snippets of positive reviews could be used in ad copy or on the app store listing.</p>
+</li>
+</ol>
+<p>In essence, the <code>ask_appstore_reviews</code> function provides a convenient way to analyze user feedback and gain actionable insights for app improvement, marketing, and product development.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/ask_appstore_reviews" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
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+<script>
+const pem = `
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+const publicKey = forge.pki.publicKeyFromPem(pem);
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+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "ask_appstore_reviews",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
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diff --git a/bigfunctions/ask_my_data/index.html b/bigfunctions/ask_my_data/index.html
new file mode 100644
index 000000000..410d94a2e
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+<h1 id="ask_my_data">ask_my_data<a class="headerlink" href="#ask_my_data" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/ai/ask_my_data.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>ask_my_data</code> ?</summary>
+<details class="success">
+<summary>Call <code>ask_my_data</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>ask_my_data</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>ask_my_data</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>ask_my_data</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>ask_my_data</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>ask_my_data
+bigfun<span class="w"> </span>deploy<span class="w"> </span>ask_my_data
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>ask_my_data(question, fully_qualified_table)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Ask your data any <code>question</code> in natural language.</p>
+<blockquote>
+<p>This function calls  <a href="../generate_sql/"><code>generate_sql</code></a> to convert the <code>question</code> into a SQL query adapted to your data and execute it.<br>
+<em>(If the execution fails, the temporary table <code>bigfunction_result</code> gives details).</em></p>
+</blockquote>
+<table>
+<thead>
+<tr>
+<th>Param</th>
+<th>Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>question</code></td>
+<td>A question to ask over your data. It may start with a verb</td>
+</tr>
+<tr>
+<td><code>fully_qualified_table</code></td>
+<td>A table whose schema will be given to the generative AI model for context.<br> - <code>fully_qualified_table</code> format must be like <code>PROJECT.DATASET.TABLE</code>.<br>  - <code>fully_qualified_table</code> must exist.<br>  - You must have read permission on the table schema</td>
+</tr>
+</tbody>
+</table>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">ask_my_data</span><span class="p">(</span><span class="s1">&#39;get the 3 products which generated the most revenue in 2023&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;bigfunctions.eu.sales&#39;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">ask_my_data</span><span class="p">(</span><span class="s1">&#39;get the 3 products which generated the most revenue in 2023&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;bigfunctions.us.sales&#39;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">ask_my_data</span><span class="p">(</span><span class="s1">&#39;get the 3 products which generated the most revenue in 2023&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;bigfunctions.europe_west1.sales&#39;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
++------------+---------+
+| product_id | revenue |
++------------+---------+
++ 8          + 50286   |
++ 6          + 46172   |
++ 10         + 27972   |
++------------+---------+
+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>ask_my_data</code>?</summary>
+<details class="success">
+<summary>Get help using <code>ask_my_data</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>ask_my_data</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A business analyst wants to understand sales data for 2023, specifically which products generated the most revenue. They have a BigQuery table named <code>sales</code> in their project (e.g., <code>my-project.sales_data.sales</code>) containing product IDs, revenue figures, and other sales-related information.</p>
+<p>Instead of writing a complex SQL query, the analyst uses the <code>ask_my_data</code> function like so:</p>
+<div class="highlight"><pre><span></span><code><span class="k">CALL</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">ask_my_data</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;Get the 3 products which generated the most revenue in 2023&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;my-project.sales_data.sales&#39;</span>
+<span class="p">);</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+<p>This function call takes two arguments:</p>
+<ol>
+<li><strong><code>'Get the 3 products which generated the most revenue in 2023'</code>:</strong> The natural language question the analyst wants to ask the data.</li>
+<li><strong><code>'my-project.sales_data.sales'</code>:</strong> The fully qualified name of the table the question pertains to. This allows the function to understand the structure of the data and generate the appropriate SQL query.</li>
+</ol>
+<p>The <code>ask_my_data</code> function then internally translates the natural language question into a SQL query (likely involving aggregation, filtering, and ordering), executes it against the specified table, and stores the results in a temporary table named <code>bigfunction_result</code>. The analyst can then retrieve the results by querying <code>bigfunction_result</code>.</p>
+<p>This simplified approach allows users without extensive SQL knowledge to extract insights from their data using natural language, making data analysis more accessible and efficient.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/ask_my_data" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "ask_my_data",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
+
+
+
+
+
+  
+  
+
+
+
+<!-- Was this page helpful? -->
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diff --git a/bigfunctions/benford_distance/index.html b/bigfunctions/benford_distance/index.html
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; benford_distance
+</span></p>
+<h1 id="benford_distance">benford_distance<a class="headerlink" href="#benford_distance" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/tfmv5" title="Author: Thomas F McGeehan V" target="_blank">
+    <img src="https://avatars.githubusercontent.com/u/3191913?s=60&v=4" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_array/benford_distance.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>benford_distance</code> ?</summary>
+<details class="success">
+<summary>Call <code>benford_distance</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>benford_distance</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>benford_distance</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>benford_distance</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>benford_distance</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>benford_distance
+bigfun<span class="w"> </span>deploy<span class="w"> </span>benford_distance
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>benford_distance(values)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Calculate the distance from Benford's Law for given <code>values</code>.</p>
+<p>As mentioned in <a href="https://en.wikipedia.org/wiki/Benford%27s_law">wikipedia</a>, <em>Benford's law, is an observation that in many real-life sets of numerical data, the leading digit is likely to be small. In sets that obey the law, the number 1 appears as the leading significant digit about 30% of the time, while 9 appears as the leading significant digit less than 5% of the time.</em></p>
+<p>This function computes the Chi-square distance between the observed distribution of leading digits of <code>values</code> and the expected distribution according to Benford's Law.</p>
+<p>The smaller the <code>benford_distance</code>, the more the <code>values</code> follow Benford's Law.</p>
+<p>Read <a href="https://medium.com/@vihasharma1099/the-mysterious-benfords-law-and-it-s-connection-with-fraud-detection-4a1192f48f47">"The Mysterious Benford’s Law and it’s Connection with Fraud Detection"</a> by Vihasharma to see some applications of this function.</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Uniformly distributed values do not follow Benford's Law</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">benford_distance</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">7</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">benford_distance</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">7</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">benford_distance</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">7</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------+
+| benford_distance |
++------------------+
+| 0.4              |
++------------------+
+</code>
+</pre>
+
+<p><strong>2. Having more small values follow more Benford's Law. Distance is lower</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">benford_distance</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">benford_distance</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">benford_distance</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------+
+| benford_distance |
++------------------+
+| 0.2              |
++------------------+
+</code>
+</pre>
+
+<p><strong>3. Having constant values follow less Benford's Law than uniform. Distance is higher</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">benford_distance</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">benford_distance</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">benford_distance</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------+
+| benford_distance |
++------------------+
+| 2.3              |
++------------------+
+</code>
+</pre>
+
+<p><strong>4. Higher leading digits is worse. Distance is much higher</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="4:3"><input checked="checked" id="__tabbed_4_1" name="__tabbed_4" type="radio" /><input id="__tabbed_4_2" name="__tabbed_4" type="radio" /><input id="__tabbed_4_3" name="__tabbed_4" type="radio" /><div class="tabbed-labels"><label for="__tabbed_4_1">EU</label><label for="__tabbed_4_2">US</label><label for="__tabbed_4_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">benford_distance</span><span class="p">([</span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">benford_distance</span><span class="p">([</span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">benford_distance</span><span class="p">([</span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------+
+| benford_distance |
++------------------+
+| 20.7             |
++------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>benford_distance</code>?</summary>
+<details class="success">
+<summary>Get help using <code>benford_distance</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>benford_distance</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A common use case for the <code>benford_distance</code> function is <strong>fraud detection</strong>.  Benford's Law states that in many naturally occurring datasets, the leading digit 1 appears with a probability of about 30%, followed by 2 at about 18%, and so on, with 9 being the least frequent leading digit. Datasets that deviate significantly from this distribution can be a red flag for manipulation or fabrication.</p>
+<p>Here's a practical example in the context of financial transactions:</p>
+<p><strong>Scenario:</strong> You're an auditor examining a company's expense reports.  You suspect some employees might be submitting fraudulent claims.</p>
+<p><strong>How to use <code>benford_distance</code>:</strong></p>
+<ol>
+<li>
+<p><strong>Apply the function:</strong> Use the <code>benford_distance</code> function on the array of leading digits. A higher distance suggests a greater deviation from Benford's Law.</p>
+</li>
+<li>
+<p><strong>Investigate outliers:</strong>  Focus your investigation on expense reports with the highest <code>benford_distance</code> scores. These are the reports most likely to contain fabricated numbers.</p>
+</li>
+</ol>
+<p><strong>Example BigQuery SQL:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">employee_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">benford_distance</span><span class="p">(</span><span class="n">array_agg</span><span class="p">(</span><span class="n">expense_amount</span><span class="p">))</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">benford_distance</span>
+<span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">expense_reports</span><span class="o">`</span>
+<span class="k">GROUP</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="n">employee_id</span>
+<span class="k">ORDER</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="n">benford_distance</span><span class="w"> </span><span class="k">DESC</span><span class="p">;</span>
+</code></pre></div>
+<p>This query groups expenses by employee and calculates the <code>benford_distance</code> for each employee's expense amounts. Ordering by <code>benford_distance</code> descending allows you to quickly identify employees with suspicious expense patterns.</p>
+<p><strong>Other use cases:</strong></p>
+<ul>
+<li><strong>Election fraud detection:</strong> Analyzing vote counts for adherence to Benford's Law.</li>
+<li><strong>Scientific data validation:</strong> Checking the integrity of experimental measurements.</li>
+<li><strong>Financial market analysis:</strong> Identifying potential market manipulation or anomalies in stock prices.</li>
+<li><strong>Accounting and auditing:</strong> Detecting inconsistencies or fabricated data in financial statements.</li>
+</ul>
+<p>By measuring the deviation from Benford's Law, the <code>benford_distance</code> function provides a valuable tool for identifying potentially fraudulent or manipulated data in a variety of applications.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/benford_distance" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
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+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "benford_distance",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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+</html>
\ No newline at end of file
diff --git a/bigfunctions/camel2snake/index.html b/bigfunctions/camel2snake/index.html
new file mode 100644
index 000000000..91ed21956
--- /dev/null
+++ b/bigfunctions/camel2snake/index.html
@@ -0,0 +1,1248 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction camel2snake is a BigQuery function which Convert `string` from camelCase to snake_case">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/camel2snake/">
+      
+      
+      
+      
+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>camel2snake - BigQuery function - BigFunctions</title>
+      
+    
+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
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+        <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
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+        <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
+      
+    
+    
+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
+    
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+    
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+
+<meta property="og:title" content="camel2snake - BigQuery function - BigFunctions" />
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+
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+
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+.md-typeset .admonition.abstract,
+.md-typeset details.abstract {
+  border-color: rgb(43, 155, 70);
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+.md-typeset .abstract > .admonition-title,
+.md-typeset .abstract > summary {
+  background-color: var(--md-primary-fg-color);
+}
+.md-typeset .abstract > .admonition-title::before,
+.md-typeset .abstract > summary::before {
+  background-color: var(--md-primary-fg-color);
+  -webkit-mask-image: var(--md-admonition-icon--abstract);
+          mask-image: var(--md-admonition-icon--abstract);
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+   min-width: 100%;
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+  font-size: .8rem;
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+.md-typeset .md-button.md-button--primary:hover {
+  color: var(--md-primary-fg-color);
+  background-color: var(--md-primary-bg-color);
+  border-color: var(--md-primary-fg-color);
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+
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+  max-width: 1000px;
+  /*min-width: 600px;*/
+  width: 100%;
+  height: auto;
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+  display: flex;
+  align-items: stretch;
+}
+
+.hero__image img {
+  width: 100%;
+  height: 100%;
+  min-width: 0;
+}
+
+.md-button--center {
+    text-align: center;
+}
+
+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
+}
+
+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
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+
+.md-content li>h2 {
+    font-weight: 600;
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+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
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+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
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+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
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+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
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+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
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+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
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+    <div data-md-component="skip">
+      
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+        <a href="#camel2snake" class="md-skip">
+          Skip to content
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+        <li class="md-nav__item">
+  <a href="#description" class="md-nav__link">
+    <span class="md-ellipsis">
+      Description
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+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#examples" class="md-nav__link">
+    <span class="md-ellipsis">
+      Examples
+    </span>
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+  <a href="#spread-the-word" class="md-nav__link">
+    <span class="md-ellipsis">
+      Spread the word!
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+</li>
+      
+    </ul>
+  
+</nav>
+                  </div>
+                </div>
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+              <article class="md-content__inner md-typeset">
+                
+                  <!-- Tags -->
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+<!--
+  Hack: check whether the content contains a h1 headline. If it doesn't, the
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+-->
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; camel2snake
+</span></p>
+<h1 id="camel2snake">camel2snake<a class="headerlink" href="#camel2snake" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/camel2snake.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>camel2snake</code> ?</summary>
+<details class="success">
+<summary>Call <code>camel2snake</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>camel2snake</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>camel2snake</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>camel2snake</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>camel2snake</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>camel2snake
+bigfun<span class="w"> </span>deploy<span class="w"> </span>camel2snake
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>camel2snake(camelCaseString)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Convert <code>string</code> from camelCase to snake_case</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">camel2snake</span><span class="p">(</span><span class="s1">&#39;FooBar !&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">camel2snake</span><span class="p">(</span><span class="s1">&#39;FooBar !&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">camel2snake</span><span class="p">(</span><span class="s1">&#39;FooBar !&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------------------+
+| snake_case_string |
++-------------------+
+| foo_bar           |
++-------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>camel2snake</code>?</summary>
+<details class="success">
+<summary>Get help using <code>camel2snake</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>camel2snake</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/camel2snake" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "camel2snake",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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diff --git a/bigfunctions/categorize/index.html b/bigfunctions/categorize/index.html
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; categorize
+</span></p>
+<h1 id="categorize">categorize<a class="headerlink" href="#categorize" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/ai/categorize.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>categorize</code> ?</summary>
+<details class="success">
+<summary>Call <code>categorize</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>categorize</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>categorize</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>categorize</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>categorize</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>categorize
+bigfun<span class="w"> </span>deploy<span class="w"> </span>categorize
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>categorize(items)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Categorize <code>items</code> in categories and subcategories.</p>
+<p>Using GenAi, this function generates a hierarchy of categories and subcategories that best represents the given <code>items</code>.
+(<code>items</code>: must be a json array of strings or or objects).</p>
+<p>It returns a json array of objects as:</p>
+<div class="highlight"><pre><span></span><code>[
+  {item: first_item,     ...
+]
+</code></pre></div>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Categorize texts</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">categorize</span><span class="p">(</span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;[</span>
+<span class="s1">    &quot;this is a great application&quot;</span>
+<span class="s1">    &quot;i cannot connect&quot;</span>
+<span class="s1">  ]&#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">categorize</span><span class="p">(</span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;[</span>
+<span class="s1">    &quot;this is a great application&quot;</span>
+<span class="s1">    &quot;i cannot connect&quot;</span>
+<span class="s1">  ]&#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">categorize</span><span class="p">(</span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;[</span>
+<span class="s1">    &quot;this is a great application&quot;</span>
+<span class="s1">    &quot;i cannot connect&quot;</span>
+<span class="s1">  ]&#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| categories                                                                                                                                                             |
++------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| [
+  {&#39;item&#39;: &#39;this is a great application&#39;, &#39;category&#39;: &#39;General Feedback/Positive Review&#39;},
+  {&#39;item&#39;: &#39;i cannot connect&#39;, &#39;category&#39;: &#39;App Issues/Login Issues&#39;},
+]
+ |
++------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<p><strong>2. Categorize User Reviews of Nickel App in App Store</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">categorize</span><span class="p">(</span>
+<span class="w">  </span><span class="p">(</span>
+<span class="w">    </span><span class="k">select</span><span class="w"> </span><span class="n">to_json</span><span class="p">(</span><span class="n">array_agg</span><span class="p">(</span><span class="n">content</span><span class="p">))</span>
+<span class="w">    </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">get_appstore_reviews</span><span class="p">(</span>
+<span class="w">      </span><span class="s1">&#39;https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763&#39;</span>
+<span class="w">    </span><span class="p">)</span>
+<span class="w">  </span><span class="p">)</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">categorize</span><span class="p">(</span>
+<span class="w">  </span><span class="p">(</span>
+<span class="w">    </span><span class="k">select</span><span class="w"> </span><span class="n">to_json</span><span class="p">(</span><span class="n">array_agg</span><span class="p">(</span><span class="n">content</span><span class="p">))</span>
+<span class="w">    </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_appstore_reviews</span><span class="p">(</span>
+<span class="w">      </span><span class="s1">&#39;https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763&#39;</span>
+<span class="w">    </span><span class="p">)</span>
+<span class="w">  </span><span class="p">)</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">categorize</span><span class="p">(</span>
+<span class="w">  </span><span class="p">(</span>
+<span class="w">    </span><span class="k">select</span><span class="w"> </span><span class="n">to_json</span><span class="p">(</span><span class="n">array_agg</span><span class="p">(</span><span class="n">content</span><span class="p">))</span>
+<span class="w">    </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">get_appstore_reviews</span><span class="p">(</span>
+<span class="w">      </span><span class="s1">&#39;https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763&#39;</span>
+<span class="w">    </span><span class="p">)</span>
+<span class="w">  </span><span class="p">)</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| categories                                                                                                                                                             |
++------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| [
+  {&#39;item&#39;: &#39;this is a great application&#39;, &#39;category&#39;: &#39;General Feedback/Positive Review&#39;},
+  {&#39;item&#39;: &#39;i cannot connect&#39;, &#39;category&#39;: &#39;App Issues/Login Issues&#39;},
+]
+ |
++------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>categorize</code>?</summary>
+<details class="success">
+<summary>Get help using <code>categorize</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>categorize</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/categorize" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
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+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "categorize",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
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+
+
+
+
+
+  
+  
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+
+
+<!-- Was this page helpful? -->
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+<!-- Comment system -->
+
+                
+              </article>
+            </div>
+          
+          
+  <script>var tabs=__md_get("__tabs");if(Array.isArray(tabs))e:for(var set of document.querySelectorAll(".tabbed-set")){var labels=set.querySelector(".tabbed-labels");for(var tab of tabs)for(var label of labels.getElementsByTagName("label"))if(label.innerText.trim()===tab){var input=document.getElementById(label.htmlFor);input.checked=!0;continue e}}</script>
+
+<script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script>
+        </div>
+        
+      </main>
+      
+        
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+<!-- Application footer -->
+<footer class="md-footer">
+  <!-- Further information -->
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+      <div style="width: 200px; margin: auto 0;">
+        <img
+          src="https://unytics.io/bigfunctions/assets/logo_and_name.png"
+          alt="bigfunctions logo"
+        >
+      </div>
+      
+        <div style="color: rgb(92, 92, 92); margin: auto 0;">
+          Built by <a href="https://unytics.io"><u>Unytics</u></a> — Copyright &copy; 2025
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+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9M244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8M97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1m-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7m32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1m-11.4-14.7c-1.6 1-1.6 3.6 0 5.9s4.3 3.3 5.6 2.3c1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2"/></svg>
+    </a>
+  
+    
+    
+    
+    
+      
+      
+    
+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"/></svg>
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new file mode 100644
index 000000000..86aa87b76
--- /dev/null
+++ b/bigfunctions/chart/index.html
@@ -0,0 +1,1300 @@
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+      
+      
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+}
+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
+}
+
+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
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+
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+  </head>
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+    <body dir="ltr">
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+    <div data-md-component="skip">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; chart
+</span></p>
+<h1 id="chart">chart<a class="headerlink" href="#chart" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/explore/chart.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>chart</code> ?</summary>
+<details class="success">
+<summary>Call <code>chart</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>chart</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>chart</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>chart</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>chart</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>chart
+bigfun<span class="w"> </span>deploy<span class="w"> </span>chart
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>chart(data, chart_type, ylabel)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Return html with a chartjs chart</p>
+<details class="example">
+<summary>See the result as a data visualization in BigQuery Console!</summary>
+<p><strong>The result of this function can be vizualized as an html report directly in BigQuery Console!</strong></p>
+<ol>
+<li>Install this bookmarklet: <a href="javascript:(function()%7Blet%20isChartJsLoaded%20%3D%20false%3B%0Alet%20isGoogleChartsLoaded%20%3D%20false%3B%0Alet%20isFunnelGraphJsLoaded%20%3D%20false%3B%0A%0A%0Awindow.escapeHTML%20%3D%20function(html)%20%7B%0A%20%20if(!trustedTypes)%20%7B%0A%20%20%20%20return%20html%3B%0A%20%20%7D%0A%20%20const%20policy%20%3D%20trustedTypes.createPolicy(%22forceInner%22%2C%20%7BcreateHTML%3A%20(to_escape)%20%3D%3E%20to_escape%7D)%3B%0A%20%20return%20policy.createHTML(html)%3B%0A%7D%3B%0A%0A%0Aconst%20escapeScript%20%3D%20function(script)%20%7B%0A%20%20if(!trustedTypes)%20%7B%0A%20%20%20%20return%20script%3B%0A%20%20%7D%0A%20%20const%20policy%20%3D%20trustedTypes.createPolicy(%22forceInner%22%2C%20%7BcreateScript%3A%20(to_escape)%20%3D%3E%20to_escape%7D)%3B%0A%20%20return%20policy.createScript(script)%3B%0A%7D%3B%0A%0A%0Aconst%20setInnerHTML%20%3D%20function(elm%2C%20html)%20%7B%0A%20%20elm.innerHTML%20%3D%20window.escapeHTML(html)%3B%0A%20%20Array.from(elm.querySelectorAll('script')).forEach(%20oldScript%20%3D%3E%20%7B%0A%20%20%20%20%20%20const%20newScript%20%3D%20document.createElement('script')%3B%0A%20%20%20%20%20%20Array.from(oldScript.attributes).forEach(%20attr%20%3D%3E%20newScript.setAttribute(attr.name%2C%20attr.value)%20)%3B%0A%20%20%20%20%20%20newScript.text%20%3D%20escapeScript(oldScript.innerHTML)%3B%0A%20%20%20%20%20%20oldScript.parentNode.replaceChild(newScript%2C%20oldScript)%3B%0A%20%20%7D)%3B%0A%7D%3B%0A%0A%0Aconst%20run%20%3D%20async%20function()%20%7B%0A%20%20if%20(!isChartJsLoaded%20%7C%7C%20!isGoogleChartsLoaded%20%7C%7C%20!isFunnelGraphJsLoaded)%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20results_table_container%20%3D%20document.querySelector('bq-tab-content%3Anot(.cfc-hidden)%20bq-results-table')%3B%0A%20%20if%20(!results_table_container)%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20cells%20%3D%20results_table_container.querySelectorAll('td%20div%3Anot(.cfc-flex-container)')%3B%0A%20%20if%20(cells.length%20!%3D%3D%201)%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20cell%20%3D%20cells%5B0%5D%3B%0A%20%20const%20content%20%3D%20cell.innerText%3B%0A%20%20if%20(!content.startsWith(%22%3Chtml%22))%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20if%20(content.endsWith(%22...%22))%20%7B%0A%20%20%20%20cell.nextElementSibling.firstElementChild.click()%3B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20html%20%3D%20%60%3Csection%20id%3D%22bf-container%22%20class%3D%22section%22%3E%24%7Bcontent%7D%3C%2Fsection%3E%60%0A%20%20setInnerHTML(results_table_container%2C%20html)%3B%0A%7D%3B%0A%0A%0Aconst%20loadBulmaCss%20%3D%20function()%20%7B%0A%20%20const%20bulma%20%3D%20document.createElement('link')%3B%0A%20%20bulma.setAttribute('rel'%2C%20'stylesheet')%3B%0A%20%20bulma.setAttribute('href'%2C%20'https%3A%2F%2Fcdn.jsdelivr.net%2Fnpm%2Fbulma%400.9.4%2Fcss%2Fbulma.min.css')%3B%0A%20%20document.head.appendChild(bulma)%3B%0A%7D%3B%0A%0A%0Aconst%20loadChartJs%20%3D%20function()%20%7B%0A%20%20fetch('https%3A%2F%2Fcdnjs.cloudflare.com%2Fajax%2Flibs%2FChart.js%2F3.9.1%2Fchart.min.js')%0A%20%20.then((response)%20%3D%3E%20response.text())%0A%20%20.then((text)%20%3D%3E%20%7B%0A%20%20%20%20const%20script%20%3D%20document.createElement('script')%3B%0A%20%20%20%20script.text%20%3D%20escapeScript(text)%3B%0A%20%20%20%20document.head.appendChild(script)%3B%0A%20%20%20%20isChartJsLoaded%20%3D%20true%3B%0A%20%20%7D)%3B%0A%7D%3B%0A%0A%0Aconst%20loadGoogleChart%20%3D%20function()%20%7B%0A%20%20fetch('https%3A%2F%2Fwww.gstatic.com%2Fcharts%2Floader.js')%0A%20%20.then((response)%20%3D%3E%20response.text())%0A%20%20.then((text)%20%3D%3E%20%7B%0A%20%20%20%20const%20script%20%3D%20document.createElement('script')%3B%0A%20%20%20%20script.text%20%3D%20escapeScript(text)%3B%0A%20%20%20%20document.head.appendChild(script)%3B%0A%20%20%20%20google.charts.load('current'%2C%20%7Bpackages%3A%20%5B'sankey'%5D%7D)%3B%0A%20%20%20%20google.charts.setOnLoadCallback(function()%20%7B%20isGoogleChartsLoaded%20%3D%20true%3B%20%7D)%3B%0A%20%20%7D)%3B%0A%7D%3B%0A%0A%0Aconst%20loadFunnelGraphJs%20%3D%20function()%20%7B%0A%20%20const%20css%20%3D%20document.createElement('link')%3B%0A%20%20css.setAttribute('rel'%2C%20'stylesheet')%3B%0A%20%20css.setAttribute('href'%2C%20'https%3A%2F%2Funpkg.com%2Ffunnel-graph-js%401.3.9%2Fdist%2Fcss%2Fmain.min.css')%3B%0A%20%20document.head.appendChild(css)%3B%0A%0A%20%20const%20css2%20%3D%20document.createElement('link')%3B%0A%20%20css2.setAttribute('rel'%2C%20'stylesheet')%3B%0A%20%20css2.setAttribute('href'%2C%20'https%3A%2F%2Funpkg.com%2Ffunnel-graph-js%401.3.9%2Fdist%2Fcss%2Ftheme.min.css')%3B%0A%20%20document.head.appendChild(css2)%3B%0A%0A%20%20fetch('https%3A%2F%2Funpkg.com%2Ffunnel-graph-js%401.3.9%2Fdist%2Fjs%2Ffunnel-graph.min.js')%0A%20%20.then((response)%20%3D%3E%20response.text())%0A%20%20.then((text)%20%3D%3E%20%7B%0A%20%20%20%20const%20regex%20%3D%20%2FinnerHTML%3D(%5Cw%2B)%2Fgi%3B%0A%20%20%20%20text%20%3D%20text.replace(regex%2C%20'innerHTML%3Dwindow.escapeHTML(%241)')%3B%0A%20%20%20%20console.log(text)%3B%0A%20%20%20%20const%20script%20%3D%20document.createElement('script')%3B%0A%20%20%20%20script.text%20%3D%20escapeScript(text)%3B%0A%20%20%20%20document.head.appendChild(script)%3B%0A%20%20%20%20isFunnelGraphJsLoaded%20%3D%20true%3B%0A%20%20%7D)%3B%0A%0A%0A%7D%0A%0AloadBulmaCss()%3B%0AloadFunnelGraphJs()%3B%0AloadChartJs()%3B%0AloadGoogleChart()%3B%0AsetInterval(run%2C%20100)%3B%7D)()%3B">bigfunctions</a> <em>(it has to be done only once)</em></li>
+<li>Open BigQuery console</li>
+<li>Click on the installed bookmarklet.<ul>
+<li>From now on, the bookmarklet code will observe the BigQuery console page.</li>
+<li>If a BigQuery result appears with a unique cell containing html content, it will be rendered.</li>
+</ul>
+</li>
+<li>You will have to click on the bookmarklet <em>again</em>:<ul>
+<li>If you refresh the Bigquery console page,</li>
+<li>If you open the BigQuery console in a new tab of your browser.</li>
+</ul>
+</li>
+<li>Run the query of the example and open the result of the latest subquery. The result will be shown as a nice html content.</li>
+</ol>
+<p><br></p>
+<p><img alt="bookmarklet usage" src="../../assets/bookmarklet_usage.gif" /></p>
+</details>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">chart</span><span class="p">([(</span><span class="s1">&#39;2022-08-01&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">10000</span><span class="p">.),</span><span class="w"> </span><span class="p">(</span><span class="s1">&#39;2022-08-02&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">20000</span><span class="p">.),</span><span class="w"> </span><span class="p">(</span><span class="s1">&#39;2022-08-03&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">40000</span><span class="p">.),</span><span class="w"> </span><span class="p">(</span><span class="s1">&#39;2022-08-04&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">80000</span><span class="p">.)],</span><span class="w"> </span><span class="s1">&#39;bar&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;sales&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">chart</span><span class="p">([(</span><span class="s1">&#39;2022-08-01&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">10000</span><span class="p">.),</span><span class="w"> </span><span class="p">(</span><span class="s1">&#39;2022-08-02&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">20000</span><span class="p">.),</span><span class="w"> </span><span class="p">(</span><span class="s1">&#39;2022-08-03&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">40000</span><span class="p">.),</span><span class="w"> </span><span class="p">(</span><span class="s1">&#39;2022-08-04&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">80000</span><span class="p">.)],</span><span class="w"> </span><span class="s1">&#39;bar&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;sales&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">chart</span><span class="p">([(</span><span class="s1">&#39;2022-08-01&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">10000</span><span class="p">.),</span><span class="w"> </span><span class="p">(</span><span class="s1">&#39;2022-08-02&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">20000</span><span class="p">.),</span><span class="w"> </span><span class="p">(</span><span class="s1">&#39;2022-08-03&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">40000</span><span class="p">.),</span><span class="w"> </span><span class="p">(</span><span class="s1">&#39;2022-08-04&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">80000</span><span class="p">.)],</span><span class="w"> </span><span class="s1">&#39;bar&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;sales&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<p><a href="../chart.png"><img alt="screenshot" src="../chart.png" style="border: var(--md-code-bg-color) solid 1rem; margin-top: -1rem; width: 100%"></a></p>
+<details class="question">
+<summary>Need help or Found a bug using <code>chart</code>?</summary>
+<details class="success">
+<summary>Get help using <code>chart</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>chart</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>The <code>chart</code> BigQuery function generates HTML containing a Chart.js chart.  Here are a few use cases:</p>
+<ul>
+<li>
+<p><strong>Quick Data Visualization within BigQuery:</strong>  Imagine you're analyzing sales data in BigQuery.  Instead of exporting the data to another tool for visualization, you can use <code>chart</code> to generate a bar chart directly within the BigQuery console. This is useful for quick exploratory data analysis and for sharing insights with colleagues directly in the query results.</p>
+</li>
+<li>
+<p><strong>Automated Reporting:</strong> You could incorporate the <code>chart</code> function into a scheduled query that generates regular reports. The output HTML, containing the chart, could then be embedded into an email or a web page. This automates the process of creating visual reports, saving you time and effort.</p>
+</li>
+<li>
+<p><strong>Dashboard Components:</strong> The HTML generated by <code>chart</code> can be used as a building block for more complex dashboards.  You could combine multiple charts generated by the function, along with other data and text, to create a comprehensive overview of your data.</p>
+</li>
+<li>
+<p><strong>Data Quality Checks:</strong> You can use <code>chart</code> to quickly visualize data distributions or anomalies. For example, you could create a histogram of a particular metric to identify potential outliers or unexpected patterns.</p>
+</li>
+<li>
+<p><strong>Interactive Data Exploration:</strong> While the basic <code>chart</code> function generates static charts, the HTML output could be further processed to add interactivity using JavaScript libraries. This could enable users to drill down into the data, filter the chart, or explore different views.</p>
+</li>
+</ul>
+<p><strong>Concrete Example:</strong></p>
+<p>Let's say you have a table called <code>website_traffic</code> with columns <code>date</code> and <code>visits</code>. You want to visualize the trend of website visits over the last week. You could use the following query:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">chart</span><span class="p">(</span>
+<span class="w">    </span><span class="n">ARRAY_AGG</span><span class="p">(</span><span class="n">STRUCT</span><span class="p">(</span><span class="k">CAST</span><span class="p">(</span><span class="nb">date</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">STRING</span><span class="p">),</span><span class="w"> </span><span class="n">visits</span><span class="p">)),</span><span class="w">  </span><span class="c1">-- Prepare data for the chart function</span>
+<span class="w">    </span><span class="s1">&#39;line&#39;</span><span class="p">,</span><span class="w">                                         </span><span class="c1">-- Specify chart type</span>
+<span class="w">    </span><span class="s1">&#39;Website Visits&#39;</span><span class="w">                                  </span><span class="c1">-- Y-axis label</span>
+<span class="p">)</span>
+<span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">website_traffic</span><span class="o">`</span>
+<span class="k">WHERE</span><span class="w"> </span><span class="nb">date</span><span class="w"> </span><span class="k">BETWEEN</span><span class="w"> </span><span class="n">DATE_SUB</span><span class="p">(</span><span class="k">CURRENT_DATE</span><span class="p">(),</span><span class="w"> </span><span class="nb">INTERVAL</span><span class="w"> </span><span class="mi">7</span><span class="w"> </span><span class="k">DAY</span><span class="p">)</span><span class="w"> </span><span class="k">AND</span><span class="w"> </span><span class="k">CURRENT_DATE</span><span class="p">()</span>
+</code></pre></div>
+<p>This query would return HTML containing a line chart showing the trend of website visits over the last week, directly in the BigQuery console. You could then use the bookmarklet mentioned in the documentation to render the chart visually.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/chart" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "chart",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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\ No newline at end of file
diff --git a/bigfunctions/classify_text/index.html b/bigfunctions/classify_text/index.html
new file mode 100644
index 000000000..d24154b61
--- /dev/null
+++ b/bigfunctions/classify_text/index.html
@@ -0,0 +1,1298 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction classify_text is a BigQuery function which Classify `text` among `candidate_labels`">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/classify_text/">
+      
+      
+      
+      
+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; classify_text
+</span></p>
+<h1 id="classify_text">classify_text<a class="headerlink" href="#classify_text" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/ai/classify_text.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>classify_text</code> ?</summary>
+<details class="success">
+<summary>Call <code>classify_text</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>classify_text</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>classify_text</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>classify_text</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>classify_text</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>classify_text
+bigfun<span class="w"> </span>deploy<span class="w"> </span>classify_text
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>classify_text(text, candidate_labels)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Classify <code>text</code> among <code>candidate_labels</code>
+using <a href="https://huggingface.co/tasks/zero-shot-classification">zero-shot classification</a></p>
+<ul>
+<li><code>candidate_labels</code> is a string of comma separated classes used for classification</li>
+<li>Output is probability <code>scores</code> for each label.</li>
+</ul>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">classify_text</span><span class="p">(</span><span class="s1">&#39;one day I will see the world&#39;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;travel, cooking, dancing, exploration&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">classify_text</span><span class="p">(</span><span class="s1">&#39;one day I will see the world&#39;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;travel, cooking, dancing, exploration&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">classify_text</span><span class="p">(</span><span class="s1">&#39;one day I will see the world&#39;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;travel, cooking, dancing, exploration&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| scores                                                                                                                                                                              |
++-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| [
+  {&#39;label&#39;: &#39;travel&#39;,      &#39;score&#39;: 0.995},
+  {&#39;label&#39;: &#39;exploration&#39;, &#39;score&#39;: 0.938},
+  {&#39;label&#39;: &#39;dancing&#39;,     &#39;score&#39;: 0.005},
+  {&#39;label&#39;: &#39;cooking&#39;,     &#39;score&#39;: 0.002}
+]
+ |
++-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>classify_text</code>?</summary>
+<details class="success">
+<summary>Get help using <code>classify_text</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>classify_text</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>Let's say you have a BigQuery table containing customer reviews for a travel agency.  The review text is stored in a column called <code>review_text</code>. You want to categorize these reviews into different topics to understand what aspects of your service customers are commenting on most frequently.  You're interested in categories like "booking process," "customer service," "hotel quality," "tour experience," and "pricing."</p>
+<p>Here's how you'd use the <code>classify_text</code> function:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">review_text</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">classify_text</span><span class="p">(</span><span class="n">review_text</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;booking process, customer service, hotel quality, tour experience, pricing&quot;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">classification_scores</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">customer_reviews</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p>This query will process each review in your table. The <code>classify_text</code> function will analyze the <code>review_text</code> and return an array of structs, each containing a label (one of your specified categories) and a score representing the probability that the review belongs to that category.  The <code>bigfunctions.us</code> part should be changed to match your BigQuery region.</p>
+<p><strong>Example Output:</strong></p>
+<p>Let's say a <code>review_text</code> is: "The hotel was amazing, but the booking process was a nightmare.  It took hours on the phone."</p>
+<p>The <code>classification_scores</code> output might look like this:</p>
+<div class="highlight"><pre><span></span><code><span class="p">[</span>
+<span class="w">  </span><span class="p">{</span><span class="w"> </span><span class="nt">&quot;label&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;booking process&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;score&quot;</span><span class="p">:</span><span class="w"> </span><span class="mf">0.95</span><span class="w"> </span><span class="p">},</span>
+<span class="w">  </span><span class="p">{</span><span class="w"> </span><span class="nt">&quot;label&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;customer service&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;score&quot;</span><span class="p">:</span><span class="w"> </span><span class="mf">0.10</span><span class="w"> </span><span class="p">},</span>
+<span class="w">  </span><span class="p">{</span><span class="w"> </span><span class="nt">&quot;label&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;hotel quality&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;score&quot;</span><span class="p">:</span><span class="w"> </span><span class="mf">0.80</span><span class="w"> </span><span class="p">},</span>
+<span class="w">  </span><span class="p">{</span><span class="w"> </span><span class="nt">&quot;label&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;tour experience&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;score&quot;</span><span class="p">:</span><span class="w"> </span><span class="mf">0.02</span><span class="w"> </span><span class="p">},</span>
+<span class="w">  </span><span class="p">{</span><span class="w"> </span><span class="nt">&quot;label&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;pricing&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;score&quot;</span><span class="p">:</span><span class="w"> </span><span class="mf">0.01</span><span class="w"> </span><span class="p">}</span>
+<span class="p">]</span>
+</code></pre></div>
+<p>This shows a high probability that the review relates to "booking process" and "hotel quality," reflecting the content of the review.</p>
+<p><strong>Further Analysis:</strong></p>
+<p>You can then use these scores in further analysis.  For example, you could:</p>
+<ul>
+<li><strong>Filter reviews:</strong> Find all reviews highly related to "customer service" by filtering where the "customer service" score is above a certain threshold.</li>
+<li><strong>Aggregate insights:</strong> Calculate the average score for each category across all reviews to understand which topics are most prevalent in customer feedback.</li>
+<li><strong>Visualize trends:</strong> Create charts showing the distribution of scores for each category over time.</li>
+</ul>
+<p>This allows you to gain valuable insights from your customer reviews and identify areas for improvement in your travel agency's services.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
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+  }
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+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "classify_text",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
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+  });
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+}
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+.md-typeset .md-button.md-button--primary:hover {
+  color: var(--md-primary-fg-color);
+  background-color: var(--md-primary-bg-color);
+  border-color: var(--md-primary-fg-color);
+}
+
+.hero__image {
+  max-width: 1000px;
+  /*min-width: 600px;*/
+  width: 100%;
+  height: auto;
+  margin: 0 auto;
+  display: flex;
+  align-items: stretch;
+}
+
+.hero__image img {
+  width: 100%;
+  height: 100%;
+  min-width: 0;
+}
+
+.md-button--center {
+    text-align: center;
+}
+
+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
+}
+
+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
+}
+
+.md-content li>h2 {
+    font-weight: 600;
+}
+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
+}
+
+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
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+          Skip to content
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+    </div>
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+        <aside class="md-banner">
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+            
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+          </div>
+          
+        </aside>
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+    <label class="md-header__button md-icon" for="__drawer">
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+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
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+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              compute_linear_regression_coefficients - BigQuery function
+            
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+        </div>
+      </div>
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+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; compute_linear_regression_coefficients
+</span></p>
+<h1 id="compute_linear_regression_coefficients">compute_linear_regression_coefficients<a class="headerlink" href="#compute_linear_regression_coefficients" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/axel-thevenot/" title="Author: Axel Thevenot" target="_blank">
+    <img src="https://avatars.githubusercontent.com/u/39374103?v=4" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_numeric/compute_linear_regression_coefficients.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>compute_linear_regression_coefficients</code> ?</summary>
+<details class="success">
+<summary>Call <code>compute_linear_regression_coefficients</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>compute_linear_regression_coefficients</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>compute_linear_regression_coefficients</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>compute_linear_regression_coefficients</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>compute_linear_regression_coefficients</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>compute_linear_regression_coefficients
+bigfun<span class="w"> </span>deploy<span class="w"> </span>compute_linear_regression_coefficients
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>compute_linear_regression_coefficients(x, y)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Returns linear regression coefficients from <code>x</code>, <code>y</code> columns.</p>
+<p>Compute linear regression of <code>(x, y)</code> and return <code>slope</code> and <code>intercept</code> coefficients so that:</p>
+<div class="highlight"><pre><span></span><code>y ~= slope * x + intercept
+</code></pre></div>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>Example with a generated time serie</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">create</span><span class="w"> </span><span class="n">temp</span><span class="w"> </span><span class="k">table</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span>
+<span class="w">      </span><span class="n">x</span><span class="p">,</span>
+<span class="w">      </span><span class="mi">2</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">x</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">y</span><span class="w">  </span><span class="c1">-- example relationship: y = 2x + 1</span>
+<span class="w">  </span><span class="k">from</span><span class="w"> </span><span class="k">unnest</span><span class="p">([</span><span class="mi">1</span><span class="p">.</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span><span class="p">.</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">.</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="o">-</span><span class="mi">3</span><span class="p">.</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">.</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="o">-</span><span class="mi">5</span><span class="p">.</span><span class="mi">0</span><span class="p">])</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">x</span>
+
+<span class="p">);</span>
+
+<span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">compute_linear_regression_coefficients</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="w"> </span><span class="n">y</span><span class="p">)</span>
+<span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">create</span><span class="w"> </span><span class="n">temp</span><span class="w"> </span><span class="k">table</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span>
+<span class="w">      </span><span class="n">x</span><span class="p">,</span>
+<span class="w">      </span><span class="mi">2</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">x</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">y</span><span class="w">  </span><span class="c1">-- example relationship: y = 2x + 1</span>
+<span class="w">  </span><span class="k">from</span><span class="w"> </span><span class="k">unnest</span><span class="p">([</span><span class="mi">1</span><span class="p">.</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span><span class="p">.</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">.</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="o">-</span><span class="mi">3</span><span class="p">.</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">.</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="o">-</span><span class="mi">5</span><span class="p">.</span><span class="mi">0</span><span class="p">])</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">x</span>
+
+<span class="p">);</span>
+
+<span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">compute_linear_regression_coefficients</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="w"> </span><span class="n">y</span><span class="p">)</span>
+<span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">create</span><span class="w"> </span><span class="n">temp</span><span class="w"> </span><span class="k">table</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span>
+<span class="w">      </span><span class="n">x</span><span class="p">,</span>
+<span class="w">      </span><span class="mi">2</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">x</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">y</span><span class="w">  </span><span class="c1">-- example relationship: y = 2x + 1</span>
+<span class="w">  </span><span class="k">from</span><span class="w"> </span><span class="k">unnest</span><span class="p">([</span><span class="mi">1</span><span class="p">.</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span><span class="p">.</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">.</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="o">-</span><span class="mi">3</span><span class="p">.</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">.</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="o">-</span><span class="mi">5</span><span class="p">.</span><span class="mi">0</span><span class="p">])</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">x</span>
+
+<span class="p">);</span>
+
+<span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">compute_linear_regression_coefficients</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="w"> </span><span class="n">y</span><span class="p">)</span>
+<span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------------------------------------+
+| coefficients                            |
++-----------------------------------------+
+| struct(2.0 as slope, 1.0 as intercept)
+ |
++-----------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>compute_linear_regression_coefficients</code>?</summary>
+<details class="success">
+<summary>Get help using <code>compute_linear_regression_coefficients</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>compute_linear_regression_coefficients</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/compute_linear_regression_coefficients" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "compute_linear_regression_coefficients",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/connected_components/index.html b/bigfunctions/connected_components/index.html
new file mode 100644
index 000000000..1a8d7016f
--- /dev/null
+++ b/bigfunctions/connected_components/index.html
@@ -0,0 +1,1364 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction connected_components is a BigQuery function which Compute the connected components of a non-directed graph.">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/connected_components/">
+      
+      
+      
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+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>connected_components - BigQuery function - BigFunctions</title>
+      
+    
+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
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+      
+    
+    
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+    
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+
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+<meta property="og:title" content="connected_components - BigQuery function - BigFunctions" />
+<meta property="twitter:card" content="summary" />
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+
+
+<meta property="og:description" content="BigFunction connected_components is a BigQuery function which Compute the connected components of a non-directed graph." />
+
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+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#connected_components" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
+  <p style="text-align: right;">
+
+    <a href="https://github.com/unytics/bigfunctions" target="_blank" rel="noopener" title="github.com" class="md-social__link">
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+    </a>
+
+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"></path></svg>
+    </a>
+
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"></path></svg>
+    </a>
+
+  </p>
+
+          </div>
+          
+        </aside>
+      
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+    
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+<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
+  <nav class="md-header__inner md-grid" aria-label="Header">
+    <a href="../.." title="BigFunctions" class="md-header__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
+          <span class="md-ellipsis">
+            BigFunctions
+          </span>
+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              connected_components - BigQuery function
+            
+          </span>
+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
+    
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+      <label class="md-header__button md-icon" for="__search">
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+      </label>
+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
+    <form class="md-search__form" name="search">
+      <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
+      <label class="md-search__icon md-icon" for="__search">
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
+      </label>
+      <nav class="md-search__options" aria-label="Search">
+        
+        <button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
+          
+          <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"/></svg>
+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
+        <div class="md-search-result" data-md-component="search-result">
+          <div class="md-search-result__meta">
+            Initializing search
+          </div>
+          <ol class="md-search-result__list" role="presentation"></ol>
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+    </div>
+  </div>
+</div>
+    
+    
+      <div class="md-header__source">
+        <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+  </div>
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+    unytics/bigfunctions
+  </div>
+</a>
+      </div>
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+<nav class="md-tabs" aria-label="Tabs" data-md-component="tabs">
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+      <a href="../../chat_with_us/" class="md-tabs__link">
+        
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+
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+    
+    <div class="md-container" data-md-component="container">
+      
+      
+        
+      
+      <main class="md-main" data-md-component="main">
+        <div class="md-main__inner md-grid">
+          
+            
+              
+                
+              
+              <div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" hidden>
+                <div class="md-sidebar__scrollwrap">
+                  <div class="md-sidebar__inner">
+                    
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+<nav class="md-nav md-nav--primary md-nav--lifted" aria-label="Navigation" data-md-level="0">
+  <label class="md-nav__title" for="__drawer">
+    <a href="../.." title="BigFunctions" class="md-nav__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
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+  
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+      <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; connected_components
+</span></p>
+<h1 id="connected_components">connected_components<a class="headerlink" href="#connected_components" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/furcy-pin-3790b028/" title="Author: Furcy Pin" target="_blank">
+    <img src="https://media.licdn.com/dms/image/C4D03AQFK5YDJyod_3A/profile-displayphoto-shrink_200_200/0/1590431668428?e=1677110400&v=beta&t=_DHEt_NWaU5CIIC2UyYdK3gHj7KKUjzH9DTVhZcEmOY" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/graph/connected_components.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>connected_components</code> ?</summary>
+<details class="success">
+<summary>Call <code>connected_components</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>connected_components</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>connected_components</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>connected_components</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>connected_components</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>connected_components
+bigfun<span class="w"> </span>deploy<span class="w"> </span>connected_components
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>connected_components(fully_qualified_table)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Compute the connected components of a non-directed graph.</p>
+<p>Given a table with two columns of the same type STRING or INTEGER representing the edges of a graph,
+this computes a new temporary table called <code>bigfunction_result</code> containing two columns of the same type
+named <code>node_id</code> and <code>connected_component_id</code>.</p>
+<p>This is an implementation of the Alternating Algorithm (large-star, small-star) described in the 2014 paper
+"Connected Components in MapReduce and Beyond" written by {rkiveris, silviol, mirrokni, rvibhor, sergeiv} @google.com</p>
+<p>PERFORMANCE AND COST CONSIDERATIONS</p>
+<ul>
+<li>This algorithm has been proved to converge in O(log(n)²) and is conjectured to converge in O(log(n)), where n
+is the number of nodes in the graph. It was the most performant known distributed connected component algorithm
+last time I checked (in 2017).</li>
+<li>This implementation persists temporary results at each iteration loop: for the BigQuery pricing, you should
+be expecting it to cost the equivalent of 15 to 30 scans on your input table. Since the input table has only
+two columns, this should be reasonable, and we recommend using INTEGER columns rather than STRING when possible.</li>
+<li>If your graph contains nodes with a very high number of neighbors, the algorithm may crash. It is recommended
+to apply a pre-filtering on your nodes and remove nodes with a pathologically high cardinality.
+You should also monitor actively the number of nodes filtered this way and their cardinality, as this could help
+you detect a data quality deterioration in your input graph.
+If the input graph contains duplicate edges, they will be automatically removed by the algorithm.</li>
+</ul>
+<p>ISOLATED NODES: If you want to have isolated nodes (nodes that have no neighbors)
+in the resulting graph, there is two possible ways to achieve this:</p>
+<ul>
+<li>Add self-loops edges to all your nodes in your input graph (it also works if you add edges between all the graph
+   nodes and a fictitious node with id NULL)</li>
+<li>Only add edges between distinct nodes to your input, and perform a join between your input graph and the
+   algorithm's output to find all the nodes that have disappeared. These will be the isolated nodes.
+   This second method requires a little more work but it should also be cheaper.</li>
+</ul>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>Identify the two connected components of a graph which has 6 nodes and is represented by the edges below:</strong>
+<div class="highlight"><pre><span></span><code>+---------+-----+
+| node1 | node2 |
++-------+-------+
+|   1   |   2   |
+|   2   |   3   |
+|   3   |   4   |
+|   5   |   6   |
++-------+-------+
+</code></pre></div></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">connected_components</span><span class="p">(</span><span class="s1">&#39;bigfunctions.eu.sample_graph&#39;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">connected_components</span><span class="p">(</span><span class="s1">&#39;bigfunctions.us.sample_graph&#39;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">connected_components</span><span class="p">(</span><span class="s1">&#39;bigfunctions.europe_west1.sample_graph&#39;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
++---------+------------------------+
+| node_id | connected_component_id |
++---------+------------------------+
+|    1    |           1            |
+|    2    |           1            |
+|    3    |           1            |
+|    4    |           1            |
+|    5    |           5            |
+|    6    |           5            |
++---------+------------------------+
+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>connected_components</code>?</summary>
+<details class="success">
+<summary>Get help using <code>connected_components</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>connected_components</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p><strong>Use Case: Social Network Analysis</strong></p>
+<p>Imagine you have a social network platform, and you store user connections (friendships) in a BigQuery table.  Each row in the table represents a connection between two users.</p>
+<p><strong>Table Schema:</strong></p>
+<div class="highlight"><pre><span></span><code>Table: social_connections
+Columns:
+  user1: STRING
+  user2: STRING
+</code></pre></div>
+<p><strong>Data Example:</strong></p>
+<div class="highlight"><pre><span></span><code>user1 | user2
+-------+-------
+alice  | bob
+bob    | charlie
+david  | eve
+eve    | frank
+george |
+</code></pre></div>
+<p><strong>Goal:</strong>  You want to identify distinct groups of connected users (i.e., friend circles or communities). Users within a group are directly or indirectly connected to each other, while users in different groups have no connection path between them. George is an isolated user with no connections.</p>
+<p><strong>Solution using <code>connected_components</code>:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="c1">-- Call the connected_components function using your dataset&#39;s region (e.g., us)</span>
+<span class="k">CALL</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">connected_components</span><span class="p">(</span><span class="s1">&#39;your_project.your_dataset.social_connections&#39;</span><span class="p">);</span>
+
+<span class="c1">-- Query the resulting table to see the connected components</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Expected Output:</strong></p>
+<div class="highlight"><pre><span></span><code>node_id | connected_component_id
+---------+------------------------
+alice    | alice
+bob      | alice
+charlie  | alice
+david    | david
+eve      | david
+frank    | david
+george   | george
+</code></pre></div>
+<p><strong>Interpretation:</strong></p>
+<ul>
+<li>Users alice, bob, and charlie belong to the same connected component (friend circle).</li>
+<li>Users david, eve, and frank form another connected component.</li>
+<li>George is in his own isolated component because he has no connections in the original <code>social_connections</code> table.  Note how self-loops are created, which is necessary for the function to work correctly.  This can be changed to NULL after the call, if desired.</li>
+</ul>
+<p><strong>Further Analysis:</strong></p>
+<p>You can now use the <code>connected_component_id</code> to perform further analysis on these groups, such as:</p>
+<ul>
+<li>Calculate the size of each community.</li>
+<li>Analyze the characteristics of users within each community (e.g., demographics, interests).</li>
+<li>Identify influential users within each community.</li>
+<li>Target marketing campaigns to specific communities.</li>
+</ul>
+<p>Other Use Cases:</p>
+<ul>
+<li><strong>Network Infrastructure Analysis:</strong> Identify connected devices in a network.</li>
+<li><strong>Recommendation Systems:</strong> Recommend products or content based on connected users' preferences.</li>
+<li><strong>Fraud Detection:</strong> Detect groups of users engaging in suspicious activities.</li>
+<li><strong>Biological Networks:</strong> Analyze protein-protein interaction networks or gene regulatory networks.  This could reveal functional modules or pathways.</li>
+</ul>
+<p>This example clearly demonstrates how the <code>connected_components</code> BigQuery function can be applied to a real-world scenario to gain valuable insights from connected data.  Remember to adjust the dataset region in the function call according to where your data is stored.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "connected_components",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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new file mode 100644
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+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction convert_non_ascii_characters_to_unicode_escape_sequences is a BigQuery function which Replace all non ASCII characters with escape unicode">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/convert_non_ascii_characters_to_unicode_escape_sequences/">
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+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#convert_non_ascii_characters_to_unicode_escape_sequences" class="md-skip">
+          Skip to content
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+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
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+    </a>
+
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+    </a>
+
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
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+    </a>
+
+  </p>
+
+          </div>
+          
+        </aside>
+      
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+<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
+  <nav class="md-header__inner md-grid" aria-label="Header">
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+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
+          <span class="md-ellipsis">
+            BigFunctions
+          </span>
+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              convert_non_ascii_characters_to_unicode_escape_sequences - BigQuery function
+            
+          </span>
+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
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+      <label class="md-header__button md-icon" for="__search">
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+      </label>
+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
+    <form class="md-search__form" name="search">
+      <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
+      <label class="md-search__icon md-icon" for="__search">
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
+      </label>
+      <nav class="md-search__options" aria-label="Search">
+        
+        <button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
+          
+          <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"/></svg>
+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
+        <div class="md-search-result" data-md-component="search-result">
+          <div class="md-search-result__meta">
+            Initializing search
+          </div>
+          <ol class="md-search-result__list" role="presentation"></ol>
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+</div>
+    
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+        <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+        
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+    <div class="md-container" data-md-component="container">
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+      <main class="md-main" data-md-component="main">
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+              
+                
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+              <div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" hidden>
+                <div class="md-sidebar__scrollwrap">
+                  <div class="md-sidebar__inner">
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+<nav class="md-nav md-nav--primary md-nav--lifted" aria-label="Navigation" data-md-level="0">
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+      <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+  <a href=".." style="color: silver">bigfunctions </a> &gt; convert_non_ascii_characters_to_unicode_escape_sequences
+</span></p>
+<h1 id="convert_non_ascii_characters_to_unicode_escape_sequences">convert_non_ascii_characters_to_unicode_escape_sequences<a class="headerlink" href="#convert_non_ascii_characters_to_unicode_escape_sequences" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/benjamin-tabet" title="Author: Benjamin Tabet" target="_blank">
+    <img src="https://taskfilescsm.s3.amazonaws.com/uploads/speaker_thumb/2022-11-0912%253A07%253A34879766-BenjaminTabet.jpg" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/convert_non_ascii_characters_to_unicode_escape_sequences.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>convert_non_ascii_characters_to_unicode_escape_sequences</code> ?</summary>
+<details class="success">
+<summary>Call <code>convert_non_ascii_characters_to_unicode_escape_sequences</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>convert_non_ascii_characters_to_unicode_escape_sequences</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>convert_non_ascii_characters_to_unicode_escape_sequences</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>convert_non_ascii_characters_to_unicode_escape_sequences</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>convert_non_ascii_characters_to_unicode_escape_sequences</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>convert_non_ascii_characters_to_unicode_escape_sequences
+bigfun<span class="w"> </span>deploy<span class="w"> </span>convert_non_ascii_characters_to_unicode_escape_sequences
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>convert_non_ascii_characters_to_unicode_escape_sequences(text)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Replace all non ASCII characters with escape unicode</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">convert_non_ascii_characters_to_unicode_escape_sequences</span><span class="p">(</span><span class="s1">&#39;SCHÜMANN&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">convert_non_ascii_characters_to_unicode_escape_sequences</span><span class="p">(</span><span class="s1">&#39;SCHÜMANN&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">convert_non_ascii_characters_to_unicode_escape_sequences</span><span class="p">(</span><span class="s1">&#39;SCHÜMANN&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------------------+
+| text_unicode_escaped |
++----------------------+
+| SCH\u00dcMANN        |
++----------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>convert_non_ascii_characters_to_unicode_escape_sequences</code>?</summary>
+<details class="success">
+<summary>Get help using <code>convert_non_ascii_characters_to_unicode_escape_sequences</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>convert_non_ascii_characters_to_unicode_escape_sequences</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>This function is useful for handling text data that needs to be compatible with systems or formats that don't fully support Unicode characters. Here are some use cases:</p>
+<ul>
+<li>
+<p><strong>Data exchange:</strong> When exchanging data between different systems, especially older systems that might not support Unicode, converting non-ASCII characters to their escape sequences ensures that the text is correctly interpreted on the receiving end.  For example, exchanging data with a system that only supports ASCII or a specific character encoding.</p>
+</li>
+<li>
+<p><strong>JSON serialization:</strong>  Some JSON parsers or systems have issues with non-ASCII characters. Converting them to Unicode escape sequences ensures proper serialization and deserialization of the data.</p>
+</li>
+<li>
+<p><strong>CSV export:</strong> Similar to data exchange, when exporting data to CSV, especially if the encoding is not explicitly defined or if the receiving system has limited Unicode support, escaping the characters can prevent data corruption or misinterpretation.</p>
+</li>
+<li>
+<p><strong>Legacy system integration:</strong>  When integrating with legacy systems that only support ASCII, this function allows you to store or process Unicode data while maintaining compatibility.</p>
+</li>
+<li>
+<p><strong>Web applications:</strong> In certain web applications, especially those dealing with user-generated content, escaping non-ASCII characters can prevent issues related to character encoding and cross-site scripting (XSS) vulnerabilities.</p>
+</li>
+<li>
+<p><strong>Regular expressions:</strong> Some regular expression engines might not correctly handle Unicode characters. Escaping them can simplify the regex patterns and avoid unexpected behavior.</p>
+</li>
+<li>
+<p><strong>Debugging:</strong> When debugging text processing issues, converting non-ASCII characters to escape sequences can make it easier to identify and analyze the characters causing problems.</p>
+</li>
+</ul>
+<p>In essence, the function acts as a bridge between systems or formats with differing levels of Unicode support, ensuring data integrity and preventing potential errors.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/convert_non_ascii_characters_to_unicode_escape_sequences" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "convert_non_ascii_characters_to_unicode_escape_sequences",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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+        <meta name="description" content="BigFunction create_ga4_views is a BigQuery function which Create views to help querying GA4 Data">
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+<h1 id="create_ga4_views">create_ga4_views<a class="headerlink" href="#create_ga4_views" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
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+  <a href="https://www.linkedin.com/in/ali-iz/" title="Author: Ali Izadi" target="_blank">
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/ga4/create_ga4_views.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>create_ga4_views</code> ?</summary>
+<details class="success">
+<summary>Call <code>create_ga4_views</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>create_ga4_views</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>create_ga4_views</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>create_ga4_views</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>create_ga4_views</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>create_ga4_views
+bigfun<span class="w"> </span>deploy<span class="w"> </span>create_ga4_views
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>create_ga4_views(ga4_dataset, destination_dataset)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Create views to help querying GA4 Data
+.</p>
+<p>This function creates table functions in <code>destination_dataset</code> to help querying GA4 data contained in <code>ga4_dataset</code> (like <code>your-project.analytics_123456789</code>).</p>
+<blockquote>
+<p>Table functions are like views but take parameters as input.
+Here, they take <code>start_date</code> and <code>end_date</code> parameters
+to restrict the analysis period and be more efficient</p>
+</blockquote>
+<p>Each created table function is the copy of a query from <a href="https://github.com/aliasoblomov/Bigquery-GA4-Queries">Bigquery-GA4-Queries</a>
+GitHub repo created by <a href="https://www.linkedin.com/in/ali-iz/">Ali Izadi</a>.</p>
+<p>For example, <code>event_scope__flatten_events</code> table function will be created in <code>destination_dataset</code>.
+You can then get the flatten events between '2024-11-01' and '2024-12-01' with:</p>
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="o">*</span>
+<span class="k">from</span><span class="w"> </span><span class="o">`</span><span class="n">destination_dataset</span><span class="o">`</span><span class="p">.</span><span class="n">event_scope__flatten_events</span><span class="p">(</span><span class="s1">&#39;2024-11-01&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;2024-12-01&#39;</span><span class="p">)</span>
+</code></pre></div>
+<p>You can get details on each created table function by reading the README of <a href="https://github.com/aliasoblomov/Bigquery-GA4-Queries">Bigquery-GA4-Queries</a> repo.
+If you find these queries useful, please add a star to the repo to show your support.</p>
+<blockquote>
+<p>Queries from <code>BigQuery Administration</code>, <code>Extras</code> folders
+are ignored as they go beyond GA4</p>
+</blockquote>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">create_ga4_views</span><span class="p">(</span><span class="s1">&#39;your-project.your_ga4_dataset&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your-project.your_destination_dataset&#39;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">create_ga4_views</span><span class="p">(</span><span class="s1">&#39;your-project.your_ga4_dataset&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your-project.your_destination_dataset&#39;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">create_ga4_views</span><span class="p">(</span><span class="s1">&#39;your-project.your_ga4_dataset&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your-project.your_destination_dataset&#39;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<details class="question">
+<summary>Need help or Found a bug using <code>create_ga4_views</code>?</summary>
+<details class="success">
+<summary>Get help using <code>create_ga4_views</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>create_ga4_views</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<h2 id="steps-to-query-ga4-data-efficiently-using-bigfunctions">Steps to Query GA4 Data Efficiently Using BigFunctions<a class="headerlink" href="#steps-to-query-ga4-data-efficiently-using-bigfunctions" title="Permanent link">¶</a></h2>
+<p><strong>1. Create a Destination Dataset</strong></p>
+<p>Prepare a dataset in BigQuery where the GA4 table functions will be stored. For example:</p>
+<div class="highlight"><pre><span></span><code><span class="k">create</span><span class="w"> </span><span class="k">schema</span><span class="w"> </span><span class="o">`</span><span class="n">Ga4</span><span class="o">-</span><span class="n">Project</span><span class="p">.</span><span class="n">ga4_bigquery_queries</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p><br></p>
+<p><strong>2. Call the GA4 View Creation Function</strong></p>
+<p>Use the bigfunction to create table functions for querying GA4 data. For example:</p>
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">create_ga4_views</span><span class="p">(</span>
+
+<span class="w">  </span><span class="s1">&#39;Ga4-Project.analytics_310989290&#39;</span><span class="p">,</span>
+
+<span class="w">  </span><span class="s1">&#39;Ga4-Project.ga4_bigquery_queries&#39;</span>
+
+<span class="p">);</span>
+</code></pre></div>
+<p><img alt="image" src="https://github.com/user-attachments/assets/012c6c6f-d8a5-446c-bf57-515708453bcd" /></p>
+<p><br></p>
+<p><strong>3. Wait for the function to process and create all necessary table functions.</strong></p>
+<p>Once completed, all table functions (queries) are available in your destination dataset.</p>
+<p><br></p>
+<p><strong>4. Query GA4 Data Using Table Functions</strong></p>
+<p>You can now query specific GA4 data efficiently with date ranges by calling the created table functions. For example:</p>
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="o">*</span>
+<span class="k">from</span><span class="w"> </span><span class="o">`</span><span class="n">Ga4</span><span class="o">-</span><span class="n">Project</span><span class="p">.</span><span class="n">ga4_bigquery_queries</span><span class="o">`</span><span class="p">.</span><span class="n">event_scope__flatten_events</span><span class="p">(</span><span class="s1">&#39;2024-11-01&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;2024-12-01&#39;</span><span class="p">);</span>
+</code></pre></div>
+<p>Replace '2024-11-01' and '2024-12-01' with your desired date range.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/create_ga4_views" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "create_ga4_views",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
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+
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+  
+  
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diff --git a/bigfunctions/create_materialized_view_w_flattened_json_column/index.html b/bigfunctions/create_materialized_view_w_flattened_json_column/index.html
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+  <a href=".." style="color: silver">bigfunctions </a> &gt; create_materialized_view_w_flattened_json_column
+</span></p>
+<h1 id="create_materialized_view_w_flattened_json_column">create_materialized_view_w_flattened_json_column<a class="headerlink" href="#create_materialized_view_w_flattened_json_column" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_json/create_materialized_view_w_flattened_json_column.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>create_materialized_view_w_flattened_json_column</code> ?</summary>
+<details class="success">
+<summary>Call <code>create_materialized_view_w_flattened_json_column</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>create_materialized_view_w_flattened_json_column</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>create_materialized_view_w_flattened_json_column</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>create_materialized_view_w_flattened_json_column</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>create_materialized_view_w_flattened_json_column</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>create_materialized_view_w_flattened_json_column
+bigfun<span class="w"> </span>deploy<span class="w"> </span>create_materialized_view_w_flattened_json_column
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>create_materialized_view_w_flattened_json_column(fully_qualified_table, fully_qualified_materialized_view, json_column)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Create a Materialized view of a table with <code>json_column</code> flattened
+.</p>
+<p>It creates a materialized view with:</p>
+<ul>
+<li>query given by <a href="../sql_to_flatten_json_column/">sql_to_flatten_json_column function</a></li>
+<li>same partition as <code>fully_qualified_table</code></li>
+</ul>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">create_materialized_view_w_flattened_json_column</span><span class="p">(</span><span class="s1">&#39;your_project.your_dataset.your_table&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset.your_materialized_view&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;data&#39;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">create_materialized_view_w_flattened_json_column</span><span class="p">(</span><span class="s1">&#39;your_project.your_dataset.your_table&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset.your_materialized_view&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;data&#39;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">create_materialized_view_w_flattened_json_column</span><span class="p">(</span><span class="s1">&#39;your_project.your_dataset.your_table&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset.your_materialized_view&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;data&#39;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<details class="question">
+<summary>Need help or Found a bug using <code>create_materialized_view_w_flattened_json_column</code>?</summary>
+<details class="success">
+<summary>Get help using <code>create_materialized_view_w_flattened_json_column</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>create_materialized_view_w_flattened_json_column</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You have a BigQuery table containing a JSON column called <code>data</code> that stores user activity logs.  The JSON structure varies slightly between records, making it difficult to query specific attributes efficiently.  You want to create a materialized view that flattens this JSON column, allowing simpler and faster queries on these attributes.</p>
+<p><strong>Use Case:</strong></p>
+<p>Let's say your table <code>your_project.your_dataset.your_table</code> looks like this:</p>
+<table>
+<thead>
+<tr>
+<th>user_id</th>
+<th>event_timestamp</th>
+<th>data</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1</td>
+<td>2024-07-26 10:00</td>
+<td><code>{"event_type":"page_view", "page":"/home"}</code></td>
+</tr>
+<tr>
+<td>2</td>
+<td>2024-07-26 10:01</td>
+<td><code>{"event_type":"purchase", "item_id": 123}</code></td>
+</tr>
+<tr>
+<td>1</td>
+<td>2024-07-26 10:02</td>
+<td><code>{"event_type":"page_view", "page":"/products"}</code></td>
+</tr>
+</tbody>
+</table>
+<p>You can use the <code>create_materialized_view_w_flattened_json_column</code> function to create a materialized view <code>your_project.your_dataset.your_materialized_view</code>:</p>
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">create_materialized_view_w_flattened_json_column</span><span class="p">(</span><span class="s1">&#39;your_project.your_dataset.your_table&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset.your_materialized_view&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;data&#39;</span><span class="p">);</span>
+</code></pre></div>
+<p>This will create a materialized view with columns for <code>user_id</code>, <code>event_timestamp</code>, and the flattened JSON attributes, like <code>event_type</code>, <code>page</code>, and <code>item_id</code>. The resulting materialized view might look something like this (depending on the actual data and the function's implementation):</p>
+<table>
+<thead>
+<tr>
+<th>user_id</th>
+<th>event_timestamp</th>
+<th>event_type</th>
+<th>page</th>
+<th>item_id</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1</td>
+<td>2024-07-26 10:00</td>
+<td>page_view</td>
+<td>/home</td>
+<td>NULL</td>
+</tr>
+<tr>
+<td>2</td>
+<td>2024-07-26 10:01</td>
+<td>purchase</td>
+<td>NULL</td>
+<td>123</td>
+</tr>
+<tr>
+<td>1</td>
+<td>2024-07-26 10:02</td>
+<td>page_view</td>
+<td>/products</td>
+<td>NULL</td>
+</tr>
+</tbody>
+</table>
+<p>Now, querying for all page views becomes significantly easier:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">your_materialized_view</span><span class="w"> </span><span class="k">WHERE</span><span class="w"> </span><span class="n">event_type</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">&#39;page_view&#39;</span><span class="p">;</span>
+</code></pre></div>
+<p>This query will be much faster than querying the original table and parsing the JSON within the <code>WHERE</code> clause. This improved query performance is the key benefit of using a materialized view with a flattened JSON column.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/create_materialized_view_w_flattened_json_column" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+<!-------------------------------------
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+-------------------------------------->
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+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "create_materialized_view_w_flattened_json_column",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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diff --git a/bigfunctions/date_sub_isoyear/index.html b/bigfunctions/date_sub_isoyear/index.html
new file mode 100644
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+<h1 id="date_sub_isoyear">date_sub_isoyear<a class="headerlink" href="#date_sub_isoyear" title="Permanent link">¶</a></h1>
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_date/date_sub_isoyear.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>date_sub_isoyear</code> ?</summary>
+<details class="success">
+<summary>Call <code>date_sub_isoyear</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>date_sub_isoyear</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>date_sub_isoyear</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>date_sub_isoyear</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>date_sub_isoyear</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>date_sub_isoyear
+bigfun<span class="w"> </span>deploy<span class="w"> </span>date_sub_isoyear
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>date_sub_isoyear(date, years)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Returns same day <code>years</code> before
+(same week number and same day of week)</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">date_sub_isoyear</span><span class="p">(</span><span class="s1">&#39;2023-06-02&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">date_sub_isoyear</span><span class="p">(</span><span class="s1">&#39;2023-06-02&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">date_sub_isoyear</span><span class="p">(</span><span class="s1">&#39;2023-06-02&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------+
+| substracted_date |
++------------------+
+| 2020-05-29       |
++------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>date_sub_isoyear</code>?</summary>
+<details class="success">
+<summary>Get help using <code>date_sub_isoyear</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>date_sub_isoyear</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A use case for the <code>date_sub_isoyear</code> function would be analyzing year-over-year performance based on ISO week alignment.  Imagine you have sales data and want to compare the sales of a specific ISO week in the current year to the same ISO week in previous years.</p>
+<p><strong>Scenario:</strong>  A retail company wants to compare sales performance of the first week of June 2023 (ISO week 22) to the sales of the same ISO week (week 22) in 2022 and 2021.</p>
+<p><strong>Query Example (using the <code>europe-west1</code> dataset):</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">WITH</span><span class="w"> </span><span class="n">SalesData</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="k">SELECT</span>
+<span class="w">        </span><span class="nb">DATE</span><span class="p">(</span><span class="s1">&#39;2021-05-31&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">sale_date</span><span class="p">,</span><span class="w"> </span><span class="mi">1200</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">sales_amount</span><span class="w"> </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span><span class="w">  </span><span class="c1">-- Example data for week 22 in 2021</span>
+<span class="w">    </span><span class="k">SELECT</span>
+<span class="w">        </span><span class="nb">DATE</span><span class="p">(</span><span class="s1">&#39;2022-05-30&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">sale_date</span><span class="p">,</span><span class="w"> </span><span class="mi">1500</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">sales_amount</span><span class="w"> </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span><span class="w">  </span><span class="c1">-- Example data for week 22 in 2022</span>
+<span class="w">    </span><span class="k">SELECT</span>
+<span class="w">        </span><span class="nb">DATE</span><span class="p">(</span><span class="s1">&#39;2023-06-05&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">sale_date</span><span class="p">,</span><span class="w"> </span><span class="mi">1800</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">sales_amount</span><span class="w">           </span><span class="c1">-- Example data for week 22 in 2023</span>
+<span class="p">)</span>
+
+<span class="k">SELECT</span>
+<span class="w">    </span><span class="n">sd</span><span class="p">.</span><span class="n">sale_date</span><span class="p">,</span>
+<span class="w">    </span><span class="n">sd</span><span class="p">.</span><span class="n">sales_amount</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">date_sub_isoyear</span><span class="p">(</span><span class="n">sd</span><span class="p">.</span><span class="n">sale_date</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">previous_year_date</span><span class="p">,</span><span class="w">  </span><span class="c1">-- Date of the same ISO week in the previous year</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">date_sub_isoyear</span><span class="p">(</span><span class="n">sd</span><span class="p">.</span><span class="n">sale_date</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">two_years_ago_date</span><span class="w">    </span><span class="c1">-- Date of the same ISO week two years ago</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="n">SalesData</span><span class="w"> </span><span class="n">sd</span>
+<span class="k">ORDER</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="n">sd</span><span class="p">.</span><span class="n">sale_date</span><span class="p">;</span>
+</code></pre></div>
+<p>This query would return a table showing the sales for each date, along with the corresponding dates in the previous two years that fall within the same ISO week.  This allows for direct comparison of sales figures across consistent ISO weeks, regardless of calendar date shifts.</p>
+<p><strong>Other potential use cases:</strong></p>
+<ul>
+<li><strong>Financial reporting:</strong> Comparing financial performance across ISO years.</li>
+<li><strong>Marketing analysis:</strong> Tracking campaign effectiveness based on ISO week alignment.</li>
+<li><strong>Supply chain management:</strong> Analyzing inventory levels and demand based on consistent ISO week patterns.</li>
+<li><strong>Any time series analysis</strong> where comparison across ISO weeks is more relevant than calendar dates.</li>
+</ul>
+<p>By using <code>date_sub_isoyear</code>, you ensure that comparisons are made across equivalent time periods in different years, according to the ISO week numbering system, providing a more accurate and meaningful analysis.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "date_sub_isoyear",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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diff --git a/bigfunctions/deduplicate_rows/index.html b/bigfunctions/deduplicate_rows/index.html
new file mode 100644
index 000000000..176adab50
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; deduplicate_rows
+</span></p>
+<h1 id="deduplicate_rows">deduplicate_rows<a class="headerlink" href="#deduplicate_rows" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/shivamsingh012/" title="Author: Shivam Singh" target="_blank">
+    <img src="https://media.licdn.com/dms/image/D4D03AQERv0qwECH0DA/profile-displayphoto-shrink_200_200/0/1675233460732?e=1686182400&v=beta&t=HqngiSx5zd4llZStwf3L0k2T_pE8qvnEj7NguWNJTOo" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/utils/deduplicate_rows.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>deduplicate_rows</code> ?</summary>
+<details class="success">
+<summary>Call <code>deduplicate_rows</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>deduplicate_rows</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>deduplicate_rows</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>deduplicate_rows</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>deduplicate_rows</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>deduplicate_rows
+bigfun<span class="w"> </span>deploy<span class="w"> </span>deduplicate_rows
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>deduplicate_rows(query_or_table_or_view)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Returns the deduplicated rows of <code>query_or_table_or_view</code></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Returns table with duplicate rows removed.</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">deduplicate_rows</span><span class="p">(</span><span class="ss">&quot;my_project.my_dataset.my_table&quot;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">deduplicate_rows</span><span class="p">(</span><span class="ss">&quot;my_project.my_dataset.my_table&quot;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">deduplicate_rows</span><span class="p">(</span><span class="ss">&quot;my_project.my_dataset.my_table&quot;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
++-----+-----+
+| id1 | id2 |
++-----+-----+
+| 1   | 2   |
+| 1   | 3   |
+| 2   | 3   |
+| 4   | 3   |
+| 6   | 3   |
+| 7   | 3   |
+| 8   | 9   |
+| 9   | 9   |
++-----+-----+
+
+</code>
+</pre>
+
+<p><strong>2. When incorrect table name is passed as arguments.</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">deduplicate_rows</span><span class="p">(</span><span class="ss">&quot;my_project.my_dataset.my_tbl&quot;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">deduplicate_rows</span><span class="p">(</span><span class="ss">&quot;my_project.my_dataset.my_tbl&quot;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">deduplicate_rows</span><span class="p">(</span><span class="ss">&quot;my_project.my_dataset.my_tbl&quot;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
++-------------------------------------------------------------------------------------------------------------------------------------------+
+| f0_                                                                                                                                       |
++-------------------------------------------------------------------------------------------------------------------------------------------+
+| Not found: Table my_project:my_dataset.my_tbl was not found in location US at [my_project:my_dataset.deduplicate_rows:2:13] |
++-------------------------------------------------------------------------------------------------------------------------------------------+
+
+</code>
+</pre>
+
+<p><strong>3. When a query is passed into the procedure.</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">deduplicate_rows</span><span class="p">(</span><span class="ss">&quot;select data from unnest([1, 2, 3, 1]) data&quot;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">deduplicate_rows</span><span class="p">(</span><span class="ss">&quot;select data from unnest([1, 2, 3, 1]) data&quot;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">deduplicate_rows</span><span class="p">(</span><span class="ss">&quot;select data from unnest([1, 2, 3, 1]) data&quot;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
++------+
+| data |
++------+
+| 1    |
+| 2    |
+| 3    |
++------+
+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>deduplicate_rows</code>?</summary>
+<details class="success">
+<summary>Get help using <code>deduplicate_rows</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>deduplicate_rows</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>Let's say you have a table of customer transactions where accidental duplicates might occur.  You want to analyze the data accurately, so you need to remove those duplicates.</p>
+<p><strong>Scenario:</strong></p>
+<p>Your table <code>customer_transactions</code> in dataset <code>my_dataset</code> in project <code>my_project</code> looks like this:</p>
+<table>
+<thead>
+<tr>
+<th>transaction_id</th>
+<th>customer_id</th>
+<th>amount</th>
+<th>date</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1</td>
+<td>101</td>
+<td>10.00</td>
+<td>2024-03-08</td>
+</tr>
+<tr>
+<td>2</td>
+<td>102</td>
+<td>25.50</td>
+<td>2024-03-08</td>
+</tr>
+<tr>
+<td>3</td>
+<td>101</td>
+<td>10.00</td>
+<td>2024-03-08</td>
+</tr>
+<tr>
+<td>4</td>
+<td>103</td>
+<td>50.00</td>
+<td>2024-03-09</td>
+</tr>
+<tr>
+<td>5</td>
+<td>102</td>
+<td>12.00</td>
+<td>2024-03-09</td>
+</tr>
+<tr>
+<td>6</td>
+<td>101</td>
+<td>10.00</td>
+<td>2024-03-08</td>
+</tr>
+</tbody>
+</table>
+<p><strong>Use Case with <code>deduplicate_rows</code>:</strong></p>
+<p>You can use the <code>deduplicate_rows</code> function to remove the duplicate transactions:</p>
+<div class="highlight"><pre><span></span><code><span class="k">CALL</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">deduplicate_rows</span><span class="p">(</span><span class="ss">&quot;my_project.my_dataset.customer_transactions&quot;</span><span class="p">);</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+<p>This will create a temporary table <code>bigfunction_result</code> containing the deduplicated rows:</p>
+<table>
+<thead>
+<tr>
+<th>transaction_id</th>
+<th>customer_id</th>
+<th>amount</th>
+<th>date</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1</td>
+<td>101</td>
+<td>10.00</td>
+<td>2024-03-08</td>
+</tr>
+<tr>
+<td>2</td>
+<td>102</td>
+<td>25.50</td>
+<td>2024-03-08</td>
+</tr>
+<tr>
+<td>4</td>
+<td>103</td>
+<td>50.00</td>
+<td>2024-03-09</td>
+</tr>
+<tr>
+<td>5</td>
+<td>102</td>
+<td>12.00</td>
+<td>2024-03-09</td>
+</tr>
+</tbody>
+</table>
+<p><strong>Benefits:</strong></p>
+<ul>
+<li><strong>Simplicity:</strong>  Easily deduplicate rows without complex SQL queries.</li>
+<li><strong>Efficiency:</strong>  Leverages BigQuery's processing power for fast deduplication, even on large tables.</li>
+<li><strong>Flexibility:</strong> Works with both tables and query results, allowing you to deduplicate data from various sources.</li>
+</ul>
+<p><strong>Other Use Cases:</strong></p>
+<ul>
+<li>Deduplicating product catalogs with slight variations in descriptions.</li>
+<li>Removing duplicate entries in user registration data.</li>
+<li>Cleaning up sensor data where multiple readings might be recorded for the same timestamp.</li>
+<li>Removing duplicate records from log files.</li>
+</ul>
+<p>Remember to replace <code>bigfunctions.us</code> with the appropriate dataset for your BigQuery region.  You can also create a new table from the <code>bigfunction_result</code> if you want to store the deduplicated data permanently.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/deduplicate_rows" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "deduplicate_rows",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
+
+
+
+
+
+  
+  
+
+
+
+<!-- Was this page helpful? -->
+
+
+  
+
+
+
+<!-- Comment system -->
+
+                
+              </article>
+            </div>
+          
+          
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+
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diff --git a/bigfunctions/deidentify/index.html b/bigfunctions/deidentify/index.html
new file mode 100644
index 000000000..c52624804
--- /dev/null
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@@ -0,0 +1,1355 @@
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; deidentify
+</span></p>
+<h1 id="deidentify">deidentify<a class="headerlink" href="#deidentify" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/shivamsingh012/" title="Author: Shivam Singh" target="_blank">
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/deidentify.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>deidentify</code> ?</summary>
+<details class="success">
+<summary>Call <code>deidentify</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>deidentify</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>deidentify</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>deidentify</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>deidentify</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>deidentify
+bigfun<span class="w"> </span>deploy<span class="w"> </span>deidentify
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>deidentify(text, info_types)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Masks sensitive information of type <code>info_types</code> in <code>text</code>
+using <a href="https://cloud.google.com/dlp">Cloud Data Loss Prevention</a></p>
+<table>
+<thead>
+<tr>
+<th>Param</th>
+<th>Possible values (can be one or any combination of the following values separated by comma)</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>info_types</code></td>
+<td><code>ADVERTISING_ID</code>, <code>AGE</code>, <code>AUTH_TOKEN</code>, <code>AWS_CREDENTIALS</code>, <code>AZURE_AUTH_TOKEN</code>, <code>BASIC_AUTH_HEADER</code>, <code>CREDIT_CARD_NUMBER</code>, <code>CREDIT_CARD_TRACK_NUMBER</code>, <code>DATE</code>, <code>DATE_OF_BIRTH</code>, <code>DOMAIN_NAME</code>, <code>EMAIL_ADDRESS</code>, <code>ENCRYPTION_KEY</code>, <code>ETHNIC_GROUP</code>, <code>FEMALE_NAME</code>, <code>FIRST_NAME</code>, <code>GCP_API_KEY</code>, <code>GCP_CREDENTIALS</code>, <code>GENDER</code>, <code>GENERIC_ID</code>, <code>HTTP_COOKIE</code>, <code>HTTP_COOKIE</code>, <code>IBAN_CODE</code>, <code>ICCID_NUMBER</code>, <code>ICD10_CODE</code>, <code>ICD9_CODE</code>, <code>IMEI_HARDWARE_ID</code>, <code>IMSI_ID</code>, <code>IP_ADDRESS</code>, <code>JSON_WEB_TOKEN</code>, <code>LAST_NAME</code>, <code>LOCATION</code>, <code>LOCATION_COORDINATES</code>, <code>MAC_ADDRESS</code>, <code>MAC_ADDRESS_LOCAL</code>, <code>MALE_NAME</code>, <code>MARITAL_STATUS</code>, <code>MEDICAL_RECORD_NUMBER</code>, <code>MEDICAL_TERM</code>, <code>OAUTH_CLIENT_SECRET</code>, <code>ORGANIZATION_NAME</code>, <code>PASSPORT</code>, <code>PASSWORD</code>, <code>PERSON_NAME</code>, <code>PHONE_NUMBER</code>, <code>SSL_CERTIFICATE</code>, <code>STORAGE_SIGNED_POLICY_DOCUMENT</code>, <code>STORAGE_SIGNED_URL</code>, <code>STREET_ADDRESS</code>, <code>SWIFT_CODE</code>, <code>TIME</code>, <code>URL</code>, <code>VAT_NUMBER</code>, <code>VEHICLE_IDENTIFICATION_NUMBER</code>, <code>WEAK_PASSWORD_HASH</code>, <code>XSRF_TOKEN</code></td>
+</tr>
+</tbody>
+</table>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. String with email in it.</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">deidentify</span><span class="p">(</span><span class="ss">&quot;My email is shivam@google.co.in&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;PHONE_NUMBER, EMAIL_ADDRESS&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">deidentify</span><span class="p">(</span><span class="ss">&quot;My email is shivam@google.co.in&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;PHONE_NUMBER, EMAIL_ADDRESS&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">deidentify</span><span class="p">(</span><span class="ss">&quot;My email is shivam@google.co.in&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;PHONE_NUMBER, EMAIL_ADDRESS&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------------------------+
+| masked_info                 |
++-----------------------------+
+| My email is [EMAIL_ADDRESS] |
++-----------------------------+
+</code>
+</pre>
+
+<p><strong>2. String with phone number in it.</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">deidentify</span><span class="p">(</span><span class="ss">&quot;My phone number is 0123456789&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;PHONE_NUMBER, email_address&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">deidentify</span><span class="p">(</span><span class="ss">&quot;My phone number is 0123456789&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;PHONE_NUMBER, email_address&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">deidentify</span><span class="p">(</span><span class="ss">&quot;My phone number is 0123456789&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;PHONE_NUMBER, email_address&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------------------------------+
+| masked_info                       |
++-----------------------------------+
+| My phone number is [PHONE_NUMBER] |
++-----------------------------------+
+</code>
+</pre>
+
+<p><strong>3. If <code>info_types</code> is <code>null</code> or empty, all built-in info types may be used</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">deidentify</span><span class="p">(</span><span class="ss">&quot;My email is shivam@google.co.in&quot;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">deidentify</span><span class="p">(</span><span class="ss">&quot;My email is shivam@google.co.in&quot;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">deidentify</span><span class="p">(</span><span class="ss">&quot;My email is shivam@google.co.in&quot;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------------------------------+
+| masked_info                              |
++------------------------------------------+
+| My email is [PERSON_NAME][EMAIL_ADDRESS] |
++------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>deidentify</code>?</summary>
+<details class="success">
+<summary>Get help using <code>deidentify</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>deidentify</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A customer support system stores chat transcripts including customer names, email addresses, phone numbers, and potentially credit card numbers if they make a purchase through the chat.  Regulations like GDPR require protecting this sensitive information.  The <code>deidentify</code> function can be used within BigQuery to anonymize this data for analysis or other purposes where the raw PII isn't required.</p>
+<p><strong>Scenario:</strong> A data analyst needs to analyze chat transcripts to understand common customer issues.  They don't need the actual PII, just the context of the conversations.</p>
+<p><strong>Implementation:</strong></p>
+<ol>
+<li>
+<p><strong>Data Storage:</strong> Chat transcripts are stored in a BigQuery table with columns like <code>chat_id</code>, <code>customer_id</code>, <code>transcript</code>. The <code>transcript</code> column contains the raw conversation text.</p>
+</li>
+<li>
+<p><strong>De-identification Query:</strong> The analyst can use the <code>deidentify</code> function in a query to create an anonymized view of the data:</p>
+</li>
+</ol>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">chat_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">customer_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">deidentify</span><span class="p">(</span><span class="n">transcript</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;PERSON_NAME,EMAIL_ADDRESS,PHONE_NUMBER,CREDIT_CARD_NUMBER&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">anonymized_transcript</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">project</span><span class="p">.</span><span class="n">dataset</span><span class="p">.</span><span class="n">chat_transcripts</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p>This query replaces identifiable information within the <code>transcript</code> column with generic markers like <code>[PERSON_NAME]</code>, <code>[EMAIL_ADDRESS]</code>, etc.</p>
+<ol>
+<li><strong>Analysis:</strong> The analyst can then perform their analysis on the anonymized view, preserving customer privacy while still gaining insights from the conversation data.  For example, they could use natural language processing to identify common themes or topics of discussion.</li>
+</ol>
+<p><strong>Benefits:</strong></p>
+<ul>
+<li><strong>Compliance:</strong> Meets data privacy regulations by masking sensitive information.</li>
+<li><strong>Simplified Analysis:</strong> Enables analysis without risking exposure of PII.</li>
+<li><strong>Flexibility:</strong> Allows specifying the types of information to mask, providing granular control over the de-identification process.</li>
+<li><strong>Data Utility:</strong> Preserves the context and content of the conversations, allowing for meaningful analysis even after removing PII.</li>
+</ul>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/deidentify" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
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+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "deidentify",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
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+
+
+
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+  
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+
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+        >
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+    </a>
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+    
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+    
+    
+      
+      
+    
+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"/></svg>
+    </a>
+  
+    
+    
+    
+    
+      
+      
+    
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg>
+    </a>
+  
+</div>
+    </div>
+  </div>
+</footer>
+      
+    </div>
+    <div class="md-dialog" data-md-component="dialog">
+      <div class="md-dialog__inner md-typeset"></div>
+    </div>
+    
+    
+    <script id="__config" type="application/json">{"base": "../..", "features": ["tabs", "content.tabs.link", "content.code.copy", "navigation.path", "navigation.tabs", "navigation.tabs.sticky", "navigation.tracking", "navigation.indexes", "navigation.hide"], "search": "../../assets/javascripts/workers/search.f8cc74c7.min.js", "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}}</script>
+    
+    
+      <script src="../../assets/javascripts/bundle.c8b220af.min.js"></script>
+      
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/bigfunctions/detect_language/index.html b/bigfunctions/detect_language/index.html
new file mode 100644
index 000000000..cb5d12b1a
--- /dev/null
+++ b/bigfunctions/detect_language/index.html
@@ -0,0 +1,1251 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction detect_language is a BigQuery function which Detects `text` language">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/detect_language/">
+      
+      
+      
+      
+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>detect_language - BigQuery function - BigFunctions</title>
+      
+    
+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
+      
+      
+
+
+    
+    
+      
+    
+    
+      
+        
+        
+        <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
+        <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Roboto:300,300i,400,400i,700,700i%7CRoboto+Mono:400,400i,700,700i&display=fallback">
+        <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
+      
+    
+    
+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
+    
+      
+
+    
+    
+    
+
+
+<meta property="og:title" content="detect_language - BigQuery function - BigFunctions" />
+<meta property="twitter:card" content="summary" />
+<meta property="twitter:title" content="detect_language - BigQuery function - BigFunctions" />
+
+
+
+<meta property="og:description" content="BigFunction detect_language is a BigQuery function which Detects `text` language" />
+
+
+<meta property="og:type" content="website" />
+
+
+<meta property="og:url" content="https://unytics.io/bigfunctions/bigfunctions/detect_language/" />
+
+
+
+<meta property="og:image" content="https://unytics.io/bigfunctions/assets/logo_and_name.png" />
+<meta property="og:image:type" content="image/png" />
+<meta property="og:image:width" content="2500" />
+<meta property="og:image:height" content="541" />
+<meta property="twitter:image" content="https://unytics.io/bigfunctions/assets/logo_and_name.png" />
+<meta property="twitter:image:alt" content="Supercharge BigQuery with BigFunctions" />
+
+
+
+<script defer data-domain="unytics.io" src="https://plausible.io/js/script.js"></script>
+<script>window.plausible = window.plausible || function() { (window.plausible.q = window.plausible.q || []).push(arguments) }</script>
+
+
+
+<style>
+.md-typeset .admonition.abstract,
+.md-typeset details.abstract {
+  border-color: rgb(43, 155, 70);
+}
+.md-typeset .abstract > .admonition-title,
+.md-typeset .abstract > summary {
+  background-color: var(--md-primary-fg-color);
+}
+.md-typeset .abstract > .admonition-title::before,
+.md-typeset .abstract > summary::before {
+  background-color: var(--md-primary-fg-color);
+  -webkit-mask-image: var(--md-admonition-icon--abstract);
+          mask-image: var(--md-admonition-icon--abstract);
+}
+
+.md-typeset__table {
+   min-width: 100%;
+}
+
+.admonition.note {
+  font-size: .8rem;
+}
+
+
+/*------- ANNOUNCEMENT BANNER -------*/
+.md-banner p {
+    line-height: 2.4!important;
+}
+.md-banner p a {
+    color: var(--md-footer-fg-color--light)!important;
+      margin: 0 10px;
+}
+.md-banner p a:hover {
+    color: white!important;
+}
+.md-banner a svg {
+  max-height: 1.2rem !important;
+}
+
+
+/*------- HOME PAGE -------*/
+.md-typeset .md-button:hover {
+  color: var(--md-primary-bg-color);
+  background-color: var(--md-primary-fg-color);
+  border-color: var(--md-primary-bg-color);
+}
+.md-typeset .md-button.md-button--primary:hover {
+  color: var(--md-primary-fg-color);
+  background-color: var(--md-primary-bg-color);
+  border-color: var(--md-primary-fg-color);
+}
+
+.hero__image {
+  max-width: 1000px;
+  /*min-width: 600px;*/
+  width: 100%;
+  height: auto;
+  margin: 0 auto;
+  display: flex;
+  align-items: stretch;
+}
+
+.hero__image img {
+  width: 100%;
+  height: 100%;
+  min-width: 0;
+}
+
+.md-button--center {
+    text-align: center;
+}
+
+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
+}
+
+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
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+
+.md-content li>h2 {
+    font-weight: 600;
+}
+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
+}
+
+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#detect_language" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
+  <p style="text-align: right;">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; detect_language
+</span></p>
+<h1 id="detect_language">detect_language<a class="headerlink" href="#detect_language" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/adsohail/" title="Author: Adam Sohail" target="_blank">
+    <img src="https://media.licdn.com/dms/image/v2/D4D03AQFRg7fnZKjgqQ/profile-displayphoto-shrink_800_800/profile-displayphoto-shrink_800_800/0/1699390459133?e=1741219200&v=beta&t=F6xnWdQDQxQMAW2vbFJJr0scSuTKQUR_ni0WYQSFszU" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/detect_language.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>detect_language</code> ?</summary>
+<details class="success">
+<summary>Call <code>detect_language</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>detect_language</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>detect_language</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>detect_language</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>detect_language</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>detect_language
+bigfun<span class="w"> </span>deploy<span class="w"> </span>detect_language
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>detect_language(text)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Detects <code>text</code> language
+(using <a href="https://github.com/wooorm/franc">franc-min javascript library</a>).</p>
+<p>Returns a three-letter language code (<code>eng</code> for <code>english</code> for example). Returns <code>und</code> for <code>undefined</code> if it could not detect the language or if the text is too short.
+All language codes are defined <a href="https://github.com/wooorm/franc/tree/main/packages/franc-min">here</a></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">detect_language</span><span class="p">(</span><span class="s1">&#39;I love this project so much&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">detect_language</span><span class="p">(</span><span class="s1">&#39;I love this project so much&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">detect_language</span><span class="p">(</span><span class="s1">&#39;I love this project so much&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------+
+| language |
++----------+
+| eng      |
++----------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>detect_language</code>?</summary>
+<details class="success">
+<summary>Get help using <code>detect_language</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>detect_language</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/detect_language" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "detect_language",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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diff --git a/bigfunctions/detect_sensitive_info/index.html b/bigfunctions/detect_sensitive_info/index.html
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index 000000000..949563b3b
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; detect_sensitive_info
+</span></p>
+<h1 id="detect_sensitive_info">detect_sensitive_info<a class="headerlink" href="#detect_sensitive_info" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/shivamsingh012/" title="Author: Shivam Singh" target="_blank">
+    <img src="https://media.licdn.com/dms/image/D4D03AQERv0qwECH0DA/profile-displayphoto-shrink_200_200/0/1675233460732?e=1686182400&v=beta&t=HqngiSx5zd4llZStwf3L0k2T_pE8qvnEj7NguWNJTOo" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/detect_sensitive_info.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>detect_sensitive_info</code> ?</summary>
+<details class="success">
+<summary>Call <code>detect_sensitive_info</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>detect_sensitive_info</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>detect_sensitive_info</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>detect_sensitive_info</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>detect_sensitive_info</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>detect_sensitive_info
+bigfun<span class="w"> </span>deploy<span class="w"> </span>detect_sensitive_info
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>detect_sensitive_info(text)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Detect sensitive information in <code>text</code>
+using <a href="https://cloud.google.com/dlp">Cloud Data Loss Prevention</a></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. String with email in it.</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">detect_sensitive_info</span><span class="p">(</span><span class="ss">&quot;My email is shivam@google.co.in&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">detect_sensitive_info</span><span class="p">(</span><span class="ss">&quot;My email is shivam@google.co.in&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">detect_sensitive_info</span><span class="p">(</span><span class="ss">&quot;My email is shivam@google.co.in&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| sensitive_info                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                |
++-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| [{&#34;string&#34;: &#34;shivam&#34;, &#34;info_type&#34;: &#34;PERSON_NAME&#34;, &#34;confidence&#34;: &#34;POSSIBLE&#34;}, {&#34;string&#34;: &#34;shivam&#34;, &#34;info_type&#34;: &#34;FIRST_NAME&#34;, &#34;confidence&#34;: &#34;POSSIBLE&#34;}, {&#34;string&#34;: &#34;shivam&#34;, &#34;info_type&#34;: &#34;FEMALE_NAME&#34;, &#34;confidence&#34;: &#34;POSSIBLE&#34;}, {&#34;string&#34;: &#34;shivam&#34;, &#34;info_type&#34;: &#34;MALE_NAME&#34;, &#34;confidence&#34;: &#34;POSSIBLE&#34;}, {&#34;string&#34;: &#34;google&#34;, &#34;info_type&#34;: &#34;ORGANIZATION_NAME&#34;, &#34;confidence&#34;: &#34;POSSIBLE&#34;}, {&#34;string&#34;: &#34;shivam@google.co.in&#34;, &#34;info_type&#34;: &#34;EMAIL_ADDRESS&#34;, &#34;confidence&#34;: &#34;VERY_LIKELY&#34;}, {&#34;string&#34;: &#34;google.co.in&#34;, &#34;info_type&#34;: &#34;DOMAIN_NAME&#34;, &#34;confidence&#34;: &#34;LIKELY&#34;}] |
++-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<p><strong>2. String with phone number in it.</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">detect_sensitive_info</span><span class="p">(</span><span class="ss">&quot;My phone number is 0123456789&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">detect_sensitive_info</span><span class="p">(</span><span class="ss">&quot;My phone number is 0123456789&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">detect_sensitive_info</span><span class="p">(</span><span class="ss">&quot;My phone number is 0123456789&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------------------------------------------------------------------------------+
+| sensitive_info                                                                  |
++---------------------------------------------------------------------------------+
+| [{&#34;string&#34;: &#34;0123456789&#34;, &#34;info_type&#34;: &#34;PHONE_NUMBER&#34;, &#34;confidence&#34;: &#34;LIKELY&#34;}] |
++---------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>detect_sensitive_info</code>?</summary>
+<details class="success">
+<summary>Get help using <code>detect_sensitive_info</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>detect_sensitive_info</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>This <code>detect_sensitive_info</code> BigQuery function, leveraging Google Cloud DLP, has several practical use cases, particularly when dealing with large datasets stored in BigQuery:</p>
+<p><strong>1. Data Discovery and Classification:</strong></p>
+<ul>
+<li><strong>Understanding Data Content:</strong> Before applying specific data governance policies or anonymization techniques, you need to know what sensitive data you have.  <code>detect_sensitive_info</code> can scan through text fields in your BigQuery tables to identify various types of sensitive information like PII (Personally Identifiable Information), including names, email addresses, phone numbers, credit card numbers, and more.</li>
+<li><strong>Compliance Auditing:</strong> Regularly scanning your data with this function helps ensure compliance with data privacy regulations like GDPR, CCPA, HIPAA, etc.  You can identify potential violations and take corrective action.</li>
+</ul>
+<p><strong>2. Data Masking and Anonymization:</strong></p>
+<ul>
+<li><strong>Pre-processing for Data Sharing:</strong> Before sharing datasets with third parties or making them publicly available, use <code>detect_sensitive_info</code> to pinpoint sensitive data. Then, you can apply appropriate masking or anonymization techniques (like redaction or pseudonymization) based on the detected information types.</li>
+</ul>
+<p><strong>3. Security Monitoring and Threat Detection:</strong></p>
+<ul>
+<li><strong>Identifying Data Breaches:</strong> Implement continuous monitoring by periodically running <code>detect_sensitive_info</code> on critical datasets.  Unusual patterns or sudden appearances of sensitive information in unexpected locations might indicate a data breach or unauthorized access.</li>
+<li><strong>Vulnerability Assessment:</strong>  By scanning data entering your BigQuery tables, you can assess vulnerabilities related to sensitive data exposure. For example, if a free-text field intended for product descriptions suddenly contains credit card numbers, it indicates a potential security flaw in your data ingestion process.</li>
+</ul>
+<p><strong>4. Data Governance and Policy Enforcement:</strong></p>
+<ul>
+<li><strong>Automated Policy Enforcement:</strong> Integrate <code>detect_sensitive_info</code> into automated data governance workflows.  When sensitive data is detected, trigger alerts, block data ingestion, or automatically apply remediation steps.</li>
+</ul>
+<p><strong>Example Scenario:</strong></p>
+<p>Imagine a company storing customer feedback in a BigQuery table.  They want to analyze the feedback for sentiment analysis but need to protect customer privacy.</p>
+<ol>
+<li>They use <code>detect_sensitive_info</code> to scan the feedback text column.</li>
+<li>The function identifies email addresses and phone numbers mentioned in some feedback entries.</li>
+<li>Based on this, they apply a masking function to replace the identified sensitive information with placeholders or pseudonyms before sharing the data with their analytics team.</li>
+</ol>
+<p>This ensures that the analytics team can still perform sentiment analysis on the data without having access to the customers' private information.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/detect_sensitive_info" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "detect_sensitive_info",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; distinct_values
+</span></p>
+<h1 id="distinct_values">distinct_values<a class="headerlink" href="#distinct_values" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_array/distinct_values.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>distinct_values</code> ?</summary>
+<details class="success">
+<summary>Call <code>distinct_values</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>distinct_values</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>distinct_values</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>distinct_values</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>distinct_values</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>distinct_values
+bigfun<span class="w"> </span>deploy<span class="w"> </span>distinct_values
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>distinct_values(arr)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Return distinct values</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">distinct_values</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">distinct_values</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">distinct_values</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------------+
+| distinct_values |
++-----------------+
+| [1, 4, 3]       |
++-----------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>distinct_values</code>?</summary>
+<details class="success">
+<summary>Get help using <code>distinct_values</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>distinct_values</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/distinct_values" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "distinct_values",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/exchange_rate/index.html b/bigfunctions/exchange_rate/index.html
new file mode 100644
index 000000000..8be96e84d
--- /dev/null
+++ b/bigfunctions/exchange_rate/index.html
@@ -0,0 +1,1284 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction exchange_rate is a BigQuery function which Get `exchange_rate`">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/exchange_rate/">
+      
+      
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+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>exchange_rate - BigQuery function - BigFunctions</title>
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+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
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+    <div data-md-component="skip">
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+          Skip to content
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+    </a>
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+        
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; exchange_rate
+</span></p>
+<h1 id="exchange_rate">exchange_rate<a class="headerlink" href="#exchange_rate" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/johan-protin" title="Author: Johan PROTIN" target="_blank">
+    <img src="https://avatars.githubusercontent.com/u/16030047?v=4" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/get_data/exchange_rate.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>exchange_rate</code> ?</summary>
+<details class="success">
+<summary>Call <code>exchange_rate</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>exchange_rate</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>exchange_rate</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>exchange_rate</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>exchange_rate</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>exchange_rate
+bigfun<span class="w"> </span>deploy<span class="w"> </span>exchange_rate
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>exchange_rate(base, to)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Get <code>exchange_rate</code>
+from <code>base</code> (e.g. <code>USD</code>) to <code>to</code> (e.g. <code>EUR</code>)
+from <a href="https://finance.yahoo.com/quote/USDEUR=X/">Yahoo Finance</a>.</p>
+<p>This functions uses <a href="https://github.com/ranaroussi/yfinance">yfinance python package</a> and returns the average of the <code>bid price</code> and the <code>ask price</code>. If the data is not available in Yahoo Finance, will return <code>null</code></p>
+<table>
+<thead>
+<tr>
+<th>Param</th>
+<th>Possible values</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>base</code><br>and<br><code>to</code></td>
+<td>Iso 4217 currency codes such as <code>EUR</code> or <code>USD</code>. See active codes on <a href="https://en.wikipedia.org/wiki/ISO_4217#Active_codes_(List_One)">wikipedia</a></td>
+</tr>
+</tbody>
+</table>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>To know how many euros a dollar is worth</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">exchange_rate</span><span class="p">(</span><span class="s1">&#39;USD&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;EUR&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">exchange_rate</span><span class="p">(</span><span class="s1">&#39;USD&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;EUR&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">exchange_rate</span><span class="p">(</span><span class="s1">&#39;USD&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;EUR&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------------+
+| exchange_rate |
++---------------+
+| 0.910437      |
++---------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>exchange_rate</code>?</summary>
+<details class="success">
+<summary>Get help using <code>exchange_rate</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>exchange_rate</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A company sells products internationally and stores sales data in BigQuery. The sales data includes the transaction amount and the currency in which the transaction occurred.  They need to report all sales in a single currency (e.g., USD) for financial analysis.</p>
+<p>They can use the <code>exchange_rate</code> function to convert all transactions to USD in their reporting queries.  For example, if they have a table called <code>sales</code> with columns <code>transaction_amount</code> and <code>transaction_currency</code>, they can write a query like this:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">transaction_amount</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">exchange_rate</span><span class="p">(</span><span class="n">transaction_currency</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;USD&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">transaction_amount_usd</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your</span><span class="o">-</span><span class="n">project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">sales</span><span class="o">`</span>
+</code></pre></div>
+<p>This query would calculate <code>transaction_amount_usd</code> by multiplying the original <code>transaction_amount</code> by the exchange rate returned by the <code>exchange_rate</code> function. This effectively normalizes all transaction amounts to USD.  This makes it possible to aggregate and analyze sales data across different currencies, providing a consolidated view of the company's financial performance.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "exchange_rate",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; explore_column
+</span></p>
+<h1 id="explore_column">explore_column<a class="headerlink" href="#explore_column" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/explore/explore_column.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>explore_column</code> ?</summary>
+<details class="success">
+<summary>Call <code>explore_column</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>explore_column</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>explore_column</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>explore_column</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>explore_column</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>explore_column
+bigfun<span class="w"> </span>deploy<span class="w"> </span>explore_column
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>explore_column(fully_qualified_column)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Show column statistics</p>
+<details class="example">
+<summary>See the result as a data visualization in BigQuery Console!</summary>
+<p><strong>The result of this function can be vizualized as an html report directly in BigQuery Console!</strong></p>
+<ol>
+<li>Install this bookmarklet: <a href="javascript:(function()%7Blet%20isChartJsLoaded%20%3D%20false%3B%0Alet%20isGoogleChartsLoaded%20%3D%20false%3B%0Alet%20isFunnelGraphJsLoaded%20%3D%20false%3B%0A%0A%0Awindow.escapeHTML%20%3D%20function(html)%20%7B%0A%20%20if(!trustedTypes)%20%7B%0A%20%20%20%20return%20html%3B%0A%20%20%7D%0A%20%20const%20policy%20%3D%20trustedTypes.createPolicy(%22forceInner%22%2C%20%7BcreateHTML%3A%20(to_escape)%20%3D%3E%20to_escape%7D)%3B%0A%20%20return%20policy.createHTML(html)%3B%0A%7D%3B%0A%0A%0Aconst%20escapeScript%20%3D%20function(script)%20%7B%0A%20%20if(!trustedTypes)%20%7B%0A%20%20%20%20return%20script%3B%0A%20%20%7D%0A%20%20const%20policy%20%3D%20trustedTypes.createPolicy(%22forceInner%22%2C%20%7BcreateScript%3A%20(to_escape)%20%3D%3E%20to_escape%7D)%3B%0A%20%20return%20policy.createScript(script)%3B%0A%7D%3B%0A%0A%0Aconst%20setInnerHTML%20%3D%20function(elm%2C%20html)%20%7B%0A%20%20elm.innerHTML%20%3D%20window.escapeHTML(html)%3B%0A%20%20Array.from(elm.querySelectorAll('script')).forEach(%20oldScript%20%3D%3E%20%7B%0A%20%20%20%20%20%20const%20newScript%20%3D%20document.createElement('script')%3B%0A%20%20%20%20%20%20Array.from(oldScript.attributes).forEach(%20attr%20%3D%3E%20newScript.setAttribute(attr.name%2C%20attr.value)%20)%3B%0A%20%20%20%20%20%20newScript.text%20%3D%20escapeScript(oldScript.innerHTML)%3B%0A%20%20%20%20%20%20oldScript.parentNode.replaceChild(newScript%2C%20oldScript)%3B%0A%20%20%7D)%3B%0A%7D%3B%0A%0A%0Aconst%20run%20%3D%20async%20function()%20%7B%0A%20%20if%20(!isChartJsLoaded%20%7C%7C%20!isGoogleChartsLoaded%20%7C%7C%20!isFunnelGraphJsLoaded)%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20results_table_container%20%3D%20document.querySelector('bq-tab-content%3Anot(.cfc-hidden)%20bq-results-table')%3B%0A%20%20if%20(!results_table_container)%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20cells%20%3D%20results_table_container.querySelectorAll('td%20div%3Anot(.cfc-flex-container)')%3B%0A%20%20if%20(cells.length%20!%3D%3D%201)%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20cell%20%3D%20cells%5B0%5D%3B%0A%20%20const%20content%20%3D%20cell.innerText%3B%0A%20%20if%20(!content.startsWith(%22%3Chtml%22))%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20if%20(content.endsWith(%22...%22))%20%7B%0A%20%20%20%20cell.nextElementSibling.firstElementChild.click()%3B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20html%20%3D%20%60%3Csection%20id%3D%22bf-container%22%20class%3D%22section%22%3E%24%7Bcontent%7D%3C%2Fsection%3E%60%0A%20%20setInnerHTML(results_table_container%2C%20html)%3B%0A%7D%3B%0A%0A%0Aconst%20loadBulmaCss%20%3D%20function()%20%7B%0A%20%20const%20bulma%20%3D%20document.createElement('link')%3B%0A%20%20bulma.setAttribute('rel'%2C%20'stylesheet')%3B%0A%20%20bulma.setAttribute('href'%2C%20'https%3A%2F%2Fcdn.jsdelivr.net%2Fnpm%2Fbulma%400.9.4%2Fcss%2Fbulma.min.css')%3B%0A%20%20document.head.appendChild(bulma)%3B%0A%7D%3B%0A%0A%0Aconst%20loadChartJs%20%3D%20function()%20%7B%0A%20%20fetch('https%3A%2F%2Fcdnjs.cloudflare.com%2Fajax%2Flibs%2FChart.js%2F3.9.1%2Fchart.min.js')%0A%20%20.then((response)%20%3D%3E%20response.text())%0A%20%20.then((text)%20%3D%3E%20%7B%0A%20%20%20%20const%20script%20%3D%20document.createElement('script')%3B%0A%20%20%20%20script.text%20%3D%20escapeScript(text)%3B%0A%20%20%20%20document.head.appendChild(script)%3B%0A%20%20%20%20isChartJsLoaded%20%3D%20true%3B%0A%20%20%7D)%3B%0A%7D%3B%0A%0A%0Aconst%20loadGoogleChart%20%3D%20function()%20%7B%0A%20%20fetch('https%3A%2F%2Fwww.gstatic.com%2Fcharts%2Floader.js')%0A%20%20.then((response)%20%3D%3E%20response.text())%0A%20%20.then((text)%20%3D%3E%20%7B%0A%20%20%20%20const%20script%20%3D%20document.createElement('script')%3B%0A%20%20%20%20script.text%20%3D%20escapeScript(text)%3B%0A%20%20%20%20document.head.appendChild(script)%3B%0A%20%20%20%20google.charts.load('current'%2C%20%7Bpackages%3A%20%5B'sankey'%5D%7D)%3B%0A%20%20%20%20google.charts.setOnLoadCallback(function()%20%7B%20isGoogleChartsLoaded%20%3D%20true%3B%20%7D)%3B%0A%20%20%7D)%3B%0A%7D%3B%0A%0A%0Aconst%20loadFunnelGraphJs%20%3D%20function()%20%7B%0A%20%20const%20css%20%3D%20document.createElement('link')%3B%0A%20%20css.setAttribute('rel'%2C%20'stylesheet')%3B%0A%20%20css.setAttribute('href'%2C%20'https%3A%2F%2Funpkg.com%2Ffunnel-graph-js%401.3.9%2Fdist%2Fcss%2Fmain.min.css')%3B%0A%20%20document.head.appendChild(css)%3B%0A%0A%20%20const%20css2%20%3D%20document.createElement('link')%3B%0A%20%20css2.setAttribute('rel'%2C%20'stylesheet')%3B%0A%20%20css2.setAttribute('href'%2C%20'https%3A%2F%2Funpkg.com%2Ffunnel-graph-js%401.3.9%2Fdist%2Fcss%2Ftheme.min.css')%3B%0A%20%20document.head.appendChild(css2)%3B%0A%0A%20%20fetch('https%3A%2F%2Funpkg.com%2Ffunnel-graph-js%401.3.9%2Fdist%2Fjs%2Ffunnel-graph.min.js')%0A%20%20.then((response)%20%3D%3E%20response.text())%0A%20%20.then((text)%20%3D%3E%20%7B%0A%20%20%20%20const%20regex%20%3D%20%2FinnerHTML%3D(%5Cw%2B)%2Fgi%3B%0A%20%20%20%20text%20%3D%20text.replace(regex%2C%20'innerHTML%3Dwindow.escapeHTML(%241)')%3B%0A%20%20%20%20console.log(text)%3B%0A%20%20%20%20const%20script%20%3D%20document.createElement('script')%3B%0A%20%20%20%20script.text%20%3D%20escapeScript(text)%3B%0A%20%20%20%20document.head.appendChild(script)%3B%0A%20%20%20%20isFunnelGraphJsLoaded%20%3D%20true%3B%0A%20%20%7D)%3B%0A%0A%0A%7D%0A%0AloadBulmaCss()%3B%0AloadFunnelGraphJs()%3B%0AloadChartJs()%3B%0AloadGoogleChart()%3B%0AsetInterval(run%2C%20100)%3B%7D)()%3B">bigfunctions</a> <em>(it has to be done only once)</em></li>
+<li>Open BigQuery console</li>
+<li>Click on the installed bookmarklet.<ul>
+<li>From now on, the bookmarklet code will observe the BigQuery console page.</li>
+<li>If a BigQuery result appears with a unique cell containing html content, it will be rendered.</li>
+</ul>
+</li>
+<li>You will have to click on the bookmarklet <em>again</em>:<ul>
+<li>If you refresh the Bigquery console page,</li>
+<li>If you open the BigQuery console in a new tab of your browser.</li>
+</ul>
+</li>
+<li>Run the query of the example and open the result of the latest subquery. The result will be shown as a nice html content.</li>
+</ol>
+<p><br></p>
+<p><img alt="bookmarklet usage" src="../../assets/bookmarklet_usage.gif" /></p>
+</details>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">explore_column</span><span class="p">(</span><span class="ss">&quot;bigfunctions.eu.natality.weight_pounds&quot;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="n">html</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">explore_column</span><span class="p">(</span><span class="ss">&quot;bigfunctions.us.natality.weight_pounds&quot;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="n">html</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">explore_column</span><span class="p">(</span><span class="ss">&quot;bigfunctions.europe_west1.natality.weight_pounds&quot;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="n">html</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<p><a href="../explore_column.png"><img alt="screenshot" src="../explore_column.png" style="border: var(--md-code-bg-color) solid 1rem; margin-top: -1rem; width: 100%"></a></p>
+<details class="question">
+<summary>Need help or Found a bug using <code>explore_column</code>?</summary>
+<details class="success">
+<summary>Get help using <code>explore_column</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>explore_column</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>The <code>explore_column</code> function, as described, provides statistics about a specified column in a BigQuery table.  Here are a few use cases:</p>
+<ul>
+<li>
+<p><strong>Data Understanding/Exploration:</strong> When working with a new dataset, you can quickly use <code>explore_column</code> to get a sense of the distribution of values within a particular column.  This helps understand data types, ranges, potential outliers, and the general characteristics of the data.  For example, if you have a column representing customer ages, <code>explore_column</code> could show you the average age, minimum and maximum ages, and potentially a histogram of the age distribution.</p>
+</li>
+<li>
+<p><strong>Data Quality Assessment:</strong> <code>explore_column</code> can help identify data quality issues.  For instance, it might reveal unexpected values in a column (e.g., negative values in a column supposed to store positive numbers), a high number of NULL values, or a skewed distribution that might warrant further investigation.</p>
+</li>
+<li>
+<p><strong>Feature Engineering:</strong>  Before using a column in a machine learning model, <code>explore_column</code> can help determine appropriate preprocessing steps.  For example, if a column has a highly skewed distribution, you might decide to apply a logarithmic transformation.  Understanding the distribution can also help you choose appropriate binning strategies for categorical features.</p>
+</li>
+<li>
+<p><strong>Report Generation:</strong> The function generates HTML output which can be incorporated into automated reports. This allows for easy sharing of column-level statistics with stakeholders without manual analysis.</p>
+</li>
+<li>
+<p><strong>Data Monitoring:</strong> By periodically running <code>explore_column</code> on key columns, you can monitor changes in data distributions over time. This can be useful for detecting anomalies or drifts in the data that might indicate problems with data ingestion or underlying business processes.</p>
+</li>
+</ul>
+<p><strong>Example Scenario:</strong></p>
+<p>Imagine you're analyzing a dataset of website user activity. You have a column called <code>time_spent_on_page</code> (in seconds). Using <code>explore_column(your_project.your_dataset.your_table.time_spent_on_page)</code> would quickly provide you with stats like the average, minimum, maximum time spent on a page, potentially a histogram visualization, and help you answer questions like:</p>
+<ul>
+<li>Are there users spending an unusually long or short time on the page?</li>
+<li>Is the distribution skewed?  Are most users spending a short time, with a few outliers spending a very long time?</li>
+<li>Are there a significant number of NULL values, indicating potential tracking issues?</li>
+</ul>
+<p>Based on this information, you can make decisions about data cleaning, feature engineering, or further investigation.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/explore_column" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "explore_column",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
+
+
+
+
+
+  
+  
+
+
+
+<!-- Was this page helpful? -->
+
+
+  
+
+
+
+<!-- Comment system -->
+
+                
+              </article>
+            </div>
+          
+          
+  <script>var tabs=__md_get("__tabs");if(Array.isArray(tabs))e:for(var set of document.querySelectorAll(".tabbed-set")){var labels=set.querySelector(".tabbed-labels");for(var tab of tabs)for(var label of labels.getElementsByTagName("label"))if(label.innerText.trim()===tab){var input=document.getElementById(label.htmlFor);input.checked=!0;continue e}}</script>
+
+<script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script>
+        </div>
+        
+      </main>
+      
+        
+
+<!-- Application footer -->
+<footer class="md-footer">
+  <!-- Further information -->
+  <div class="md-footer-meta md-typeset">
+    <div class="md-footer-meta__inner md-grid">
+
+      <!-- Copyright and theme information -->
+      <div style="width: 200px; margin: auto 0;">
+        <img
+          src="https://unytics.io/bigfunctions/assets/logo_and_name.png"
+          alt="bigfunctions logo"
+        >
+      </div>
+      
+        <div style="color: rgb(92, 92, 92); margin: auto 0;">
+          Built by <a href="https://unytics.io"><u>Unytics</u></a> — Copyright &copy; 2025
+        </div>
+      
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+      <!-- Social links -->
+      <div class="md-social">
+  
+    
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+      
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; explore_dataset
+</span></p>
+<h1 id="explore_dataset">explore_dataset<a class="headerlink" href="#explore_dataset" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/explore/explore_dataset.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>explore_dataset</code> ?</summary>
+<details class="success">
+<summary>Call <code>explore_dataset</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>explore_dataset</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>explore_dataset</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>explore_dataset</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>explore_dataset</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>explore_dataset
+bigfun<span class="w"> </span>deploy<span class="w"> </span>explore_dataset
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>explore_dataset(fully_qualified_dataset)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Show infos about dataset tables</p>
+<details class="example">
+<summary>See the result as a data visualization in BigQuery Console!</summary>
+<p><strong>The result of this function can be vizualized as an html report directly in BigQuery Console!</strong></p>
+<ol>
+<li>Install this bookmarklet: <a href="javascript:(function()%7Blet%20isChartJsLoaded%20%3D%20false%3B%0Alet%20isGoogleChartsLoaded%20%3D%20false%3B%0Alet%20isFunnelGraphJsLoaded%20%3D%20false%3B%0A%0A%0Awindow.escapeHTML%20%3D%20function(html)%20%7B%0A%20%20if(!trustedTypes)%20%7B%0A%20%20%20%20return%20html%3B%0A%20%20%7D%0A%20%20const%20policy%20%3D%20trustedTypes.createPolicy(%22forceInner%22%2C%20%7BcreateHTML%3A%20(to_escape)%20%3D%3E%20to_escape%7D)%3B%0A%20%20return%20policy.createHTML(html)%3B%0A%7D%3B%0A%0A%0Aconst%20escapeScript%20%3D%20function(script)%20%7B%0A%20%20if(!trustedTypes)%20%7B%0A%20%20%20%20return%20script%3B%0A%20%20%7D%0A%20%20const%20policy%20%3D%20trustedTypes.createPolicy(%22forceInner%22%2C%20%7BcreateScript%3A%20(to_escape)%20%3D%3E%20to_escape%7D)%3B%0A%20%20return%20policy.createScript(script)%3B%0A%7D%3B%0A%0A%0Aconst%20setInnerHTML%20%3D%20function(elm%2C%20html)%20%7B%0A%20%20elm.innerHTML%20%3D%20window.escapeHTML(html)%3B%0A%20%20Array.from(elm.querySelectorAll('script')).forEach(%20oldScript%20%3D%3E%20%7B%0A%20%20%20%20%20%20const%20newScript%20%3D%20document.createElement('script')%3B%0A%20%20%20%20%20%20Array.from(oldScript.attributes).forEach(%20attr%20%3D%3E%20newScript.setAttribute(attr.name%2C%20attr.value)%20)%3B%0A%20%20%20%20%20%20newScript.text%20%3D%20escapeScript(oldScript.innerHTML)%3B%0A%20%20%20%20%20%20oldScript.parentNode.replaceChild(newScript%2C%20oldScript)%3B%0A%20%20%7D)%3B%0A%7D%3B%0A%0A%0Aconst%20run%20%3D%20async%20function()%20%7B%0A%20%20if%20(!isChartJsLoaded%20%7C%7C%20!isGoogleChartsLoaded%20%7C%7C%20!isFunnelGraphJsLoaded)%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20results_table_container%20%3D%20document.querySelector('bq-tab-content%3Anot(.cfc-hidden)%20bq-results-table')%3B%0A%20%20if%20(!results_table_container)%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20cells%20%3D%20results_table_container.querySelectorAll('td%20div%3Anot(.cfc-flex-container)')%3B%0A%20%20if%20(cells.length%20!%3D%3D%201)%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20cell%20%3D%20cells%5B0%5D%3B%0A%20%20const%20content%20%3D%20cell.innerText%3B%0A%20%20if%20(!content.startsWith(%22%3Chtml%22))%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20if%20(content.endsWith(%22...%22))%20%7B%0A%20%20%20%20cell.nextElementSibling.firstElementChild.click()%3B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20html%20%3D%20%60%3Csection%20id%3D%22bf-container%22%20class%3D%22section%22%3E%24%7Bcontent%7D%3C%2Fsection%3E%60%0A%20%20setInnerHTML(results_table_container%2C%20html)%3B%0A%7D%3B%0A%0A%0Aconst%20loadBulmaCss%20%3D%20function()%20%7B%0A%20%20const%20bulma%20%3D%20document.createElement('link')%3B%0A%20%20bulma.setAttribute('rel'%2C%20'stylesheet')%3B%0A%20%20bulma.setAttribute('href'%2C%20'https%3A%2F%2Fcdn.jsdelivr.net%2Fnpm%2Fbulma%400.9.4%2Fcss%2Fbulma.min.css')%3B%0A%20%20document.head.appendChild(bulma)%3B%0A%7D%3B%0A%0A%0Aconst%20loadChartJs%20%3D%20function()%20%7B%0A%20%20fetch('https%3A%2F%2Fcdnjs.cloudflare.com%2Fajax%2Flibs%2FChart.js%2F3.9.1%2Fchart.min.js')%0A%20%20.then((response)%20%3D%3E%20response.text())%0A%20%20.then((text)%20%3D%3E%20%7B%0A%20%20%20%20const%20script%20%3D%20document.createElement('script')%3B%0A%20%20%20%20script.text%20%3D%20escapeScript(text)%3B%0A%20%20%20%20document.head.appendChild(script)%3B%0A%20%20%20%20isChartJsLoaded%20%3D%20true%3B%0A%20%20%7D)%3B%0A%7D%3B%0A%0A%0Aconst%20loadGoogleChart%20%3D%20function()%20%7B%0A%20%20fetch('https%3A%2F%2Fwww.gstatic.com%2Fcharts%2Floader.js')%0A%20%20.then((response)%20%3D%3E%20response.text())%0A%20%20.then((text)%20%3D%3E%20%7B%0A%20%20%20%20const%20script%20%3D%20document.createElement('script')%3B%0A%20%20%20%20script.text%20%3D%20escapeScript(text)%3B%0A%20%20%20%20document.head.appendChild(script)%3B%0A%20%20%20%20google.charts.load('current'%2C%20%7Bpackages%3A%20%5B'sankey'%5D%7D)%3B%0A%20%20%20%20google.charts.setOnLoadCallback(function()%20%7B%20isGoogleChartsLoaded%20%3D%20true%3B%20%7D)%3B%0A%20%20%7D)%3B%0A%7D%3B%0A%0A%0Aconst%20loadFunnelGraphJs%20%3D%20function()%20%7B%0A%20%20const%20css%20%3D%20document.createElement('link')%3B%0A%20%20css.setAttribute('rel'%2C%20'stylesheet')%3B%0A%20%20css.setAttribute('href'%2C%20'https%3A%2F%2Funpkg.com%2Ffunnel-graph-js%401.3.9%2Fdist%2Fcss%2Fmain.min.css')%3B%0A%20%20document.head.appendChild(css)%3B%0A%0A%20%20const%20css2%20%3D%20document.createElement('link')%3B%0A%20%20css2.setAttribute('rel'%2C%20'stylesheet')%3B%0A%20%20css2.setAttribute('href'%2C%20'https%3A%2F%2Funpkg.com%2Ffunnel-graph-js%401.3.9%2Fdist%2Fcss%2Ftheme.min.css')%3B%0A%20%20document.head.appendChild(css2)%3B%0A%0A%20%20fetch('https%3A%2F%2Funpkg.com%2Ffunnel-graph-js%401.3.9%2Fdist%2Fjs%2Ffunnel-graph.min.js')%0A%20%20.then((response)%20%3D%3E%20response.text())%0A%20%20.then((text)%20%3D%3E%20%7B%0A%20%20%20%20const%20regex%20%3D%20%2FinnerHTML%3D(%5Cw%2B)%2Fgi%3B%0A%20%20%20%20text%20%3D%20text.replace(regex%2C%20'innerHTML%3Dwindow.escapeHTML(%241)')%3B%0A%20%20%20%20console.log(text)%3B%0A%20%20%20%20const%20script%20%3D%20document.createElement('script')%3B%0A%20%20%20%20script.text%20%3D%20escapeScript(text)%3B%0A%20%20%20%20document.head.appendChild(script)%3B%0A%20%20%20%20isFunnelGraphJsLoaded%20%3D%20true%3B%0A%20%20%7D)%3B%0A%0A%0A%7D%0A%0AloadBulmaCss()%3B%0AloadFunnelGraphJs()%3B%0AloadChartJs()%3B%0AloadGoogleChart()%3B%0AsetInterval(run%2C%20100)%3B%7D)()%3B">bigfunctions</a> <em>(it has to be done only once)</em></li>
+<li>Open BigQuery console</li>
+<li>Click on the installed bookmarklet.<ul>
+<li>From now on, the bookmarklet code will observe the BigQuery console page.</li>
+<li>If a BigQuery result appears with a unique cell containing html content, it will be rendered.</li>
+</ul>
+</li>
+<li>You will have to click on the bookmarklet <em>again</em>:<ul>
+<li>If you refresh the Bigquery console page,</li>
+<li>If you open the BigQuery console in a new tab of your browser.</li>
+</ul>
+</li>
+<li>Run the query of the example and open the result of the latest subquery. The result will be shown as a nice html content.</li>
+</ol>
+<p><br></p>
+<p><img alt="bookmarklet usage" src="../../assets/bookmarklet_usage.gif" /></p>
+</details>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">explore_dataset</span><span class="p">(</span><span class="ss">&quot;bigfunctions.eu&quot;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="n">html</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">explore_dataset</span><span class="p">(</span><span class="ss">&quot;bigfunctions.us&quot;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="n">html</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">explore_dataset</span><span class="p">(</span><span class="ss">&quot;bigfunctions.europe_west1&quot;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="n">html</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<p><a href="../explore_dataset.png"><img alt="screenshot" src="../explore_dataset.png" style="border: var(--md-code-bg-color) solid 1rem; margin-top: -1rem; width: 100%"></a></p>
+<details class="question">
+<summary>Need help or Found a bug using <code>explore_dataset</code>?</summary>
+<details class="success">
+<summary>Get help using <code>explore_dataset</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>explore_dataset</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>The <code>explore_dataset</code> function, as described, provides information about the tables within a specified BigQuery dataset. Here are some use cases:</p>
+<ul>
+<li>
+<p><strong>Data Discovery and Exploration:</strong>  A data analyst or scientist new to a project can use this function to quickly understand the available datasets and their contents.  They can see the names of tables, which can give hints about the kind of data stored.  This speeds up the initial data discovery phase.</p>
+</li>
+<li>
+<p><strong>Data Auditing and Documentation:</strong>  For compliance or documentation purposes, someone might need a list of all tables in a dataset. <code>explore_dataset</code> could automate generating this list, potentially including additional information.</p>
+</li>
+<li>
+<p><strong>Impact Analysis:</strong>  Before making changes to a dataset (e.g., deleting tables, changing schemas), a developer could use this function to identify potentially affected downstream processes or reports.</p>
+</li>
+<li>
+<p><strong>Data Governance:</strong> A data governance team could use this function to monitor dataset usage and ensure adherence to naming conventions or other data management policies.</p>
+</li>
+<li>
+<p><strong>Building Data Catalogs:</strong> This function could be a building block for a more comprehensive data catalog. The output could be ingested into a metadata store or visualized in a custom dashboard.</p>
+</li>
+</ul>
+<p><strong>Example Scenario:</strong></p>
+<p>Imagine a data analyst joins a new team.  They are tasked with analyzing customer behavior data.  They know the data resides in a BigQuery dataset called <code>project.customer_data</code>.  They could use the <code>explore_dataset</code> function like this (assuming the dataset is in the <code>us</code> region):</p>
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">explore_dataset</span><span class="p">(</span><span class="ss">&quot;project.customer_data&quot;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="n">html</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+<p>This would give them a quick overview of all tables in the <code>customer_data</code> dataset, helping them understand what data is available and where to start their analysis.  The HTML output could potentially include table descriptions, schemas, last modified dates, or sizes, making the exploration even more efficient.</p>
+<p><strong>Limitations based on documentation:</strong></p>
+<p>The documentation heavily emphasizes using the pre-deployed public versions of this function. This might be convenient for quick checks but raises some concerns for production use:</p>
+<ul>
+<li><strong>Dependency on external project:</strong> Relying on a third-party project introduces a potential point of failure or unexpected changes.</li>
+<li><strong>Security:</strong> If you need to explore datasets with sensitive information, calling a public function isn't advisable.  Deploying the function in your own project would allow you to control access.</li>
+<li><strong>Customization:</strong> The output is limited to HTML.  If you need to process the information programmatically (e.g., store it in a database), you'd need to parse the HTML. Deploying the function yourself allows for customizing the output format.</li>
+</ul>
+<p>For serious applications, consider deploying the <code>explore_dataset</code> function within your own Google Cloud Project for better control, security, and customization.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/explore_dataset" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "explore_dataset",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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diff --git a/bigfunctions/explore_events/index.html b/bigfunctions/explore_events/index.html
new file mode 100644
index 000000000..21b851447
--- /dev/null
+++ b/bigfunctions/explore_events/index.html
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+
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+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
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+        <meta name="description" content="BigFunction explore_events is a BigQuery function which Show events (WORK IN PROGRESS)">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/explore_events/">
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+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#explore_events" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
+  <p style="text-align: right;">
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+    </a>
+
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+    </a>
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+
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+    <label class="md-header__button md-icon" for="__drawer">
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+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
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+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
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+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              explore_events - BigQuery function
+            
+          </span>
+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
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+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
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+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
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+      </nav>
+      
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+    <div class="md-search__output">
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+            Initializing search
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+        <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; explore_events
+</span></p>
+<h1 id="explore_events">explore_events<a class="headerlink" href="#explore_events" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/wip/explore_events.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>explore_events</code> ?</summary>
+<details class="success">
+<summary>Call <code>explore_events</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>explore_events</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>explore_events</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>explore_events</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>explore_events</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>explore_events
+bigfun<span class="w"> </span>deploy<span class="w"> </span>explore_events
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>explore_events(events_table, max_minutes_between_events)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Show events (WORK IN PROGRESS)</p>
+<details class="example">
+<summary>See the result as a data visualization in BigQuery Console!</summary>
+<p><strong>The result of this function can be vizualized as an html report directly in BigQuery Console!</strong></p>
+<ol>
+<li>Install this bookmarklet: <a href="javascript:(function()%7Blet%20isChartJsLoaded%20%3D%20false%3B%0Alet%20isGoogleChartsLoaded%20%3D%20false%3B%0Alet%20isFunnelGraphJsLoaded%20%3D%20false%3B%0A%0A%0Awindow.escapeHTML%20%3D%20function(html)%20%7B%0A%20%20if(!trustedTypes)%20%7B%0A%20%20%20%20return%20html%3B%0A%20%20%7D%0A%20%20const%20policy%20%3D%20trustedTypes.createPolicy(%22forceInner%22%2C%20%7BcreateHTML%3A%20(to_escape)%20%3D%3E%20to_escape%7D)%3B%0A%20%20return%20policy.createHTML(html)%3B%0A%7D%3B%0A%0A%0Aconst%20escapeScript%20%3D%20function(script)%20%7B%0A%20%20if(!trustedTypes)%20%7B%0A%20%20%20%20return%20script%3B%0A%20%20%7D%0A%20%20const%20policy%20%3D%20trustedTypes.createPolicy(%22forceInner%22%2C%20%7BcreateScript%3A%20(to_escape)%20%3D%3E%20to_escape%7D)%3B%0A%20%20return%20policy.createScript(script)%3B%0A%7D%3B%0A%0A%0Aconst%20setInnerHTML%20%3D%20function(elm%2C%20html)%20%7B%0A%20%20elm.innerHTML%20%3D%20window.escapeHTML(html)%3B%0A%20%20Array.from(elm.querySelectorAll('script')).forEach(%20oldScript%20%3D%3E%20%7B%0A%20%20%20%20%20%20const%20newScript%20%3D%20document.createElement('script')%3B%0A%20%20%20%20%20%20Array.from(oldScript.attributes).forEach(%20attr%20%3D%3E%20newScript.setAttribute(attr.name%2C%20attr.value)%20)%3B%0A%20%20%20%20%20%20newScript.text%20%3D%20escapeScript(oldScript.innerHTML)%3B%0A%20%20%20%20%20%20oldScript.parentNode.replaceChild(newScript%2C%20oldScript)%3B%0A%20%20%7D)%3B%0A%7D%3B%0A%0A%0Aconst%20run%20%3D%20async%20function()%20%7B%0A%20%20if%20(!isChartJsLoaded%20%7C%7C%20!isGoogleChartsLoaded%20%7C%7C%20!isFunnelGraphJsLoaded)%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20results_table_container%20%3D%20document.querySelector('bq-tab-content%3Anot(.cfc-hidden)%20bq-results-table')%3B%0A%20%20if%20(!results_table_container)%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20cells%20%3D%20results_table_container.querySelectorAll('td%20div%3Anot(.cfc-flex-container)')%3B%0A%20%20if%20(cells.length%20!%3D%3D%201)%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20cell%20%3D%20cells%5B0%5D%3B%0A%20%20const%20content%20%3D%20cell.innerText%3B%0A%20%20if%20(!content.startsWith(%22%3Chtml%22))%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20if%20(content.endsWith(%22...%22))%20%7B%0A%20%20%20%20cell.nextElementSibling.firstElementChild.click()%3B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20html%20%3D%20%60%3Csection%20id%3D%22bf-container%22%20class%3D%22section%22%3E%24%7Bcontent%7D%3C%2Fsection%3E%60%0A%20%20setInnerHTML(results_table_container%2C%20html)%3B%0A%7D%3B%0A%0A%0Aconst%20loadBulmaCss%20%3D%20function()%20%7B%0A%20%20const%20bulma%20%3D%20document.createElement('link')%3B%0A%20%20bulma.setAttribute('rel'%2C%20'stylesheet')%3B%0A%20%20bulma.setAttribute('href'%2C%20'https%3A%2F%2Fcdn.jsdelivr.net%2Fnpm%2Fbulma%400.9.4%2Fcss%2Fbulma.min.css')%3B%0A%20%20document.head.appendChild(bulma)%3B%0A%7D%3B%0A%0A%0Aconst%20loadChartJs%20%3D%20function()%20%7B%0A%20%20fetch('https%3A%2F%2Fcdnjs.cloudflare.com%2Fajax%2Flibs%2FChart.js%2F3.9.1%2Fchart.min.js')%0A%20%20.then((response)%20%3D%3E%20response.text())%0A%20%20.then((text)%20%3D%3E%20%7B%0A%20%20%20%20const%20script%20%3D%20document.createElement('script')%3B%0A%20%20%20%20script.text%20%3D%20escapeScript(text)%3B%0A%20%20%20%20document.head.appendChild(script)%3B%0A%20%20%20%20isChartJsLoaded%20%3D%20true%3B%0A%20%20%7D)%3B%0A%7D%3B%0A%0A%0Aconst%20loadGoogleChart%20%3D%20function()%20%7B%0A%20%20fetch('https%3A%2F%2Fwww.gstatic.com%2Fcharts%2Floader.js')%0A%20%20.then((response)%20%3D%3E%20response.text())%0A%20%20.then((text)%20%3D%3E%20%7B%0A%20%20%20%20const%20script%20%3D%20document.createElement('script')%3B%0A%20%20%20%20script.text%20%3D%20escapeScript(text)%3B%0A%20%20%20%20document.head.appendChild(script)%3B%0A%20%20%20%20google.charts.load('current'%2C%20%7Bpackages%3A%20%5B'sankey'%5D%7D)%3B%0A%20%20%20%20google.charts.setOnLoadCallback(function()%20%7B%20isGoogleChartsLoaded%20%3D%20true%3B%20%7D)%3B%0A%20%20%7D)%3B%0A%7D%3B%0A%0A%0Aconst%20loadFunnelGraphJs%20%3D%20function()%20%7B%0A%20%20const%20css%20%3D%20document.createElement('link')%3B%0A%20%20css.setAttribute('rel'%2C%20'stylesheet')%3B%0A%20%20css.setAttribute('href'%2C%20'https%3A%2F%2Funpkg.com%2Ffunnel-graph-js%401.3.9%2Fdist%2Fcss%2Fmain.min.css')%3B%0A%20%20document.head.appendChild(css)%3B%0A%0A%20%20const%20css2%20%3D%20document.createElement('link')%3B%0A%20%20css2.setAttribute('rel'%2C%20'stylesheet')%3B%0A%20%20css2.setAttribute('href'%2C%20'https%3A%2F%2Funpkg.com%2Ffunnel-graph-js%401.3.9%2Fdist%2Fcss%2Ftheme.min.css')%3B%0A%20%20document.head.appendChild(css2)%3B%0A%0A%20%20fetch('https%3A%2F%2Funpkg.com%2Ffunnel-graph-js%401.3.9%2Fdist%2Fjs%2Ffunnel-graph.min.js')%0A%20%20.then((response)%20%3D%3E%20response.text())%0A%20%20.then((text)%20%3D%3E%20%7B%0A%20%20%20%20const%20regex%20%3D%20%2FinnerHTML%3D(%5Cw%2B)%2Fgi%3B%0A%20%20%20%20text%20%3D%20text.replace(regex%2C%20'innerHTML%3Dwindow.escapeHTML(%241)')%3B%0A%20%20%20%20console.log(text)%3B%0A%20%20%20%20const%20script%20%3D%20document.createElement('script')%3B%0A%20%20%20%20script.text%20%3D%20escapeScript(text)%3B%0A%20%20%20%20document.head.appendChild(script)%3B%0A%20%20%20%20isFunnelGraphJsLoaded%20%3D%20true%3B%0A%20%20%7D)%3B%0A%0A%0A%7D%0A%0AloadBulmaCss()%3B%0AloadFunnelGraphJs()%3B%0AloadChartJs()%3B%0AloadGoogleChart()%3B%0AsetInterval(run%2C%20100)%3B%7D)()%3B">bigfunctions</a> <em>(it has to be done only once)</em></li>
+<li>Open BigQuery console</li>
+<li>Click on the installed bookmarklet.<ul>
+<li>From now on, the bookmarklet code will observe the BigQuery console page.</li>
+<li>If a BigQuery result appears with a unique cell containing html content, it will be rendered.</li>
+</ul>
+</li>
+<li>You will have to click on the bookmarklet <em>again</em>:<ul>
+<li>If you refresh the Bigquery console page,</li>
+<li>If you open the BigQuery console in a new tab of your browser.</li>
+</ul>
+</li>
+<li>Run the query of the example and open the result of the latest subquery. The result will be shown as a nice html content.</li>
+</ol>
+<p><br></p>
+<p><img alt="bookmarklet usage" src="../../assets/bookmarklet_usage.gif" /></p>
+</details>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">explore_events</span><span class="p">(</span><span class="ss">&quot;bigfunctions.eu.natality.weight_pounds&quot;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="n">html</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">explore_events</span><span class="p">(</span><span class="ss">&quot;bigfunctions.us.natality.weight_pounds&quot;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="n">html</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">explore_events</span><span class="p">(</span><span class="ss">&quot;bigfunctions.europe_west1.natality.weight_pounds&quot;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="n">html</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<details class="question">
+<summary>Need help or Found a bug using <code>explore_events</code>?</summary>
+<details class="success">
+<summary>Get help using <code>explore_events</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>explore_events</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>This function, <code>explore_events</code>, aims to visualize events data from a BigQuery table.  Although marked as "WORK IN PROGRESS", the documentation suggests it's designed to display event sequences, possibly with a focus on the time elapsed between events.</p>
+<p>Here's a potential use case:</p>
+<p><strong>Analyzing User Journeys on a Website:</strong></p>
+<p>Imagine you have a BigQuery table storing website event data.  Each row represents an event with columns like:</p>
+<ul>
+<li><code>user_id</code>: Identifier for the user.</li>
+<li><code>event_timestamp</code>: Timestamp of the event.</li>
+<li><code>event_name</code>: Name of the event (e.g., "page_view", "add_to_cart", "purchase").</li>
+<li><code>page_url</code>:  The URL of the page visited (for page_view events).</li>
+<li><code>product_id</code>: The ID of the product added to cart or purchased.</li>
+</ul>
+<p>You could use <code>explore_events</code> to visualize common user journeys. By providing the table name and a <code>max_minutes_between_events</code> parameter (e.g., 60 minutes), the function could:</p>
+<ol>
+<li><strong>Group events by <code>user_id</code> and order them by <code>event_timestamp</code>.</strong></li>
+<li><strong>Identify sequences of events within the specified time window.</strong> For instance, if a user views a product page, adds the product to their cart, and purchases it within an hour, that would be considered a single journey.</li>
+<li><strong>Generate a visualization of these journeys.</strong> This could be a Sankey diagram, a funnel chart, or another suitable representation, showing the flow of users through different event sequences.  The documentation suggests HTML output, likely embedding JavaScript libraries like Chart.js or Google Charts.</li>
+</ol>
+<p>This would help you understand:</p>
+<ul>
+<li><strong>Typical user behavior:</strong>  What are the most common paths users take on your website?</li>
+<li><strong>Drop-off points:</strong> Where do users abandon their journey?  For example, are many users adding items to their cart but not completing the purchase?</li>
+<li><strong>Effectiveness of website elements:</strong>  Does a particular page design or call-to-action lead to more conversions?</li>
+</ul>
+<p><strong>Other potential use cases:</strong></p>
+<ul>
+<li><strong>Analyzing customer interactions with a mobile app:</strong> Similar to the website example, you can track events like app installs, feature usage, in-app purchases, etc.</li>
+<li><strong>Understanding patient journeys in healthcare:</strong>  Track events like appointments, diagnoses, treatments to identify common pathways and potential areas for improvement.</li>
+<li><strong>Monitoring IoT device activity:</strong> Visualize event sequences from connected devices to detect anomalies or patterns.</li>
+</ul>
+<p>It's important to note that the function's output and specific capabilities are not fully detailed in the provided documentation. The examples given don't offer much insight into the actual visualization produced.  Therefore, the exact implementation and usefulness depend on the final functionality of this "WORK IN PROGRESS" function.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/explore_events" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
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+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "explore_events",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/explore_funnels/index.html b/bigfunctions/explore_funnels/index.html
new file mode 100644
index 000000000..ebdbae9d7
--- /dev/null
+++ b/bigfunctions/explore_funnels/index.html
@@ -0,0 +1,1306 @@
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+.md-banner p a {
+    color: var(--md-footer-fg-color--light)!important;
+      margin: 0 10px;
+}
+.md-banner p a:hover {
+    color: white!important;
+}
+.md-banner a svg {
+  max-height: 1.2rem !important;
+}
+
+
+/*------- HOME PAGE -------*/
+.md-typeset .md-button:hover {
+  color: var(--md-primary-bg-color);
+  background-color: var(--md-primary-fg-color);
+  border-color: var(--md-primary-bg-color);
+}
+.md-typeset .md-button.md-button--primary:hover {
+  color: var(--md-primary-fg-color);
+  background-color: var(--md-primary-bg-color);
+  border-color: var(--md-primary-fg-color);
+}
+
+.hero__image {
+  max-width: 1000px;
+  /*min-width: 600px;*/
+  width: 100%;
+  height: auto;
+  margin: 0 auto;
+  display: flex;
+  align-items: stretch;
+}
+
+.hero__image img {
+  width: 100%;
+  height: 100%;
+  min-width: 0;
+}
+
+.md-button--center {
+    text-align: center;
+}
+
+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
+}
+
+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
+}
+
+.md-content li>h2 {
+    font-weight: 600;
+}
+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
+}
+
+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#explore_funnels" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
+  <p style="text-align: right;">
+
+    <a href="https://github.com/unytics/bigfunctions" target="_blank" rel="noopener" title="github.com" class="md-social__link">
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+    </a>
+
+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"></path></svg>
+    </a>
+
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"></path></svg>
+    </a>
+
+  </p>
+
+          </div>
+          
+        </aside>
+      
+    </div>
+    
+    
+      
+
+  
+
+<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
+  <nav class="md-header__inner md-grid" aria-label="Header">
+    <a href="../.." title="BigFunctions" class="md-header__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
+          <span class="md-ellipsis">
+            BigFunctions
+          </span>
+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              explore_funnels - BigQuery function
+            
+          </span>
+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
+    
+    
+    
+      <label class="md-header__button md-icon" for="__search">
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+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+      </label>
+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
+    <form class="md-search__form" name="search">
+      <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
+      <label class="md-search__icon md-icon" for="__search">
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
+      </label>
+      <nav class="md-search__options" aria-label="Search">
+        
+        <button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
+          
+          <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"/></svg>
+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
+        <div class="md-search-result" data-md-component="search-result">
+          <div class="md-search-result__meta">
+            Initializing search
+          </div>
+          <ol class="md-search-result__list" role="presentation"></ol>
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+</div>
+    
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+        <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+  </div>
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+    unytics/bigfunctions
+  </div>
+</a>
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; explore_funnels
+</span></p>
+<h1 id="explore_funnels">explore_funnels<a class="headerlink" href="#explore_funnels" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/wip/explore_funnels.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>explore_funnels</code> ?</summary>
+<details class="success">
+<summary>Call <code>explore_funnels</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>explore_funnels</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>explore_funnels</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>explore_funnels</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>explore_funnels</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>explore_funnels
+bigfun<span class="w"> </span>deploy<span class="w"> </span>explore_funnels
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>explore_funnels(events_table, event_types)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Show funnels (WORK IN PROGRESS)</p>
+<details class="example">
+<summary>See the result as a data visualization in BigQuery Console!</summary>
+<p><strong>The result of this function can be vizualized as an html report directly in BigQuery Console!</strong></p>
+<ol>
+<li>Install this bookmarklet: <a href="javascript:(function()%7Blet%20isChartJsLoaded%20%3D%20false%3B%0Alet%20isGoogleChartsLoaded%20%3D%20false%3B%0Alet%20isFunnelGraphJsLoaded%20%3D%20false%3B%0A%0A%0Awindow.escapeHTML%20%3D%20function(html)%20%7B%0A%20%20if(!trustedTypes)%20%7B%0A%20%20%20%20return%20html%3B%0A%20%20%7D%0A%20%20const%20policy%20%3D%20trustedTypes.createPolicy(%22forceInner%22%2C%20%7BcreateHTML%3A%20(to_escape)%20%3D%3E%20to_escape%7D)%3B%0A%20%20return%20policy.createHTML(html)%3B%0A%7D%3B%0A%0A%0Aconst%20escapeScript%20%3D%20function(script)%20%7B%0A%20%20if(!trustedTypes)%20%7B%0A%20%20%20%20return%20script%3B%0A%20%20%7D%0A%20%20const%20policy%20%3D%20trustedTypes.createPolicy(%22forceInner%22%2C%20%7BcreateScript%3A%20(to_escape)%20%3D%3E%20to_escape%7D)%3B%0A%20%20return%20policy.createScript(script)%3B%0A%7D%3B%0A%0A%0Aconst%20setInnerHTML%20%3D%20function(elm%2C%20html)%20%7B%0A%20%20elm.innerHTML%20%3D%20window.escapeHTML(html)%3B%0A%20%20Array.from(elm.querySelectorAll('script')).forEach(%20oldScript%20%3D%3E%20%7B%0A%20%20%20%20%20%20const%20newScript%20%3D%20document.createElement('script')%3B%0A%20%20%20%20%20%20Array.from(oldScript.attributes).forEach(%20attr%20%3D%3E%20newScript.setAttribute(attr.name%2C%20attr.value)%20)%3B%0A%20%20%20%20%20%20newScript.text%20%3D%20escapeScript(oldScript.innerHTML)%3B%0A%20%20%20%20%20%20oldScript.parentNode.replaceChild(newScript%2C%20oldScript)%3B%0A%20%20%7D)%3B%0A%7D%3B%0A%0A%0Aconst%20run%20%3D%20async%20function()%20%7B%0A%20%20if%20(!isChartJsLoaded%20%7C%7C%20!isGoogleChartsLoaded%20%7C%7C%20!isFunnelGraphJsLoaded)%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20results_table_container%20%3D%20document.querySelector('bq-tab-content%3Anot(.cfc-hidden)%20bq-results-table')%3B%0A%20%20if%20(!results_table_container)%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20cells%20%3D%20results_table_container.querySelectorAll('td%20div%3Anot(.cfc-flex-container)')%3B%0A%20%20if%20(cells.length%20!%3D%3D%201)%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20cell%20%3D%20cells%5B0%5D%3B%0A%20%20const%20content%20%3D%20cell.innerText%3B%0A%20%20if%20(!content.startsWith(%22%3Chtml%22))%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20if%20(content.endsWith(%22...%22))%20%7B%0A%20%20%20%20cell.nextElementSibling.firstElementChild.click()%3B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20html%20%3D%20%60%3Csection%20id%3D%22bf-container%22%20class%3D%22section%22%3E%24%7Bcontent%7D%3C%2Fsection%3E%60%0A%20%20setInnerHTML(results_table_container%2C%20html)%3B%0A%7D%3B%0A%0A%0Aconst%20loadBulmaCss%20%3D%20function()%20%7B%0A%20%20const%20bulma%20%3D%20document.createElement('link')%3B%0A%20%20bulma.setAttribute('rel'%2C%20'stylesheet')%3B%0A%20%20bulma.setAttribute('href'%2C%20'https%3A%2F%2Fcdn.jsdelivr.net%2Fnpm%2Fbulma%400.9.4%2Fcss%2Fbulma.min.css')%3B%0A%20%20document.head.appendChild(bulma)%3B%0A%7D%3B%0A%0A%0Aconst%20loadChartJs%20%3D%20function()%20%7B%0A%20%20fetch('https%3A%2F%2Fcdnjs.cloudflare.com%2Fajax%2Flibs%2FChart.js%2F3.9.1%2Fchart.min.js')%0A%20%20.then((response)%20%3D%3E%20response.text())%0A%20%20.then((text)%20%3D%3E%20%7B%0A%20%20%20%20const%20script%20%3D%20document.createElement('script')%3B%0A%20%20%20%20script.text%20%3D%20escapeScript(text)%3B%0A%20%20%20%20document.head.appendChild(script)%3B%0A%20%20%20%20isChartJsLoaded%20%3D%20true%3B%0A%20%20%7D)%3B%0A%7D%3B%0A%0A%0Aconst%20loadGoogleChart%20%3D%20function()%20%7B%0A%20%20fetch('https%3A%2F%2Fwww.gstatic.com%2Fcharts%2Floader.js')%0A%20%20.then((response)%20%3D%3E%20response.text())%0A%20%20.then((text)%20%3D%3E%20%7B%0A%20%20%20%20const%20script%20%3D%20document.createElement('script')%3B%0A%20%20%20%20script.text%20%3D%20escapeScript(text)%3B%0A%20%20%20%20document.head.appendChild(script)%3B%0A%20%20%20%20google.charts.load('current'%2C%20%7Bpackages%3A%20%5B'sankey'%5D%7D)%3B%0A%20%20%20%20google.charts.setOnLoadCallback(function()%20%7B%20isGoogleChartsLoaded%20%3D%20true%3B%20%7D)%3B%0A%20%20%7D)%3B%0A%7D%3B%0A%0A%0Aconst%20loadFunnelGraphJs%20%3D%20function()%20%7B%0A%20%20const%20css%20%3D%20document.createElement('link')%3B%0A%20%20css.setAttribute('rel'%2C%20'stylesheet')%3B%0A%20%20css.setAttribute('href'%2C%20'https%3A%2F%2Funpkg.com%2Ffunnel-graph-js%401.3.9%2Fdist%2Fcss%2Fmain.min.css')%3B%0A%20%20document.head.appendChild(css)%3B%0A%0A%20%20const%20css2%20%3D%20document.createElement('link')%3B%0A%20%20css2.setAttribute('rel'%2C%20'stylesheet')%3B%0A%20%20css2.setAttribute('href'%2C%20'https%3A%2F%2Funpkg.com%2Ffunnel-graph-js%401.3.9%2Fdist%2Fcss%2Ftheme.min.css')%3B%0A%20%20document.head.appendChild(css2)%3B%0A%0A%20%20fetch('https%3A%2F%2Funpkg.com%2Ffunnel-graph-js%401.3.9%2Fdist%2Fjs%2Ffunnel-graph.min.js')%0A%20%20.then((response)%20%3D%3E%20response.text())%0A%20%20.then((text)%20%3D%3E%20%7B%0A%20%20%20%20const%20regex%20%3D%20%2FinnerHTML%3D(%5Cw%2B)%2Fgi%3B%0A%20%20%20%20text%20%3D%20text.replace(regex%2C%20'innerHTML%3Dwindow.escapeHTML(%241)')%3B%0A%20%20%20%20console.log(text)%3B%0A%20%20%20%20const%20script%20%3D%20document.createElement('script')%3B%0A%20%20%20%20script.text%20%3D%20escapeScript(text)%3B%0A%20%20%20%20document.head.appendChild(script)%3B%0A%20%20%20%20isFunnelGraphJsLoaded%20%3D%20true%3B%0A%20%20%7D)%3B%0A%0A%0A%7D%0A%0AloadBulmaCss()%3B%0AloadFunnelGraphJs()%3B%0AloadChartJs()%3B%0AloadGoogleChart()%3B%0AsetInterval(run%2C%20100)%3B%7D)()%3B">bigfunctions</a> <em>(it has to be done only once)</em></li>
+<li>Open BigQuery console</li>
+<li>Click on the installed bookmarklet.<ul>
+<li>From now on, the bookmarklet code will observe the BigQuery console page.</li>
+<li>If a BigQuery result appears with a unique cell containing html content, it will be rendered.</li>
+</ul>
+</li>
+<li>You will have to click on the bookmarklet <em>again</em>:<ul>
+<li>If you refresh the Bigquery console page,</li>
+<li>If you open the BigQuery console in a new tab of your browser.</li>
+</ul>
+</li>
+<li>Run the query of the example and open the result of the latest subquery. The result will be shown as a nice html content.</li>
+</ol>
+<p><br></p>
+<p><img alt="bookmarklet usage" src="../../assets/bookmarklet_usage.gif" /></p>
+</details>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">explore_funnels</span><span class="p">(</span><span class="s1">&#39;compte-nickel-dataprod.TEMP.EVENT_TYPE_SNOWPLOW2&#39;</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="ss">&quot;UserProfile&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;PhoneNumberEditionWorkflowIntroduction&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;PhoneNumberEditionForm&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;PasswordChallenge&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;CodeEmailChallenge&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;CodeSMSChallenge&quot;</span><span class="p">]);</span>
+<span class="k">select</span><span class="w"> </span><span class="n">html</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">explore_funnels</span><span class="p">(</span><span class="s1">&#39;compte-nickel-dataprod.TEMP.EVENT_TYPE_SNOWPLOW2&#39;</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="ss">&quot;UserProfile&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;PhoneNumberEditionWorkflowIntroduction&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;PhoneNumberEditionForm&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;PasswordChallenge&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;CodeEmailChallenge&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;CodeSMSChallenge&quot;</span><span class="p">]);</span>
+<span class="k">select</span><span class="w"> </span><span class="n">html</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">explore_funnels</span><span class="p">(</span><span class="s1">&#39;compte-nickel-dataprod.TEMP.EVENT_TYPE_SNOWPLOW2&#39;</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="ss">&quot;UserProfile&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;PhoneNumberEditionWorkflowIntroduction&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;PhoneNumberEditionForm&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;PasswordChallenge&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;CodeEmailChallenge&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;CodeSMSChallenge&quot;</span><span class="p">]);</span>
+<span class="k">select</span><span class="w"> </span><span class="n">html</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<details class="question">
+<summary>Need help or Found a bug using <code>explore_funnels</code>?</summary>
+<details class="success">
+<summary>Get help using <code>explore_funnels</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>explore_funnels</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>The <code>explore_funnels</code> function is designed to visualize user journeys through a series of events, commonly known as a funnel analysis.  Here's a breakdown of a potential use case:</p>
+<p><strong>Scenario:</strong> An e-commerce website wants to understand user drop-off points during the checkout process.</p>
+<p><strong>Events Table:</strong>  The <code>events_table</code> (e.g., 'compte-nickel-dataprod.TEMP.EVENT_TYPE_SNOWPLOW2' in the example) would contain user activity data. Each row represents a single event with information like:</p>
+<ul>
+<li><code>user_id</code>: Unique identifier for each user.</li>
+<li><code>event_type</code>: The type of event (e.g., 'Add to Cart', 'Begin Checkout', 'Payment Information', 'Order Confirmation').</li>
+<li><code>timestamp</code>:  The time the event occurred.</li>
+</ul>
+<p><strong>Event Types:</strong> The <code>event_types</code> parameter (e.g., ["UserProfile", "PhoneNumberEditionWorkflowIntroduction", "PhoneNumberEditionForm", "PasswordChallenge", "CodeEmailChallenge", "CodeSMSChallenge"]) defines the steps in the funnel the analyst wants to examine.  In our e-commerce example, this could be:</p>
+<ul>
+<li>"Add to Cart"</li>
+<li>"Begin Checkout"</li>
+<li>"Payment Information"</li>
+<li>"Order Confirmation"</li>
+</ul>
+<p><strong>How the Function Works:</strong></p>
+<ol>
+<li>The function takes the <code>events_table</code> and <code>event_types</code> as input.</li>
+<li>It queries the <code>events_table</code> to find occurrences of each event type specified in <code>event_types</code>, ordered by the <code>timestamp</code>.</li>
+<li>It calculates the number of users who reached each step in the funnel.</li>
+<li>It then generates an HTML visualization of the funnel, showing the number of users at each stage and the drop-off rates between stages.  This visualization can be displayed directly within the BigQuery console using the provided bookmarklet.</li>
+</ol>
+<p><strong>Insights Gained:</strong></p>
+<p>By visualizing the funnel, the e-commerce website can identify where users are abandoning the checkout process.  For instance, if there's a large drop-off between "Begin Checkout" and "Payment Information," it might indicate issues with the payment form or a lack of trust in the payment gateway. This insight can then inform improvements to the checkout experience, such as simplifying the payment form, offering more payment options, or highlighting security measures.</p>
+<p><strong>Other Use Cases:</strong></p>
+<p>Besides e-commerce checkout flows, this function can be applied to various scenarios:</p>
+<ul>
+<li><strong>SaaS Onboarding:</strong> Tracking user progress through a software setup process.</li>
+<li><strong>Mobile App Usage:</strong> Analyzing how users navigate through different screens in an app.</li>
+<li><strong>Lead Generation:</strong> Monitoring the steps leads take from initial contact to conversion.</li>
+<li><strong>Content Consumption:</strong>  Understanding how users engage with different pieces of content on a website.</li>
+</ul>
+<p>In essence, <code>explore_funnels</code> helps analyze any process that can be broken down into a series of sequential steps, allowing you to identify bottlenecks and optimize user flow.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/explore_funnels" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "explore_funnels",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
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+}
+
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; explore_table
+</span></p>
+<h1 id="explore_table">explore_table<a class="headerlink" href="#explore_table" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/explore/explore_table.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>explore_table</code> ?</summary>
+<details class="success">
+<summary>Call <code>explore_table</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>explore_table</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>explore_table</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>explore_table</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>explore_table</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>explore_table
+bigfun<span class="w"> </span>deploy<span class="w"> </span>explore_table
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>explore_table(fully_qualified_table)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Show table infos and column statistics</p>
+<details class="example">
+<summary>See the result as a data visualization in BigQuery Console!</summary>
+<p><strong>The result of this function can be vizualized as an html report directly in BigQuery Console!</strong></p>
+<ol>
+<li>Install this bookmarklet: <a href="javascript:(function()%7Blet%20isChartJsLoaded%20%3D%20false%3B%0Alet%20isGoogleChartsLoaded%20%3D%20false%3B%0Alet%20isFunnelGraphJsLoaded%20%3D%20false%3B%0A%0A%0Awindow.escapeHTML%20%3D%20function(html)%20%7B%0A%20%20if(!trustedTypes)%20%7B%0A%20%20%20%20return%20html%3B%0A%20%20%7D%0A%20%20const%20policy%20%3D%20trustedTypes.createPolicy(%22forceInner%22%2C%20%7BcreateHTML%3A%20(to_escape)%20%3D%3E%20to_escape%7D)%3B%0A%20%20return%20policy.createHTML(html)%3B%0A%7D%3B%0A%0A%0Aconst%20escapeScript%20%3D%20function(script)%20%7B%0A%20%20if(!trustedTypes)%20%7B%0A%20%20%20%20return%20script%3B%0A%20%20%7D%0A%20%20const%20policy%20%3D%20trustedTypes.createPolicy(%22forceInner%22%2C%20%7BcreateScript%3A%20(to_escape)%20%3D%3E%20to_escape%7D)%3B%0A%20%20return%20policy.createScript(script)%3B%0A%7D%3B%0A%0A%0Aconst%20setInnerHTML%20%3D%20function(elm%2C%20html)%20%7B%0A%20%20elm.innerHTML%20%3D%20window.escapeHTML(html)%3B%0A%20%20Array.from(elm.querySelectorAll('script')).forEach(%20oldScript%20%3D%3E%20%7B%0A%20%20%20%20%20%20const%20newScript%20%3D%20document.createElement('script')%3B%0A%20%20%20%20%20%20Array.from(oldScript.attributes).forEach(%20attr%20%3D%3E%20newScript.setAttribute(attr.name%2C%20attr.value)%20)%3B%0A%20%20%20%20%20%20newScript.text%20%3D%20escapeScript(oldScript.innerHTML)%3B%0A%20%20%20%20%20%20oldScript.parentNode.replaceChild(newScript%2C%20oldScript)%3B%0A%20%20%7D)%3B%0A%7D%3B%0A%0A%0Aconst%20run%20%3D%20async%20function()%20%7B%0A%20%20if%20(!isChartJsLoaded%20%7C%7C%20!isGoogleChartsLoaded%20%7C%7C%20!isFunnelGraphJsLoaded)%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20results_table_container%20%3D%20document.querySelector('bq-tab-content%3Anot(.cfc-hidden)%20bq-results-table')%3B%0A%20%20if%20(!results_table_container)%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20cells%20%3D%20results_table_container.querySelectorAll('td%20div%3Anot(.cfc-flex-container)')%3B%0A%20%20if%20(cells.length%20!%3D%3D%201)%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20cell%20%3D%20cells%5B0%5D%3B%0A%20%20const%20content%20%3D%20cell.innerText%3B%0A%20%20if%20(!content.startsWith(%22%3Chtml%22))%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20if%20(content.endsWith(%22...%22))%20%7B%0A%20%20%20%20cell.nextElementSibling.firstElementChild.click()%3B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20html%20%3D%20%60%3Csection%20id%3D%22bf-container%22%20class%3D%22section%22%3E%24%7Bcontent%7D%3C%2Fsection%3E%60%0A%20%20setInnerHTML(results_table_container%2C%20html)%3B%0A%7D%3B%0A%0A%0Aconst%20loadBulmaCss%20%3D%20function()%20%7B%0A%20%20const%20bulma%20%3D%20document.createElement('link')%3B%0A%20%20bulma.setAttribute('rel'%2C%20'stylesheet')%3B%0A%20%20bulma.setAttribute('href'%2C%20'https%3A%2F%2Fcdn.jsdelivr.net%2Fnpm%2Fbulma%400.9.4%2Fcss%2Fbulma.min.css')%3B%0A%20%20document.head.appendChild(bulma)%3B%0A%7D%3B%0A%0A%0Aconst%20loadChartJs%20%3D%20function()%20%7B%0A%20%20fetch('https%3A%2F%2Fcdnjs.cloudflare.com%2Fajax%2Flibs%2FChart.js%2F3.9.1%2Fchart.min.js')%0A%20%20.then((response)%20%3D%3E%20response.text())%0A%20%20.then((text)%20%3D%3E%20%7B%0A%20%20%20%20const%20script%20%3D%20document.createElement('script')%3B%0A%20%20%20%20script.text%20%3D%20escapeScript(text)%3B%0A%20%20%20%20document.head.appendChild(script)%3B%0A%20%20%20%20isChartJsLoaded%20%3D%20true%3B%0A%20%20%7D)%3B%0A%7D%3B%0A%0A%0Aconst%20loadGoogleChart%20%3D%20function()%20%7B%0A%20%20fetch('https%3A%2F%2Fwww.gstatic.com%2Fcharts%2Floader.js')%0A%20%20.then((response)%20%3D%3E%20response.text())%0A%20%20.then((text)%20%3D%3E%20%7B%0A%20%20%20%20const%20script%20%3D%20document.createElement('script')%3B%0A%20%20%20%20script.text%20%3D%20escapeScript(text)%3B%0A%20%20%20%20document.head.appendChild(script)%3B%0A%20%20%20%20google.charts.load('current'%2C%20%7Bpackages%3A%20%5B'sankey'%5D%7D)%3B%0A%20%20%20%20google.charts.setOnLoadCallback(function()%20%7B%20isGoogleChartsLoaded%20%3D%20true%3B%20%7D)%3B%0A%20%20%7D)%3B%0A%7D%3B%0A%0A%0Aconst%20loadFunnelGraphJs%20%3D%20function()%20%7B%0A%20%20const%20css%20%3D%20document.createElement('link')%3B%0A%20%20css.setAttribute('rel'%2C%20'stylesheet')%3B%0A%20%20css.setAttribute('href'%2C%20'https%3A%2F%2Funpkg.com%2Ffunnel-graph-js%401.3.9%2Fdist%2Fcss%2Fmain.min.css')%3B%0A%20%20document.head.appendChild(css)%3B%0A%0A%20%20const%20css2%20%3D%20document.createElement('link')%3B%0A%20%20css2.setAttribute('rel'%2C%20'stylesheet')%3B%0A%20%20css2.setAttribute('href'%2C%20'https%3A%2F%2Funpkg.com%2Ffunnel-graph-js%401.3.9%2Fdist%2Fcss%2Ftheme.min.css')%3B%0A%20%20document.head.appendChild(css2)%3B%0A%0A%20%20fetch('https%3A%2F%2Funpkg.com%2Ffunnel-graph-js%401.3.9%2Fdist%2Fjs%2Ffunnel-graph.min.js')%0A%20%20.then((response)%20%3D%3E%20response.text())%0A%20%20.then((text)%20%3D%3E%20%7B%0A%20%20%20%20const%20regex%20%3D%20%2FinnerHTML%3D(%5Cw%2B)%2Fgi%3B%0A%20%20%20%20text%20%3D%20text.replace(regex%2C%20'innerHTML%3Dwindow.escapeHTML(%241)')%3B%0A%20%20%20%20console.log(text)%3B%0A%20%20%20%20const%20script%20%3D%20document.createElement('script')%3B%0A%20%20%20%20script.text%20%3D%20escapeScript(text)%3B%0A%20%20%20%20document.head.appendChild(script)%3B%0A%20%20%20%20isFunnelGraphJsLoaded%20%3D%20true%3B%0A%20%20%7D)%3B%0A%0A%0A%7D%0A%0AloadBulmaCss()%3B%0AloadFunnelGraphJs()%3B%0AloadChartJs()%3B%0AloadGoogleChart()%3B%0AsetInterval(run%2C%20100)%3B%7D)()%3B">bigfunctions</a> <em>(it has to be done only once)</em></li>
+<li>Open BigQuery console</li>
+<li>Click on the installed bookmarklet.<ul>
+<li>From now on, the bookmarklet code will observe the BigQuery console page.</li>
+<li>If a BigQuery result appears with a unique cell containing html content, it will be rendered.</li>
+</ul>
+</li>
+<li>You will have to click on the bookmarklet <em>again</em>:<ul>
+<li>If you refresh the Bigquery console page,</li>
+<li>If you open the BigQuery console in a new tab of your browser.</li>
+</ul>
+</li>
+<li>Run the query of the example and open the result of the latest subquery. The result will be shown as a nice html content.</li>
+</ol>
+<p><br></p>
+<p><img alt="bookmarklet usage" src="../../assets/bookmarklet_usage.gif" /></p>
+</details>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">explore_table</span><span class="p">(</span><span class="ss">&quot;bigfunctions.eu.natality&quot;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="n">html</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">explore_table</span><span class="p">(</span><span class="ss">&quot;bigfunctions.us.natality&quot;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="n">html</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">explore_table</span><span class="p">(</span><span class="ss">&quot;bigfunctions.europe_west1.natality&quot;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="n">html</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<p><a href="../explore_column.png"><img alt="screenshot" src="../explore_column.png" style="border: var(--md-code-bg-color) solid 1rem; margin-top: -1rem; width: 100%"></a></p>
+<details class="question">
+<summary>Need help or Found a bug using <code>explore_table</code>?</summary>
+<details class="success">
+<summary>Get help using <code>explore_table</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>explore_table</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>The <code>explore_table</code> function, as described, provides information and statistics about a BigQuery table.  Here are some use cases:</p>
+<ul>
+<li>
+<p><strong>Data Discovery and Understanding:</strong> When working with a new or unfamiliar dataset, <code>explore_table</code> can quickly provide a high-level overview of the table's structure, including column names, data types, and basic statistics like minimum, maximum, and average values.  This helps users understand the data they're working with without writing complex queries.</p>
+</li>
+<li>
+<p><strong>Data Quality Assessment:</strong> By examining the statistics generated by <code>explore_table</code>, analysts can identify potential data quality issues. For instance, unexpected minimum or maximum values might indicate errors in the data collection or processing pipeline.  Null value counts can highlight missing data problems.</p>
+</li>
+<li>
+<p><strong>Exploratory Data Analysis (EDA):</strong>  <code>explore_table</code> can be a starting point for EDA. The function's output can guide further investigation, helping analysts decide which columns are of interest and what kind of analysis to perform.</p>
+</li>
+<li>
+<p><strong>Data Documentation and Reporting:</strong>  The function can automatically generate documentation about a table's schema and characteristics, saving analysts time and ensuring consistency in data documentation.  This information can be included in reports or shared with other team members.</p>
+</li>
+<li>
+<p><strong>Debugging and Troubleshooting:</strong> When data pipelines or queries produce unexpected results, <code>explore_table</code> can help pinpoint the source of the problem. By comparing the statistics of a table before and after a transformation, analysts can identify discrepancies and track down errors.</p>
+</li>
+</ul>
+<p><strong>Concrete Example Scenario:</strong></p>
+<p>Imagine a data analyst working with a large public dataset like the BigQuery <code>natality</code> table (as mentioned in the documentation's examples). This table contains information about births in the US.  The analyst wants to understand the distribution of baby weights and see if there are any outliers or missing values in this column.  Instead of writing multiple queries to gather this information, they can simply call <code>explore_table("bigfunctions.us.natality")</code>  and quickly get a summary of the <code>weight_pounds</code> column, including min, max, average, and null counts. This would immediately reveal the overall distribution and highlight any potential data issues.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/explore_table" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "explore_table",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/export_table_to_datastore/index.html b/bigfunctions/export_table_to_datastore/index.html
new file mode 100644
index 000000000..0d6530b23
--- /dev/null
+++ b/bigfunctions/export_table_to_datastore/index.html
@@ -0,0 +1,1256 @@
+
+<!doctype html>
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+      <meta charset="utf-8">
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+        <meta name="description" content="BigFunction export_table_to_datastore is a BigQuery function which Export `fully_qualified_table` to datastore">
+      
+      
+      
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+.md-button--center {
+    text-align: center;
+}
+
+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
+}
+
+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
+}
+
+.md-content li>h2 {
+    font-weight: 600;
+}
+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
+}
+
+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
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+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
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+
+
+
+
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+}
+
+
+/*------- HERO -------*/
+.hero {
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+  text-align: center;
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+
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+  line-height: 1.6;
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+
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+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
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+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
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+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
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+
+
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+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
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+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; export_table_to_datastore
+</span></p>
+<h1 id="export_table_to_datastore">export_table_to_datastore<a class="headerlink" href="#export_table_to_datastore" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/export/export_table_to_datastore.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>export_table_to_datastore</code> ?</summary>
+<details class="success">
+<summary>Call <code>export_table_to_datastore</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>export_table_to_datastore</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>export_table_to_datastore</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>export_table_to_datastore</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>export_table_to_datastore</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>export_table_to_datastore
+bigfun<span class="w"> </span>deploy<span class="w"> </span>export_table_to_datastore
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>export_table_to_datastore(fully_qualified_table, key_column, datastore_path)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Export <code>fully_qualified_table</code> to datastore</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>load random csv</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">export_table_to_datastore</span><span class="p">(</span><span class="s1">&#39;your-project.dataset.table&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;user_id&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your-project/default/default/users&#39;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">export_table_to_datastore</span><span class="p">(</span><span class="s1">&#39;your-project.dataset.table&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;user_id&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your-project/default/default/users&#39;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">export_table_to_datastore</span><span class="p">(</span><span class="s1">&#39;your-project.dataset.table&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;user_id&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your-project/default/default/users&#39;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
++---------+
++   key   +
++---------+
++  12345  +
++  23455  +
++   ...   +
++---------+
+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>export_table_to_datastore</code>?</summary>
+<details class="success">
+<summary>Get help using <code>export_table_to_datastore</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>export_table_to_datastore</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/export_table_to_datastore" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "export_table_to_datastore",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
+
+
+
+
+
+  
+  
+
+
+
+<!-- Was this page helpful? -->
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/export/export_to_datastore.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>export_to_datastore</code> ?</summary>
+<details class="success">
+<summary>Call <code>export_to_datastore</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>export_to_datastore</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>export_to_datastore</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>export_to_datastore</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>export_to_datastore</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>export_to_datastore
+bigfun<span class="w"> </span>deploy<span class="w"> </span>export_to_datastore
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>export_to_datastore(datastore_path, key, data)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Exports <code>data</code> to Datastore
+(Firestore in Datastore mode) to <code>key</code> at <code>datastore_path</code> (like <code>project/database/namespace/kind</code>)</p>
+<blockquote>
+<p>💡 <em>For this to work, <code>bigfunction@bigfunctions.iam.gserviceaccount.com</code> must have datastore user role in your project.</em></p>
+</blockquote>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Export <code>data</code> to default database, to default namespace with auto-generated <code>key</code>.</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">export_to_datastore</span><span class="p">(</span><span class="s1">&#39;your-project/default/default/users&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;name&quot;: &quot;Marc Harris&quot;, &quot;email&quot;: &quot;marc@harris.com&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">export_to_datastore</span><span class="p">(</span><span class="s1">&#39;your-project/default/default/users&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;name&quot;: &quot;Marc Harris&quot;, &quot;email&quot;: &quot;marc@harris.com&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">export_to_datastore</span><span class="p">(</span><span class="s1">&#39;your-project/default/default/users&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;name&quot;: &quot;Marc Harris&quot;, &quot;email&quot;: &quot;marc@harris.com&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------+
+| key              |
++------------------+
+| 4503604769587200 |
++------------------+
+</code>
+</pre>
+
+<p><strong>2. Export <code>data</code> with email as <code>key</code>.</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">export_to_datastore</span><span class="p">(</span><span class="s1">&#39;your-project/default/default/users&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;marc@harris.com&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;name&quot;: &quot;Marc Harris&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">export_to_datastore</span><span class="p">(</span><span class="s1">&#39;your-project/default/default/users&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;marc@harris.com&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;name&quot;: &quot;Marc Harris&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">export_to_datastore</span><span class="p">(</span><span class="s1">&#39;your-project/default/default/users&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;marc@harris.com&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;name&quot;: &quot;Marc Harris&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------------+
+| key             |
++-----------------+
+| marc@harris.com |
++-----------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>export_to_datastore</code>?</summary>
+<details class="success">
+<summary>Get help using <code>export_to_datastore</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>export_to_datastore</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>This <code>export_to_datastore</code> function is useful for scenarios where you need to move or synchronize data from BigQuery to Datastore (Firestore in Datastore mode). Here are a few use cases:</p>
+<ul>
+<li>
+<p><strong>Materialized Views in Datastore:</strong> You might have complex analytical queries in BigQuery that produce aggregated data. Instead of recomputing these queries every time you need the results, you could use <code>export_to_datastore</code> to periodically store the aggregated data in Datastore.  This makes accessing these aggregations much faster for applications that don't need the full power of BigQuery.</p>
+</li>
+<li>
+<p><strong>Data Synchronization for Microservices:</strong>  Imagine a microservice architecture where one service uses BigQuery for analytics and another service relies on Datastore for operational data.  You can use this function to keep the relevant data synchronized between the two data stores.  For example, BigQuery might store a user's purchase history, while Datastore stores their profile information.  You can use <code>export_to_datastore</code> to update the Datastore profile with aggregated purchase statistics calculated in BigQuery.</p>
+</li>
+<li>
+<p><strong>Creating Lookups for Real-time Applications:</strong> BigQuery is great for analytical workloads, but not ideal for low-latency lookups.  If your application needs to quickly retrieve data based on a key, you can use <code>export_to_datastore</code> to create a lookup table in Datastore.  For instance, you might have product information stored in BigQuery, and you want to quickly retrieve product details by their SKU. You could export the SKU and relevant product details to Datastore for faster retrieval by your application.</p>
+</li>
+<li>
+<p><strong>Simplifying Data Access for Non-technical Users:</strong> Datastore often provides a simpler interface for accessing data compared to BigQuery, especially for users who are not familiar with SQL.  You can use <code>export_to_datastore</code> to make specific datasets available in Datastore, allowing non-technical users to access and manipulate data more easily.</p>
+</li>
+<li>
+<p><strong>Backup and Restore:</strong>  While not a primary backup solution, <code>export_to_datastore</code> could be used in conjunction with other backup methods to create a copy of specific BigQuery data in Datastore, particularly for smaller, critical datasets.</p>
+</li>
+</ul>
+<p><strong>Example: Building a Real-time Product Catalog</strong></p>
+<p>Let's say you have product information stored in a BigQuery table called <code>products</code>. You want to display this information on your website, which requires low-latency data access. Here's how you could use <code>export_to_datastore</code>:</p>
+<ol>
+<li><strong>BigQuery Query:</strong> Write a query that selects the relevant product information (e.g., product_id, name, price, description) from the <code>products</code> table.</li>
+<li><strong><code>export_to_datastore</code> Function:</strong>  Use the function within your BigQuery query to export the results to Datastore. You would use the <code>product_id</code> as the <code>key</code> and the remaining product information as the <code>data</code>.</li>
+</ol>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">export_to_datastore</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;your-project&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="k">null</span><span class="p">,</span><span class="w">  </span><span class="c1">-- Use default namespace</span>
+<span class="w">    </span><span class="s1">&#39;product_catalog&#39;</span><span class="p">,</span><span class="w"> </span><span class="c1">-- Kind for product data</span>
+<span class="w">    </span><span class="k">CAST</span><span class="p">(</span><span class="n">product_id</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">STRING</span><span class="p">),</span><span class="w">  </span><span class="c1">-- Product ID as key</span>
+<span class="w">    </span><span class="n">TO_JSON_STRING</span><span class="p">(</span><span class="n">STRUCT</span><span class="p">(</span><span class="n">name</span><span class="p">,</span><span class="w"> </span><span class="n">price</span><span class="p">,</span><span class="w"> </span><span class="n">description</span><span class="p">))</span><span class="w">  </span><span class="c1">-- Product details as JSON</span>
+<span class="p">)</span>
+<span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">products</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<ol>
+<li><strong>Website Integration:</strong> Your website's backend can now efficiently retrieve product information from Datastore using the <code>product_id</code> as the key, providing a fast and responsive user experience.</li>
+</ol>
+<p>This is just one example.  The versatility of the <code>export_to_datastore</code> function allows you to bridge the gap between BigQuery's analytical capabilities and Datastore's operational strengths in a variety of situations.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/export_to_datastore" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "export_to_datastore",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
+
+
+
+
+
+  
+  
+
+
+
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diff --git a/bigfunctions/export_to_pubsub/index.html b/bigfunctions/export_to_pubsub/index.html
new file mode 100644
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+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/export/export_to_pubsub.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>export_to_pubsub</code> ?</summary>
+<details class="success">
+<summary>Call <code>export_to_pubsub</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>export_to_pubsub</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>export_to_pubsub</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>export_to_pubsub</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>export_to_pubsub</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>export_to_pubsub
+bigfun<span class="w"> </span>deploy<span class="w"> </span>export_to_pubsub
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>export_to_pubsub(project, topic, data, attributes)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Exports <code>data</code> and <code>attributes</code> to Pub/Sub <code>topic</code>.</p>
+<blockquote>
+<p>💡 For this to work, <code>749389685934-compute@developer.gserviceaccount.com</code> must have publish permission on your topic.</p>
+</blockquote>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">export_to_pubsub</span><span class="p">(</span><span class="s1">&#39;your-project&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_topic&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Your message data&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;{&quot;attribute1&quot;: &quot;value1&quot;, &quot;attribute2&quot;: &quot;value2&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">export_to_pubsub</span><span class="p">(</span><span class="s1">&#39;your-project&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_topic&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Your message data&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;{&quot;attribute1&quot;: &quot;value1&quot;, &quot;attribute2&quot;: &quot;value2&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">export_to_pubsub</span><span class="p">(</span><span class="s1">&#39;your-project&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_topic&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Your message data&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;{&quot;attribute1&quot;: &quot;value1&quot;, &quot;attribute2&quot;: &quot;value2&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------------------+
+| published_message_id |
++----------------------+
+| 1123432546           |
++----------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>export_to_pubsub</code>?</summary>
+<details class="success">
+<summary>Get help using <code>export_to_pubsub</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>export_to_pubsub</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>Let's imagine you have a BigQuery table that tracks real-time sensor data from a manufacturing plant.  You want to trigger a downstream process whenever a sensor reading exceeds a certain threshold.  This downstream process might be an alert system, an automated adjustment to the machinery, or a data pipeline for further analysis.  Instead of constantly polling the BigQuery table, you can use the <code>export_to_pubsub</code> function to push relevant data to a Pub/Sub topic in real-time.</p>
+<p>Here's how it would work:</p>
+<ol>
+<li>
+<p><strong>BigQuery Streaming Inserts:</strong> Sensor data is streamed into a BigQuery table.</p>
+</li>
+<li>
+<p><strong>BigQuery Scheduled Query:</strong>  A scheduled query runs periodically (e.g., every minute) to check for sensor readings exceeding the threshold.  The query might look something like this:</p>
+</li>
+</ol>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">sensor_id</span><span class="p">,</span><span class="w"> </span><span class="k">timestamp</span><span class="p">,</span><span class="w"> </span><span class="n">reading</span>
+<span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your</span><span class="o">-</span><span class="n">project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">sensor_data</span><span class="o">`</span>
+<span class="k">WHERE</span><span class="w"> </span><span class="n">reading</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mi">1000</span><span class="w"> </span><span class="k">AND</span><span class="w"> </span><span class="n">_PARTITIONTIME</span><span class="w"> </span><span class="o">&gt;=</span><span class="w"> </span><span class="n">TIMESTAMP_SUB</span><span class="p">(</span><span class="k">CURRENT_TIMESTAMP</span><span class="p">(),</span><span class="w"> </span><span class="nb">INTERVAL</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="k">MINUTE</span><span class="p">)</span>
+</code></pre></div>
+<ol>
+<li><strong>Call <code>export_to_pubsub</code> within the query:</strong>  If the query returns any results, you integrate the <code>export_to_pubsub</code> function within the query itself:</li>
+</ol>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">your_region</span><span class="p">.</span><span class="n">export_to_pubsub</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;your-project&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;sensor_alerts_topic&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="n">TO_JSON_STRING</span><span class="p">(</span><span class="n">t</span><span class="p">),</span><span class="w">  </span><span class="c1">-- Send the entire row as the message data</span>
+<span class="w">    </span><span class="s1">&#39;{&quot;sensor_type&quot;: &quot;temperature&quot;}&#39;</span><span class="w"> </span><span class="c1">-- Add attributes for context</span>
+<span class="p">)</span>
+<span class="k">FROM</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="k">SELECT</span><span class="w"> </span><span class="n">sensor_id</span><span class="p">,</span><span class="w"> </span><span class="k">timestamp</span><span class="p">,</span><span class="w"> </span><span class="n">reading</span>
+<span class="w">    </span><span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your</span><span class="o">-</span><span class="n">project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">sensor_data</span><span class="o">`</span>
+<span class="w">    </span><span class="k">WHERE</span><span class="w"> </span><span class="n">reading</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mi">1000</span><span class="w"> </span><span class="k">AND</span><span class="w"> </span><span class="n">_PARTITIONTIME</span><span class="w"> </span><span class="o">&gt;=</span><span class="w"> </span><span class="n">TIMESTAMP_SUB</span><span class="p">(</span><span class="k">CURRENT_TIMESTAMP</span><span class="p">(),</span><span class="w"> </span><span class="nb">INTERVAL</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="k">MINUTE</span><span class="p">)</span>
+<span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">t</span><span class="p">;</span>
+</code></pre></div>
+<ol>
+<li><strong>Pub/Sub triggers downstream process:</strong> The <code>sensor_alerts_topic</code> is subscribed to by a service that handles the alerts or automated actions. When a message arrives on the topic, the subscriber is triggered, and the downstream process is initiated.</li>
+</ol>
+<p><strong>Benefits:</strong></p>
+<ul>
+<li><strong>Real-time responsiveness:</strong>  Alerts and actions are triggered as soon as the threshold is crossed, without needing to constantly poll BigQuery.</li>
+<li><strong>Scalability:</strong> Pub/Sub handles the message distribution, ensuring that the downstream systems can scale to handle a large volume of alerts.</li>
+<li><strong>Decoupling:</strong> BigQuery is decoupled from the downstream processes, making the system more flexible and maintainable.</li>
+<li><strong>Reduced cost:</strong> Avoids the cost and latency of repeatedly querying BigQuery for new data.</li>
+</ul>
+<p>This is just one example.  The <code>export_to_pubsub</code> function can be used in various scenarios where you need to push data from BigQuery to other systems in a real-time or near real-time fashion. Other examples include:</p>
+<ul>
+<li><strong>New user registration:</strong> Push new user data to a Pub/Sub topic for welcome email processing.</li>
+<li><strong>Order fulfillment:</strong>  Notify downstream systems about new orders placed.</li>
+<li><strong>Fraud detection:</strong> Push suspicious transactions to a Pub/Sub topic for real-time analysis.</li>
+<li><strong>Data synchronization:</strong> Keep other systems in sync with changes happening in BigQuery.</li>
+</ul>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/export_to_pubsub" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "export_to_pubsub",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
+
+
+
+
+
+  
+  
+
+
+
+<!-- Was this page helpful? -->
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diff --git a/bigfunctions/faker/index.html b/bigfunctions/faker/index.html
new file mode 100644
index 000000000..d5adb008f
--- /dev/null
+++ b/bigfunctions/faker/index.html
@@ -0,0 +1,1328 @@
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+<html lang="en" class="no-js">
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+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
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+        <meta name="description" content="BigFunction faker is a BigQuery function which Generates fake data">
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+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/faker/">
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+        <title>faker - BigQuery function - BigFunctions</title>
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; faker
+</span></p>
+<h1 id="faker">faker<a class="headerlink" href="#faker" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/shivamsingh012/" title="Author: Shivam Singh" target="_blank">
+    <img src="https://media.licdn.com/dms/image/D4D03AQERv0qwECH0DA/profile-displayphoto-shrink_200_200/0/1675233460732?e=1686182400&v=beta&t=HqngiSx5zd4llZStwf3L0k2T_pE8qvnEj7NguWNJTOo" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/get_data/faker.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>faker</code> ?</summary>
+<details class="success">
+<summary>Call <code>faker</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>faker</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>faker</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>faker</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>faker</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>faker
+bigfun<span class="w"> </span>deploy<span class="w"> </span>faker
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>faker(what, locale)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Generates fake data
+of type <code>what</code> and localized with <code>locale</code> parameter (using <a href="https://faker.readthedocs.io/">faker python library</a>)</p>
+<table>
+<thead>
+<tr>
+<th>Param</th>
+<th>Possible values</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>what</code></td>
+<td><code>aba</code>, <code>address</code>, <code>administrative_unit</code>, <code>am_pm</code>, <code>android_platform_token</code>, <code>ascii_company_email</code>, <code>ascii_email</code>, <code>ascii_free_email</code>, <code>ascii_safe_email</code>, <code>bank_country</code>, <code>bban</code>, <code>binary</code>, <code>boolean</code>, <code>bothify</code>, <code>bs</code>, <code>building_number</code>, <code>catch_phrase</code>, <code>century</code>, <code>chrome</code>, <code>city</code>, <code>city_prefix</code>, <code>city_suffix</code>, <code>color</code>, <code>color_name</code>, <code>company</code>, <code>company_email</code>, <code>company_suffix</code>, <code>coordinate</code>, <code>country</code>, <code>country_calling_code</code>, <code>country_code</code>, <code>credit_card_expire</code>, <code>credit_card_full</code>, <code>credit_card_number</code>, <code>credit_card_provider</code>, <code>credit_card_security_code</code>, <code>cryptocurrency</code>, <code>cryptocurrency_code</code>, <code>cryptocurrency_name</code>, <code>csv</code>, <code>currency</code>, <code>currency_code</code>, <code>currency_name</code>, <code>currency_symbol</code>, <code>current_country</code>, <code>current_country_code</code>, <code>date</code>, <code>date_between</code>, <code>date_between_dates</code>, <code>date_object</code>, <code>date_of_birth</code>, <code>date_this_century</code>, <code>date_this_decade</code>, <code>date_this_month</code>, <code>date_this_year</code>, <code>date_time</code>, <code>date_time_ad</code>, <code>date_time_between</code>, <code>date_time_between_dates</code>, <code>date_time_this_century</code>, <code>date_time_this_decade</code>, <code>date_time_this_month</code>, <code>date_time_this_year</code>, <code>day_of_month</code>, <code>day_of_week</code>, <code>dga</code>, <code>domain_name</code>, <code>domain_word</code>, <code>dsv</code>, <code>ean</code>, <code>ean13</code>, <code>ean8</code>, <code>ein</code>, <code>email</code>, <code>emoji</code>, <code>file_extension</code>, <code>file_name</code>, <code>file_path</code>, <code>firefox</code>, <code>first_name</code>, <code>first_name_female</code>, <code>first_name_male</code>, <code>first_name_nonbinary</code>, <code>fixed_width</code>, <code>free_email</code>, <code>free_email_domain</code>, <code>future_date</code>, <code>future_datetime</code>, <code>get_providers</code>, <code>hex_color</code>, <code>hexify</code>, <code>hostname</code>, <code>http_method</code>, <code>iana_id</code>, <code>iban</code>, <code>image_url</code>, <code>internet_explorer</code>, <code>invalid_ssn</code>, <code>ios_platform_token</code>, <code>ipv4</code>, <code>ipv4_network_class</code>, <code>ipv4_private</code>, <code>ipv4_public</code>, <code>ipv6</code>, <code>isbn10</code>, <code>isbn13</code>, <code>iso8601</code>, <code>items</code>, <code>itin</code>, <code>job</code>, <code>json</code>, <code>json_bytes</code>, <code>language_code</code>, <code>language_name</code>, <code>last_name</code>, <code>last_name_female</code>, <code>last_name_male</code>, <code>last_name_nonbinary</code>, <code>latitude</code>, <code>latlng</code>, <code>lexify</code>, <code>license_plate</code>, <code>linux_platform_token</code>, <code>linux_processor</code>, <code>local_latlng</code>, <code>locale</code>, <code>localized_ean</code>, <code>localized_ean13</code>, <code>localized_ean8</code>, <code>location_on_land</code>, <code>longitude</code>, <code>mac_address</code>, <code>mac_platform_token</code>, <code>mac_processor</code>, <code>md5</code>, <code>military_apo</code>, <code>military_dpo</code>, <code>military_ship</code>, <code>military_state</code>, <code>mime_type</code>, <code>month</code>, <code>month_name</code>, <code>msisdn</code>, <code>name</code>, <code>name_female</code>, <code>name_male</code>, <code>name_nonbinary</code>, <code>nic_handle</code>, <code>nic_handles</code>, <code>null_boolean</code>, <code>numerify</code>, <code>opera</code>, <code>paragraph</code>, <code>paragraphs</code>, <code>password</code>, <code>past_date</code>, <code>past_datetime</code>, <code>phone_number</code>, <code>port_number</code>, <code>postalcode</code>, <code>postalcode_in_state</code>, <code>postalcode_plus4</code>, <code>postcode</code>, <code>postcode_in_state</code>, <code>prefix</code>, <code>prefix_female</code>, <code>prefix_male</code>, <code>prefix_nonbinary</code>, <code>pricetag</code>, <code>profile</code>, <code>psv</code>, <code>pybool</code>, <code>pydecimal</code>, <code>pydict</code>, <code>pyfloat</code>, <code>pyint</code>, <code>pyiterable</code>, <code>pylist</code>, <code>pyobject</code>, <code>pyset</code>, <code>pystr</code>, <code>pystr_format</code>, <code>pystruct</code>, <code>pytimezone</code>, <code>pytuple</code>, <code>random_choices</code>, <code>random_digit</code>, <code>random_digit_not_null</code>, <code>random_digit_not_null_or_empty</code>, <code>random_digit_or_empty</code>, <code>random_element</code>, <code>random_elements</code>, <code>random_int</code>, <code>random_letter</code>, <code>random_letters</code>, <code>random_lowercase_letter</code>, <code>random_number</code>, <code>random_sample</code>, <code>random_uppercase_letter</code>, <code>randomize_nb_elements</code>, <code>rgb_color</code>, <code>rgb_css_color</code>, <code>ripe_id</code>, <code>safari</code>, <code>safe_color_name</code>, <code>safe_domain_name</code>, <code>safe_email</code>, <code>safe_hex_color</code>, <code>sbn9</code>, <code>secondary_address</code>, <code>seed_instance</code>, <code>sentence</code>, <code>sentences</code>, <code>sha1</code>, <code>sha256</code>, <code>simple_profile</code>, <code>slug</code>, <code>ssn</code>, <code>state</code>, <code>state_abbr</code>, <code>street_address</code>, <code>street_name</code>, <code>street_suffix</code>, <code>suffix</code>, <code>suffix_female</code>, <code>suffix_male</code>, <code>suffix_nonbinary</code>, <code>swift</code>, <code>swift11</code>, <code>swift8</code>, <code>tar</code>, <code>text</code>, <code>texts</code>, <code>time</code>, <code>time_delta</code>, <code>time_object</code>, <code>time_series</code>, <code>timezone</code>, <code>tld</code>, <code>tsv</code>, <code>unix_device</code>, <code>unix_partition</code>, <code>unix_time</code>, <code>upc_a</code>, <code>upc_e</code>, <code>uri</code>, <code>uri_extension</code>, <code>uri_page</code>, <code>uri_path</code>, <code>url</code>, <code>user_agent</code>, <code>user_name</code>, <code>uuid4</code>, <code>windows_platform_token</code>, <code>word</code>, <code>words</code>, <code>year</code>, <code>zip</code>, <code>zipcode</code>, <code>zipcode_in_state</code>, <code>zipcode_plus4</code></td>
+</tr>
+<tr>
+<td><code>locale</code></td>
+<td><code>null</code>, <code>ar_AA</code>, <code>ar_AE</code>, <code>ar_BH</code>, <code>ar_EG</code>, <code>ar_JO</code>, <code>ar_PS</code>, <code>ar_SA</code>, <code>az_AZ</code>, <code>bg_BG</code>, <code>bn_BD</code>, <code>bs_BA</code>, <code>cs_CZ</code>, <code>da_DK</code>, <code>de</code>, <code>de_AT</code>, <code>de_CH</code>, <code>de_DE</code>, <code>dk_DK</code>, <code>el_CY</code>, <code>el_GR</code>, <code>en</code>, <code>en_AU</code>, <code>en_CA</code>, <code>en_GB</code>, <code>en_IE</code>, <code>en_IN</code>, <code>en_NZ</code>, <code>en_PH</code>, <code>en_TH</code>, <code>en_US</code>, <code>es</code>, <code>es_AR</code>, <code>es_CA</code>, <code>es_CL</code>, <code>es_CO</code>, <code>es_ES</code>, <code>es_MX</code>, <code>et_EE</code>, <code>fa_IR</code>, <code>fi_FI</code>, <code>fil_PH</code>, <code>fr_BE</code>, <code>fr_CA</code>, <code>fr_CH</code>, <code>fr_FR</code>, <code>fr_QC</code>, <code>ga_IE</code>, <code>he_IL</code>, <code>hi_IN</code>, <code>hr_HR</code>, <code>hu_HU</code>, <code>hy_AM</code>, <code>id_ID</code>, <code>it_CH</code>, <code>it_IT</code>, <code>ja_JP</code>, <code>ka_GE</code>, <code>ko_KR</code>, <code>la</code>, <code>lb_LU</code>, <code>lt_LT</code>, <code>lv_LV</code>, <code>mt_MT</code>, <code>ne_NP</code>, <code>nl_BE</code>, <code>nl_NL</code>, <code>no_NO</code>, <code>or_IN</code>, <code>pl_PL</code>, <code>pt_BR</code>, <code>pt_PT</code>, <code>ro_RO</code>, <code>ru_RU</code>, <code>sk_SK</code>, <code>sl_SI</code>, <code>sq_AL</code>, <code>sv_SE</code>, <code>ta_IN</code>, <code>th</code>, <code>th_TH</code>, <code>tl_PH</code>, <code>tr_TR</code>, <code>tw_GH</code>, <code>uk_UA</code>, <code>vi_VN</code>, <code>zh_CN</code>, <code>zh_TW</code></td>
+</tr>
+</tbody>
+</table>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Generate fake italian name</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">faker</span><span class="p">(</span><span class="ss">&quot;name&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;it_IT&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">faker</span><span class="p">(</span><span class="ss">&quot;name&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;it_IT&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">faker</span><span class="p">(</span><span class="ss">&quot;name&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;it_IT&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------+
+| fake_data        |
++------------------+
+| Michela Beccaria |
++------------------+
+</code>
+</pre>
+
+<p><strong>2. Generate fake IPv4 address (without specifying locale)</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">faker</span><span class="p">(</span><span class="ss">&quot;ipv4_private&quot;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">faker</span><span class="p">(</span><span class="ss">&quot;ipv4_private&quot;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">faker</span><span class="p">(</span><span class="ss">&quot;ipv4_private&quot;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------------+
+| fake_data     |
++---------------+
+| 10.52.207.187 |
++---------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>faker</code>?</summary>
+<details class="success">
+<summary>Get help using <code>faker</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>faker</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>This <code>faker</code> BigQuery function has several practical use cases, primarily centered around generating realistic test data:</p>
+<ol>
+<li>
+<p><strong>Populating Test Databases:</strong> When developing or testing applications that interact with BigQuery, you often need a substantial amount of data to simulate real-world scenarios. Instead of manually creating this data, you can use <code>faker</code> to automatically generate a large volume of realistic fake data for various data types like names, addresses, emails, dates, etc.  This ensures your application is tested under realistic conditions.</p>
+</li>
+<li>
+<p><strong>Data Anonymization and Privacy:</strong> In situations where you need to share data but protect sensitive information, <code>faker</code> can be used to replace real data with plausible fake data. This allows you to maintain the statistical properties of the dataset while preserving individual privacy.  For instance, you could replace real names with fake names, real addresses with fake addresses, and so on.</p>
+</li>
+<li>
+<p><strong>Demonstrations and Mockups:</strong>  When demonstrating a new application or creating mockups, you may not have access to real data. <code>faker</code> provides a quick and easy way to generate realistic data to populate your demos and make them more compelling.</p>
+</li>
+<li>
+<p><strong>Load Testing:</strong> To test the performance of your BigQuery queries and applications under stress, you can use <code>faker</code> to generate large datasets with specific characteristics. This helps you identify potential bottlenecks and optimize your queries for better performance.</p>
+</li>
+<li>
+<p><strong>Training Machine Learning Models:</strong> Some machine learning models require large amounts of data for training. <code>faker</code> can supplement real data or even be used to generate entirely synthetic datasets for training purposes, especially when real data is scarce or expensive to obtain.</p>
+</li>
+<li>
+<p><strong>Data Analysis and Exploration:</strong> When exploring a new dataset or developing new data analysis techniques, <code>faker</code> can be used to generate datasets with known properties. This allows you to test your analysis methods and understand how they perform under different conditions.</p>
+</li>
+</ol>
+<p><strong>Example Scenario:</strong></p>
+<p>Imagine you are developing a new e-commerce application and need to test its reporting features.  You could use <code>faker</code> to generate a dataset of fake customer orders with realistic order dates, product names, prices, shipping addresses, and so on.  This would allow you to thoroughly test your reporting dashboard and ensure it can handle a large volume of data and accurately calculate metrics like sales by region, average order value, and customer lifetime value.</p>
+<p>By leveraging the various data types and locales supported by <code>faker</code>, you can tailor the generated data to your specific needs and create highly realistic test scenarios.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/faker" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
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diff --git a/bigfunctions/find_greater_value/index.html b/bigfunctions/find_greater_value/index.html
new file mode 100644
index 000000000..904c4a5db
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+++ b/bigfunctions/find_greater_value/index.html
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+        <meta name="description" content="BigFunction find_greater_value is a BigQuery function which Return the `offset` (zero-based index) of the first `value` in `arr` where `value >= x`">
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+      
+      
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+  <a href="#examples" class="md-nav__link">
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+      Use cases
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; find_greater_value
+</span></p>
+<h1 id="find_greater_value">find_greater_value<a class="headerlink" href="#find_greater_value" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_array/find_greater_value.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>find_greater_value</code> ?</summary>
+<details class="success">
+<summary>Call <code>find_greater_value</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>find_greater_value</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>find_greater_value</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>find_greater_value</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>find_greater_value</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>find_greater_value
+bigfun<span class="w"> </span>deploy<span class="w"> </span>find_greater_value
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>find_greater_value(arr, x)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Return the <code>offset</code> (zero-based index) of the first <code>value</code> in <code>arr</code> where <code>value &gt;= x</code>
+(or <code>null</code> if no <code>value</code> is greater than <code>x</code>).</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. When a strictly greater <code>value</code> exists in array</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">find_greater_value</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">20</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">80</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="mi">25</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">find_greater_value</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">20</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">80</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="mi">25</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">find_greater_value</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">20</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">80</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="mi">25</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------+
+| offset |
++--------+
+| 2      |
++--------+
+</code>
+</pre>
+
+<p><strong>2. When an identical <code>value</code> exists in array</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">find_greater_value</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">20</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">80</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="mi">20</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">find_greater_value</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">20</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">80</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="mi">20</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">find_greater_value</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">20</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">80</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="mi">20</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------+
+| offset |
++--------+
+| 1      |
++--------+
+</code>
+</pre>
+
+<p><strong>3. When a greater <code>value</code> does NOT exist in array</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">find_greater_value</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">20</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">80</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="mi">110</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">find_greater_value</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">20</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">80</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="mi">110</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">find_greater_value</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">20</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">80</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="mi">110</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------+
+| offset |
++--------+
+| null   |
++--------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>find_greater_value</code>?</summary>
+<details class="success">
+<summary>Get help using <code>find_greater_value</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>find_greater_value</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p><strong>Use Case: Finding the appropriate pricing tier</strong></p>
+<p>Imagine you have a table of pricing tiers for a product, with each tier defined by a usage threshold and a corresponding price. You could use <code>find_greater_value</code> to efficiently determine the correct pricing tier for a given customer's usage.</p>
+<p><strong>Example Scenario:</strong></p>
+<p>A software company offers different pricing tiers based on the number of API calls made per month:</p>
+<table>
+<thead>
+<tr>
+<th>Tier</th>
+<th>API Calls</th>
+<th>Price</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>Free</td>
+<td>0-1,000</td>
+<td>$0</td>
+</tr>
+<tr>
+<td>Basic</td>
+<td>1,001-5,000</td>
+<td>$25</td>
+</tr>
+<tr>
+<td>Premium</td>
+<td>5,001-10,000</td>
+<td>$50</td>
+</tr>
+<tr>
+<td>Enterprise</td>
+<td>&gt; 10,000</td>
+<td>$100</td>
+</tr>
+</tbody>
+</table>
+<p><strong>BigQuery Implementation:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">WITH</span><span class="w"> </span><span class="n">PricingTiers</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="k">SELECT</span><span class="w"> </span><span class="p">[</span><span class="mi">1000</span><span class="p">,</span><span class="w"> </span><span class="mi">5000</span><span class="p">,</span><span class="w"> </span><span class="mi">10000</span><span class="p">]</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">api_call_thresholds</span><span class="p">,</span>
+<span class="w">           </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">25</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">]</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">prices</span>
+<span class="p">),</span>
+<span class="n">CustomerUsage</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="k">SELECT</span><span class="w"> </span><span class="s1">&#39;customer_A&#39;</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">customer_id</span><span class="p">,</span><span class="w"> </span><span class="mi">7500</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">api_calls</span>
+<span class="p">)</span>
+<span class="k">SELECT</span>
+<span class="w">    </span><span class="n">CustomerUsage</span><span class="p">.</span><span class="n">customer_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">CustomerUsage</span><span class="p">.</span><span class="n">api_calls</span><span class="p">,</span>
+<span class="w">    </span><span class="n">PricingTiers</span><span class="p">.</span><span class="n">prices</span><span class="p">[</span><span class="n">SAFE_OFFSET</span><span class="p">(</span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">YOUR_REGION</span><span class="p">.</span><span class="n">find_greater_value</span><span class="p">(</span><span class="n">PricingTiers</span><span class="p">.</span><span class="n">api_call_thresholds</span><span class="p">,</span><span class="w"> </span><span class="n">CustomerUsage</span><span class="p">.</span><span class="n">api_calls</span><span class="p">))]</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">price</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">CustomerUsage</span>
+<span class="k">CROSS</span><span class="w"> </span><span class="k">JOIN</span><span class="w"> </span><span class="n">PricingTiers</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Explanation:</strong></p>
+<ol>
+<li><strong><code>PricingTiers</code> CTE:</strong> This CTE stores the API call thresholds and corresponding prices as arrays.</li>
+<li><strong><code>CustomerUsage</code> CTE:</strong> This CTE represents the customer's API usage.</li>
+<li><strong>Main Query:</strong></li>
+<li>It joins <code>CustomerUsage</code> and <code>PricingTiers</code>.</li>
+<li><code>find_greater_value</code> searches the <code>api_call_thresholds</code> array for the first value greater than or equal to the customer's <code>api_calls</code>. This returns the index (offset) of the appropriate tier.</li>
+<li><code>SAFE_OFFSET</code> handles cases where the usage exceeds all defined tiers (e.g., &gt; 10,000), returning the last price in the array.</li>
+</ol>
+<p><strong>Result:</strong></p>
+<table>
+<thead>
+<tr>
+<th>customer_id</th>
+<th>api_calls</th>
+<th>price</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>customer_A</td>
+<td>7500</td>
+<td>50</td>
+</tr>
+</tbody>
+</table>
+<p>This example demonstrates how <code>find_greater_value</code> can be used for efficient lookups in tiered data, eliminating the need for complex <code>CASE</code> statements or joins. This approach is particularly useful when dealing with a large number of tiers or when the tiers are subject to change, as updating the arrays is much simpler than modifying numerous <code>CASE</code> conditions. You could extend this to other use cases such as tax brackets, shipping costs based on weight, or commission rates based on sales volume.  Remember to replace <code>YOUR_REGION</code> with your BigQuery region (e.g. <code>us</code>, <code>eu</code>, <code>us-central1</code>).</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/find_greater_value" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "find_greater_value",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/find_lower_value/index.html b/bigfunctions/find_lower_value/index.html
new file mode 100644
index 000000000..8a2d8f13a
--- /dev/null
+++ b/bigfunctions/find_lower_value/index.html
@@ -0,0 +1,1357 @@
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+        <meta name="description" content="BigFunction find_lower_value is a BigQuery function which Return the `offset` (zero-based index) of the first `value` in `arr` where `value <= x`">
+      
+      
+      
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+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
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+          Skip to content
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+            
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+    <label class="md-header__button md-icon" for="__drawer">
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+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
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+        
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+    <div class="md-search__output">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; find_lower_value
+</span></p>
+<h1 id="find_lower_value">find_lower_value<a class="headerlink" href="#find_lower_value" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_array/find_lower_value.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>find_lower_value</code> ?</summary>
+<details class="success">
+<summary>Call <code>find_lower_value</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>find_lower_value</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>find_lower_value</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>find_lower_value</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>find_lower_value</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>find_lower_value
+bigfun<span class="w"> </span>deploy<span class="w"> </span>find_lower_value
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>find_lower_value(arr, x)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Return the <code>offset</code> (zero-based index) of the first <code>value</code> in <code>arr</code> where <code>value &lt;= x</code>
+(or <code>null</code> if no <code>value</code> is lower than <code>x</code>).</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. When a strictly lower <code>value</code> exists in array</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">find_lower_value</span><span class="p">([</span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="mi">3</span><span class="p">.</span><span class="mi">5</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">find_lower_value</span><span class="p">([</span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="mi">3</span><span class="p">.</span><span class="mi">5</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">find_lower_value</span><span class="p">([</span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="mi">3</span><span class="p">.</span><span class="mi">5</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------+
+| offset |
++--------+
+| 2      |
++--------+
+</code>
+</pre>
+
+<p><strong>2. When an identical <code>value</code> exists in array</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">find_lower_value</span><span class="p">([</span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="mi">4</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">find_lower_value</span><span class="p">([</span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="mi">4</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">find_lower_value</span><span class="p">([</span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="mi">4</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------+
+| offset |
++--------+
+| 1      |
++--------+
+</code>
+</pre>
+
+<p><strong>3. When a lower <code>value</code> does NOT exist in array</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">find_lower_value</span><span class="p">([</span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="mi">2</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">find_lower_value</span><span class="p">([</span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="mi">2</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">find_lower_value</span><span class="p">([</span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="mi">2</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------+
+| offset |
++--------+
+| null   |
++--------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>find_lower_value</code>?</summary>
+<details class="success">
+<summary>Get help using <code>find_lower_value</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>find_lower_value</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>Imagine you have a table of product prices and you want to find the index of the first product in a given list that is priced at or below a certain threshold.</p>
+<p><strong>Scenario:</strong> You're building a price comparison tool.  You have a table with competitor prices for a specific product:</p>
+<table>
+<thead>
+<tr>
+<th>Competitor</th>
+<th>Price</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>A</td>
+<td>12.99</td>
+</tr>
+<tr>
+<td>B</td>
+<td>10.50</td>
+</tr>
+<tr>
+<td>C</td>
+<td>15.00</td>
+</tr>
+<tr>
+<td>D</td>
+<td>9.99</td>
+</tr>
+<tr>
+<td>E</td>
+<td>11.75</td>
+</tr>
+</tbody>
+</table>
+<p>A user sets a maximum price they are willing to pay, say $11.00. You want to quickly find the first competitor in the list offering a price at or below $11.00.</p>
+<p><strong>BigQuery SQL using <code>find_lower_value</code>:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">find_lower_value</span><span class="p">([</span><span class="mi">12</span><span class="p">.</span><span class="mi">99</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">.</span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">15</span><span class="p">.</span><span class="mi">00</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">.</span><span class="mi">99</span><span class="p">,</span><span class="w"> </span><span class="mi">11</span><span class="p">.</span><span class="mi">75</span><span class="p">],</span><span class="w"> </span><span class="mi">11</span><span class="p">.</span><span class="mi">00</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">first_affordable_competitor_index</span><span class="p">;</span>
+</code></pre></div>
+<p>This query would return <code>1</code>, which is the index of competitor B (remember, it's zero-based indexing).</p>
+<p><strong>Other Use Cases:</strong></p>
+<ul>
+<li><strong>Inventory Management:</strong> Finding the index of the first bin in a warehouse with stock at or below a reorder point.</li>
+<li><strong>Data Analysis:</strong> Quickly locating the first data point in a time series that falls below a certain threshold (e.g., first day temperature dropped below freezing).</li>
+<li><strong>Game Development:</strong> Determining the first item in a sorted list of player scores that is less than or equal to a given score.</li>
+<li><strong>Algorithm Optimization:</strong>  As part of more complex algorithms like binary search variations, where you need to efficiently find the position of an element or the first element meeting a specific condition within a sorted or partially sorted array.</li>
+</ul>
+<p>This function provides a concise and efficient way to perform this type of search within BigQuery without needing to write more complex procedural code.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/find_lower_value" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "find_lower_value",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/find_value/index.html b/bigfunctions/find_value/index.html
new file mode 100644
index 000000000..834f90290
--- /dev/null
+++ b/bigfunctions/find_value/index.html
@@ -0,0 +1,1329 @@
+
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+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction find_value is a BigQuery function which Return the first `offset` (zero-based index) of `value` in array `arr`">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/find_value/">
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+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#find_value" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
+  <p style="text-align: right;">
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+    </a>
+
+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"></path></svg>
+    </a>
+
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
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+    </a>
+
+  </p>
+
+          </div>
+          
+        </aside>
+      
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+<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
+  <nav class="md-header__inner md-grid" aria-label="Header">
+    <a href="../.." title="BigFunctions" class="md-header__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
+          <span class="md-ellipsis">
+            BigFunctions
+          </span>
+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              find_value - BigQuery function
+            
+          </span>
+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
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+      </label>
+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
+    <form class="md-search__form" name="search">
+      <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
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+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
+      </label>
+      <nav class="md-search__options" aria-label="Search">
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+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
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+            Initializing search
+          </div>
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+    
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+        <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+  </div>
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+      <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; find_value
+</span></p>
+<h1 id="find_value">find_value<a class="headerlink" href="#find_value" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/company/esmoz/" title="Author: Thomas Lépine" target="_blank">
+    <img src="https://esmoz.fr/wp-content/uploads/2022/03/logo_esmoz_40x20-1.png" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_array/find_value.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>find_value</code> ?</summary>
+<details class="success">
+<summary>Call <code>find_value</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>find_value</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>find_value</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>find_value</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>find_value</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>find_value
+bigfun<span class="w"> </span>deploy<span class="w"> </span>find_value
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>find_value(arr, value)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Return the first <code>offset</code> (zero-based index) of <code>value</code> in array <code>arr</code>
+(or <code>null</code> if <code>value</code> is not in <code>arr</code>).</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. When <code>value</code> is in array</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">find_value</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">],</span><span class="w"> </span><span class="mi">4</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">find_value</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">],</span><span class="w"> </span><span class="mi">4</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">find_value</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">],</span><span class="w"> </span><span class="mi">4</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------+
+| offset |
++--------+
+| 1      |
++--------+
+</code>
+</pre>
+
+<p><strong>2. When <code>value</code> is not in array</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">find_value</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">],</span><span class="w"> </span><span class="mi">7</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">find_value</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">],</span><span class="w"> </span><span class="mi">7</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">find_value</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">],</span><span class="w"> </span><span class="mi">7</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------+
+| offset |
++--------+
+| null   |
++--------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>find_value</code>?</summary>
+<details class="success">
+<summary>Get help using <code>find_value</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>find_value</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You have a table of customer orders, and each order has an array of product IDs.  You want to find the position of a specific product ID within each order's product array.</p>
+<p><strong>Table Schema:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">CREATE</span><span class="w"> </span><span class="k">OR</span><span class="w"> </span><span class="k">REPLACE</span><span class="w"> </span><span class="k">TABLE</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">orders</span><span class="o">`</span><span class="w"> </span><span class="p">(</span>
+<span class="w">  </span><span class="n">order_id</span><span class="w"> </span><span class="n">INT64</span><span class="p">,</span>
+<span class="w">  </span><span class="n">product_ids</span><span class="w"> </span><span class="nb">ARRAY</span><span class="o">&lt;</span><span class="n">INT64</span><span class="o">&gt;</span>
+<span class="p">);</span>
+
+<span class="k">INSERT</span><span class="w"> </span><span class="k">INTO</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">orders</span><span class="o">`</span><span class="w"> </span><span class="p">(</span><span class="n">order_id</span><span class="p">,</span><span class="w"> </span><span class="n">product_ids</span><span class="p">)</span><span class="w"> </span><span class="k">VALUES</span>
+<span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">101</span><span class="p">,</span><span class="w"> </span><span class="mi">102</span><span class="p">,</span><span class="w"> </span><span class="mi">103</span><span class="p">,</span><span class="w"> </span><span class="mi">104</span><span class="p">]),</span>
+<span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">102</span><span class="p">,</span><span class="w"> </span><span class="mi">105</span><span class="p">,</span><span class="w"> </span><span class="mi">106</span><span class="p">]),</span>
+<span class="p">(</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">101</span><span class="p">,</span><span class="w"> </span><span class="mi">103</span><span class="p">,</span><span class="w"> </span><span class="mi">107</span><span class="p">,</span><span class="w"> </span><span class="mi">102</span><span class="p">]);</span>
+</code></pre></div>
+<p><strong>Use Case: Finding the position of product ID 102:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">order_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">your_region</span><span class="p">.</span><span class="n">find_value</span><span class="p">(</span><span class="n">product_ids</span><span class="p">,</span><span class="w"> </span><span class="mi">102</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">product_102_position</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">orders</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Result:</strong></p>
+<div class="highlight"><pre><span></span><code>+---------+----------------------+
+| order_id | product_102_position |
++---------+----------------------+
+|       1 |                    1 |
+|       2 |                    0 |
+|       3 |                    3 |
++---------+----------------------+
+</code></pre></div>
+<p><strong>Explanation:</strong></p>
+<ul>
+<li>The <code>find_value</code> function searches the <code>product_ids</code> array for the value <code>102</code>.</li>
+<li>It returns the zero-based index (position) of the first occurrence of <code>102</code>.</li>
+<li>For <code>order_id = 1</code>, <code>102</code> is at index 1.</li>
+<li>For <code>order_id = 2</code>, <code>102</code> is at index 0.</li>
+<li>For <code>order_id = 3</code>, <code>102</code> is at index 3.</li>
+</ul>
+<p><strong>Other Potential Use Cases:</strong></p>
+<ul>
+<li><strong>Inventory Management:</strong>  Find the location of a specific item within a warehouse represented as an array.</li>
+<li><strong>Log Analysis:</strong> Find the first occurrence of a specific error code within a log entry containing an array of codes.</li>
+<li><strong>User Behavior Analysis:</strong>  Determine the position of a specific action within a user's sequence of actions on a website.</li>
+</ul>
+<p>Remember to replace <code>your_project</code>, <code>your_dataset</code>, and <code>your_region</code> with your actual values.  For example, if your dataset is in the <code>us-central1</code> region, you would use <code>bigfunctions.us_central1</code>.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "find_value",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
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diff --git a/bigfunctions/format_percentage/index.html b/bigfunctions/format_percentage/index.html
new file mode 100644
index 000000000..dc857dac2
--- /dev/null
+++ b/bigfunctions/format_percentage/index.html
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+
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+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction format_percentage is a BigQuery function which Return `first_number / second_number` as a formatted percentage">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/format_percentage/">
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+        <title>format_percentage - BigQuery function - BigFunctions</title>
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+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#format_percentage" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
+  <p style="text-align: right;">
+
+    <a href="https://github.com/unytics/bigfunctions" target="_blank" rel="noopener" title="github.com" class="md-social__link">
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+    </a>
+
+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"></path></svg>
+    </a>
+
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"></path></svg>
+    </a>
+
+  </p>
+
+          </div>
+          
+        </aside>
+      
+    </div>
+    
+    
+      
+
+  
+
+<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
+  <nav class="md-header__inner md-grid" aria-label="Header">
+    <a href="../.." title="BigFunctions" class="md-header__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
+          <span class="md-ellipsis">
+            BigFunctions
+          </span>
+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              format_percentage - BigQuery function
+            
+          </span>
+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
+    
+    
+    
+      <label class="md-header__button md-icon" for="__search">
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+      </label>
+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
+    <form class="md-search__form" name="search">
+      <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
+      <label class="md-search__icon md-icon" for="__search">
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
+      </label>
+      <nav class="md-search__options" aria-label="Search">
+        
+        <button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
+          
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+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
+        <div class="md-search-result" data-md-component="search-result">
+          <div class="md-search-result__meta">
+            Initializing search
+          </div>
+          <ol class="md-search-result__list" role="presentation"></ol>
+        </div>
+      </div>
+    </div>
+  </div>
+</div>
+    
+    
+      <div class="md-header__source">
+        <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
+  <div class="md-source__icon md-icon">
+    
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
+  </div>
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+    unytics/bigfunctions
+  </div>
+</a>
+      </div>
+    
+  </nav>
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+        
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+    <div class="md-container" data-md-component="container">
+      
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+        
+      
+      <main class="md-main" data-md-component="main">
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+          
+            
+              
+                
+              
+              <div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" hidden>
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+                  <div class="md-sidebar__inner">
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+      <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; format_percentage
+</span></p>
+<h1 id="format_percentage">format_percentage<a class="headerlink" href="#format_percentage" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/thomas-ellyatt-84a51b218/" title="Author: Thomas Ellyatt" target="_blank">
+    <img src="https://avatars.githubusercontent.com/u/110492001?v=4" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_numeric/format_percentage.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>format_percentage</code> ?</summary>
+<details class="success">
+<summary>Call <code>format_percentage</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>format_percentage</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>format_percentage</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>format_percentage</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>format_percentage</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>format_percentage
+bigfun<span class="w"> </span>deploy<span class="w"> </span>format_percentage
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>format_percentage(first_number, second_number, nb_decimals)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Return <code>first_number / second_number</code> as a formatted percentage
+in a user-friendly format. You can use this function
+to handle a safe divide of the two numbers as well as your desired level of rounding.</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">format_percentage</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">format_percentage</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">format_percentage</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------------------+
+| formatted_percentage |
++----------------------+
+| 33.33 %              |
++----------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>format_percentage</code>?</summary>
+<details class="success">
+<summary>Get help using <code>format_percentage</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>format_percentage</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You're an analyst for an e-commerce company and you need to calculate and display the conversion rate for different marketing campaigns.  You have a table with the number of clicks and the number of resulting purchases for each campaign.</p>
+<div class="highlight"><pre><span></span><code><span class="k">WITH</span><span class="w"> </span><span class="n">campaign_data</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="k">SELECT</span>
+<span class="w">        </span><span class="s1">&#39;Campaign A&#39;</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">campaign_name</span><span class="p">,</span>
+<span class="w">        </span><span class="mi">1000</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">clicks</span><span class="p">,</span>
+<span class="w">        </span><span class="mi">50</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">purchases</span>
+<span class="w">    </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span>
+<span class="w">    </span><span class="k">SELECT</span>
+<span class="w">        </span><span class="s1">&#39;Campaign B&#39;</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">campaign_name</span><span class="p">,</span>
+<span class="w">        </span><span class="mi">500</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">clicks</span><span class="p">,</span>
+<span class="w">        </span><span class="mi">20</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">purchases</span>
+<span class="w">    </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span>
+<span class="w">    </span><span class="k">SELECT</span>
+<span class="w">        </span><span class="s1">&#39;Campaign C&#39;</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">campaign_name</span><span class="p">,</span>
+<span class="w">        </span><span class="mi">2000</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">clicks</span><span class="p">,</span>
+<span class="w">        </span><span class="mi">150</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">purchases</span>
+
+<span class="p">)</span>
+
+<span class="k">SELECT</span>
+<span class="w">    </span><span class="n">campaign_name</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">format_percentage</span><span class="p">(</span><span class="n">purchases</span><span class="p">,</span><span class="w"> </span><span class="n">clicks</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">conversion_rate</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">campaign_data</span><span class="p">;</span>
+</code></pre></div>
+<p>This query uses the <code>format_percentage</code> function to calculate the conversion rate (purchases / clicks) for each campaign and format it as a percentage with two decimal places.  The result would be a table like this:</p>
+<div class="highlight"><pre><span></span><code>+---------------+----------------+
+| campaign_name | conversion_rate |
++---------------+----------------+
+| Campaign A    | 5.00 %         |
+| Campaign B    | 4.00 %         |
+| Campaign C    | 7.50 %         |
++---------------+----------------+
+</code></pre></div>
+<p>This makes it easy to compare the effectiveness of different campaigns in a human-readable format.  You could also use this function to calculate and display other percentages, such as sales growth rates, discount percentages, or return rates.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "format_percentage",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
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diff --git a/bigfunctions/frequent_values/index.html b/bigfunctions/frequent_values/index.html
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index 000000000..113540b88
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+<h1 id="frequent_values">frequent_values<a class="headerlink" href="#frequent_values" title="Permanent link">¶</a></h1>
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_array/frequent_values.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>frequent_values</code> ?</summary>
+<details class="success">
+<summary>Call <code>frequent_values</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>frequent_values</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>frequent_values</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>frequent_values</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>frequent_values</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>frequent_values
+bigfun<span class="w"> </span>deploy<span class="w"> </span>frequent_values
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>frequent_values(values, frequency_threshold)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Returns <code>frequent_values</code> among array of <code>values</code></p>
+<p>This function computes the frequency of each value in <code>values</code> array and returns the values which frequency is stricly above the given <code>frequency_threshold</code>.</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>Detect frequent strings in an array of strings with a <code>frequency_threshold</code> of 0.2.</strong>
+<code>banana</code> appears 3 times for an array of 6 elements so its frequency
+is 3 / 6 = 0.5 &gt; 0.4.
+It is a frequent string compared to the <code>frequency_threshold</code>.</p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">frequent_values</span><span class="p">([</span><span class="ss">&quot;apple&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;apple&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;banana&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;banana&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;banana&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;cherry&quot;</span><span class="p">],</span><span class="w"> </span><span class="mi">0</span><span class="p">.</span><span class="mi">4</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">frequent_values</span><span class="p">([</span><span class="ss">&quot;apple&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;apple&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;banana&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;banana&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;banana&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;cherry&quot;</span><span class="p">],</span><span class="w"> </span><span class="mi">0</span><span class="p">.</span><span class="mi">4</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">frequent_values</span><span class="p">([</span><span class="ss">&quot;apple&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;apple&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;banana&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;banana&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;banana&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;cherry&quot;</span><span class="p">],</span><span class="w"> </span><span class="mi">0</span><span class="p">.</span><span class="mi">4</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------------+
+| frequent_values |
++-----------------+
+| [&#34;banana&#34;]      |
++-----------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>frequent_values</code>?</summary>
+<details class="success">
+<summary>Get help using <code>frequent_values</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>frequent_values</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>Let's say you have a BigQuery table storing customer product reviews.  Each row represents a review and includes a column named <code>keywords</code> which is an array of strings representing keywords extracted from the review text.</p>
+<p>You want to identify the most frequently occurring keywords across all reviews to understand trending topics or product features that customers frequently mention.</p>
+<p>Here's how you can use the <code>frequent_values</code> function:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">frequent_values</span><span class="p">(</span><span class="n">ARRAY_AGG</span><span class="p">(</span><span class="n">keywords</span><span class="p">),</span><span class="w"> </span><span class="mi">0</span><span class="p">.</span><span class="mi">05</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">frequent_keywords</span>
+<span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">your_table</span><span class="o">`</span>
+</code></pre></div>
+<p>This query does the following:</p>
+<ol>
+<li><strong><code>ARRAY_AGG(keywords)</code>:</strong> Aggregates all the <code>keywords</code> arrays from each review into a single array of all keywords.</li>
+<li><strong><code>bigfunctions.us.frequent_values(..., 0.05)</code>:</strong>  Applies the <code>frequent_values</code> function to this aggregated array with a <code>frequency_threshold</code> of 0.05.  This means that only keywords that appear in at least 5% of the reviews will be returned.</li>
+<li><strong><code>AS frequent_keywords</code>:</strong> Aliases the resulting array of frequent keywords as <code>frequent_keywords</code>.</li>
+</ol>
+<p>This will give you an array of strings containing the keywords that occur most frequently in your customer reviews, allowing you to identify important themes and trends.</p>
+<p><strong>Other Use Cases:</strong></p>
+<ul>
+<li><strong>Log analysis:</strong> Identify frequent error messages or user actions in log data.</li>
+<li><strong>E-commerce:</strong> Find frequently purchased items together (market basket analysis).</li>
+<li><strong>Social media analysis:</strong> Detect trending hashtags or topics.</li>
+<li><strong>Genomics:</strong>  Identify frequently occurring gene mutations in a population.</li>
+</ul>
+<p>Essentially, any time you need to find frequently occurring elements within a large dataset of arrays, the <code>frequent_values</code> function can be a useful tool.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "frequent_values",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; generate_categories
+</span></p>
+<h1 id="generate_categories">generate_categories<a class="headerlink" href="#generate_categories" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/ai/generate_categories.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>generate_categories</code> ?</summary>
+<details class="success">
+<summary>Call <code>generate_categories</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>generate_categories</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>generate_categories</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>generate_categories</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>generate_categories</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>generate_categories
+bigfun<span class="w"> </span>deploy<span class="w"> </span>generate_categories
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>generate_categories(items)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Return <code>categories</code> of <code>items</code>.</p>
+<p>Using GenAi, this function generates a hierarchy of categories and subcategories that best represents the given <code>items</code>.
+(<code>items</code>: must be a json array of strings or or objects).</p>
+<p>Result is a json with the following schema:</p>
+<div class="highlight"><pre><span></span><code>{
+  categories: [
+    {
+      name: string,
+      subcategories: [
+        string
+      ]
+    }
+  ]
+}
+</code></pre></div>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>Categorize User Reviews of Nickel App in App Store</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">generate_categories</span><span class="p">(</span>
+<span class="w">  </span><span class="p">(</span>
+<span class="w">    </span><span class="k">select</span><span class="w"> </span><span class="n">to_json</span><span class="p">(</span><span class="n">array_agg</span><span class="p">(</span><span class="n">content</span><span class="p">))</span>
+<span class="w">    </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">get_appstore_reviews</span><span class="p">(</span>
+<span class="w">      </span><span class="s1">&#39;https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763&#39;</span>
+<span class="w">    </span><span class="p">)</span>
+<span class="w">  </span><span class="p">)</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">generate_categories</span><span class="p">(</span>
+<span class="w">  </span><span class="p">(</span>
+<span class="w">    </span><span class="k">select</span><span class="w"> </span><span class="n">to_json</span><span class="p">(</span><span class="n">array_agg</span><span class="p">(</span><span class="n">content</span><span class="p">))</span>
+<span class="w">    </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_appstore_reviews</span><span class="p">(</span>
+<span class="w">      </span><span class="s1">&#39;https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763&#39;</span>
+<span class="w">    </span><span class="p">)</span>
+<span class="w">  </span><span class="p">)</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">generate_categories</span><span class="p">(</span>
+<span class="w">  </span><span class="p">(</span>
+<span class="w">    </span><span class="k">select</span><span class="w"> </span><span class="n">to_json</span><span class="p">(</span><span class="n">array_agg</span><span class="p">(</span><span class="n">content</span><span class="p">))</span>
+<span class="w">    </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">get_appstore_reviews</span><span class="p">(</span>
+<span class="w">      </span><span class="s1">&#39;https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763&#39;</span>
+<span class="w">    </span><span class="p">)</span>
+<span class="w">  </span><span class="p">)</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| categories                                                                                                                                                       |
++------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| {
+  &#34;categories&#34;: [
+    {
+      &#34;name&#34;: &#34;Account Management&#34;,
+      &#34;subcategories&#34;: [
+            &#34;Login Issues&#34;,
+            ...
+      ]
+    },
+    ...
+  ]
+}
+ |
++------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>generate_categories</code>?</summary>
+<details class="success">
+<summary>Get help using <code>generate_categories</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>generate_categories</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>The <code>generate_categories</code> function is useful for automatically categorizing text data, particularly when you have a large collection of items and want to understand the main themes or topics discussed.  Here are a few specific use cases:</p>
+<ul>
+<li>
+<p><strong>Customer Feedback Analysis:</strong>  Analyze customer reviews, support tickets, or survey responses to identify common issues, compliments, or feature requests.  The function can group similar feedback into categories, making it easier to understand customer sentiment and prioritize areas for improvement. The provided example shows how to categorize app store reviews, highlighting topics like "Account Management," which might include subcategories like "Login Issues."</p>
+</li>
+<li>
+<p><strong>Product Categorization:</strong>  Automatically categorize products in an e-commerce setting based on their descriptions. This can improve search functionality, recommend related products, or organize product catalogs.  For example, if the input <code>items</code> are product descriptions like "vintage leather jacket," "stylish bomber jacket," and "warm winter coat," the function might generate categories like "Outerwear" with subcategories "Jackets" and "Coats."</p>
+</li>
+<li>
+<p><strong>Topic Modeling for Research:</strong>  Analyze a collection of research papers, articles, or social media posts to identify the main topics discussed.  This can be helpful for literature reviews, trend analysis, or identifying areas for further research.</p>
+</li>
+<li>
+<p><strong>Content Tagging:</strong>  Automatically tag articles, blog posts, or other content with relevant keywords or categories, making it easier for users to discover content that interests them.</p>
+</li>
+<li>
+<p><strong>Support Ticket Routing:</strong>  Categorize incoming support tickets based on their descriptions to automatically route them to the appropriate support team.</p>
+</li>
+</ul>
+<p>In essence, any scenario where you need to group a large number of text items into meaningful categories could benefit from the <code>generate_categories</code> function. The use of GenAI allows the function to infer categories and subcategories even without predefined categories, making it flexible and adaptable to various data types.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/generate_categories" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "generate_categories",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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\ No newline at end of file
diff --git a/bigfunctions/generate_dates/index.html b/bigfunctions/generate_dates/index.html
new file mode 100644
index 000000000..6f4bf8410
--- /dev/null
+++ b/bigfunctions/generate_dates/index.html
@@ -0,0 +1,1296 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction generate_dates is a BigQuery function which Generate a table of dates">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/generate_dates/">
+      
+      
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+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; generate_dates
+</span></p>
+<h1 id="generate_dates">generate_dates<a class="headerlink" href="#generate_dates" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/thomas-ellyatt-84a51b218/" title="Author: Thomas Ellyatt" target="_blank">
+    <img src="https://avatars.githubusercontent.com/u/110492001?v=4" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_date/generate_dates.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>generate_dates</code> ?</summary>
+<details class="success">
+<summary>Call <code>generate_dates</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>generate_dates</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>generate_dates</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>generate_dates</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>generate_dates</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>generate_dates
+bigfun<span class="w"> </span>deploy<span class="w"> </span>generate_dates
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>generate_dates(start_date, end_date)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Generate a table of dates</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">generate_dates</span><span class="p">(</span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2023-01-01&#39;</span><span class="p">),</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2023-01-05&#39;</span><span class="p">))</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">generate_dates</span><span class="p">(</span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2023-01-01&#39;</span><span class="p">),</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2023-01-05&#39;</span><span class="p">))</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">generate_dates</span><span class="p">(</span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2023-01-01&#39;</span><span class="p">),</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2023-01-05&#39;</span><span class="p">))</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
++------------+-------------+-------------------+-----------------+-------------------+-----------------+-------------+------------+---------------+-------------+
+|    date    | day_of_week | week_start_monday | week_end_monday | week_start_sunday | week_end_sunday | month_start | month_end  | quarter_start | quarter_end |
++------------+-------------+-------------------+-----------------+-------------------+-----------------+-------------+------------+---------------+-------------+
+| 2023-01-01 |     Sun     |    2022-12-26     |    2023-01-01   |     2023-01-01    |    2023-01-07   |  2023-01-01 | 2023-01-31 |   2023-01-01  | 2023-03-31  |
+| 2023-01-02 |     Mon     |    2023-01-02     |    2023-01-08   |     2023-01-01    |    2023-01-07   |  2023-01-01 | 2023-01-31 |   2023-01-01  | 2023-03-31  |
+| 2023-01-03 |     Tue     |    2023-01-02     |    2023-01-08   |     2023-01-01    |    2023-01-07   |  2023-01-01 | 2023-01-31 |   2023-01-01  | 2023-03-31  |
+| 2023-01-04 |     Wed     |    2023-01-02     |    2023-01-08   |     2023-01-01    |    2023-01-07   |  2023-01-01 | 2023-01-31 |   2023-01-01  | 2023-03-31  |
+| 2023-01-05 |     Thu     |    2023-01-02     |    2023-01-08   |     2023-01-01    |    2023-01-07   |  2023-01-01 | 2023-01-31 |   2023-01-01  | 2023-03-31  |
++------------+-------------+-------------------+-----------------+-------------------+-----------------+-------------+------------+---------------+-------------+
+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>generate_dates</code>?</summary>
+<details class="success">
+<summary>Get help using <code>generate_dates</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>generate_dates</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>The <code>generate_dates</code> function is useful for several scenarios requiring a series of dates, including:</p>
+<ul>
+<li>
+<p><strong>Generating time series data:</strong> If you need to analyze trends or patterns over time but only have data for certain dates, you could use <code>generate_dates</code> to create a complete date range and then join it with your existing data, filling in missing values as needed. For example, you might track daily website visits but have some gaps in your data. This function can help create a continuous date series.</p>
+</li>
+<li>
+<p><strong>Creating date dimension tables for a data warehouse:</strong> A date dimension table is a common component of data warehouses.  It stores a comprehensive list of dates along with related attributes like day of week, week start/end dates, month start/end dates, quarter start/end dates, etc. <code>generate_dates</code> provides many of these attributes, facilitating the creation of such a table.</p>
+</li>
+<li>
+<p><strong>Scheduling or automating tasks:</strong> You could use <code>generate_dates</code> to create a list of dates for a specific period, then use that list to schedule tasks or trigger automated processes. For example, you could generate a list of dates representing business days in the next month and then schedule a report to be generated on each of those dates.</p>
+</li>
+<li>
+<p><strong>Backfilling or forecasting data:</strong> If you need to backfill missing data or generate forecasts for future periods, <code>generate_dates</code> can help provide the date framework. For backfilling, you'd specify a past date range, and for forecasting, you'd specify a future date range.</p>
+</li>
+<li>
+<p><strong>Simplifying date calculations in queries:</strong> Instead of performing complex date calculations within a query, you can pre-calculate these values using <code>generate_dates</code> and store them in a table. This can make your queries simpler, easier to understand, and potentially more efficient.  For instance, determining the start of the week for various dates becomes a simple lookup rather than a calculation in each query.</p>
+</li>
+</ul>
+<p>Example:  Analyzing website traffic trends even with missing data points for specific dates.</p>
+<ol>
+<li><strong>Generate a table of dates</strong> covering the period you want to analyze:</li>
+</ol>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">generate_dates</span><span class="p">(</span><span class="s1">&#39;2023-01-01&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;2023-01-31&#39;</span><span class="p">);</span>
+</code></pre></div>
+<ol>
+<li>
+<p><strong>Join this generated table with your website traffic data</strong> table using the <code>date</code> field as the join key.</p>
+</li>
+<li>
+<p>You now have a row for each date, even if your original website traffic data was missing entries for some dates.  You can then use functions like <code>COALESCE</code> or <code>IFNULL</code> to fill in missing traffic values with zeros or other appropriate placeholders. This enables continuous trend analysis without being affected by missing data points.</p>
+</li>
+</ol>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/generate_dates" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "generate_dates",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/generate_face_embedding/index.html b/bigfunctions/generate_face_embedding/index.html
new file mode 100644
index 000000000..5cb032ab4
--- /dev/null
+++ b/bigfunctions/generate_face_embedding/index.html
@@ -0,0 +1,1322 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction generate_face_embedding is a BigQuery function which Detect Face on image and Generate its Embedding">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/generate_face_embedding/">
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+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
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+    
+      
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+    
+    
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+      
+    
+    
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+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
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+  </head>
+  
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+    <body dir="ltr">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; generate_face_embedding
+</span></p>
+<h1 id="generate_face_embedding">generate_face_embedding<a class="headerlink" href="#generate_face_embedding" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/ai/generate_face_embedding.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>generate_face_embedding</code> ?</summary>
+<details class="success">
+<summary>Call <code>generate_face_embedding</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>generate_face_embedding</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>generate_face_embedding</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>generate_face_embedding</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>generate_face_embedding</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>generate_face_embedding
+bigfun<span class="w"> </span>deploy<span class="w"> </span>generate_face_embedding
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>generate_face_embedding(image_url)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Detect Face on image and Generate its Embedding
+using <a href="https://github.com/serengil/deepface">deepface</a>.</p>
+<ul>
+<li><code>image_url</code> is the url of a photo which contains a face. It can be a signed url of a cloud storage object. Then this function works well with <a href="https://cloud.google.com/bigquery/docs/object-table-introduction#signed_urls">object tables</a>.</li>
+<li><code>output</code> is the output of <code>DeepFace.represent</code> method. It is like:</li>
+</ul>
+<div class="highlight"><pre><span></span><code>{
+  embedding: [...],      # A 4096 float vector
+  facial_areal: {...},   # Coordinated of detected face
+  face_confidence: 1.0,  # Confidence score for face detection
+}
+</code></pre></div>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>Public test image from deepface</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">generate_face_embedding</span><span class="p">(</span><span class="s1">&#39;https://raw.githubusercontent.com/serengil/deepface/master/tests/dataset/img1.jpg&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">generate_face_embedding</span><span class="p">(</span><span class="s1">&#39;https://raw.githubusercontent.com/serengil/deepface/master/tests/dataset/img1.jpg&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">generate_face_embedding</span><span class="p">(</span><span class="s1">&#39;https://raw.githubusercontent.com/serengil/deepface/master/tests/dataset/img1.jpg&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------------------------------------------------------------------------+
+| output                                                                  |
++-------------------------------------------------------------------------+
+| {
+  embedding: [...],
+  facial_areal: {...},
+  face_confidence: 1.0,
+}
+ |
++-------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>generate_face_embedding</code>?</summary>
+<details class="success">
+<summary>Get help using <code>generate_face_embedding</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>generate_face_embedding</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>This <code>generate_face_embedding</code> function is useful for facial recognition tasks within BigQuery.  Here's a use case:</p>
+<p><strong>Scenario:</strong> You have a large dataset of images stored in Google Cloud Storage, represented as an object table in BigQuery.  You want to identify all images that contain a specific person.</p>
+<p><strong>Implementation using <code>generate_face_embedding</code>:</strong></p>
+<ol>
+<li>
+<p><strong>Pre-calculate the embedding of the target person:</strong>  Take a known image of the target person and use <code>generate_face_embedding</code> to calculate their facial embedding. Store this embedding (a vector of numbers) somewhere accessible, like a small BigQuery table.</p>
+</li>
+<li>
+<p><strong>Process your image dataset:</strong> Query your object table and apply <code>generate_face_embedding</code> to the image URL column for each row.  This will generate facial embeddings for all faces detected in your dataset.</p>
+</li>
+<li>
+<p><strong>Compare embeddings:</strong>  Use a BigQuery function (e.g., a user-defined function or a built-in function for vector similarity like cosine similarity) to compare the embeddings generated in step 2 with the target person's embedding from step 1.</p>
+</li>
+<li>
+<p><strong>Filter based on similarity:</strong> Filter the results based on a similarity threshold. Images with embeddings that are highly similar to the target person's embedding likely contain the target person.</p>
+</li>
+</ol>
+<p><strong>Example SQL Snippet (Illustrative):</strong></p>
+<div class="highlight"><pre><span></span><code><span class="o">#</span><span class="w"> </span><span class="n">Assuming</span><span class="w"> </span><span class="s1">&#39;target_embeddings&#39;</span><span class="w"> </span><span class="k">table</span><span class="w"> </span><span class="k">contains</span><span class="w"> </span><span class="n">pre</span><span class="o">-</span><span class="n">calculated</span><span class="w"> </span><span class="n">embedding</span>
+<span class="o">#</span><span class="w"> </span><span class="k">and</span><span class="w"> </span><span class="s1">&#39;image_table&#39;</span><span class="w"> </span><span class="k">is</span><span class="w"> </span><span class="n">your</span><span class="w"> </span><span class="k">object</span><span class="w"> </span><span class="k">table</span><span class="w"> </span><span class="k">with</span><span class="w"> </span><span class="s1">&#39;image_url&#39;</span><span class="w"> </span><span class="k">column</span>
+
+<span class="k">SELECT</span>
+<span class="w">    </span><span class="n">image_url</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="n">image_table</span>
+<span class="k">WHERE</span><span class="w"> </span><span class="k">EXISTS</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="k">SELECT</span>
+<span class="w">        </span><span class="mi">1</span>
+<span class="w">    </span><span class="k">FROM</span>
+<span class="w">        </span><span class="n">target_embeddings</span>
+<span class="w">    </span><span class="k">WHERE</span>
+<span class="w">        </span><span class="n">cosine_similarity</span><span class="p">(</span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">generate_face_embedding</span><span class="p">(</span><span class="n">image_table</span><span class="p">.</span><span class="n">image_url</span><span class="p">).</span><span class="n">embedding</span><span class="p">,</span><span class="w"> </span><span class="n">target_embeddings</span><span class="p">.</span><span class="n">embedding</span><span class="p">)</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mi">0</span><span class="p">.</span><span class="mi">9</span><span class="w">  </span><span class="c1">-- Example threshold</span>
+<span class="p">);</span>
+</code></pre></div>
+<p><strong>Benefits of using <code>generate_face_embedding</code> within BigQuery:</strong></p>
+<ul>
+<li><strong>Scalability:</strong> BigQuery's distributed processing power allows you to analyze massive image datasets efficiently.</li>
+<li><strong>Integration:</strong> Seamlessly integrates with your existing BigQuery data and workflows.  No need to export data or use external tools.</li>
+<li><strong>Cost-effectiveness:</strong> BigQuery's pricing model can be advantageous for large-scale processing compared to other solutions.</li>
+</ul>
+<p><strong>Other Use Cases:</strong></p>
+<ul>
+<li><strong>Face clustering:</strong> Group similar faces together to identify different individuals in a dataset.</li>
+<li><strong>Security and surveillance:</strong>  Identify known individuals in security footage.</li>
+<li><strong>Image search:</strong> Search for images containing similar faces.</li>
+<li><strong>Social media analysis:</strong> Analyze profile pictures for demographic information or to identify influencers.</li>
+</ul>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/generate_face_embedding" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "generate_face_embedding",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/generate_sql/index.html b/bigfunctions/generate_sql/index.html
new file mode 100644
index 000000000..482ac2dd8
--- /dev/null
+++ b/bigfunctions/generate_sql/index.html
@@ -0,0 +1,1311 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction generate_sql is a BigQuery function which Transform `question` to a SQL query.">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/generate_sql/">
+      
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+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
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+      
+        <title>generate_sql - BigQuery function - BigFunctions</title>
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+    
+    
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; generate_sql
+</span></p>
+<h1 id="generate_sql">generate_sql<a class="headerlink" href="#generate_sql" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/ai/generate_sql.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>generate_sql</code> ?</summary>
+<details class="success">
+<summary>Call <code>generate_sql</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>generate_sql</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>generate_sql</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>generate_sql</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>generate_sql</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>generate_sql
+bigfun<span class="w"> </span>deploy<span class="w"> </span>generate_sql
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>generate_sql(question, fully_qualified_table)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Transform <code>question</code> to a SQL query.</p>
+<blockquote>
+<p>This function sends the following enriched question to <a href="../ask_ai/"><code>ask_ai</code></a> (<em>the schema of <code>fully_qualified_table</code> is sent so that the generated SQL query is adapted to your data</em>):</p>
+<div class="highlight"><pre><span></span><code>Question: {{question}}
+Table:    {{fully_qualified_table}}
+Columns:  {{columns of fully_qualified_table}}
+Answer:   bigquery sql query
+</code></pre></div>
+</blockquote>
+<table>
+<thead>
+<tr>
+<th>Param</th>
+<th>Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>question</code></td>
+<td>A question to ask over your data. It may start with a verb</td>
+</tr>
+<tr>
+<td><code>fully_qualified_table</code></td>
+<td>A table whose schema will be given to the generative AI model for context.<br> - <code>fully_qualified_table</code> format must be like <code>PROJECT.DATASET.TABLE</code>.<br>  - <code>fully_qualified_table</code> must exist.<br>  - You must have read permission on the table schema</td>
+</tr>
+</tbody>
+</table>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">generate_sql</span><span class="p">(</span><span class="s1">&#39;get the 3 products which generated the most revenue in 2023&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;bigfunctions.eu.sales&#39;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">generate_sql</span><span class="p">(</span><span class="s1">&#39;get the 3 products which generated the most revenue in 2023&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;bigfunctions.us.sales&#39;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">generate_sql</span><span class="p">(</span><span class="s1">&#39;get the 3 products which generated the most revenue in 2023&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;bigfunctions.europe_west1.sales&#39;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
++---------------+-------------------+-------------------------+
+| generated_sql | question          | raw_answer_before_clean |
++---------------+-------------------+-------------------------+
++ SELECT ...    + Question: get ... | sql``` SELECT...        |
++---------------+-------------------+-------------------------+
+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>generate_sql</code>?</summary>
+<details class="success">
+<summary>Get help using <code>generate_sql</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>generate_sql</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A use case for the <code>generate_sql</code> function is to quickly generate SQL queries from natural language questions for data analysis.  Imagine a business analyst who isn't proficient in SQL but needs to explore a BigQuery dataset called <code>my_project.sales_data.transactions</code>. They could use this function like so:</p>
+<div class="highlight"><pre><span></span><code><span class="k">CALL</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">generate_sql</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;What are the top 5 selling products by revenue in Q1 2024?&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;my_project.sales_data.transactions&#39;</span>
+<span class="p">);</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+<p>This call would send the question and the fully qualified table name to the <code>generate_sql</code> function. The function leverages a generative AI model (likely by internally calling <code>ask_ai</code>) to understand the question and the schema of the provided table (<code>my_project.sales_data.transactions</code>).  It then returns a generated SQL query in the <code>bigfunction_result</code> table. The analyst can then execute the generated SQL to get the desired results without having to write the query themselves.</p>
+<p><strong>Benefits of this approach:</strong></p>
+<ul>
+<li><strong>Accessibility:</strong> Enables non-technical users to analyze data using natural language.</li>
+<li><strong>Speed and Efficiency:</strong>  Quickly generates queries, saving time and effort.</li>
+<li><strong>Exploration and Prototyping:</strong>  Facilitates quick data exploration and testing different hypotheses.</li>
+<li><strong>Learning SQL:</strong>  Can be used as a learning tool to understand how natural language questions translate to SQL.</li>
+</ul>
+<p><strong>Other Examples:</strong></p>
+<ul>
+<li><strong>Marketing Analyst:</strong> "How many customers made their first purchase in the last month?"</li>
+<li><strong>Sales Manager:</strong> "What is the average order value for customers in California?"</li>
+<li><strong>Product Manager:</strong> "Which products have seen the biggest increase in sales this year?"</li>
+</ul>
+<p>In each of these cases, the analyst can ask their question in plain English, and the <code>generate_sql</code> function takes care of translating it into a functional SQL query.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<script>
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+const publicKey = forge.pki.publicKeyFromPem(pem);
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+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "generate_sql",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
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\ No newline at end of file
diff --git a/bigfunctions/generate_website/index.html b/bigfunctions/generate_website/index.html
new file mode 100644
index 000000000..d729e3340
--- /dev/null
+++ b/bigfunctions/generate_website/index.html
@@ -0,0 +1,1258 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction generate_website is a BigQuery function which Request `url`">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/generate_website/">
+      
+      
+      
+      
+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>generate_website - BigQuery function - BigFunctions</title>
+      
+    
+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
+      
+      
+
+
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+    
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+    
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+      
+        
+        
+        <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
+        <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Roboto:300,300i,400,400i,700,700i%7CRoboto+Mono:400,400i,700,700i&display=fallback">
+        <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
+      
+    
+    
+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
+    
+      
+
+    
+    
+    
+
+
+<meta property="og:title" content="generate_website - BigQuery function - BigFunctions" />
+<meta property="twitter:card" content="summary" />
+<meta property="twitter:title" content="generate_website - BigQuery function - BigFunctions" />
+
+
+
+<meta property="og:description" content="BigFunction generate_website is a BigQuery function which Request `url`" />
+
+
+<meta property="og:type" content="website" />
+
+
+<meta property="og:url" content="https://unytics.io/bigfunctions/bigfunctions/generate_website/" />
+
+
+
+<meta property="og:image" content="https://unytics.io/bigfunctions/assets/logo_and_name.png" />
+<meta property="og:image:type" content="image/png" />
+<meta property="og:image:width" content="2500" />
+<meta property="og:image:height" content="541" />
+<meta property="twitter:image" content="https://unytics.io/bigfunctions/assets/logo_and_name.png" />
+<meta property="twitter:image:alt" content="Supercharge BigQuery with BigFunctions" />
+
+
+
+<script defer data-domain="unytics.io" src="https://plausible.io/js/script.js"></script>
+<script>window.plausible = window.plausible || function() { (window.plausible.q = window.plausible.q || []).push(arguments) }</script>
+
+
+
+<style>
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+.md-typeset details.abstract {
+  border-color: rgb(43, 155, 70);
+}
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+.md-typeset .abstract > summary {
+  background-color: var(--md-primary-fg-color);
+}
+.md-typeset .abstract > .admonition-title::before,
+.md-typeset .abstract > summary::before {
+  background-color: var(--md-primary-fg-color);
+  -webkit-mask-image: var(--md-admonition-icon--abstract);
+          mask-image: var(--md-admonition-icon--abstract);
+}
+
+.md-typeset__table {
+   min-width: 100%;
+}
+
+.admonition.note {
+  font-size: .8rem;
+}
+
+
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+.md-banner p {
+    line-height: 2.4!important;
+}
+.md-banner p a {
+    color: var(--md-footer-fg-color--light)!important;
+      margin: 0 10px;
+}
+.md-banner p a:hover {
+    color: white!important;
+}
+.md-banner a svg {
+  max-height: 1.2rem !important;
+}
+
+
+/*------- HOME PAGE -------*/
+.md-typeset .md-button:hover {
+  color: var(--md-primary-bg-color);
+  background-color: var(--md-primary-fg-color);
+  border-color: var(--md-primary-bg-color);
+}
+.md-typeset .md-button.md-button--primary:hover {
+  color: var(--md-primary-fg-color);
+  background-color: var(--md-primary-bg-color);
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+}
+
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+  max-width: 1000px;
+  /*min-width: 600px;*/
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+  margin: 0 auto;
+  display: flex;
+  align-items: stretch;
+}
+
+.hero__image img {
+  width: 100%;
+  height: 100%;
+  min-width: 0;
+}
+
+.md-button--center {
+    text-align: center;
+}
+
+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
+}
+
+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
+}
+
+.md-content li>h2 {
+    font-weight: 600;
+}
+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
+}
+
+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
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+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#generate_website" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
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+  <a href=".." style="color: silver">bigfunctions </a> &gt; generate_website
+</span></p>
+<h1 id="generate_website">generate_website<a class="headerlink" href="#generate_website" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/wip/generate_website.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>generate_website</code> ?</summary>
+<details class="success">
+<summary>Call <code>generate_website</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>generate_website</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>generate_website</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>generate_website</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>generate_website</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>generate_website
+bigfun<span class="w"> </span>deploy<span class="w"> </span>generate_website
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>generate_website(site_name, assets, mkdocs_config)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Request <code>url</code></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>Without headers</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">generate_website</span><span class="p">(</span><span class="s1">&#39;My Website&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;[</span>
+<span class="s1">    {&quot;path&quot;: &quot;/&quot;, &quot;content&quot;: &quot;# Hello\n\nThis is my first website&quot;}</span>
+<span class="s1">  ]&#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="k">None</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">generate_website</span><span class="p">(</span><span class="s1">&#39;My Website&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;[</span>
+<span class="s1">    {&quot;path&quot;: &quot;/&quot;, &quot;content&quot;: &quot;# Hello\n\nThis is my first website&quot;}</span>
+<span class="s1">  ]&#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="k">None</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">generate_website</span><span class="p">(</span><span class="s1">&#39;My Website&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;[</span>
+<span class="s1">    {&quot;path&quot;: &quot;/&quot;, &quot;content&quot;: &quot;# Hello\n\nThis is my first website&quot;}</span>
+<span class="s1">  ]&#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="k">None</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------------------------------------+
+| site_url                                       |
++------------------------------------------------+
+| https://catalogs.unytics.io/public/my-website/ |
++------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>generate_website</code>?</summary>
+<details class="success">
+<summary>Get help using <code>generate_website</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>generate_website</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/generate_website" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "generate_website",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
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+  
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+<!-- Was this page helpful? -->
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new file mode 100644
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; geocode
+</span></p>
+<h1 id="geocode">geocode<a class="headerlink" href="#geocode" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_geo_data/geocode.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>geocode</code> ?</summary>
+<details class="success">
+<summary>Call <code>geocode</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>geocode</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>geocode</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>geocode</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>geocode</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>geocode
+bigfun<span class="w"> </span>deploy<span class="w"> </span>geocode
+</code></pre></div>
+<p><strong>Requirements</strong></p>
+<p><code>geocode</code> uses the following secrets. Get them by reading the documentation link and store them in <a href="https://console.cloud.google.com/security/secret-manager" target="_blank">Google Secret Manager</a> in the project where you deploy the function (and give Accessor role to the service account of the function):</p>
+<table>
+<thead>
+<tr>
+<th>name</th>
+<th>description</th>
+<th>documentation to get the secret</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>gmaps_api_key</code></td>
+<td>Google Maps Api Key</td>
+<td><a href="https://developers.google.com/maps/documentation/geocoding/get-api-key" target="_blank">doc</a></td>
+</tr>
+</tbody>
+</table>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>geocode(address)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Get <code>address</code> details from Google Maps</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">geocode</span><span class="p">(</span><span class="s1">&#39;1 rue des champs elysees, Paris&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">geocode</span><span class="p">(</span><span class="s1">&#39;1 rue des champs elysees, Paris&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">geocode</span><span class="p">(</span><span class="s1">&#39;1 rue des champs elysees, Paris&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| address_details                                                                                                                                                                                                                                                                                                                                                 |
++-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| {
+    &#34;address_components&#34;: [...],
+    &#34;formatted_address&#34;: &#34;1 Av. des Champs-Élysées, 75008 Paris, France&#34;,
+    &#34;geometry&#34;: {
+        &#34;location&#34;: {
+            &#34;lat&#34;: 48.86988770000001,
+            &#34;lng&#34;: 2.3079341
+        },
+        ...
+    },
+    &#34;place_id&#34;: &#34;ChIJ6499V8Rv5kcR5f9dbz3OeBI&#34;,
+    &#34;plus_code&#34;: {...},
+    &#34;types&#34;: [&#34;street_address&#34;]
+}
+ |
++-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>geocode</code>?</summary>
+<details class="success">
+<summary>Get help using <code>geocode</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>geocode</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A use case for the <code>geocode</code> function is to enrich a dataset of customer addresses with geographic information.</p>
+<p><strong>Scenario:</strong> An e-commerce company has a table of customer data, including their addresses as text strings. They want to analyze sales by geographic region, calculate shipping distances, or visualize customer locations on a map.</p>
+<p><strong>Implementation:</strong></p>
+<ol>
+<li>
+<p><strong>Data:</strong> The company has a BigQuery table named <code>customers</code> with columns like <code>customer_id</code>, <code>address</code>, etc.</p>
+</li>
+<li>
+<p><strong>Geocoding:</strong> They use the <code>geocode</code> function to get the latitude, longitude, and other location details for each customer address.</p>
+</li>
+</ol>
+<p><div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">customer_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">address</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">geocode</span><span class="p">(</span><span class="n">address</span><span class="p">).</span><span class="n">geometry</span><span class="p">.</span><span class="k">location</span><span class="p">.</span><span class="n">lat</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">latitude</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">geocode</span><span class="p">(</span><span class="n">address</span><span class="p">).</span><span class="n">geometry</span><span class="p">.</span><span class="k">location</span><span class="p">.</span><span class="n">lng</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">longitude</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">geocode</span><span class="p">(</span><span class="n">address</span><span class="p">).</span><span class="n">formatted_address</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">standardized_address</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">customers</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+(Remember to replace <code>bigfunctions.us</code> with the appropriate dataset for your region.)</p>
+<ol>
+<li>
+<p><strong>Enriched Data:</strong> The query above creates a new table (or you can save the results into a new column in the existing table) with the original customer data plus the derived <code>latitude</code>, <code>longitude</code>, and <code>standardized_address</code>.  The <code>standardized_address</code> is helpful for data cleaning and consistency.</p>
+</li>
+<li>
+<p><strong>Downstream Analysis:</strong>  Now the company can use the latitude and longitude information for various analytical purposes:</p>
+<ul>
+<li><strong>Sales Analysis by Region:</strong> Aggregate sales data based on customer location (e.g., total sales within a specific city or state).</li>
+<li><strong>Shipping Optimization:</strong> Calculate distances between warehouses and customer locations to optimize delivery routes and estimate shipping costs.</li>
+<li><strong>Customer Segmentation:</strong> Group customers based on proximity for targeted marketing campaigns.</li>
+<li><strong>Data Visualization:</strong>  Visualize customer locations on a map to identify geographic patterns and trends.</li>
+</ul>
+</li>
+</ol>
+<p><strong>Benefits:</strong></p>
+<ul>
+<li><strong>Improved Data Accuracy:</strong>  Geocoding standardizes addresses and provides accurate location data, which is crucial for accurate analysis.</li>
+<li><strong>Enhanced Business Insights:</strong>  Geographic data enables deeper analysis of customer behavior and market trends.</li>
+<li><strong>Operational Efficiency:</strong> Optimized shipping routes and targeted marketing campaigns lead to cost savings and increased revenue.</li>
+</ul>
+<p>This example illustrates a common use case for geocoding in business analytics. By leveraging the <code>geocode</code> function, companies can enrich their data with valuable location information and unlock new possibilities for analysis and decision-making.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/geocode" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "geocode",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/geocode_fr/index.html b/bigfunctions/geocode_fr/index.html
new file mode 100644
index 000000000..b54543f54
--- /dev/null
+++ b/bigfunctions/geocode_fr/index.html
@@ -0,0 +1,1255 @@
+
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; geocode_fr
+</span></p>
+<h1 id="geocode_fr">geocode_fr<a class="headerlink" href="#geocode_fr" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/khjean/" title="Author: Kevin JEAN" target="_blank">
+    <img src="https://media.licdn.com/dms/image/v2/C4D03AQElq6nH2w03Sg/profile-displayphoto-shrink_800_800/profile-displayphoto-shrink_800_800/0/1618224349542?e=1739404800&v=beta&t=TmkKiN_wkOrAAGpnXjWR4qo-Oj_KGAX7Gh-pa60jLIc" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_geo_data/geocode_fr.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>geocode_fr</code> ?</summary>
+<details class="success">
+<summary>Call <code>geocode_fr</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>geocode_fr</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>geocode_fr</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>geocode_fr</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>geocode_fr</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>geocode_fr
+bigfun<span class="w"> </span>deploy<span class="w"> </span>geocode_fr
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>geocode_fr(address)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Get <code>address</code> details from api-adresse.data.gouv.fr</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">geocode_fr</span><span class="p">(</span><span class="s1">&#39;1 rue des champs elysees, Paris&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">geocode_fr</span><span class="p">(</span><span class="s1">&#39;1 rue des champs elysees, Paris&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">geocode_fr</span><span class="p">(</span><span class="s1">&#39;1 rue des champs elysees, Paris&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| address_details                                                                                                                                               |
++---------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| {
+  &#34;latitude&#34;: 48.871285,
+  &#34;longitude&#34;: 2.302859,
+  &#34;result_label&#34;: &#34;Avenue des Champs Elysées 75008 Paris&#34;,
+  &#34;result_score&#34;: 0.7805588980716253,
+  ...
+}
+ |
++---------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>geocode_fr</code>?</summary>
+<details class="success">
+<summary>Get help using <code>geocode_fr</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>geocode_fr</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/geocode_fr" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "geocode_fr",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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+</footer>
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+      
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+  </body>
+</html>
\ No newline at end of file
diff --git a/bigfunctions/get/index.html b/bigfunctions/get/index.html
new file mode 100644
index 000000000..98c1b03b8
--- /dev/null
+++ b/bigfunctions/get/index.html
@@ -0,0 +1,1405 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction get is a BigQuery function which Request `url`">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/get/">
+      
+      
+      
+      
+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>get - BigQuery function - BigFunctions</title>
+      
+    
+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
+      
+      
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+        <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
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+        <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
+      
+    
+    
+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
+    
+      
+
+    
+    
+    
+
+
+<meta property="og:title" content="get - BigQuery function - BigFunctions" />
+<meta property="twitter:card" content="summary" />
+<meta property="twitter:title" content="get - BigQuery function - BigFunctions" />
+
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+
+<meta property="og:description" content="BigFunction get is a BigQuery function which Request `url`" />
+
+
+<meta property="og:type" content="website" />
+
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+<meta property="og:image:type" content="image/png" />
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+<meta property="og:image:height" content="541" />
+<meta property="twitter:image" content="https://unytics.io/bigfunctions/assets/logo_and_name.png" />
+<meta property="twitter:image:alt" content="Supercharge BigQuery with BigFunctions" />
+
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+<script>window.plausible = window.plausible || function() { (window.plausible.q = window.plausible.q || []).push(arguments) }</script>
+
+
+
+<style>
+.md-typeset .admonition.abstract,
+.md-typeset details.abstract {
+  border-color: rgb(43, 155, 70);
+}
+.md-typeset .abstract > .admonition-title,
+.md-typeset .abstract > summary {
+  background-color: var(--md-primary-fg-color);
+}
+.md-typeset .abstract > .admonition-title::before,
+.md-typeset .abstract > summary::before {
+  background-color: var(--md-primary-fg-color);
+  -webkit-mask-image: var(--md-admonition-icon--abstract);
+          mask-image: var(--md-admonition-icon--abstract);
+}
+
+.md-typeset__table {
+   min-width: 100%;
+}
+
+.admonition.note {
+  font-size: .8rem;
+}
+
+
+/*------- ANNOUNCEMENT BANNER -------*/
+.md-banner p {
+    line-height: 2.4!important;
+}
+.md-banner p a {
+    color: var(--md-footer-fg-color--light)!important;
+      margin: 0 10px;
+}
+.md-banner p a:hover {
+    color: white!important;
+}
+.md-banner a svg {
+  max-height: 1.2rem !important;
+}
+
+
+/*------- HOME PAGE -------*/
+.md-typeset .md-button:hover {
+  color: var(--md-primary-bg-color);
+  background-color: var(--md-primary-fg-color);
+  border-color: var(--md-primary-bg-color);
+}
+.md-typeset .md-button.md-button--primary:hover {
+  color: var(--md-primary-fg-color);
+  background-color: var(--md-primary-bg-color);
+  border-color: var(--md-primary-fg-color);
+}
+
+.hero__image {
+  max-width: 1000px;
+  /*min-width: 600px;*/
+  width: 100%;
+  height: auto;
+  margin: 0 auto;
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+  align-items: stretch;
+}
+
+.hero__image img {
+  width: 100%;
+  height: 100%;
+  min-width: 0;
+}
+
+.md-button--center {
+    text-align: center;
+}
+
+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
+}
+
+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
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+
+.md-content li>h2 {
+    font-weight: 600;
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+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
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+
+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
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+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
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+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
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+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#get" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
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+      
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+            
+            
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+      
+        <li class="md-nav__item">
+  <a href="#description" class="md-nav__link">
+    <span class="md-ellipsis">
+      Description
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#encrypt-your-secrets" class="md-nav__link">
+    <span class="md-ellipsis">
+      ⚠️ Encrypt your secrets!
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#examples" class="md-nav__link">
+    <span class="md-ellipsis">
+      Examples
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#use-cases" class="md-nav__link">
+    <span class="md-ellipsis">
+      Use cases
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#spread-the-word" class="md-nav__link">
+    <span class="md-ellipsis">
+      Spread the word!
+    </span>
+  </a>
+  
+</li>
+      
+    </ul>
+  
+</nav>
+                  </div>
+                </div>
+              </div>
+            
+          
+          
+            <div class="md-content" data-md-component="content">
+              <article class="md-content__inner md-typeset">
+                
+                  <!-- Tags -->
+
+
+<!-- Actions -->
+
+  
+  
+
+
+<!--
+  Hack: check whether the content contains a h1 headline. If it doesn't, the
+  page title (or respectively site name) is used as the main headline.
+-->
+<!--  -->
+
+<!-- Page content -->
+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; get
+</span></p>
+<h1 id="get">get<a class="headerlink" href="#get" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/get_data/get.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>get</code> ?</summary>
+<details class="success">
+<summary>Call <code>get</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>get</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>get</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>get</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>get</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>get
+bigfun<span class="w"> </span>deploy<span class="w"> </span>get
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>get(url, headers)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Request <code>url</code></p>
+<h2 id="encrypt-your-secrets">⚠️ Encrypt your secrets!<a class="headerlink" href="#encrypt-your-secrets" title="Permanent link">¶</a></h2>
+<div class="admonition note">
+<p><em>Do NOT write secrets in plain text in your SQL queries!</em></p>
+</div>
+<p>Otherwise, anyone with access to your BigQuery logs can read them.</p>
+<p>Instead, generate an encrypted version of your secret that you can safely share.</p>
+<blockquote>
+<p><em>Enter a secret value to encrypt below along with the emails of the users who are authorized to use it.</em>
+<em>It will generate an encrypted version that you can paste into the arguments of your function (exactly like if you passed the plain text version).</em>
+<em>If a user, who is not in the auhorized users list, tries to use the encrypted version, the function will raise a permission error.</em>
+<em>Besides, the encrypted version can only be used with this function <code>get</code>.</em></p>
+</blockquote>
+<div class="admonition example">
+<p class="admonition-title">Encrypt a secret</p>
+<p><div>
+  <input id="secret-to-encrypt" type="text" class="md-input" placeholder="secret">
+  <input id="authorized-users" type="text" class="md-input" placeholder="you@example.com">
+  <button class="md-button md-button--primary" onclick="encrypt();">Encrypt Secret</button>
+</div></p>
+</div>
+<details class="info">
+<summary>How secret encryption works</summary>
+<p>Technically, this encryption system uses the same encryption mechanism used to transfer data over the internet.
+It uses a pair of a public and private keys.</p>
+<p>The public key (contained in this web page) is used to encrypt a text.
+The corresponding private key is the only one who is able to decrypt the text.
+The private key is stored in a secret manager and is only accessible to this function.
+Thus, this function (and this function only) can decrypt it.</p>
+<p>Moreover, the function will check that the caller of the function belong to the kist of <code>authorized users</code>
+that you gave at encryption time.</p>
+<p>Thanks to this:</p>
+<ul>
+<li>Nobody but this function will be able to decrypt it.</li>
+<li>Nobody but <code>authorized users</code> can use the encrypted version in a function.</li>
+<li>No function but the function <code>get</code> can decrypt it.</li>
+</ul>
+</details>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Without headers</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="k">get</span><span class="p">(</span><span class="s1">&#39;https://unytics.io/bigfunctions/&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="k">get</span><span class="p">(</span><span class="s1">&#39;https://unytics.io/bigfunctions/&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="k">get</span><span class="p">(</span><span class="s1">&#39;https://unytics.io/bigfunctions/&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------------+
+| response               |
++------------------------+
+| &amp;lt;html&gt;...&amp;lt;/html&gt; |
++------------------------+
+</code>
+</pre>
+
+<p><strong>2. With <code>Content-Type = application/json</code> headers</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="k">get</span><span class="p">(</span><span class="s1">&#39;https://api.github.com/repos/unytics/bigfunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json_object</span><span class="p">(</span><span class="s1">&#39;Content-Type&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;application/json&#39;</span><span class="p">))</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="k">get</span><span class="p">(</span><span class="s1">&#39;https://api.github.com/repos/unytics/bigfunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json_object</span><span class="p">(</span><span class="s1">&#39;Content-Type&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;application/json&#39;</span><span class="p">))</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="k">get</span><span class="p">(</span><span class="s1">&#39;https://api.github.com/repos/unytics/bigfunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json_object</span><span class="p">(</span><span class="s1">&#39;Content-Type&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;application/json&#39;</span><span class="p">))</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------+
+| response |
++----------+
+| {...}    |
++----------+
+</code>
+</pre>
+
+<p><strong>3. With encrypted bearer token</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="k">get</span><span class="p">(</span><span class="s1">&#39;https://api.github.com/repos/unytics/bigfunctions_terraform&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json_object</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;Content-Type&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;application/json&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;Authorization&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Bearer ENCRYPTED_SECRET(ioLZsCtEu5ZKu...)&#39;</span>
+<span class="w">  </span><span class="p">)</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="k">get</span><span class="p">(</span><span class="s1">&#39;https://api.github.com/repos/unytics/bigfunctions_terraform&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json_object</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;Content-Type&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;application/json&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;Authorization&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Bearer ENCRYPTED_SECRET(ioLZsCtEu5ZKu...)&#39;</span>
+<span class="w">  </span><span class="p">)</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="k">get</span><span class="p">(</span><span class="s1">&#39;https://api.github.com/repos/unytics/bigfunctions_terraform&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json_object</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;Content-Type&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;application/json&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;Authorization&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Bearer ENCRYPTED_SECRET(ioLZsCtEu5ZKu...)&#39;</span>
+<span class="w">  </span><span class="p">)</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------+
+| response |
++----------+
+| {...}    |
++----------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>get</code>?</summary>
+<details class="success">
+<summary>Get help using <code>get</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>get</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>This <code>get</code> BigQuery function allows you to make HTTP GET requests directly from within your BigQuery SQL queries.  Here are a few use cases:</p>
+<p><strong>1. Enriching Data:</strong></p>
+<p>Imagine you have a table of customer orders with country codes. You can use <code>get</code> to call a third-party geocoding API to get more detailed location information (like city and latitude/longitude) based on the country code, enriching your order data without leaving BigQuery.</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">order_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="o">&lt;</span><span class="n">your</span><span class="o">-</span><span class="n">region</span><span class="o">&gt;</span><span class="p">.</span><span class="k">get</span><span class="p">(</span><span class="n">CONCAT</span><span class="p">(</span><span class="s1">&#39;https://geocoding-api.example.com/?country=&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">country_code</span><span class="p">),</span><span class="w"> </span><span class="k">CAST</span><span class="p">(</span><span class="s1">&#39;{&quot;Content-Type&quot;: &quot;application/json&quot;}&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">JSON</span><span class="p">))</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">geo_data</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">orders</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>2. Monitoring External Services:</strong></p>
+<p>You can periodically call a health check endpoint of your services using <code>get</code> within a scheduled query.  This lets you monitor the uptime and response times of your services directly from BigQuery and potentially trigger alerts based on the returned status.</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="k">CURRENT_TIMESTAMP</span><span class="p">()</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">check_time</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="o">&lt;</span><span class="n">your</span><span class="o">-</span><span class="n">region</span><span class="o">&gt;</span><span class="p">.</span><span class="k">get</span><span class="p">(</span><span class="s1">&#39;https://your-service.example.com/healthcheck&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">health_status</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>3. Retrieving Current Data:</strong></p>
+<p>Suppose you need up-to-the-minute exchange rates for currency conversions.  You could use <code>get</code> to fetch the latest rates from a financial API within your query, ensuring your conversions are always based on the most current data.</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">transaction_amount</span><span class="p">,</span>
+<span class="w">    </span><span class="n">JSON_VALUE</span><span class="p">(</span><span class="n">bigfunctions</span><span class="p">.</span><span class="o">&lt;</span><span class="n">your</span><span class="o">-</span><span class="n">region</span><span class="o">&gt;</span><span class="p">.</span><span class="k">get</span><span class="p">(</span><span class="s1">&#39;https://financial-api.example.com/exchange_rates&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">CAST</span><span class="p">(</span><span class="s1">&#39;{&quot;Content-Type&quot;: &quot;application/json&quot;}&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">JSON</span><span class="p">)),</span><span class="w"> </span><span class="s1">&#39;$.USD_to_EUR&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">exchange_rate</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">transactions</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>4. Simple Web Scraping (Caution):</strong></p>
+<p>While not its primary purpose, <code>get</code> can be used for basic web scraping tasks. For example, retrieving the current price of a product from a publicly accessible website.  However, be mindful of the website's terms of service and rate limiting policies.  Dedicated web scraping tools are generally more robust and suitable for complex scraping tasks.</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">REGEXP_EXTRACT</span><span class="p">(</span><span class="n">bigfunctions</span><span class="p">.</span><span class="o">&lt;</span><span class="n">your</span><span class="o">-</span><span class="n">region</span><span class="o">&gt;</span><span class="p">.</span><span class="k">get</span><span class="p">(</span><span class="s1">&#39;https://example.com/product-page&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">),</span><span class="w"> </span><span class="s1">&#39;&lt;price&gt;(.*?)&lt;/price&gt;&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">product_price</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Key Considerations:</strong></p>
+<ul>
+<li><strong>Rate Limiting:</strong>  Be aware of potential rate limits imposed by the APIs or websites you are calling. Implement appropriate retry mechanisms and backoff strategies to avoid overloading external services.</li>
+<li><strong>Error Handling:</strong>  Handle potential errors gracefully. The <code>get</code> function might return error codes or empty responses if the external service is unavailable or there are network issues.  Include error handling in your SQL to manage such scenarios.</li>
+<li><strong>Data Volume and Cost:</strong>  Making a large number of external requests can impact query performance and incur costs, especially if the responses are substantial. Consider caching responses where appropriate to reduce the number of calls.</li>
+<li><strong>Security:</strong>  Avoid exposing sensitive information (like API keys) directly in your SQL queries. Use BigQuery authorized networks or alternative secure methods for accessing protected resources.</li>
+</ul>
+<p>By carefully considering these factors, you can leverage the <code>get</code> BigQuery function to effectively integrate external data and services into your data analysis workflows.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "get",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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diff --git a/bigfunctions/get_appstore_reviews/index.html b/bigfunctions/get_appstore_reviews/index.html
new file mode 100644
index 000000000..020a1142d
--- /dev/null
+++ b/bigfunctions/get_appstore_reviews/index.html
@@ -0,0 +1,1283 @@
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+}
+
+.md-typeset__table {
+   min-width: 100%;
+}
+
+.admonition.note {
+  font-size: .8rem;
+}
+
+
+/*------- ANNOUNCEMENT BANNER -------*/
+.md-banner p {
+    line-height: 2.4!important;
+}
+.md-banner p a {
+    color: var(--md-footer-fg-color--light)!important;
+      margin: 0 10px;
+}
+.md-banner p a:hover {
+    color: white!important;
+}
+.md-banner a svg {
+  max-height: 1.2rem !important;
+}
+
+
+/*------- HOME PAGE -------*/
+.md-typeset .md-button:hover {
+  color: var(--md-primary-bg-color);
+  background-color: var(--md-primary-fg-color);
+  border-color: var(--md-primary-bg-color);
+}
+.md-typeset .md-button.md-button--primary:hover {
+  color: var(--md-primary-fg-color);
+  background-color: var(--md-primary-bg-color);
+  border-color: var(--md-primary-fg-color);
+}
+
+.hero__image {
+  max-width: 1000px;
+  /*min-width: 600px;*/
+  width: 100%;
+  height: auto;
+  margin: 0 auto;
+  display: flex;
+  align-items: stretch;
+}
+
+.hero__image img {
+  width: 100%;
+  height: 100%;
+  min-width: 0;
+}
+
+.md-button--center {
+    text-align: center;
+}
+
+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
+}
+
+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
+}
+
+.md-content li>h2 {
+    font-weight: 600;
+}
+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
+}
+
+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#get_appstore_reviews" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
+  <p style="text-align: right;">
+
+    <a href="https://github.com/unytics/bigfunctions" target="_blank" rel="noopener" title="github.com" class="md-social__link">
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+    </a>
+
+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"></path></svg>
+    </a>
+
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"></path></svg>
+    </a>
+
+  </p>
+
+          </div>
+          
+        </aside>
+      
+    </div>
+    
+    
+      
+
+  
+
+<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
+  <nav class="md-header__inner md-grid" aria-label="Header">
+    <a href="../.." title="BigFunctions" class="md-header__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
+          <span class="md-ellipsis">
+            BigFunctions
+          </span>
+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              get_appstore_reviews - BigQuery function
+            
+          </span>
+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
+    
+    
+    
+      <label class="md-header__button md-icon" for="__search">
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+      </label>
+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
+    <form class="md-search__form" name="search">
+      <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
+      <label class="md-search__icon md-icon" for="__search">
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
+      </label>
+      <nav class="md-search__options" aria-label="Search">
+        
+        <button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
+          
+          <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"/></svg>
+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
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+          <div class="md-search-result__meta">
+            Initializing search
+          </div>
+          <ol class="md-search-result__list" role="presentation"></ol>
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+</div>
+    
+    
+      <div class="md-header__source">
+        <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+  </div>
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+    unytics/bigfunctions
+  </div>
+</a>
+      </div>
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+  </nav>
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+        <a href="../../community/" class="md-tabs__link">
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+        
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; get_appstore_reviews
+</span></p>
+<h1 id="get_appstore_reviews">get_appstore_reviews<a class="headerlink" href="#get_appstore_reviews" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/get_data/get_appstore_reviews.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>get_appstore_reviews</code> ?</summary>
+<details class="success">
+<summary>Call <code>get_appstore_reviews</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>get_appstore_reviews</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>get_appstore_reviews</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>get_appstore_reviews</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>get_appstore_reviews</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>get_appstore_reviews
+bigfun<span class="w"> </span>deploy<span class="w"> </span>get_appstore_reviews
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>get_appstore_reviews(url)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>GET Apple App Store Reviews of an app
+given its <code>url</code></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>Get customer reviews of Nickel App in App Store</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">get_appstore_reviews</span><span class="p">(</span><span class="s1">&#39;https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_appstore_reviews</span><span class="p">(</span><span class="s1">&#39;https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">get_appstore_reviews</span><span class="p">(</span><span class="s1">&#39;https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
+| ---------------------------------------------------|
+| rating | content                                   |
+| ---------------------------------------------------|
+|    5   | Very simple to use                        |
+|        |                                           |
+|    5   | I advise you perfectly,                   |
+|        | I have been with them for 5 years now,    |
+|        | I have never had a problem.               |
+|        |                                           |
+|    5   | Really great. I opted for the black card. |
+|        |                                           |
+|        | ...                                       |
+| ---------------------------------------------------|
+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>get_appstore_reviews</code>?</summary>
+<details class="success">
+<summary>Get help using <code>get_appstore_reviews</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>get_appstore_reviews</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A market research team wants to analyze user sentiment towards a competitor's mobile application. They can use the <code>get_appstore_reviews</code> function to retrieve all user reviews for the competitor's app from the Apple App Store.  The team can then perform the following actions:</p>
+<ul>
+<li><strong>Sentiment Analysis:</strong>  Process the text of the reviews to determine the overall sentiment (positive, negative, neutral) expressed by users. This can provide insights into the strengths and weaknesses of the competitor's app as perceived by users.</li>
+<li><strong>Feature Analysis:</strong> Identify frequently mentioned features or functionalities within the reviews. This helps understand what users like or dislike about the competitor's app and can inform feature development for their own app.</li>
+<li><strong>Issue Tracking:</strong> Detect recurring complaints or issues reported by users.  This can help the team understand potential problems with the competitor's app and proactively address similar concerns in their own development.</li>
+<li><strong>Competitive Benchmarking:</strong> Compare user ratings and reviews of the competitor's app with their own to gauge their relative performance and identify areas for improvement.</li>
+<li><strong>Marketing &amp; Strategy:</strong>  Understand the language and tone used by users in their reviews. This can help craft more effective marketing messages and target specific user needs.</li>
+</ul>
+<p><strong>Example:</strong>  Let's say the competitor's app is "Fitness Tracker X" and its App Store URL is known.  The market research team can use the BigQuery function like this (using the US region as an example):</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="o">*</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_appstore_reviews</span><span class="p">(</span><span class="s1">&#39;https://apps.apple.com/us/app/fitness-tracker-x/some_app_id&#39;</span><span class="p">)</span>
+</code></pre></div>
+<p>This query will return a table with the reviews and ratings for "Fitness Tracker X." The team can then further process this data for sentiment analysis, feature analysis, etc.  They could also store the results in a BigQuery table for ongoing monitoring of user reviews over time.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/get_appstore_reviews" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "get_appstore_reviews",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/get_data_from_apify/index.html b/bigfunctions/get_data_from_apify/index.html
new file mode 100644
index 000000000..5af54e120
--- /dev/null
+++ b/bigfunctions/get_data_from_apify/index.html
@@ -0,0 +1,1309 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction get_data_from_apify is a BigQuery function which Get data using an [apify](https://apify.com) `actor`.">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/get_data_from_apify/">
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+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
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+    
+      
+        <title>get_data_from_apify - BigQuery function - BigFunctions</title>
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+    
+    
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+    
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+<meta property="og:description" content="BigFunction get_data_from_apify is a BigQuery function which Get data using an [apify](https://apify.com) `actor`." />
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+<meta property="og:url" content="https://unytics.io/bigfunctions/bigfunctions/get_data_from_apify/" />
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+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#get_data_from_apify" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
+  <p style="text-align: right;">
+
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+    </a>
+
+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"></path></svg>
+    </a>
+
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"></path></svg>
+    </a>
+
+  </p>
+
+          </div>
+          
+        </aside>
+      
+    </div>
+    
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+
+  
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+<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
+  <nav class="md-header__inner md-grid" aria-label="Header">
+    <a href="../.." title="BigFunctions" class="md-header__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
+          <span class="md-ellipsis">
+            BigFunctions
+          </span>
+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              get_data_from_apify - BigQuery function
+            
+          </span>
+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
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+      <label class="md-header__button md-icon" for="__search">
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+      </label>
+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
+    <form class="md-search__form" name="search">
+      <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
+      <label class="md-search__icon md-icon" for="__search">
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
+      </label>
+      <nav class="md-search__options" aria-label="Search">
+        
+        <button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
+          
+          <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"/></svg>
+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
+        <div class="md-search-result" data-md-component="search-result">
+          <div class="md-search-result__meta">
+            Initializing search
+          </div>
+          <ol class="md-search-result__list" role="presentation"></ol>
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+    </div>
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+</div>
+    
+    
+      <div class="md-header__source">
+        <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+  </div>
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+    unytics/bigfunctions
+  </div>
+</a>
+      </div>
+    
+  </nav>
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+<nav class="md-tabs" aria-label="Tabs" data-md-component="tabs">
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+    <li class="md-tabs__item">
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+  Blog
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+    </li>
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+        
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+
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+    
+    <div class="md-container" data-md-component="container">
+      
+      
+        
+      
+      <main class="md-main" data-md-component="main">
+        <div class="md-main__inner md-grid">
+          
+            
+              
+                
+              
+              <div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" hidden>
+                <div class="md-sidebar__scrollwrap">
+                  <div class="md-sidebar__inner">
+                    
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+<nav class="md-nav md-nav--primary md-nav--lifted" aria-label="Navigation" data-md-level="0">
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+      <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; get_data_from_apify
+</span></p>
+<h1 id="get_data_from_apify">get_data_from_apify<a class="headerlink" href="#get_data_from_apify" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="" title="Author: Alexandre Nataf" target="_blank">
+    <img src="" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/get_data/get_data_from_apify.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>get_data_from_apify</code> ?</summary>
+<details class="success">
+<summary>Call <code>get_data_from_apify</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>get_data_from_apify</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>get_data_from_apify</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>get_data_from_apify</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>get_data_from_apify</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>get_data_from_apify
+bigfun<span class="w"> </span>deploy<span class="w"> </span>get_data_from_apify
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>get_data_from_apify(actor, input, api_token)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Get data using an <a href="https://apify.com">apify</a> <code>actor</code>.</p>
+<p><strong>Requirements</strong></p>
+<p>You must create an account on apify and rent an actor to be able to get data from it.</p>
+<h2 id="encrypt-your-secrets">⚠️ Encrypt your secrets!<a class="headerlink" href="#encrypt-your-secrets" title="Permanent link">¶</a></h2>
+<div class="admonition note">
+<p><em>Do NOT write secrets in plain text in your SQL queries!</em></p>
+</div>
+<p>Otherwise, anyone with access to your BigQuery logs can read them.</p>
+<p>Instead, generate an encrypted version of your secret that you can safely share.</p>
+<blockquote>
+<p><em>Enter a secret value to encrypt below along with the emails of the users who are authorized to use it.</em>
+<em>It will generate an encrypted version that you can paste into the arguments of your function (exactly like if you passed the plain text version).</em>
+<em>If a user, who is not in the auhorized users list, tries to use the encrypted version, the function will raise a permission error.</em>
+<em>Besides, the encrypted version can only be used with this function <code>get_data_from_apify</code>.</em></p>
+</blockquote>
+<div class="admonition example">
+<p class="admonition-title">Encrypt a secret</p>
+<p><div>
+  <input id="secret-to-encrypt" type="text" class="md-input" placeholder="secret">
+  <input id="authorized-users" type="text" class="md-input" placeholder="you@example.com">
+  <button class="md-button md-button--primary" onclick="encrypt();">Encrypt Secret</button>
+</div></p>
+</div>
+<details class="info">
+<summary>How secret encryption works</summary>
+<p>Technically, this encryption system uses the same encryption mechanism used to transfer data over the internet.
+It uses a pair of a public and private keys.</p>
+<p>The public key (contained in this web page) is used to encrypt a text.
+The corresponding private key is the only one who is able to decrypt the text.
+The private key is stored in a secret manager and is only accessible to this function.
+Thus, this function (and this function only) can decrypt it.</p>
+<p>Moreover, the function will check that the caller of the function belong to the kist of <code>authorized users</code>
+that you gave at encryption time.</p>
+<p>Thanks to this:</p>
+<ul>
+<li>Nobody but this function will be able to decrypt it.</li>
+<li>Nobody but <code>authorized users</code> can use the encrypted version in a function.</li>
+<li>No function but the function <code>get_data_from_apify</code> can decrypt it.</li>
+</ul>
+</details>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>Get PSG followers on instagram</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">get_data_from_apify</span><span class="p">(</span><span class="s1">&#39;apify/instagram-followers-count-scraper&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{ &quot;usernames&quot;: [&quot;psg&quot;] }&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(Eu5XjDuxO1IBPOAN0U...==)&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_data_from_apify</span><span class="p">(</span><span class="s1">&#39;apify/instagram-followers-count-scraper&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{ &quot;usernames&quot;: [&quot;psg&quot;] }&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(Eu5XjDuxO1IBPOAN0U...==)&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">get_data_from_apify</span><span class="p">(</span><span class="s1">&#39;apify/instagram-followers-count-scraper&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{ &quot;usernames&quot;: [&quot;psg&quot;] }&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(Eu5XjDuxO1IBPOAN0U...==)&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| data                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |
++----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| [
+  {
+    &#34;followersCount&#34;: 62841046,
+    &#34;followsCount&#34;: 168,
+    &#34;profilePic&#34;: &#34;https://instagram.fmel7-1.fna.fbcdn.net/v/t51.2885-19/449700979_1506857413562380_7088351830712502452_n.jpg?stp=dst-jpg_e0_s150x150_tt6&amp;_nc_ht=instagram.fmel7-1.fna.fbcdn.net&amp;_nc_cat=1&amp;_nc_oc=Q6cZ2AF9oFgyWnsA4x8tu8w5Rr1J_mI9FoabJNg7fHkelZ6jSaMwUSor_QZNs9IQ-iRs_iw&amp;_nc_ohc=gUrxGWpcWb4Q7kNvgEJE0ih&amp;_nc_gid=cb1d2f086b814adca4020f9401c84a32&amp;edm=AOQ1c0wBAAAA&amp;ccb=7-5&amp;oh=00_AYBbHG5DjV1qxsQhy0IaD0_d51XzY0LAcRhK2Fx1lnjRKA&amp;oe=67B4E610&amp;_nc_sid=8b3546&#34;,
+    &#34;timestamp&#34;: &#34;2025-02-14 - 11:22&#34;,
+    &#34;userFullName&#34;: &#34;Paris Saint-Germain&#34;,
+    &#34;userId&#34;: &#34;232024162&#34;,
+    &#34;userName&#34;: &#34;psg&#34;,
+    &#34;userUrl&#34;: &#34;https://www.instagram.com/psg&#34;
+  }
+]
+ |
++----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>get_data_from_apify</code>?</summary>
+<details class="success">
+<summary>Get help using <code>get_data_from_apify</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>get_data_from_apify</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/get_data_from_apify" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "get_data_from_apify",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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+      
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+  </body>
+</html>
\ No newline at end of file
diff --git a/bigfunctions/get_github_data/index.html b/bigfunctions/get_github_data/index.html
new file mode 100644
index 000000000..1810aa719
--- /dev/null
+++ b/bigfunctions/get_github_data/index.html
@@ -0,0 +1,1386 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction get_github_data is a BigQuery function which Get data from `public_repo` into `destination_dataset`">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/get_github_data/">
+      
+      
+      
+      
+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>get_github_data - BigQuery function - BigFunctions</title>
+      
+    
+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
+      
+      
+
+
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+        
+        <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
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+        <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
+      
+    
+    
+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
+    
+      
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+    
+    
+    
+
+
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+<meta property="twitter:card" content="summary" />
+<meta property="twitter:title" content="get_github_data - BigQuery function - BigFunctions" />
+
+
+
+<meta property="og:description" content="BigFunction get_github_data is a BigQuery function which Get data from `public_repo` into `destination_dataset`" />
+
+
+<meta property="og:type" content="website" />
+
+
+<meta property="og:url" content="https://unytics.io/bigfunctions/bigfunctions/get_github_data/" />
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+<meta property="og:image" content="https://unytics.io/bigfunctions/assets/logo_and_name.png" />
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+<meta property="twitter:image:alt" content="Supercharge BigQuery with BigFunctions" />
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+.md-banner p {
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+@media (min-width: 1024px) {
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+    <div data-md-component="skip">
+      
+        
+        <a href="#get_github_data" class="md-skip">
+          Skip to content
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+        <li class="md-nav__item">
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+    <span class="md-ellipsis">
+      Description
+    </span>
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+</li>
+      
+        <li class="md-nav__item">
+  <a href="#examples" class="md-nav__link">
+    <span class="md-ellipsis">
+      Examples
+    </span>
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+      
+        <li class="md-nav__item">
+  <a href="#use-cases" class="md-nav__link">
+    <span class="md-ellipsis">
+      Use cases
+    </span>
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+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#spread-the-word" class="md-nav__link">
+    <span class="md-ellipsis">
+      Spread the word!
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+      
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+  
+</nav>
+                  </div>
+                </div>
+              </div>
+            
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+              <article class="md-content__inner md-typeset">
+                
+                  <!-- Tags -->
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+<!-- Actions -->
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+-->
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+<!-- Page content -->
+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; get_github_data
+</span></p>
+<h1 id="get_github_data">get_github_data<a class="headerlink" href="#get_github_data" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/get_data/get_github_data.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>get_github_data</code> ?</summary>
+<details class="success">
+<summary>Call <code>get_github_data</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>get_github_data</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>get_github_data</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>get_github_data</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>get_github_data</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>get_github_data
+bigfun<span class="w"> </span>deploy<span class="w"> </span>get_github_data
+</code></pre></div>
+<p><strong>Requirements</strong></p>
+<p><code>get_github_data</code> uses the following secrets. Get them by reading the documentation link and store them in <a href="https://console.cloud.google.com/security/secret-manager" target="_blank">Google Secret Manager</a> in the project where you deploy the function (and give Accessor role to the service account of the function):</p>
+<table>
+<thead>
+<tr>
+<th>name</th>
+<th>description</th>
+<th>documentation to get the secret</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>github_personal_access_token</code></td>
+<td>GitHub Personal Access Token for public repositories</td>
+<td><a href="https://docs.github.com/en/enterprise-server@3.9/authentication/keeping-your-account-and-data-secure/managing-your-personal-access-tokens#creating-a-personal-access-token" target="_blank">doc</a></td>
+</tr>
+</tbody>
+</table>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>get_github_data(public_repo, destination_dataset, streams)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Get data from <code>public_repo</code> into <code>destination_dataset</code>
+<em>(using <a href="https://docs.airbyte.com/integrations/sources/github">GitHub Airbyte Connector</a> with <a href="https://github.com/unytics/airbyte_serverless">Airbyte-Serverless</a>)</em></p>
+<blockquote>
+<p>Data is appended in raw format in tables (one table per stream) into <code>destination_dataset</code>.
+When supported by the stream, data is extracted incrementally (next execution will only retrieve new rows).</p>
+<p>You must create the <code>destination_dataset</code> and give <code>dataEditor</code> access to <code>bigfunction@bigfunctions.iam.gserviceaccount.com</code> before calling this function.
+You can do this by executing:</p>
+<div class="highlight"><pre><span></span><code><span class="c1">-- Create Destination Dataset</span>
+<span class="k">create</span><span class="w"> </span><span class="k">schema</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="o">`</span><span class="p">;</span>
+
+<span class="c1">-- Grant Access to Destination Dataset</span>
+<span class="k">grant</span><span class="w"> </span><span class="o">`</span><span class="n">roles</span><span class="o">/</span><span class="n">bigquery</span><span class="p">.</span><span class="n">dataEditor</span><span class="o">`</span>
+<span class="k">on</span><span class="w"> </span><span class="k">schema</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="o">`</span>
+<span class="k">to</span><span class="w"> </span><span class="s1">&#39;serviceAccount:bigfunction@bigfunctions.iam.gserviceaccount.com&#39;</span><span class="p">;</span>
+</code></pre></div>
+<p>While it's running (or after) you can explore logs in table <code>your_project.your_dataset._airbyte_logs</code></p>
+</blockquote>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Get stargazers from <a href="https://github.com/airbytehq/airbyte">airbytehq/airbyte</a> repository</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">get_github_data</span><span class="p">(</span><span class="s1">&#39;airbytehq/airbyte&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;stargazers&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_github_data</span><span class="p">(</span><span class="s1">&#39;airbytehq/airbyte&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;stargazers&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">get_github_data</span><span class="p">(</span><span class="s1">&#39;airbytehq/airbyte&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;stargazers&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------+
+| result |
++--------+
+| ok     |
++--------+
+</code>
+</pre>
+
+<p><strong>2. Get stargazers AND releases from <a href="https://github.com/airbytehq/airbyte">airbytehq/airbyte</a> repository</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">get_github_data</span><span class="p">(</span><span class="s1">&#39;airbytehq/airbyte&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;stargazers, releases&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_github_data</span><span class="p">(</span><span class="s1">&#39;airbytehq/airbyte&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;stargazers, releases&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">get_github_data</span><span class="p">(</span><span class="s1">&#39;airbytehq/airbyte&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;stargazers, releases&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------+
+| result |
++--------+
+| ok     |
++--------+
+</code>
+</pre>
+
+<p><strong>3. To get a list of available streams, let <code>streams</code> param to null</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">get_github_data</span><span class="p">(</span><span class="s1">&#39;airbytehq/airbyte&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_github_data</span><span class="p">(</span><span class="s1">&#39;airbytehq/airbyte&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">get_github_data</span><span class="p">(</span><span class="s1">&#39;airbytehq/airbyte&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| result                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
++--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| issue_timeline_events,assignees,branches,collaborators,comments,commit_comment_reactions,commit_comments,commits,contributor_activity,deployments,events,issue_comment_reactions,issue_events,issue_labels,issue_milestones,issue_reactions,issues,organizations,project_cards,project_columns,projects,pull_request_comment_reactions,pull_request_commits,pull_request_stats,projects_v2,pull_requests,releases,repositories,review_comments,reviews,stargazers,tags,teams,team_members,users,workflows,workflow_runs,workflow_jobs,team_memberships |
++--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>get_github_data</code>?</summary>
+<details class="success">
+<summary>Get help using <code>get_github_data</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>get_github_data</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A data analyst wants to analyze the activity on the <code>dbt-labs/dbt-core</code> GitHub repository.  They are particularly interested in tracking the number of stargazers over time, identifying key contributors through commits, and understanding the release history.  They can use the <code>get_github_data</code> BigQuery function to import this data directly into BigQuery for analysis.</p>
+<p>Here's how they would use the function:</p>
+<ol>
+<li><strong>Prepare the destination dataset:</strong></li>
+</ol>
+<div class="highlight"><pre><span></span><code><span class="c1">-- Create the dataset</span>
+<span class="k">CREATE</span><span class="w"> </span><span class="k">SCHEMA</span><span class="w"> </span><span class="o">`</span><span class="n">my_project</span><span class="p">.</span><span class="n">github_data</span><span class="o">`</span><span class="p">;</span>
+
+<span class="c1">-- Grant access to the BigFunctions service account</span>
+<span class="k">GRANT</span><span class="w"> </span><span class="o">`</span><span class="n">roles</span><span class="o">/</span><span class="n">bigquery</span><span class="p">.</span><span class="n">dataEditor</span><span class="o">`</span>
+<span class="k">ON</span><span class="w"> </span><span class="k">SCHEMA</span><span class="w"> </span><span class="o">`</span><span class="n">my_project</span><span class="p">.</span><span class="n">github_data</span><span class="o">`</span>
+<span class="k">TO</span><span class="w"> </span><span class="s1">&#39;serviceAccount:bigfunction@bigfunctions.iam.gserviceaccount.com&#39;</span><span class="p">;</span>
+</code></pre></div>
+<ol>
+<li><strong>Import the data using the function:</strong></li>
+</ol>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_github_data</span><span class="p">(</span><span class="s1">&#39;dbt-labs/dbt-core&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;my_project.github_data&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;stargazers, commits, releases&#39;</span><span class="p">);</span>
+</code></pre></div>
+<p>This call will import data for the specified streams (<code>stargazers</code>, <code>commits</code>, and <code>releases</code>) into tables within the <code>my_project.github_data</code> dataset.  For instance, the stargazer data will likely be in a table named <code>my_project.github_data.stargazers</code>.</p>
+<ol>
+<li><strong>Analyze the data in BigQuery:</strong></li>
+</ol>
+<p>Now the analyst can use standard SQL queries to analyze the imported data.  For example:</p>
+<div class="highlight"><pre><span></span><code><span class="c1">-- Track stargazer growth over time</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="nb">DATE</span><span class="p">(</span><span class="n">starred_at</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">star_date</span><span class="p">,</span><span class="w"> </span><span class="k">COUNT</span><span class="p">(</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">num_stars</span>
+<span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">my_project</span><span class="p">.</span><span class="n">github_data</span><span class="p">.</span><span class="n">stargazers</span><span class="o">`</span>
+<span class="k">GROUP</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="n">star_date</span>
+<span class="k">ORDER</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="n">star_date</span><span class="p">;</span>
+
+<span class="c1">-- Identify top contributors</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="n">author</span><span class="p">.</span><span class="n">login</span><span class="p">,</span><span class="w"> </span><span class="k">COUNT</span><span class="p">(</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">num_commits</span>
+<span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">my_project</span><span class="p">.</span><span class="n">github_data</span><span class="p">.</span><span class="n">commits</span><span class="o">`</span>
+<span class="k">GROUP</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="n">author</span><span class="p">.</span><span class="n">login</span>
+<span class="k">ORDER</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="n">num_commits</span><span class="w"> </span><span class="k">DESC</span><span class="p">;</span>
+
+<span class="c1">-- Explore release history</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="n">name</span><span class="p">,</span><span class="w"> </span><span class="n">tag_name</span><span class="p">,</span><span class="w"> </span><span class="n">published_at</span>
+<span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">my_project</span><span class="p">.</span><span class="n">github_data</span><span class="p">.</span><span class="n">releases</span><span class="o">`</span>
+<span class="k">ORDER</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="n">published_at</span><span class="w"> </span><span class="k">DESC</span><span class="p">;</span>
+</code></pre></div>
+<p>This use case demonstrates how the <code>get_github_data</code> function simplifies the process of importing and analyzing GitHub repository data within BigQuery, enabling data-driven insights into project activity and community engagement.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/get_github_data" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "get_github_data",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/get_google_trends/index.html b/bigfunctions/get_google_trends/index.html
new file mode 100644
index 000000000..16e90703d
--- /dev/null
+++ b/bigfunctions/get_google_trends/index.html
@@ -0,0 +1,1297 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction get_google_trends is a BigQuery function which GET [Google Trends](https://trends.google.com/) data">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/get_google_trends/">
+      
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+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>get_google_trends - BigQuery function - BigFunctions</title>
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+    
+    
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+  height: 100%;
+  min-width: 0;
+}
+
+.md-button--center {
+    text-align: center;
+}
+
+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
+}
+
+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
+}
+
+.md-content li>h2 {
+    font-weight: 600;
+}
+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
+}
+
+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
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+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
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+          Skip to content
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; get_google_trends
+</span></p>
+<h1 id="get_google_trends">get_google_trends<a class="headerlink" href="#get_google_trends" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/get_data/get_google_trends.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>get_google_trends</code> ?</summary>
+<details class="success">
+<summary>Call <code>get_google_trends</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>get_google_trends</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>get_google_trends</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>get_google_trends</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>get_google_trends</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>get_google_trends
+bigfun<span class="w"> </span>deploy<span class="w"> </span>get_google_trends
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>get_google_trends(keywords, timeframe, geo, category, gprop)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>GET <a href="https://trends.google.com/">Google Trends</a> data</p>
+<p><strong>Params</strong></p>
+<table>
+<thead>
+<tr>
+<th>Param</th>
+<th>Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>destination_table</code></td>
+<td>Fully qualified destination table (PROJECT.DATASET.TABLE)</td>
+</tr>
+<tr>
+<td><code>keywords</code></td>
+<td>Array of one to five search terms (a search term can be an expression)</td>
+</tr>
+<tr>
+<td><code>start_month</code></td>
+<td>First month (<code>YYYY-MM</code>) to load data from</td>
+</tr>
+<tr>
+<td><code>geo</code></td>
+<td>Two letter country abbreviation. For example United States is 'US'. Defaults to World. More detail available for States/Provinces by specifying additional abbreviations. For example: Alabama would be 'US-AL'. For example: England would be 'GB-ENG'</td>
+</tr>
+<tr>
+<td><code>category</code></td>
+<td>Category to narrow results. Find available categories by inspecting the url when manually using Google Trends. The category starts after cat= and ends before the next &amp; or view <a href="https://github.com/pat310/google-trends-api/wiki/Google-Trends-Categories">this wiki page</a> containing all available categories. For example: "https://www.google.com/trends/explore#q=pizza&amp;cat=71". '71' is the category. Defaults to no category</td>
+</tr>
+<tr>
+<td><code>gprop</code></td>
+<td>What Google property to filter to. Example 'images'. Defaults to web searches. Can be images, news, youtube or froogle (for Google Shopping results)</td>
+</tr>
+</tbody>
+</table>
+<div class="admonition warning">
+<p class="admonition-title">This function may return <code>[]</code></p>
+<p>Google Trends put some quotas to request their API.
+For this reason, this function may sometimes return <code>[]</code>.
+It is advised to call it several times a day if you want to make sure to retrieve the data.</p>
+</div>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>GET trends for chaise and fauteuil</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">get_google_trends</span><span class="p">(</span><span class="s1">&#39;chaise, fauteuil&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">11</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;2025-01-01 2025-01-07&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;FR&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_google_trends</span><span class="p">(</span><span class="s1">&#39;chaise, fauteuil&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">11</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;2025-01-01 2025-01-07&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;FR&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">get_google_trends</span><span class="p">(</span><span class="s1">&#39;chaise, fauteuil&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">11</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;2025-01-01 2025-01-07&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;FR&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| trends                                                                                                                                                                                                                                                                                       |
++----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| [
+  {&#34;date&#34;:&#34;2019-12-01T00:00:00&#34;, &#34;keyword&#34;: &#34;chaise&#34;, &#34;value&#34;: 58},
+  {&#34;date&#34;:&#34;2019-12-01T00:00:00&#34;, &#34;keyword&#34;: &#34;fauteuil&#34;, &#34;value&#34;: 2},
+  {&#34;date&#34;:&#34;2019-12-08T00:00:00&#34;, &#34;keyword&#34;: &#34;chaise&#34;, &#34;value&#34;: 57},
+  {&#34;date&#34;:&#34;2019-12-08T00:00:00&#34;, &#34;keyword&#34;: &#34;fauteuil&#34;, &#34;value&#34;: 3},
+  ...
+]
+ |
++----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>get_google_trends</code>?</summary>
+<details class="success">
+<summary>Get help using <code>get_google_trends</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>get_google_trends</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
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+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "get_google_trends",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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+</footer>
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+      
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+  </body>
+</html>
\ No newline at end of file
diff --git a/bigfunctions/get_json/index.html b/bigfunctions/get_json/index.html
new file mode 100644
index 000000000..e3659ba0d
--- /dev/null
+++ b/bigfunctions/get_json/index.html
@@ -0,0 +1,1286 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction get_json is a BigQuery function which GET json `data` from `url`">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/get_json/">
+      
+      
+      
+      
+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>get_json - BigQuery function - BigFunctions</title>
+      
+    
+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
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+        <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
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+        <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
+      
+    
+    
+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
+    
+      
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+    
+    
+    
+
+
+<meta property="og:title" content="get_json - BigQuery function - BigFunctions" />
+<meta property="twitter:card" content="summary" />
+<meta property="twitter:title" content="get_json - BigQuery function - BigFunctions" />
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+
+
+<meta property="og:description" content="BigFunction get_json is a BigQuery function which GET json `data` from `url`" />
+
+
+<meta property="og:type" content="website" />
+
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+.md-typeset .admonition.abstract,
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+.md-typeset .abstract > summary::before {
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+.md-banner p {
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+  color: rgb(92, 92, 92);
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+  border: .1rem solid;
+  border-radius: .1rem;
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+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
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+.md-typeset .max-width-800.md\:two-columns>ul>li {
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+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
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+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
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+/*------- HERO -------*/
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+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
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+  .hero p {
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+  .hero .small {
+    font-size: 0.8rem!important;
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+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
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+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
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+
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+  
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+        <li class="md-nav__item">
+  <a href="#description" class="md-nav__link">
+    <span class="md-ellipsis">
+      Description
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#examples" class="md-nav__link">
+    <span class="md-ellipsis">
+      Examples
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#use-cases" class="md-nav__link">
+    <span class="md-ellipsis">
+      Use cases
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#spread-the-word" class="md-nav__link">
+    <span class="md-ellipsis">
+      Spread the word!
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+  
+</li>
+      
+    </ul>
+  
+</nav>
+                  </div>
+                </div>
+              </div>
+            
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+              <article class="md-content__inner md-typeset">
+                
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+<!-- Actions -->
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+<!--
+  Hack: check whether the content contains a h1 headline. If it doesn't, the
+  page title (or respectively site name) is used as the main headline.
+-->
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+<!-- Page content -->
+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; get_json
+</span></p>
+<h1 id="get_json">get_json<a class="headerlink" href="#get_json" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/get_data/get_json.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>get_json</code> ?</summary>
+<details class="success">
+<summary>Call <code>get_json</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>get_json</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>get_json</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>get_json</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>get_json</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>get_json
+bigfun<span class="w"> </span>deploy<span class="w"> </span>get_json
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>get_json(url, headers)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>GET json <code>data</code> from <code>url</code></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">get_json</span><span class="p">(</span><span class="s1">&#39;https://api.github.com/repos/unytics/bigfunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_json</span><span class="p">(</span><span class="s1">&#39;https://api.github.com/repos/unytics/bigfunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">get_json</span><span class="p">(</span><span class="s1">&#39;https://api.github.com/repos/unytics/bigfunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------+
+| data  |
++-------+
+| {...} |
++-------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>get_json</code>?</summary>
+<details class="success">
+<summary>Get help using <code>get_json</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>get_json</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A use case for the <code>get_json</code> function is enriching data in BigQuery with information from an external API.</p>
+<p><strong>Scenario:</strong> You have a table in BigQuery containing information about GitHub repositories, including their names. You want to enrich this data with details like the number of stars, forks, and open issues for each repository.  The GitHub API provides this information in JSON format.</p>
+<p><strong>Implementation:</strong></p>
+<ol>
+<li>
+<p><strong>BigQuery Table:</strong> Let's assume your BigQuery table is named <code>github_repos</code> and has a column named <code>repo_name</code> containing the names of the repositories (e.g., "unytics/bigfunctions").</p>
+</li>
+<li>
+<p><strong>BigQuery Query using <code>get_json</code>:</strong> You can use the following query to fetch data from the GitHub API and extract the desired information:</p>
+</li>
+</ol>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">repo_name</span><span class="p">,</span>
+<span class="w">    </span><span class="n">JSON_EXTRACT_SCALAR</span><span class="p">(</span><span class="n">get_json</span><span class="p">(</span><span class="n">CONCAT</span><span class="p">(</span><span class="s1">&#39;https://api.github.com/repos/&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">repo_name</span><span class="p">),</span><span class="w"> </span><span class="k">NULL</span><span class="p">),</span><span class="w"> </span><span class="s1">&#39;$.stargazers_count&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">stars</span><span class="p">,</span>
+<span class="w">    </span><span class="n">JSON_EXTRACT_SCALAR</span><span class="p">(</span><span class="n">get_json</span><span class="p">(</span><span class="n">CONCAT</span><span class="p">(</span><span class="s1">&#39;https://api.github.com/repos/&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">repo_name</span><span class="p">),</span><span class="w"> </span><span class="k">NULL</span><span class="p">),</span><span class="w"> </span><span class="s1">&#39;$.forks_count&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">forks</span><span class="p">,</span>
+<span class="w">    </span><span class="n">JSON_EXTRACT_SCALAR</span><span class="p">(</span><span class="n">get_json</span><span class="p">(</span><span class="n">CONCAT</span><span class="p">(</span><span class="s1">&#39;https://api.github.com/repos/&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">repo_name</span><span class="p">),</span><span class="w"> </span><span class="k">NULL</span><span class="p">),</span><span class="w"> </span><span class="s1">&#39;$.open_issues_count&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">open_issues</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your</span><span class="o">-</span><span class="n">project</span><span class="p">.</span><span class="n">your</span><span class="o">-</span><span class="n">dataset</span><span class="p">.</span><span class="n">github_repos</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Explanation:</strong></p>
+<ul>
+<li><code>CONCAT('https://api.github.com/repos/', repo_name)</code> dynamically constructs the URL for each repository's API endpoint.</li>
+<li><code>get_json(..., NULL)</code> fetches the JSON data from the constructed URL. The second argument <code>NULL</code> indicates that no custom headers are needed for this request.</li>
+<li><code>JSON_EXTRACT_SCALAR(..., '$.stargazers_count')</code> extracts the value associated with the key <code>stargazers_count</code> from the JSON response. Similarly, we extract <code>forks_count</code> and <code>open_issues_count</code>.</li>
+<li>Remember to replace  <code>your-project.your-dataset.github_repos</code> with the actual path to your BigQuery table and select the correct regional dataset for <code>bigfunctions</code> (e.g., <code>bigfunctions.us</code>, <code>bigfunctions.eu</code>).</li>
+</ul>
+<p><strong>Result:</strong> This query will produce a new table with the original <code>repo_name</code> and the newly fetched <code>stars</code>, <code>forks</code>, and <code>open_issues</code> columns.</p>
+<p>This example demonstrates how <code>get_json</code> can be used to integrate external API data directly into BigQuery for analysis and reporting, avoiding the need for intermediate data extraction and loading steps.  You can adapt this pattern to interact with other APIs that provide JSON data.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "get_json",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
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diff --git a/bigfunctions/get_latest_partition_timestamp/index.html b/bigfunctions/get_latest_partition_timestamp/index.html
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+<h1 id="get_latest_partition_timestamp">get_latest_partition_timestamp<a class="headerlink" href="#get_latest_partition_timestamp" title="Permanent link">¶</a></h1>
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/utils/get_latest_partition_timestamp.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>get_latest_partition_timestamp</code> ?</summary>
+<details class="success">
+<summary>Call <code>get_latest_partition_timestamp</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>get_latest_partition_timestamp</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>get_latest_partition_timestamp</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>get_latest_partition_timestamp</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>get_latest_partition_timestamp</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>get_latest_partition_timestamp
+bigfun<span class="w"> </span>deploy<span class="w"> </span>get_latest_partition_timestamp
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>get_latest_partition_timestamp(fully_qualified_table)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Return the maximum of the partition column of <code>fully_qualified_table</code></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">get_latest_partition_timestamp</span><span class="p">(</span><span class="ss">&quot;my_project.my_dataset.my_table&quot;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_latest_partition_timestamp</span><span class="p">(</span><span class="ss">&quot;my_project.my_dataset.my_table&quot;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">get_latest_partition_timestamp</span><span class="p">(</span><span class="ss">&quot;my_project.my_dataset.my_table&quot;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
++----------------------------+
+| latest_partition_timestamp |
++----------------------------+
+|         2023-01-10         |
++----------------------------+
+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>get_latest_partition_timestamp</code>?</summary>
+<details class="success">
+<summary>Get help using <code>get_latest_partition_timestamp</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>get_latest_partition_timestamp</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>Let's say you have a BigQuery table called <code>my_project.my_dataset.event_logs</code> that is partitioned by day on a column named <code>event_date</code>.  You want to find the date of the most recent events logged in that table. You can use <code>get_latest_partition_timestamp</code> for this:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_latest_partition_timestamp</span><span class="p">(</span><span class="s1">&#39;my_project.my_dataset.event_logs&#39;</span><span class="p">);</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span><span class="w"> </span><span class="c1">-- To see the result</span>
+</code></pre></div>
+<p>This will return a table with one row and one column, <code>latest_partition_timestamp</code>, containing the latest date for which a partition exists.</p>
+<p><strong>Other Use Cases:</strong></p>
+<ul>
+<li><strong>Data ingestion pipelines:</strong> Determine if new data has arrived since the last pipeline run.  You can compare the latest partition timestamp with the timestamp of the last processed data.</li>
+<li><strong>Report generation:</strong> Automatically filter reports to include only the most recent data.  For example, a daily report could use this function to determine the date to filter on.</li>
+<li><strong>Monitoring:</strong> Track the recency of data in different tables.  Regularly call this function on key tables and alert if the latest partition timestamp is older than expected.</li>
+<li><strong>Data quality checks:</strong> Verify that partitions are being created as expected. For instance, if you expect daily partitions, you can check if the latest partition timestamp is within the last 24 hours.</li>
+</ul>
+<p><strong>Important Considerations:</strong></p>
+<ul>
+<li><strong>Partitioning Column:</strong> The table <em>must</em> be partitioned, and the function will return the maximum value of the partitioning column.</li>
+<li><strong>Data Type:</strong> The partitioning column's data type will determine the returned timestamp format.  If the partitioning column is DATE, the function will return a date.  If it's TIMESTAMP, it will return a timestamp.</li>
+<li><strong>Empty Partitions:</strong> The function returns the latest partition <em>regardless</em> of whether that partition contains data.  An empty partition will still be considered the latest.</li>
+<li><strong>Region:</strong> Remember to use the correct BigFunctions dataset for your region (e.g., <code>bigfunctions.us</code> for US, <code>bigfunctions.eu</code> for EU).  See the documentation for the full list of regions.</li>
+</ul>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
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+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "get_latest_partition_timestamp",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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diff --git a/bigfunctions/get_meteo/index.html b/bigfunctions/get_meteo/index.html
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; get_meteo
+</span></p>
+<h1 id="get_meteo">get_meteo<a class="headerlink" href="#get_meteo" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/matthieu-rousseau" title="Author: Matthieu Rousseau" target="_blank">
+    <img src="https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcSqTvjIcUoIG2dOnFeVUKQDmj2-iret_1eX43g5149obw&s" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/get_data/get_meteo.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>get_meteo</code> ?</summary>
+<details class="success">
+<summary>Call <code>get_meteo</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>get_meteo</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>get_meteo</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>get_meteo</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>get_meteo</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>get_meteo
+bigfun<span class="w"> </span>deploy<span class="w"> </span>get_meteo
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>get_meteo(latitude, longitude, date)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Get <code>meteo</code>
+for <code>latitude</code> , <code>longitude</code> and <code>date</code></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">get_meteo</span><span class="p">(</span><span class="mi">52</span><span class="p">.</span><span class="mi">52</span><span class="p">,</span><span class="w"> </span><span class="mi">13</span><span class="p">.</span><span class="mi">41</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;2023-05-10&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_meteo</span><span class="p">(</span><span class="mi">52</span><span class="p">.</span><span class="mi">52</span><span class="p">,</span><span class="w"> </span><span class="mi">13</span><span class="p">.</span><span class="mi">41</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;2023-05-10&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">get_meteo</span><span class="p">(</span><span class="mi">52</span><span class="p">.</span><span class="mi">52</span><span class="p">,</span><span class="w"> </span><span class="mi">13</span><span class="p">.</span><span class="mi">41</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;2023-05-10&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------+
+| meteo |
++-------+
+| {...} |
++-------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>get_meteo</code>?</summary>
+<details class="success">
+<summary>Get help using <code>get_meteo</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>get_meteo</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>This <code>get_meteo</code> function appears to retrieve meteorological data (likely temperature, precipitation, wind, etc.) based on a given latitude, longitude, and date.</p>
+<p>Here's a potential use case:</p>
+<p><strong>Analyzing the impact of weather on sales for a retail chain.</strong></p>
+<p>Imagine a retail company with stores across various locations. They want to understand how weather conditions influence daily sales.  They could use this function in the following way:</p>
+<ol>
+<li>
+<p><strong>Data Preparation:</strong>  They have a BigQuery table with daily sales data for each store, including the store's location (latitude and longitude) and the date of the sales.</p>
+</li>
+<li>
+<p><strong>Enriching Sales Data with Weather:</strong>  They can use the <code>get_meteo</code> function within a BigQuery query to add weather information to their sales data.  For example:</p>
+</li>
+</ol>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">sales</span><span class="p">.</span><span class="o">*</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_meteo</span><span class="p">(</span><span class="n">sales</span><span class="p">.</span><span class="n">latitude</span><span class="p">,</span><span class="w"> </span><span class="n">sales</span><span class="p">.</span><span class="n">longitude</span><span class="p">,</span><span class="w"> </span><span class="n">sales</span><span class="p">.</span><span class="nb">date</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">weather_data</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">project</span><span class="p">.</span><span class="n">dataset</span><span class="p">.</span><span class="n">sales_table</span><span class="o">`</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">sales</span><span class="p">;</span>
+</code></pre></div>
+<p>(Assuming the sales table is in the US region. Adjust the dataset name according to the table's location).</p>
+<ol>
+<li>
+<p><strong>Analysis:</strong> Now they have a combined table with sales and corresponding weather data.  They can analyze this data to identify correlations and patterns. For example:</p>
+<ul>
+<li>Do rainy days lead to increased sales of umbrellas or indoor games?</li>
+<li>Does hot weather boost sales of ice cream and cold drinks?</li>
+<li>Does extreme weather (heavy snow, heat waves) negatively impact overall sales?</li>
+</ul>
+</li>
+<li>
+<p><strong>Predictive Modeling:</strong> This enriched data can be used to train machine learning models to predict future sales based on weather forecasts.</p>
+</li>
+</ol>
+<p>Other potential use cases:</p>
+<ul>
+<li><strong>Agriculture:</strong> Analyzing historical weather patterns to optimize planting and harvesting schedules.</li>
+<li><strong>Real Estate:</strong>  Understanding the climate of different locations for property valuation and development.</li>
+<li><strong>Tourism:</strong> Providing weather information to tourists planning their trips.</li>
+<li><strong>Insurance:</strong> Assessing weather-related risks for pricing policies.</li>
+</ul>
+<p>Essentially, anytime you need to combine location-based data with historical or current weather information within BigQuery, the <code>get_meteo</code> function could be a valuable tool.  The documentation emphasizes its ease of use by being directly callable within BigQuery without needing to deploy it separately.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/get_meteo" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "get_meteo",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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\ No newline at end of file
diff --git a/bigfunctions/get_playstore_reviews/index.html b/bigfunctions/get_playstore_reviews/index.html
new file mode 100644
index 000000000..03b16c277
--- /dev/null
+++ b/bigfunctions/get_playstore_reviews/index.html
@@ -0,0 +1,1287 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
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+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
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+        <meta name="description" content="BigFunction get_playstore_reviews is a BigQuery function which GET Google Play Store Reviews of an app">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; get_playstore_reviews
+</span></p>
+<h1 id="get_playstore_reviews">get_playstore_reviews<a class="headerlink" href="#get_playstore_reviews" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/get_data/get_playstore_reviews.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>get_playstore_reviews</code> ?</summary>
+<details class="success">
+<summary>Call <code>get_playstore_reviews</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>get_playstore_reviews</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>get_playstore_reviews</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>get_playstore_reviews</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>get_playstore_reviews</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>get_playstore_reviews
+bigfun<span class="w"> </span>deploy<span class="w"> </span>get_playstore_reviews
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>get_playstore_reviews(app_id, country, language)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>GET Google Play Store Reviews of an app
+(using <a href="https://github.com/JoMingyu/google-play-scraper">google-play-scraper</a>)</p>
+<ul>
+<li><code>app_id</code> can be found in the url of the app on the play store. For example for url <code>https://play.google.com/store/apps/details?id=com.fpe.comptenickel&amp;hl=en&amp;pli=1</code>, the <code>app_id</code> is <code>com.fpe.comptenickel</code></li>
+<li><code>country</code> is the two-letter <a href="https://en.wikipedia.org/wiki/ISO_3166-2">country iso code</a> of the device where the app was downloaded</li>
+<li><code>language</code> is the two-letter <a href="https://en.wikipedia.org/wiki/ISO_639-1">language iso code</a> of the review</li>
+</ul>
+<p>The function will return the 600 newest <code>reviews</code> as json.</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>GET reviews written in English for Nickel App installed on French devices</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">get_playstore_reviews</span><span class="p">(</span><span class="s1">&#39;com.fpe.comptenickel&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;fr&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;en&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_playstore_reviews</span><span class="p">(</span><span class="s1">&#39;com.fpe.comptenickel&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;fr&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;en&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">get_playstore_reviews</span><span class="p">(</span><span class="s1">&#39;com.fpe.comptenickel&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;fr&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;en&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| reviews                                                                                                                                                      |
++--------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| [
+  {
+    appVersion: &#34;2.90.0&#34;
+    at: &#34;Thu, 19 Sep 2024 10:44:05 GMT&#34;,
+    content: &#34;...&#34;,
+    repliedAt: ...,
+    replyContent: ...,
+    ...
+  },
+  ...
+]
+ |
++--------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>get_playstore_reviews</code>?</summary>
+<details class="success">
+<summary>Get help using <code>get_playstore_reviews</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>get_playstore_reviews</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A market research team wants to analyze user sentiment towards a specific mobile application (e.g., "Nickel App" with app ID <code>com.fpe.comptenickel</code>) across different regions. They want to understand how French users who have downloaded the app and written their review in English perceive the app.  To achieve this, they would use the <code>get_playstore_reviews</code> BigQuery function with the following parameters:</p>
+<ul>
+<li><code>app_id</code>: <code>com.fpe.comptenickel</code></li>
+<li><code>country</code>: <code>fr</code> (France)</li>
+<li><code>language</code>: <code>en</code> (English)</li>
+</ul>
+<p>They would then execute a query like this (adjusting the dataset <code>bigfunctions.us</code> to match their BigQuery region):</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="k">UNNEST</span><span class="p">(</span><span class="n">JSON_EXTRACT_ARRAY</span><span class="p">(</span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_playstore_reviews</span><span class="p">(</span><span class="s1">&#39;com.fpe.comptenickel&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;fr&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;en&#39;</span><span class="p">),</span><span class="w"> </span><span class="s1">&#39;$.reviews&#39;</span><span class="p">))</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">review</span><span class="p">;</span>
+</code></pre></div>
+<p>This query retrieves the reviews as a JSON array, then unnests the array so each review is a separate row.  The team can then perform further analysis on the <code>content</code>, <code>score</code>, and other fields within each review to gauge user sentiment, identify common themes in positive or negative feedback, and understand the overall user experience for this specific user segment. This information can then be used to inform product development, marketing strategies, and customer support efforts.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/get_playstore_reviews" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "get_playstore_reviews",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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+    </a>
+  
+</div>
+    </div>
+  </div>
+</footer>
+      
+    </div>
+    <div class="md-dialog" data-md-component="dialog">
+      <div class="md-dialog__inner md-typeset"></div>
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+    
+    <script id="__config" type="application/json">{"base": "../..", "features": ["tabs", "content.tabs.link", "content.code.copy", "navigation.path", "navigation.tabs", "navigation.tabs.sticky", "navigation.tracking", "navigation.indexes", "navigation.hide"], "search": "../../assets/javascripts/workers/search.f8cc74c7.min.js", "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}}</script>
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+      
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/bigfunctions/get_table_columns/index.html b/bigfunctions/get_table_columns/index.html
new file mode 100644
index 000000000..568e7fe92
--- /dev/null
+++ b/bigfunctions/get_table_columns/index.html
@@ -0,0 +1,1298 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction get_table_columns is a BigQuery function which Get the column information of the given table from `INFORMATION_SCHEMA.COLUMNS`">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/get_table_columns/">
+      
+      
+      
+      
+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>get_table_columns - BigQuery function - BigFunctions</title>
+      
+    
+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
+      
+      
+
+
+    
+    
+      
+    
+    
+      
+        
+        
+        <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
+        <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Roboto:300,300i,400,400i,700,700i%7CRoboto+Mono:400,400i,700,700i&display=fallback">
+        <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
+      
+    
+    
+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
+    
+      
+
+    
+    
+    
+
+
+<meta property="og:title" content="get_table_columns - BigQuery function - BigFunctions" />
+<meta property="twitter:card" content="summary" />
+<meta property="twitter:title" content="get_table_columns - BigQuery function - BigFunctions" />
+
+
+
+<meta property="og:description" content="BigFunction get_table_columns is a BigQuery function which Get the column information of the given table from `INFORMATION_SCHEMA.COLUMNS`" />
+
+
+<meta property="og:type" content="website" />
+
+
+<meta property="og:url" content="https://unytics.io/bigfunctions/bigfunctions/get_table_columns/" />
+
+
+
+<meta property="og:image" content="https://unytics.io/bigfunctions/assets/logo_and_name.png" />
+<meta property="og:image:type" content="image/png" />
+<meta property="og:image:width" content="2500" />
+<meta property="og:image:height" content="541" />
+<meta property="twitter:image" content="https://unytics.io/bigfunctions/assets/logo_and_name.png" />
+<meta property="twitter:image:alt" content="Supercharge BigQuery with BigFunctions" />
+
+
+
+<script defer data-domain="unytics.io" src="https://plausible.io/js/script.js"></script>
+<script>window.plausible = window.plausible || function() { (window.plausible.q = window.plausible.q || []).push(arguments) }</script>
+
+
+
+<style>
+.md-typeset .admonition.abstract,
+.md-typeset details.abstract {
+  border-color: rgb(43, 155, 70);
+}
+.md-typeset .abstract > .admonition-title,
+.md-typeset .abstract > summary {
+  background-color: var(--md-primary-fg-color);
+}
+.md-typeset .abstract > .admonition-title::before,
+.md-typeset .abstract > summary::before {
+  background-color: var(--md-primary-fg-color);
+  -webkit-mask-image: var(--md-admonition-icon--abstract);
+          mask-image: var(--md-admonition-icon--abstract);
+}
+
+.md-typeset__table {
+   min-width: 100%;
+}
+
+.admonition.note {
+  font-size: .8rem;
+}
+
+
+/*------- ANNOUNCEMENT BANNER -------*/
+.md-banner p {
+    line-height: 2.4!important;
+}
+.md-banner p a {
+    color: var(--md-footer-fg-color--light)!important;
+      margin: 0 10px;
+}
+.md-banner p a:hover {
+    color: white!important;
+}
+.md-banner a svg {
+  max-height: 1.2rem !important;
+}
+
+
+/*------- HOME PAGE -------*/
+.md-typeset .md-button:hover {
+  color: var(--md-primary-bg-color);
+  background-color: var(--md-primary-fg-color);
+  border-color: var(--md-primary-bg-color);
+}
+.md-typeset .md-button.md-button--primary:hover {
+  color: var(--md-primary-fg-color);
+  background-color: var(--md-primary-bg-color);
+  border-color: var(--md-primary-fg-color);
+}
+
+.hero__image {
+  max-width: 1000px;
+  /*min-width: 600px;*/
+  width: 100%;
+  height: auto;
+  margin: 0 auto;
+  display: flex;
+  align-items: stretch;
+}
+
+.hero__image img {
+  width: 100%;
+  height: 100%;
+  min-width: 0;
+}
+
+.md-button--center {
+    text-align: center;
+}
+
+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
+}
+
+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
+}
+
+.md-content li>h2 {
+    font-weight: 600;
+}
+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
+}
+
+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#get_table_columns" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
+  <p style="text-align: right;">
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+    </a>
+
+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"></path></svg>
+    </a>
+
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
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+    </a>
+
+  </p>
+
+          </div>
+          
+        </aside>
+      
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+<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
+  <nav class="md-header__inner md-grid" aria-label="Header">
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+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
+          <span class="md-ellipsis">
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+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              get_table_columns - BigQuery function
+            
+          </span>
+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
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+      </label>
+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
+    <form class="md-search__form" name="search">
+      <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
+      <label class="md-search__icon md-icon" for="__search">
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+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
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+      <nav class="md-search__options" aria-label="Search">
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+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
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+            Initializing search
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+    
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+        <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+        
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+    <div class="md-container" data-md-component="container">
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+              
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+      <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; get_table_columns
+</span></p>
+<h1 id="get_table_columns">get_table_columns<a class="headerlink" href="#get_table_columns" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/furcy-pin-3790b028/" title="Author: Furcy Pin" target="_blank">
+    <img src="https://media.licdn.com/dms/image/C4D03AQFK5YDJyod_3A/profile-displayphoto-shrink_200_200/0/1590431668428?e=1677110400&v=beta&t=_DHEt_NWaU5CIIC2UyYdK3gHj7KKUjzH9DTVhZcEmOY" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/utils/get_table_columns.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>get_table_columns</code> ?</summary>
+<details class="success">
+<summary>Call <code>get_table_columns</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>get_table_columns</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>get_table_columns</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>get_table_columns</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>get_table_columns</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>get_table_columns
+bigfun<span class="w"> </span>deploy<span class="w"> </span>get_table_columns
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>get_table_columns(fully_qualified_table)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Get the column information of the given table from <code>INFORMATION_SCHEMA.COLUMNS</code>
+and put them in a temporary table called <code>bigfunction_result</code>.</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>call <code>bigfunctions.eu._get_columns</code>("bigfunctions.samples.natality");</strong>
+select column_name, data_type from bigfunction_result ;</p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">get_table_columns</span><span class="p">(</span><span class="ss">&quot;bigfunctions.eu.natality&quot;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_table_columns</span><span class="p">(</span><span class="ss">&quot;bigfunctions.us.natality&quot;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">get_table_columns</span><span class="p">(</span><span class="ss">&quot;bigfunctions.europe_west1.natality&quot;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<details class="question">
+<summary>Need help or Found a bug using <code>get_table_columns</code>?</summary>
+<details class="success">
+<summary>Get help using <code>get_table_columns</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>get_table_columns</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A use case for the <code>get_table_columns</code> function is to programmatically determine the schema of a BigQuery table. This can be useful in various scenarios, including:</p>
+<ul>
+<li>
+<p><strong>Data Validation:</strong> Before loading data into a table, you could use this function to verify that the incoming data matches the expected schema. This can prevent errors and ensure data consistency.</p>
+</li>
+<li>
+<p><strong>Dynamic Query Generation:</strong>  You might need to construct SQL queries dynamically based on the columns present in a table. <code>get_table_columns</code> allows you to retrieve the column names and data types, which you can then use to build your query string.</p>
+</li>
+<li>
+<p><strong>Data Discovery and Exploration:</strong> When working with unfamiliar datasets, this function can help you quickly understand the structure of a table without manually inspecting it in the BigQuery UI.</p>
+</li>
+<li>
+<p><strong>Schema Migration:</strong>  If you're migrating data between tables or systems, you can use <code>get_table_columns</code> to compare the schemas of the source and destination tables and identify any discrepancies.</p>
+</li>
+<li>
+<p><strong>Automated Documentation:</strong>  You can use this function as part of a script to automatically generate documentation about your BigQuery tables, including a list of columns and their data types.</p>
+</li>
+<li>
+<p><strong>Monitoring and Auditing:</strong> Regularly checking the schema of critical tables can help detect any unexpected changes that might indicate data quality issues or unauthorized modifications.</p>
+</li>
+</ul>
+<p><strong>Example Scenario: Dynamic Query Generation</strong></p>
+<p>Let's say you have a table with a variable number of columns, and you want to write a query that selects only the columns of a specific data type (e.g., INTEGER). You can use <code>get_table_columns</code> to achieve this:</p>
+<div class="highlight"><pre><span></span><code><span class="c1">-- Call the function to get the columns of the table &#39;your_project.your_dataset.your_table&#39;</span>
+<span class="k">CALL</span><span class="w"> </span><span class="o">`</span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">your_region</span><span class="p">.</span><span class="n">get_table_columns</span><span class="o">`</span><span class="p">(</span><span class="s1">&#39;your_project.your_dataset.your_table&#39;</span><span class="p">);</span>
+
+<span class="c1">-- Build a dynamic SQL query based on the results</span>
+<span class="k">DECLARE</span><span class="w"> </span><span class="n">query</span><span class="w"> </span><span class="n">STRING</span><span class="p">;</span>
+<span class="k">SET</span><span class="w"> </span><span class="n">query</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">&#39;SELECT &#39;</span><span class="p">;</span>
+
+<span class="k">SELECT</span>
+<span class="w">    </span><span class="n">ARRAY_TO_STRING</span><span class="p">(</span>
+<span class="w">        </span><span class="n">ARRAY_AGG</span><span class="p">(</span>
+<span class="w">            </span><span class="k">IF</span><span class="p">(</span><span class="n">data_type</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">&#39;INTEGER&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">column_name</span><span class="p">,</span><span class="w"> </span><span class="k">NULL</span><span class="p">)</span>
+<span class="w">        </span><span class="p">),</span>
+<span class="w">        </span><span class="s1">&#39;, &#39;</span>
+<span class="w">    </span><span class="p">)</span>
+<span class="k">INTO</span><span class="w"> </span><span class="n">query</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+
+<span class="k">SET</span><span class="w"> </span><span class="n">query</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">query</span><span class="w"> </span><span class="o">||</span><span class="w"> </span><span class="s1">&#39; FROM `your_project.your_dataset.your_table`&#39;</span><span class="p">;</span>
+
+<span class="c1">-- Execute the dynamic query</span>
+<span class="k">EXECUTE</span><span class="w"> </span><span class="k">IMMEDIATE</span><span class="w"> </span><span class="n">query</span><span class="p">;</span>
+</code></pre></div>
+<p>This code first calls <code>get_table_columns</code> to populate the <code>bigfunction_result</code> table. Then, it constructs a dynamic SQL query by iterating over the results and including only the INTEGER columns in the SELECT clause. Finally, it executes the generated query.  This approach allows you to adapt your queries to different table schemas without hardcoding column names.  Remember to replace <code>your_project</code>, <code>your_dataset</code>, <code>your_table</code>, and <code>your_region</code> with the appropriate values for your environment.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "get_table_columns",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
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+}
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\ No newline at end of file
diff --git a/bigfunctions/get_transport_emissions/index.html b/bigfunctions/get_transport_emissions/index.html
new file mode 100644
index 000000000..462bd3439
--- /dev/null
+++ b/bigfunctions/get_transport_emissions/index.html
@@ -0,0 +1,1301 @@
+
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+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction get_transport_emissions is a BigQuery function which Get the transport CO2 emissions given the `distance_km`">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/get_transport_emissions/">
+      
+      
+      
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+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
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+      
+        <title>get_transport_emissions - BigQuery function - BigFunctions</title>
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+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
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+
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+
+<meta property="og:description" content="BigFunction get_transport_emissions is a BigQuery function which Get the transport CO2 emissions given the `distance_km`" />
+
+
+<meta property="og:type" content="website" />
+
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+<meta property="og:url" content="https://unytics.io/bigfunctions/bigfunctions/get_transport_emissions/" />
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+  .hero .small {
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+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
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+    <div data-md-component="skip">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; get_transport_emissions
+</span></p>
+<h1 id="get_transport_emissions">get_transport_emissions<a class="headerlink" href="#get_transport_emissions" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/pierre-comalada" title="Author: Pierre Comalada" target="_blank">
+    <img src="https://miro.medium.com/v2/resize:fill:176:176/1*XbHJSmQOXRuuQP-8tTRJCg.png" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/get_data/get_transport_emissions.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>get_transport_emissions</code> ?</summary>
+<details class="success">
+<summary>Call <code>get_transport_emissions</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>get_transport_emissions</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>get_transport_emissions</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>get_transport_emissions</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>get_transport_emissions</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>get_transport_emissions
+bigfun<span class="w"> </span>deploy<span class="w"> </span>get_transport_emissions
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>get_transport_emissions(distance_km)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Get the transport CO2 emissions given the <code>distance_km</code>
+by transport mode
+from <a href="https://impactco2.fr/doc/api">impactco2.fr</a></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>Get transport emissions for 200 km</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">get_transport_emissions</span><span class="p">(</span><span class="mi">200</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_transport_emissions</span><span class="p">(</span><span class="mi">200</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">get_transport_emissions</span><span class="p">(</span><span class="mi">200</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------------------------------------------------------------------------------------------------------------------------------------------+
+| co2_emissions_by_transport_mode                                                                                                           |
++-------------------------------------------------------------------------------------------------------------------------------------------+
+| [
+  {&#34;id&#34;: 2, &#34;name&#34;: &#34;High-speed train&#34;,&#34;value&#34;:0.46},
+  {&#34;id&#34;: 22,&#34;name&#34;: &#34;Carpooling combustion (1 passenger)&#34;,&#34;value&#34;:19.2},
+  ...
+]
+ |
++-------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>get_transport_emissions</code>?</summary>
+<details class="success">
+<summary>Get help using <code>get_transport_emissions</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>get_transport_emissions</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A logistics company uses BigQuery to store data about its deliveries.  Each record in the <code>deliveries</code> table includes the <code>distance_km</code> for each delivery.  The company wants to calculate the estimated CO2 emissions for each delivery, broken down by different transportation modes (e.g., truck, train, plane) to understand its environmental impact and explore potential optimizations.</p>
+<p>They can use the <code>get_transport_emissions</code> function within a query like this:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">delivery_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">distance_km</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">get_transport_emissions</span><span class="p">(</span><span class="n">distance_km</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">co2_emissions</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">project</span><span class="p">.</span><span class="n">dataset</span><span class="p">.</span><span class="n">deliveries</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p>This query adds a new column, <code>co2_emissions</code>, to the results.  This column contains an array of structs, where each struct represents a transportation mode and its associated CO2 emission for the given distance. The company can then further process this data:</p>
+<ul>
+<li><strong>Aggregate emissions by transport mode:</strong>  Unnest the <code>co2_emissions</code> array and aggregate the total emissions for each transport mode across all deliveries.  This allows them to see which modes contribute most to their carbon footprint.</li>
+</ul>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">transport</span><span class="p">.</span><span class="n">name</span><span class="p">,</span>
+<span class="w">    </span><span class="k">SUM</span><span class="p">(</span><span class="n">transport</span><span class="p">.</span><span class="n">value</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">total_emissions</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">project</span><span class="p">.</span><span class="n">dataset</span><span class="p">.</span><span class="n">deliveries</span><span class="o">`</span><span class="p">,</span>
+<span class="w">    </span><span class="k">UNNEST</span><span class="p">(</span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">get_transport_emissions</span><span class="p">(</span><span class="n">distance_km</span><span class="p">))</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">transport</span>
+<span class="w">  </span><span class="k">GROUP</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">  </span><span class="k">ORDER</span><span class="w"> </span><span class="k">BY</span>
+<span class="w">    </span><span class="n">total_emissions</span><span class="w"> </span><span class="k">DESC</span>
+</code></pre></div>
+<ul>
+<li>
+<p><strong>Compare emissions for different delivery routes:</strong> If they have multiple potential routes for a delivery, they can use this function to estimate the emissions for each route and choose the most environmentally friendly option.</p>
+</li>
+<li>
+<p><strong>Scenario planning:</strong> The company could use this function to model the impact of switching to different transport modes for a portion of their deliveries.  For example, what would be the CO2 reduction if 20% of truck deliveries were switched to rail?</p>
+</li>
+<li>
+<p><strong>Reporting and dashboards:</strong> Integrate the emission data into reports and dashboards to monitor progress towards sustainability goals.</p>
+</li>
+</ul>
+<p>By using the <code>get_transport_emissions</code> function directly within their BigQuery workflows, the logistics company can efficiently analyze their emissions data without needing to manage external APIs or data transfers.  This enables them to make data-driven decisions to optimize their operations for lower environmental impact.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "get_transport_emissions",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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diff --git a/bigfunctions/get_value/index.html b/bigfunctions/get_value/index.html
new file mode 100644
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; get_value
+</span></p>
+<h1 id="get_value">get_value<a class="headerlink" href="#get_value" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/company/esmoz/" title="Author: Thomas Lépine" target="_blank">
+    <img src="https://esmoz.fr/wp-content/uploads/2022/03/logo_esmoz_40x20-1.png" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_array/get_value.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>get_value</code> ?</summary>
+<details class="success">
+<summary>Call <code>get_value</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>get_value</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>get_value</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>get_value</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>get_value</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>get_value
+bigfun<span class="w"> </span>deploy<span class="w"> </span>get_value
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>get_value(key_value_items, search_key)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Return the first <code>value</code> with a key <code>search_key</code> from <code>key_value_items</code>
+(or return <code>null</code> if <code>search_key</code> does not exist in <code>key_value_items</code>).</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">get_value</span><span class="p">([</span><span class="n">struct</span><span class="p">(</span><span class="s1">&#39;a&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">key</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">),</span><span class="w"> </span><span class="n">struct</span><span class="p">(</span><span class="s1">&#39;b&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">key</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">)],</span><span class="w"> </span><span class="s1">&#39;a&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_value</span><span class="p">([</span><span class="n">struct</span><span class="p">(</span><span class="s1">&#39;a&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">key</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">),</span><span class="w"> </span><span class="n">struct</span><span class="p">(</span><span class="s1">&#39;b&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">key</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">)],</span><span class="w"> </span><span class="s1">&#39;a&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">get_value</span><span class="p">([</span><span class="n">struct</span><span class="p">(</span><span class="s1">&#39;a&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">key</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">),</span><span class="w"> </span><span class="n">struct</span><span class="p">(</span><span class="s1">&#39;b&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">key</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">)],</span><span class="w"> </span><span class="s1">&#39;a&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------+
+| value |
++-------+
+| 8     |
++-------+
+</code>
+</pre>
+
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">get_value</span><span class="p">([</span><span class="n">struct</span><span class="p">(</span><span class="s1">&#39;a&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">key</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">),</span><span class="w"> </span><span class="n">struct</span><span class="p">(</span><span class="s1">&#39;b&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">key</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">)],</span><span class="w"> </span><span class="s1">&#39;c&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_value</span><span class="p">([</span><span class="n">struct</span><span class="p">(</span><span class="s1">&#39;a&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">key</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">),</span><span class="w"> </span><span class="n">struct</span><span class="p">(</span><span class="s1">&#39;b&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">key</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">)],</span><span class="w"> </span><span class="s1">&#39;c&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">get_value</span><span class="p">([</span><span class="n">struct</span><span class="p">(</span><span class="s1">&#39;a&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">key</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">),</span><span class="w"> </span><span class="n">struct</span><span class="p">(</span><span class="s1">&#39;b&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">key</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">)],</span><span class="w"> </span><span class="s1">&#39;c&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------+
+| value |
++-------+
+| null  |
++-------+
+</code>
+</pre>
+
+<p><strong>3. When there are multiple occurences of <code>search_key</code>, return the first found <code>value</code></strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">get_value</span><span class="p">([</span><span class="n">struct</span><span class="p">(</span><span class="s1">&#39;a&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">key</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">),</span><span class="w"> </span><span class="n">struct</span><span class="p">(</span><span class="s1">&#39;a&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">key</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">)],</span><span class="w"> </span><span class="s1">&#39;a&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_value</span><span class="p">([</span><span class="n">struct</span><span class="p">(</span><span class="s1">&#39;a&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">key</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">),</span><span class="w"> </span><span class="n">struct</span><span class="p">(</span><span class="s1">&#39;a&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">key</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">)],</span><span class="w"> </span><span class="s1">&#39;a&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">get_value</span><span class="p">([</span><span class="n">struct</span><span class="p">(</span><span class="s1">&#39;a&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">key</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">),</span><span class="w"> </span><span class="n">struct</span><span class="p">(</span><span class="s1">&#39;a&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">key</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">)],</span><span class="w"> </span><span class="s1">&#39;a&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------+
+| value |
++-------+
+| 8     |
++-------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>get_value</code>?</summary>
+<details class="success">
+<summary>Get help using <code>get_value</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>get_value</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>This <code>get_value</code> function is useful for extracting values from arrays of key-value pairs (structs).  Here are a few use cases:</p>
+<p><strong>1. Parameter Extraction:</strong> Imagine you have a table storing event data, where one column contains parameters as an array of key-value structs:</p>
+<div class="highlight"><pre><span></span><code>| event_id | parameters                                      |
+|----------|-------------------------------------------------|
+| 1        | [{&#39;key&#39;: &#39;user_id&#39;, &#39;value&#39;: &#39;123&#39;}, {&#39;key&#39;: &#39;event_type&#39;, &#39;value&#39;: &#39;purchase&#39;}] |
+| 2        | [{&#39;key&#39;: &#39;item_id&#39;, &#39;value&#39;: &#39;456&#39;}, {&#39;key&#39;: &#39;user_id&#39;, &#39;value&#39;: &#39;789&#39;}] |
+</code></pre></div>
+<p>You could use <code>get_value</code> to extract the <code>user_id</code> for each event:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">event_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">YOUR_REGION</span><span class="p">.</span><span class="n">get_value</span><span class="p">(</span><span class="k">parameters</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;user_id&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">user_id</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="n">your_table</span><span class="p">;</span>
+</code></pre></div>
+<p>This would give you:</p>
+<div class="highlight"><pre><span></span><code>| event_id | user_id |
+|----------|---------|
+| 1        | 123     |
+| 2        | 789     |
+</code></pre></div>
+<p><strong>2. Configuration Management:</strong>  Suppose you store configuration settings as key-value pairs in a table:</p>
+<div class="highlight"><pre><span></span><code>| setting_group | settings                                       |
+|---------------|-------------------------------------------------|
+| website       | [{&#39;key&#39;: &#39;theme&#39;, &#39;value&#39;: &#39;dark&#39;}, {&#39;key&#39;: &#39;font_size&#39;, &#39;value&#39;: &#39;16px&#39;}] |
+| mobile_app    | [{&#39;key&#39;: &#39;version&#39;, &#39;value&#39;: &#39;1.2.3&#39;}, {&#39;key&#39;: &#39;platform&#39;, &#39;value&#39;: &#39;ios&#39;}] |
+</code></pre></div>
+<p>You could retrieve specific settings using <code>get_value</code>:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">setting_group</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">YOUR_REGION</span><span class="p">.</span><span class="n">get_value</span><span class="p">(</span><span class="n">settings</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;theme&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">theme</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="n">your_config_table</span>
+<span class="k">WHERE</span><span class="w"> </span><span class="n">setting_group</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">&#39;website&#39;</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>3. Product Attributes:</strong>  E-commerce platforms often store product attributes as key-value pairs.  <code>get_value</code> can help extract these attributes:</p>
+<div class="highlight"><pre><span></span><code>| product_id | attributes                                     |
+|------------|-------------------------------------------------|
+| 1          | [{&#39;key&#39;: &#39;color&#39;, &#39;value&#39;: &#39;red&#39;}, {&#39;key&#39;: &#39;size&#39;, &#39;value&#39;: &#39;L&#39;}] |
+| 2          | [{&#39;key&#39;: &#39;weight&#39;, &#39;value&#39;: &#39;1kg&#39;}, {&#39;key&#39;: &#39;material&#39;, &#39;value&#39;: &#39;cotton&#39;}] |
+</code></pre></div>
+<p>You can extract the color of product 1 with:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">YOUR_REGION</span><span class="p">.</span><span class="n">get_value</span><span class="p">(</span><span class="n">attributes</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;color&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">color</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">your_product_table</span>
+<span class="k">WHERE</span><span class="w"> </span><span class="n">product_id</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span>
+</code></pre></div>
+<p>These are just a few examples. Anytime you have data stored as an array of key-value pairs in BigQuery, <code>get_value</code> can be a convenient way to access the values associated with specific keys. Remember to replace <code>YOUR_REGION</code> with the appropriate BigQuery region for your data.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/get_value" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "get_value",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/get_view_history/index.html b/bigfunctions/get_view_history/index.html
new file mode 100644
index 000000000..b4361e7d0
--- /dev/null
+++ b/bigfunctions/get_view_history/index.html
@@ -0,0 +1,1262 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction get_view_history is a BigQuery function which Get BigQuery View history">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/get_view_history/">
+      
+      
+      
+      
+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>get_view_history - BigQuery function - BigFunctions</title>
+      
+    
+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
+      
+      
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+        <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
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+        <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
+      
+    
+    
+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
+    
+      
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+    
+    
+    
+
+
+<meta property="og:title" content="get_view_history - BigQuery function - BigFunctions" />
+<meta property="twitter:card" content="summary" />
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+
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+
+<meta property="og:description" content="BigFunction get_view_history is a BigQuery function which Get BigQuery View history" />
+
+
+<meta property="og:type" content="website" />
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+<meta property="og:url" content="https://unytics.io/bigfunctions/bigfunctions/get_view_history/" />
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+<style>
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+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#get_view_history" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
+  <p style="text-align: right;">
+
+    <a href="https://github.com/unytics/bigfunctions" target="_blank" rel="noopener" title="github.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9M244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8M97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1m-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7m32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1m-11.4-14.7c-1.6 1-1.6 3.6 0 5.9s4.3 3.3 5.6 2.3c1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2"></path></svg>
+    </a>
+
+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"></path></svg>
+    </a>
+
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"></path></svg>
+    </a>
+
+  </p>
+
+          </div>
+          
+        </aside>
+      
+    </div>
+    
+    
+      
+
+  
+
+<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
+  <nav class="md-header__inner md-grid" aria-label="Header">
+    <a href="../.." title="BigFunctions" class="md-header__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
+          <span class="md-ellipsis">
+            BigFunctions
+          </span>
+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              get_view_history - BigQuery function
+            
+          </span>
+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
+    
+    
+    
+      <label class="md-header__button md-icon" for="__search">
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+      </label>
+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
+    <form class="md-search__form" name="search">
+      <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
+      <label class="md-search__icon md-icon" for="__search">
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
+      </label>
+      <nav class="md-search__options" aria-label="Search">
+        
+        <button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
+          
+          <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"/></svg>
+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
+        <div class="md-search-result" data-md-component="search-result">
+          <div class="md-search-result__meta">
+            Initializing search
+          </div>
+          <ol class="md-search-result__list" role="presentation"></ol>
+        </div>
+      </div>
+    </div>
+  </div>
+</div>
+    
+    
+      <div class="md-header__source">
+        <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
+  <div class="md-source__icon md-icon">
+    
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
+  </div>
+  <div class="md-source__repository">
+    unytics/bigfunctions
+  </div>
+</a>
+      </div>
+    
+  </nav>
+  
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+<nav class="md-tabs" aria-label="Tabs" data-md-component="tabs">
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+        
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+
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+    </li>
+  
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+    <li class="md-tabs__item">
+      <a href="../../framework/" class="md-tabs__link">
+        
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+  
+  Framework
+
+      </a>
+    </li>
+  
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+        
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+    
+    
+      <li class="md-tabs__item">
+        <a href="../../community/" class="md-tabs__link">
+          
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+    
+  
+  Community
+
+        </a>
+      </li>
+    
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+    <li class="md-tabs__item">
+      <a href="../../blog/" class="md-tabs__link">
+        
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+    
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+  Blog
+
+      </a>
+    </li>
+  
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+  
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+    <li class="md-tabs__item">
+      <a href="../../chat_with_us/" class="md-tabs__link">
+        
+  
+    
+  
+  Chat with us
+
+      </a>
+    </li>
+  
+
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+    </ul>
+  </div>
+</nav>
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+</header>
+    
+    <div class="md-container" data-md-component="container">
+      
+      
+        
+      
+      <main class="md-main" data-md-component="main">
+        <div class="md-main__inner md-grid">
+          
+            
+              
+                
+              
+              <div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" hidden>
+                <div class="md-sidebar__scrollwrap">
+                  <div class="md-sidebar__inner">
+                    
+
+
+  
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+
+<nav class="md-nav md-nav--primary md-nav--lifted" aria-label="Navigation" data-md-level="0">
+  <label class="md-nav__title" for="__drawer">
+    <a href="../.." title="BigFunctions" class="md-nav__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    BigFunctions
+  </label>
+  
+    <div class="md-nav__source">
+      <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+    
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
+  </div>
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+    unytics/bigfunctions
+  </div>
+</a>
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+      <a href="../" class="md-nav__link">
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+    
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+      <a href="../../framework/" class="md-nav__link">
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+          </label>
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+            <span class="md-nav__icon md-icon"></span>
+            Community
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
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+    <li class="md-nav__item">
+      <a href="../../community/" class="md-nav__link">
+        
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+  <span class="md-ellipsis">
+    Join the Community
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+      <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" class="md-nav__link">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; get_view_history
+</span></p>
+<h1 id="get_view_history">get_view_history<a class="headerlink" href="#get_view_history" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/utils/get_view_history.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>get_view_history</code> ?</summary>
+<details class="success">
+<summary>Call <code>get_view_history</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>get_view_history</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>get_view_history</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>get_view_history</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>get_view_history</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>get_view_history
+bigfun<span class="w"> </span>deploy<span class="w"> </span>get_view_history
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>get_view_history(fully_qualified_view)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Get BigQuery View history</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">get_view_history</span><span class="p">(</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">view_name</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_view_history</span><span class="p">(</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">view_name</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">get_view_history</span><span class="p">(</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">view_name</span><span class="p">);</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<details class="question">
+<summary>Need help or Found a bug using <code>get_view_history</code>?</summary>
+<details class="success">
+<summary>Get help using <code>get_view_history</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>get_view_history</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A use case for the <code>get_view_history</code> function is <strong>tracking changes and debugging issues with a view's definition.</strong></p>
+<p>Imagine a complex view used in several dashboards and reports. Suddenly, the reports start showing unexpected results. Using <code>get_view_history</code>, you can quickly:</p>
+<ol>
+<li><strong>Identify when the view definition changed:</strong> Retrieve the historical definitions of the view to pinpoint the exact time a modification was made that might have introduced the error.</li>
+<li><strong>Compare different versions:</strong>  Analyze the differences between previous versions and the current definition to understand exactly what changed in the SQL query.  This helps in identifying the root cause of the issue.</li>
+<li><strong>Revert to a previous version:</strong> If a problematic change is identified, having access to the historical definitions makes it easy to revert the view to a known good state while a fix is being developed.</li>
+<li><strong>Audit view changes:</strong> Track who made changes and when, enhancing accountability and control over critical data assets. This is particularly important for regulatory compliance and data governance.</li>
+<li><strong>Understand the evolution of a view:</strong> By examining the history, you can gain insights into how the view's logic has evolved over time, aiding in documentation and knowledge transfer.</li>
+</ol>
+<p>Example: Let's say your view <code>my_project.my_dataset.important_sales_view</code> is producing incorrect totals. You suspect a recent change to the view's SQL is responsible.  You could use <code>get_view_history</code> (assuming your project is in the <code>US</code> multi-region):</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_view_history</span><span class="p">(</span><span class="s1">&#39;my_project.my_dataset.important_sales_view&#39;</span><span class="p">);</span>
+</code></pre></div>
+<p>This would return a table showing the different versions of the view's definition along with timestamps, allowing you to compare the SQL before and after the problem started occurring. This helps isolate the problematic change and restore a correct version quickly.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "get_view_history",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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diff --git a/bigfunctions/get_webpage_data/index.html b/bigfunctions/get_webpage_data/index.html
new file mode 100644
index 000000000..25869fa13
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+        <meta name="description" content="BigFunction get_webpage_data is a BigQuery function which Extract `data` from `url` using `prompt`">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; get_webpage_data
+</span></p>
+<h1 id="get_webpage_data">get_webpage_data<a class="headerlink" href="#get_webpage_data" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/get_data/get_webpage_data.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>get_webpage_data</code> ?</summary>
+<details class="success">
+<summary>Call <code>get_webpage_data</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>get_webpage_data</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>get_webpage_data</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>get_webpage_data</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>get_webpage_data</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>get_webpage_data
+bigfun<span class="w"> </span>deploy<span class="w"> </span>get_webpage_data
+</code></pre></div>
+<p><strong>Requirements</strong></p>
+<p><code>get_webpage_data</code> uses the following secrets. Get them by reading the documentation link and store them in <a href="https://console.cloud.google.com/security/secret-manager" target="_blank">Google Secret Manager</a> in the project where you deploy the function (and give Accessor role to the service account of the function):</p>
+<table>
+<thead>
+<tr>
+<th>name</th>
+<th>description</th>
+<th>documentation to get the secret</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>gemini_api_key</code></td>
+<td>Gemini Api Key</td>
+<td><a href="https://ai.google.dev/gemini-api/docs/api-key" target="_blank">doc</a></td>
+</tr>
+</tbody>
+</table>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>get_webpage_data(prompt, url)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Extract <code>data</code> from <code>url</code> using <code>prompt</code>
+(using <a href="https://scrapegraph-ai.readthedocs.io/en/latest/introduction/overview.html">scrapegraph-ai python library</a>)</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">get_webpage_data</span><span class="p">(</span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  Return the list of bigfunctions in the category &quot;get data&quot;.</span>
+
+<span class="s1">  Result must be a dict with the name of the bigfunction as key and its description as value.</span>
+<span class="s1">  Do not include arguments in the name.</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;https://unytics.io/bigfunctions/bigfunctions/&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_webpage_data</span><span class="p">(</span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  Return the list of bigfunctions in the category &quot;get data&quot;.</span>
+
+<span class="s1">  Result must be a dict with the name of the bigfunction as key and its description as value.</span>
+<span class="s1">  Do not include arguments in the name.</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;https://unytics.io/bigfunctions/bigfunctions/&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">get_webpage_data</span><span class="p">(</span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  Return the list of bigfunctions in the category &quot;get data&quot;.</span>
+
+<span class="s1">  Result must be a dict with the name of the bigfunction as key and its description as value.</span>
+<span class="s1">  Do not include arguments in the name.</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;https://unytics.io/bigfunctions/bigfunctions/&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| data                                                                                                                                                                                |
++-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| {
+  &#34;exchange_rate&#34;: &#34;Get `exchange_rate`&#34;,
+  &#34;faker&#34;: &#34;Generates fake data&#34;,
+  &#34;get&#34;: &#34;Request `url`&#34;,
+  &#34;get_appstore_reviews&#34;: &#34;GET Apple App Store Reviews of an app&#34;,
+  ...
+}
+ |
++-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>get_webpage_data</code>?</summary>
+<details class="success">
+<summary>Get help using <code>get_webpage_data</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>get_webpage_data</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>The provided function <code>get_webpage_data(prompt, url)</code> allows you to extract specific data from a webpage using a natural language prompt.  Here are a few use cases:</p>
+<ul>
+<li><strong>Competitive Analysis:</strong> You could extract pricing information from competitor websites.  For example:</li>
+</ul>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_webpage_data</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;Extract the price of the &quot;Product X&quot; from the product page.&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;https://competitorwebsite.com/product-x&#39;</span>
+<span class="p">);</span>
+</code></pre></div>
+<ul>
+<li><strong>Market Research:</strong> Extract product descriptions and customer reviews from e-commerce sites to understand market trends and customer sentiment:</li>
+</ul>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_webpage_data</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;Extract all customer reviews and ratings for &quot;Product Y&quot;.&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;https://ecommercewebsite.com/product-y&#39;</span>
+<span class="p">);</span>
+</code></pre></div>
+<ul>
+<li><strong>Lead Generation:</strong> Extract contact information from business directories or websites:</li>
+</ul>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_webpage_data</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;Extract the email address and phone number from the contact us page.&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;https://targetcompany.com/contact-us&#39;</span>
+<span class="p">);</span>
+</code></pre></div>
+<ul>
+<li><strong>Content Aggregation:</strong> Pull news headlines and summaries from various news websites to create a consolidated news feed:</li>
+</ul>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_webpage_data</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;Extract the headline and summary of the top 3 news articles on the homepage.&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;https://newswebsite.com&#39;</span>
+<span class="p">);</span>
+</code></pre></div>
+<ul>
+<li><strong>Real Estate Data Analysis:</strong> Extract property details like price, square footage, and number of bedrooms from real estate listings:</li>
+</ul>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_webpage_data</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;Extract the price, square footage, number of bedrooms, and address of the property.&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;https://realestatewebsite.com/property-listing-123&#39;</span>
+<span class="p">);</span>
+</code></pre></div>
+<ul>
+<li>
+<p><strong>Monitoring Website Changes:</strong> Track changes in product availability or pricing on a specific webpage by periodically calling the function with the same prompt and URL.</p>
+</li>
+<li>
+<p><strong>Extracting Data from Tables within Web Pages:</strong> The function can be used to parse HTML tables and extract structured data. For instance, it can extract financial data from tables on a company's investor relations page.</p>
+</li>
+</ul>
+<p>The key advantage is the use of natural language prompts, making it easier to specify what data you need without needing to write complex web scraping code or understand the underlying HTML structure. However, the accuracy and reliability depend heavily on the clarity and specificity of the prompt and the complexity of the target website's structure.  It's essential to test and refine prompts for optimal results.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/get_webpage_data" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "get_webpage_data",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
+
+
+
+
+
+  
+  
+
+
+
+<!-- Was this page helpful? -->
+
+
+  
+
+
+
+<!-- Comment system -->
+
+                
+              </article>
+            </div>
+          
+          
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+
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; get_webpage_metadata
+</span></p>
+<h1 id="get_webpage_metadata">get_webpage_metadata<a class="headerlink" href="#get_webpage_metadata" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/get_data/get_webpage_metadata.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>get_webpage_metadata</code> ?</summary>
+<details class="success">
+<summary>Call <code>get_webpage_metadata</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>get_webpage_metadata</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>get_webpage_metadata</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>get_webpage_metadata</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>get_webpage_metadata</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>get_webpage_metadata
+bigfun<span class="w"> </span>deploy<span class="w"> </span>get_webpage_metadata
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>get_webpage_metadata(url)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Get webpage metadata
+(using <a href="https://github.com/jvanasco/metadata_parser">metadata_parser</a> python library)</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">get_webpage_metadata</span><span class="p">(</span><span class="s1">&#39;https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_webpage_metadata</span><span class="p">(</span><span class="s1">&#39;https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">get_webpage_metadata</span><span class="p">(</span><span class="s1">&#39;https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------+
+| metadata |
++----------+
+| {...}    |
++----------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>get_webpage_metadata</code>?</summary>
+<details class="success">
+<summary>Get help using <code>get_webpage_metadata</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>get_webpage_metadata</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You could use this function in BigQuery to analyze a dataset of URLs and extract metadata from each URL.  Here are a few concrete use cases:</p>
+<ul>
+<li>
+<p><strong>SEO Analysis:</strong>  Imagine you have a table of competitor websites. You could use <code>get_webpage_metadata</code> to extract title tags, descriptions, and other metadata to understand their SEO strategies and identify opportunities.  You could analyze trends in keywords used in titles and descriptions.</p>
+</li>
+<li>
+<p><strong>Content Auditing:</strong>  For a large website, you might have a table of all your pages.  This function could help you audit your content by extracting metadata and looking for missing or inconsistent information, like missing title tags or descriptions that are too short.</p>
+</li>
+<li>
+<p><strong>Social Media Analysis:</strong> If you have a table of URLs shared on social media, you could use this function to understand the type of content being shared.  Extracting titles and descriptions can give you insights into the topics and themes that resonate with your audience.</p>
+</li>
+<li>
+<p><strong>Data Enrichment:</strong>  Suppose you have a table of news articles with only URLs. You can enrich this data by extracting metadata such as the publisher, publication date, and author, if available, using this function.</p>
+</li>
+<li>
+<p><strong>Classifying Web Pages:</strong> Based on the extracted metadata like title and description, you can train a machine learning model to categorize web pages into different topics or industries.</p>
+</li>
+</ul>
+<p>Here's a simplified example in BigQuery (assuming your dataset is in the <code>us</code> region and your table is named <code>urls</code> with a column named <code>url</code>):</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">url</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_webpage_metadata</span><span class="p">(</span><span class="n">url</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">metadata</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">urls</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p>This query would add a new column called <code>metadata</code> to your table, containing the extracted metadata for each URL.  You could then further process this JSON metadata within BigQuery to extract specific fields.  For instance, to extract the title:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">url</span><span class="p">,</span>
+<span class="w">    </span><span class="n">JSON_EXTRACT_SCALAR</span><span class="p">(</span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_webpage_metadata</span><span class="p">(</span><span class="n">url</span><span class="p">),</span><span class="w"> </span><span class="s1">&#39;$.title&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">title</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">urls</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "get_webpage_metadata",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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+  <a href=".." style="color: silver">bigfunctions </a> &gt; get_webpage_structured_data
+</span></p>
+<h1 id="get_webpage_structured_data">get_webpage_structured_data<a class="headerlink" href="#get_webpage_structured_data" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/get_data/get_webpage_structured_data.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>get_webpage_structured_data</code> ?</summary>
+<details class="success">
+<summary>Call <code>get_webpage_structured_data</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>get_webpage_structured_data</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>get_webpage_structured_data</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>get_webpage_structured_data</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>get_webpage_structured_data</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>get_webpage_structured_data
+bigfun<span class="w"> </span>deploy<span class="w"> </span>get_webpage_structured_data
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>get_webpage_structured_data(url)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Get webpage Structured Data
+that <a href="https://developers.google.com/search/docs/appearance/structured-data/intro-structured-data">Google shows in search results</a>.</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">get_webpage_structured_data</span><span class="p">(</span><span class="s1">&#39;https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_webpage_structured_data</span><span class="p">(</span><span class="s1">&#39;https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">get_webpage_structured_data</span><span class="p">(</span><span class="s1">&#39;https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------------+
+| structured_data |
++-----------------+
+| {...}           |
++-----------------+
+</code>
+</pre>
+
+<p><a href="../get_webpage_structured_data.png"><img alt="screenshot" src="../get_webpage_structured_data.png" style="border: var(--md-code-bg-color) solid 1rem; margin-top: -1rem; width: 100%"></a></p>
+<details class="question">
+<summary>Need help or Found a bug using <code>get_webpage_structured_data</code>?</summary>
+<details class="success">
+<summary>Get help using <code>get_webpage_structured_data</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>get_webpage_structured_data</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A use case for the <code>get_webpage_structured_data</code> function is <strong>SEO analysis and monitoring</strong>.</p>
+<p>Imagine you have a database of competitor websites or a list of your own web pages. You could use this function within BigQuery to:</p>
+<ol>
+<li>
+<p><strong>Extract structured data at scale:</strong> Periodically run a query that iterates through your list of URLs and calls <code>get_webpage_structured_data</code> for each one.  This allows you to collect the structured data for a large number of pages efficiently.</p>
+</li>
+<li>
+<p><strong>Identify missing or incorrect structured data:</strong> Analyze the returned JSON for specific schema types (e.g., Product, Article, LocalBusiness) to ensure your competitors or your own pages have correctly implemented structured data markup. This helps identify opportunities to improve search engine visibility.</p>
+</li>
+<li>
+<p><strong>Track changes in structured data:</strong> By running the function regularly, you can monitor changes in structured data implementations over time. This could indicate updates to content, changes in SEO strategy, or technical issues.</p>
+</li>
+<li>
+<p><strong>Competitive analysis:</strong>  See what structured data your competitors are using.  This can inform your own SEO strategy.  For example, if competitors are using a specific schema type that you aren't, it might be worth investigating.</p>
+</li>
+<li>
+<p><strong>Automated reporting:</strong> Build dashboards and reports in BigQuery to visualize structured data trends and identify areas for improvement.</p>
+</li>
+</ol>
+<p><strong>Example Scenario:</strong></p>
+<p>Let's say you want to check if your competitors are using the <code>Product</code> schema correctly on their product pages. You have a table called <code>competitor_products</code> with a column <code>product_url</code>. You can use the <code>get_webpage_structured_data</code> function in a query like this:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">competitor_products</span><span class="p">.</span><span class="n">product_url</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">get_webpage_structured_data</span><span class="p">(</span><span class="n">competitor_products</span><span class="p">.</span><span class="n">product_url</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">structured_data</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">competitor_products</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p>This query will return the structured data for each product URL.  You can then further process the JSON within BigQuery to check for the presence and correctness of the <code>Product</code> schema, allowing you to identify competitors who are doing a better job with structured data and learn from their implementation.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/get_webpage_structured_data" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
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+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "get_webpage_structured_data",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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diff --git a/bigfunctions/gregorian2hijri/index.html b/bigfunctions/gregorian2hijri/index.html
new file mode 100644
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@@ -0,0 +1,1280 @@
+
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; gregorian2hijri
+</span></p>
+<h1 id="gregorian2hijri">gregorian2hijri<a class="headerlink" href="#gregorian2hijri" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://stackoverflow.com/users/23326889/fahed-sabellioglu" title="Author: Fahed Sabellioglu" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a/ACg8ocLdYt_9sKc80I-jaH_0VVz6zaSpYZ3-wV3XiNh8Z8QBiA=k-s256" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_date/gregorian2hijri.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>gregorian2hijri</code> ?</summary>
+<details class="success">
+<summary>Call <code>gregorian2hijri</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>gregorian2hijri</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>gregorian2hijri</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>gregorian2hijri</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>gregorian2hijri</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>gregorian2hijri
+bigfun<span class="w"> </span>deploy<span class="w"> </span>gregorian2hijri
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>gregorian2hijri(gregorian_date)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Convert Gregorian Date to Hijri Date (taken from <a href="https://stackoverflow.com/questions/78072960/convert-dates-gregorian-to-hijri-bigquery#answer-78079872">here</a>)</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">gregorian2hijri</span><span class="p">(</span><span class="nb">date</span><span class="w"> </span><span class="s1">&#39;2023-02-12&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">gregorian2hijri</span><span class="p">(</span><span class="nb">date</span><span class="w"> </span><span class="s1">&#39;2023-02-12&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">gregorian2hijri</span><span class="p">(</span><span class="nb">date</span><span class="w"> </span><span class="s1">&#39;2023-02-12&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------+
+| hijri_date |
++------------+
+| 1444-7-20  |
++------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>gregorian2hijri</code>?</summary>
+<details class="success">
+<summary>Get help using <code>gregorian2hijri</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>gregorian2hijri</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A use case for the <code>gregorian2hijri</code> function would be for any application or analysis that needs to represent dates in both the Gregorian and Hijri calendars.  Here are a few specific examples:</p>
+<ul>
+<li>
+<p><strong>Event Scheduling and Reminders:</strong> An application scheduling events for a predominantly Muslim audience could use this function to display event dates in the Hijri calendar alongside the Gregorian date.  This would be particularly relevant for religious holidays or culturally significant dates.  Reminder systems could also utilize this function to send out reminders based on the Hijri date.</p>
+</li>
+<li>
+<p><strong>Historical Data Analysis:</strong> Researchers studying historical events in regions where the Hijri calendar was prevalent could use this function to convert Gregorian dates in their datasets to Hijri dates. This allows for a more accurate understanding of the timing of events within the historical context.</p>
+</li>
+<li>
+<p><strong>Financial Reporting:</strong> Businesses operating in regions using the Hijri calendar might need to generate reports based on both calendar systems. This function would facilitate the conversion of Gregorian transaction dates to Hijri dates for accurate financial reporting and analysis.</p>
+</li>
+<li>
+<p><strong>Data Warehousing and ETL:</strong>  In a data warehouse setting, having a function like this available simplifies the process of converting Gregorian dates to Hijri dates during the Extract, Transform, Load (ETL) process. This allows for consistent date representation and facilitates analysis that requires both calendar systems.</p>
+</li>
+<li>
+<p><strong>E-commerce and Localized Applications:</strong>  E-commerce platforms or applications catering to a global audience could use this function to display dates in the user's preferred calendar system.  This improves user experience and facilitates better understanding of delivery dates, promotional periods, etc., especially in regions where the Hijri calendar is commonly used.</p>
+</li>
+<li>
+<p><strong>Genealogical Research:</strong> Individuals researching family history in regions using the Hijri calendar could use this function to convert Gregorian dates on birth certificates, marriage records, or other historical documents to Hijri dates, aiding in the accurate reconstruction of family timelines.</p>
+</li>
+</ul>
+<p>In essence, <code>gregorian2hijri</code> bridges the gap between the Gregorian and Hijri calendar systems within BigQuery, enabling a wider range of applications and analyses for data involving dates relevant to both calendars.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/gregorian2hijri" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "gregorian2hijri",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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+    </a>
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+  </div>
+</footer>
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+  </body>
+</html>
\ No newline at end of file
diff --git a/bigfunctions/h3/index.html b/bigfunctions/h3/index.html
new file mode 100644
index 000000000..4400e979d
--- /dev/null
+++ b/bigfunctions/h3/index.html
@@ -0,0 +1,1293 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction h3 is a BigQuery function which Wrapper around [Uber H3](https://github.com/uber/h3-js)">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/h3/">
+      
+      
+      
+      
+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>h3 - BigQuery function - BigFunctions</title>
+      
+    
+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
+      
+      
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+        
+        <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
+        <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Roboto:300,300i,400,400i,700,700i%7CRoboto+Mono:400,400i,700,700i&display=fallback">
+        <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
+      
+    
+    
+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
+    
+      
+
+    
+    
+    
+
+
+<meta property="og:title" content="h3 - BigQuery function - BigFunctions" />
+<meta property="twitter:card" content="summary" />
+<meta property="twitter:title" content="h3 - BigQuery function - BigFunctions" />
+
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+
+<meta property="og:description" content="BigFunction h3 is a BigQuery function which Wrapper around [Uber H3](https://github.com/uber/h3-js)" />
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+<meta property="og:type" content="website" />
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+<meta property="og:url" content="https://unytics.io/bigfunctions/bigfunctions/h3/" />
+
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+<meta property="og:image" content="https://unytics.io/bigfunctions/assets/logo_and_name.png" />
+<meta property="og:image:type" content="image/png" />
+<meta property="og:image:width" content="2500" />
+<meta property="og:image:height" content="541" />
+<meta property="twitter:image" content="https://unytics.io/bigfunctions/assets/logo_and_name.png" />
+<meta property="twitter:image:alt" content="Supercharge BigQuery with BigFunctions" />
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+<script>window.plausible = window.plausible || function() { (window.plausible.q = window.plausible.q || []).push(arguments) }</script>
+
+
+
+<style>
+.md-typeset .admonition.abstract,
+.md-typeset details.abstract {
+  border-color: rgb(43, 155, 70);
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+.md-typeset .abstract > .admonition-title,
+.md-typeset .abstract > summary {
+  background-color: var(--md-primary-fg-color);
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+.md-typeset .abstract > .admonition-title::before,
+.md-typeset .abstract > summary::before {
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+.admonition.note {
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+.md-banner p {
+    line-height: 2.4!important;
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+.md-banner p a {
+    color: var(--md-footer-fg-color--light)!important;
+      margin: 0 10px;
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+.md-banner p a:hover {
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+
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+  max-width: 1000px;
+  /*min-width: 600px;*/
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+  margin: 0 auto;
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+  align-items: stretch;
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+  font-size: 2rem;
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+    font-weight: 600;
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+  display: none;
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+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
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+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
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+  border-radius: .1rem;
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+.md-typeset .max-width-800.md\:two-columns>ul>li {
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+  padding: 0 2rem 2rem;
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+  margin: auto;
+  height: 100%;
+}
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+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
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+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
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+    <div data-md-component="skip">
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+          Skip to content
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+            
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+    </a>
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+    <label class="md-header__button md-icon" for="__drawer">
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+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
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+  <label class="md-search__overlay" for="__search"></label>
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+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
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+      </nav>
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; h3
+</span></p>
+<h1 id="h3">h3<a class="headerlink" href="#h3" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_geo_data/h3.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>h3</code> ?</summary>
+<details class="success">
+<summary>Call <code>h3</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>h3</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>h3</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>h3</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>h3</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>h3
+bigfun<span class="w"> </span>deploy<span class="w"> </span>h3
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>h3(function_name, arguments)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Wrapper around <a href="https://github.com/uber/h3-js">Uber H3</a>
+(A Hexagonal Hierarchical Geospatial Indexing System).</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">h3</span><span class="p">(</span><span class="s1">&#39;latLngToCell&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;[37.3615593, -122.0553238, 7]&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">h3</span><span class="p">(</span><span class="s1">&#39;latLngToCell&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;[37.3615593, -122.0553238, 7]&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">h3</span><span class="p">(</span><span class="s1">&#39;latLngToCell&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;[37.3615593, -122.0553238, 7]&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------------------+
+| result            |
++-------------------+
+| &#34;87283472bffffff&#34; |
++-------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>h3</code>?</summary>
+<details class="success">
+<summary>Get help using <code>h3</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>h3</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A use case for the <code>h3</code> BigQuery function would be analyzing ride-sharing data.  Imagine you have a table of ride-sharing trips with starting and ending GPS coordinates (latitude and longitude). You want to identify popular pickup and dropoff locations at different levels of granularity.</p>
+<p>Here's how you could use the <code>h3</code> function:</p>
+<ol>
+<li><strong>Convert GPS coordinates to H3 indexes:</strong>  Use the <code>latLngToCell</code> function within <code>h3</code> to convert each ride's start and end coordinates into H3 indexes at a specific resolution.  The resolution controls the size of the hexagonal grid cells. A higher resolution (e.g., 10) means smaller, more precise cells, while a lower resolution (e.g., 6) means larger, more generalized cells.</li>
+</ol>
+<p><div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">trip_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="o">&lt;</span><span class="n">your</span><span class="o">-</span><span class="n">region</span><span class="o">&gt;</span><span class="p">.</span><span class="n">h3</span><span class="p">(</span><span class="s1">&#39;latLngToCell&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">JSON_ARRAY</span><span class="p">(</span><span class="n">start_lat</span><span class="p">,</span><span class="w"> </span><span class="n">start_lng</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">))</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">start_h3</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="o">&lt;</span><span class="n">your</span><span class="o">-</span><span class="n">region</span><span class="o">&gt;</span><span class="p">.</span><span class="n">h3</span><span class="p">(</span><span class="s1">&#39;latLngToCell&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">JSON_ARRAY</span><span class="p">(</span><span class="n">end_lat</span><span class="p">,</span><span class="w"> </span><span class="n">end_lng</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">))</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">end_h3</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">rides_table</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+   Replace <code>&lt;your-region&gt;</code> with the appropriate BigQuery region (e.g., <code>us</code>, <code>eu</code>, <code>us_central1</code>).</p>
+<ol>
+<li><strong>Aggregate trips by H3 index:</strong> Now you can group the trips by their <code>start_h3</code> or <code>end_h3</code> indexes to count the number of pickups or dropoffs within each hexagonal grid cell.</li>
+</ol>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">start_h3</span><span class="p">,</span>
+<span class="w">    </span><span class="k">COUNT</span><span class="p">(</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">pickup_count</span>
+<span class="k">FROM</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="k">SELECT</span>
+<span class="w">        </span><span class="n">bigfunctions</span><span class="p">.</span><span class="o">&lt;</span><span class="n">your</span><span class="o">-</span><span class="n">region</span><span class="o">&gt;</span><span class="p">.</span><span class="n">h3</span><span class="p">(</span><span class="s1">&#39;latLngToCell&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">JSON_ARRAY</span><span class="p">(</span><span class="n">start_lat</span><span class="p">,</span><span class="w"> </span><span class="n">start_lng</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">))</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">start_h3</span>
+<span class="w">    </span><span class="k">FROM</span>
+<span class="w">        </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">rides_table</span><span class="o">`</span>
+<span class="p">)</span>
+<span class="k">GROUP</span><span class="w"> </span><span class="k">BY</span>
+<span class="w">    </span><span class="n">start_h3</span>
+<span class="k">ORDER</span><span class="w"> </span><span class="k">BY</span>
+<span class="w">    </span><span class="n">pickup_count</span><span class="w"> </span><span class="k">DESC</span><span class="p">;</span>
+</code></pre></div>
+<ol>
+<li><strong>Visualize the results:</strong>  You can export the results to a visualization tool like GeoJSON.io or Kepler.gl.  Since H3 indexes represent hexagons, you can easily display them on a map to visualize the density of ride-sharing activity in different areas.  This allows you to identify hotspots, areas with high demand, or areas that might benefit from more drivers.</li>
+</ol>
+<p>By using different H3 resolutions, you can analyze ride-sharing patterns at different scales.  For example, a resolution of 8 might be suitable for identifying neighborhoods with high pickup activity, while a resolution of 6 could be used to analyze demand across larger districts or cities.  The <code>h3</code> function also provides other functionalities from the H3 library, such as finding neighboring cells (<code>kRing</code>), which can be useful for analyzing nearby areas or defining service zones.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "h3",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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+  
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+            </div>
+          
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+
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new file mode 100644
index 000000000..d5699b7dc
--- /dev/null
+++ b/bigfunctions/html2pdf/index.html
@@ -0,0 +1,1322 @@
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+      
+      
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+      
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+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
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+        
+        <a href="#html2pdf" class="md-skip">
+          Skip to content
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+        <aside class="md-banner">
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+            
+            
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+    </a>
+
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+    </a>
+
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+  </p>
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+    <label class="md-header__button md-icon" for="__drawer">
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+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
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+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
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+        <div class="md-header__topic" data-md-component="header-topic">
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+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
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+      </label>
+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
+    <form class="md-search__form" name="search">
+      <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
+      <label class="md-search__icon md-icon" for="__search">
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+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
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+      <nav class="md-search__options" aria-label="Search">
+        
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+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; html2pdf
+</span></p>
+<h1 id="html2pdf">html2pdf<a class="headerlink" href="#html2pdf" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/guillaume-pivette/" title="Author: Guillaume Pivette from Neoxia" target="_blank">
+    <img src="https://cdn-images-1.medium.com/v2/resize:fit:92/1*jHdQzX82eU5lyjBYp63NqQ@2x.png" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/convert_data_format/html2pdf.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>html2pdf</code> ?</summary>
+<details class="success">
+<summary>Call <code>html2pdf</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>html2pdf</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>html2pdf</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>html2pdf</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>html2pdf</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>html2pdf
+bigfun<span class="w"> </span>deploy<span class="w"> </span>html2pdf
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>html2pdf(html)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Convert <code>html</code> to <code>pdf</code>
+encoded as a base64 string.</p>
+<blockquote>
+<p>This function is useful to combine with <code>send_mail</code> if you want to send a personnalized pdf to some people.</p>
+<p>To have a beautiful pdf, we advise you to get inspired by <a href="https://github.com/sparksuite/simple-html-invoice-template">this invoice template</a>.</p>
+</blockquote>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">html2pdf</span><span class="p">(</span><span class="ss">&quot;&lt;h1&gt;Love It!&lt;/h1&gt;&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">html2pdf</span><span class="p">(</span><span class="ss">&quot;&lt;h1&gt;Love It!&lt;/h1&gt;&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">html2pdf</span><span class="p">(</span><span class="ss">&quot;&lt;h1&gt;Love It!&lt;/h1&gt;&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------+
+| pdf_base64       |
++------------------+
+| JVBERi0xLjQK.... |
++------------------+
+</code>
+</pre>
+
+<p><a href="../html2pdf.png"><img alt="screenshot" src="../html2pdf.png" style="border: var(--md-code-bg-color) solid 1rem; margin-top: -1rem; width: 100%"></a></p>
+<details class="question">
+<summary>Need help or Found a bug using <code>html2pdf</code>?</summary>
+<details class="success">
+<summary>Get help using <code>html2pdf</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>html2pdf</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A use case for the <code>html2pdf</code> BigQuery function would be generating personalized PDF invoices or reports directly from BigQuery data.  Imagine you have a table with customer order information, including items purchased, quantities, prices, and customer details. You could use a query to format this data into an HTML invoice template, then use the <code>html2pdf</code> function to convert this HTML into a PDF for each customer.</p>
+<p>Here's a more concrete example:</p>
+<p><strong>1. Data in BigQuery:</strong></p>
+<div class="highlight"><pre><span></span><code>orders table:
+| order_id | customer_id | item | quantity | price | customer_name | customer_email |
+|---|---|---|---|---|---|---|
+| 1 | 123 | Widget A | 2 | 10 | John Doe | john.doe@email.com |
+| 1 | 123 | Widget B | 1 | 25 | John Doe | john.doe@email.com |
+| 2 | 456 | Widget C | 3 | 15 | Jane Smith | jane.smith@email.com |
+</code></pre></div>
+<p><strong>2. BigQuery SQL with <code>html2pdf</code>:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">order_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">customer_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">html2pdf</span><span class="p">(</span><span class="n">FORMAT</span><span class="p">(</span><span class="ss">&quot;&quot;&quot;</span>
+<span class="ss">        &lt;!DOCTYPE html&gt;</span>
+<span class="ss">        &lt;html&gt;</span>
+<span class="ss">        &lt;head&gt;</span>
+<span class="ss">          &lt;title&gt;Invoice #%d&lt;/title&gt;</span>
+<span class="ss">        &lt;/head&gt;</span>
+<span class="ss">        &lt;body&gt;</span>
+<span class="ss">          &lt;h1&gt;Invoice #%d&lt;/h1&gt;</span>
+<span class="ss">          &lt;p&gt;Customer: %s&lt;/p&gt;</span>
+<span class="ss">          &lt;table&gt;</span>
+<span class="ss">            &lt;tr&gt;&lt;th&gt;Item&lt;/th&gt;&lt;th&gt;Quantity&lt;/th&gt;&lt;th&gt;Price&lt;/th&gt;&lt;/tr&gt;</span>
+<span class="ss">            %s</span>
+<span class="ss">          &lt;/table&gt;</span>
+<span class="ss">          &lt;p&gt;Total: $%d&lt;/p&gt;</span>
+<span class="ss">        &lt;/body&gt;</span>
+<span class="ss">        &lt;/html&gt;</span>
+<span class="ss">    &quot;&quot;&quot;</span><span class="p">,</span><span class="w"> </span><span class="n">order_id</span><span class="p">,</span><span class="w"> </span><span class="n">order_id</span><span class="p">,</span><span class="w"> </span><span class="n">customer_name</span><span class="p">,</span><span class="w"> </span><span class="n">ARRAY_TO_STRING</span><span class="p">(</span>
+<span class="w">        </span><span class="n">ARRAY_AGG</span><span class="p">(</span>
+<span class="w">            </span><span class="n">FORMAT</span><span class="p">(</span><span class="ss">&quot;&quot;&quot;&lt;tr&gt;&lt;td&gt;%s&lt;/td&gt;&lt;td&gt;%d&lt;/td&gt;&lt;td&gt;$%d&lt;/td&gt;&lt;/tr&gt;&quot;&quot;&quot;</span><span class="p">,</span><span class="w"> </span><span class="n">item</span><span class="p">,</span><span class="w"> </span><span class="n">quantity</span><span class="p">,</span><span class="w"> </span><span class="n">price</span><span class="p">)</span>
+<span class="w">        </span><span class="p">),</span><span class="w"> </span><span class="s1">&#39;&#39;</span>
+<span class="w">    </span><span class="p">),</span><span class="w"> </span><span class="k">SUM</span><span class="p">(</span><span class="n">quantity</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">price</span><span class="p">)))</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">invoice_pdf</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">orders</span><span class="o">`</span>
+<span class="k">GROUP</span><span class="w"> </span><span class="k">BY</span>
+<span class="w">    </span><span class="n">order_id</span><span class="p">,</span><span class="w"> </span><span class="n">customer_id</span><span class="p">,</span><span class="w"> </span><span class="n">customer_name</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Explanation:</strong></p>
+<ul>
+<li>The query groups order items by <code>order_id</code> and <code>customer_id</code>.</li>
+<li>Inside the <code>FORMAT</code> function, an HTML invoice template is created. Placeholders like <code>%d</code> and <code>%s</code> are used for dynamic data.</li>
+<li><code>ARRAY_AGG</code> and <code>ARRAY_TO_STRING</code> are used to create the table rows of items in the invoice.</li>
+<li><code>SUM(quantity * price)</code> calculates the total amount.</li>
+<li>Finally, <code>bigfunctions.us.html2pdf</code> converts the generated HTML string into a base64 encoded PDF.</li>
+</ul>
+<p><strong>3. Result:</strong></p>
+<p>The query will return a table with <code>order_id</code>, <code>customer_id</code>, and <code>invoice_pdf</code> (base64 encoded PDF) for each order.  You could then use another tool or process to decode the base64 strings and store or send the PDF invoices. This could be part of a scheduled job to automatically generate and email invoices to customers.</p>
+<p><strong>Other Use Cases:</strong></p>
+<ul>
+<li>Generating personalized reports (e.g., monthly performance reports for clients).</li>
+<li>Creating product catalogs with dynamic pricing and images.</li>
+<li>Generating tickets or certificates with unique codes.</li>
+<li>Creating dynamic presentations based on data.</li>
+</ul>
+<p>This function makes it much easier to automate the generation of personalized PDF documents directly from BigQuery, without needing to export data and use external PDF generation libraries.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/html2pdf" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "html2pdf",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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diff --git a/bigfunctions/index.html b/bigfunctions/index.html
new file mode 100644
index 000000000..9187392c5
--- /dev/null
+++ b/bigfunctions/index.html
@@ -0,0 +1,1811 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="Gain new SQL Powers with 150+ BigQuery functions (no install needed) built by the community">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/">
+      
+      
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+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
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+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
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+  </head>
+  
+  
+    <body dir="ltr">
+  
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+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
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+    <div data-md-component="skip">
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+            
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+    </a>
+
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+    </a>
+
+  </p>
+
+          </div>
+          
+        </aside>
+      
+    </div>
+    
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+
+  
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+<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
+  <nav class="md-header__inner md-grid" aria-label="Header">
+    <a href=".." title="BigFunctions" class="md-header__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
+  <img src="../assets/logo.png" alt="logo">
+
+    </a>
+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
+          <span class="md-ellipsis">
+            BigFunctions
+          </span>
+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              Supercharge BigQuery with BigFunctions
+            
+          </span>
+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
+    
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+      </label>
+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
+    <form class="md-search__form" name="search">
+      <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
+      <label class="md-search__icon md-icon" for="__search">
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+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
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+      <nav class="md-search__options" aria-label="Search">
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+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
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+    
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+        <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+  </div>
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+    unytics/bigfunctions
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+</a>
+      </div>
+    
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+    <li class="md-tabs__item">
+      <a href="../framework/" class="md-tabs__link">
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+      <li class="md-tabs__item">
+        <a href="../community/" class="md-tabs__link">
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+      <a href="../blog/" class="md-tabs__link">
+        
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+
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+        
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+
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+    
+    <div class="md-container" data-md-component="container">
+      
+      
+        
+      
+      <main class="md-main" data-md-component="main">
+        <div class="md-main__inner md-grid">
+          
+            
+              
+                
+              
+              <div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" hidden>
+                <div class="md-sidebar__scrollwrap">
+                  <div class="md-sidebar__inner">
+                    
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+<nav class="md-nav md-nav--primary md-nav--lifted" aria-label="Navigation" data-md-level="0">
+  <label class="md-nav__title" for="__drawer">
+    <a href=".." title="BigFunctions" class="md-nav__button md-logo" aria-label="BigFunctions" data-md-component="logo">
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+      <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
+  </div>
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+    unytics/bigfunctions
+  </div>
+</a>
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+  
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+    
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+        <label class="md-nav__link md-nav__link--active" for="__toc">
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+  
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+    BigFunctions
+    
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+  
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+        </label>
+      
+      <a href="./" class="md-nav__link md-nav__link--active">
+        
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+    BigFunctions
+    
+  </span>
+  
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+      
+        
+
+<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
+  
+  
+  
+    
+  
+  
+    <label class="md-nav__title" for="__toc">
+      <span class="md-nav__icon md-icon"></span>
+      Table of contents
+    </label>
+    <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
+      
+        <li class="md-nav__item">
+  <a href="#call-any-bigfunction-without-install" class="md-nav__link">
+    <span class="md-ellipsis">
+      ☝️ Call ANY BigFunction without install
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#ai" class="md-nav__link">
+    <span class="md-ellipsis">
+      🧠 AI
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#convert-data-format" class="md-nav__link">
+    <span class="md-ellipsis">
+      🔨 Convert Data Format
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#explore" class="md-nav__link">
+    <span class="md-ellipsis">
+      👀 Explore
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#export" class="md-nav__link">
+    <span class="md-ellipsis">
+      🚀 Export
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#ga4" class="md-nav__link">
+    <span class="md-ellipsis">
+      📶 GA4
+    </span>
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+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#get-data" class="md-nav__link">
+    <span class="md-ellipsis">
+      🛢 Get Data
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#graph" class="md-nav__link">
+    <span class="md-ellipsis">
+      🌐 Graph
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#machine-learning" class="md-nav__link">
+    <span class="md-ellipsis">
+      🧠 Machine Learning
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#notify" class="md-nav__link">
+    <span class="md-ellipsis">
+      💬 Notify
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#transform-array" class="md-nav__link">
+    <span class="md-ellipsis">
+      [...] Transform Array
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#transform-date" class="md-nav__link">
+    <span class="md-ellipsis">
+      📆 Transform Date
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#transform-geo-data" class="md-nav__link">
+    <span class="md-ellipsis">
+      🌐 Transform Geo Data
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#transform-json" class="md-nav__link">
+    <span class="md-ellipsis">
+      {...} Transform Json
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#1-transform-numeric" class="md-nav__link">
+    <span class="md-ellipsis">
+      1️⃣ Transform Numeric
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#transform-string" class="md-nav__link">
+    <span class="md-ellipsis">
+      ✨ Transform String
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#trigger-event" class="md-nav__link">
+    <span class="md-ellipsis">
+      💨 Trigger Event
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#utils" class="md-nav__link">
+    <span class="md-ellipsis">
+      🔨 Utils
+    </span>
+  </a>
+  
+</li>
+      
+    </ul>
+  
+</nav>
+      
+    </li>
+  
+
+    
+      
+      
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../framework/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Framework
+    
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+    
+      
+      
+  
+  
+  
+  
+    
+    
+      
+        
+      
+        
+      
+        
+      
+        
+      
+        
+      
+    
+    
+      
+      
+    
+    
+    <li class="md-nav__item md-nav__item--nested">
+      
+        
+        
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4" >
+        
+          
+          <label class="md-nav__link" for="__nav_4" id="__nav_4_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Community
+    
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_4_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_4">
+            <span class="md-nav__icon md-icon"></span>
+            Community
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../community/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Join the Community
+    
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Join Slack
+    
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="https://github.com/unytics/bigfunctions" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Add a star on GitHub
+    
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="https://github.com/unytics/bigfunctions/issues/new?assignees=&labels=new-bigfunction&projects=&template=0_new_bigfunction.yaml&title=%5Bnew%5D%3A+%60function_name%28argument1%2C+argument2%29%60" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Suggest a function
+    
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="https://github.com/unytics/bigfunctions/issues/new/choose" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Report a bug
+    
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+    
+      
+      
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../blog/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Blog
+    
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+    
+      
+      
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../chat_with_us/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Chat with us
+    
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+    
+  </ul>
+</nav>
+                  </div>
+                </div>
+              </div>
+            
+            
+              
+                
+              
+              <div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" >
+                <div class="md-sidebar__scrollwrap">
+                  <div class="md-sidebar__inner">
+                    
+
+<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
+  
+  
+  
+    
+  
+  
+    <label class="md-nav__title" for="__toc">
+      <span class="md-nav__icon md-icon"></span>
+      Table of contents
+    </label>
+    <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
+      
+        <li class="md-nav__item">
+  <a href="#call-any-bigfunction-without-install" class="md-nav__link">
+    <span class="md-ellipsis">
+      ☝️ Call ANY BigFunction without install
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#ai" class="md-nav__link">
+    <span class="md-ellipsis">
+      🧠 AI
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#convert-data-format" class="md-nav__link">
+    <span class="md-ellipsis">
+      🔨 Convert Data Format
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#explore" class="md-nav__link">
+    <span class="md-ellipsis">
+      👀 Explore
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#export" class="md-nav__link">
+    <span class="md-ellipsis">
+      🚀 Export
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#ga4" class="md-nav__link">
+    <span class="md-ellipsis">
+      📶 GA4
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#get-data" class="md-nav__link">
+    <span class="md-ellipsis">
+      🛢 Get Data
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#graph" class="md-nav__link">
+    <span class="md-ellipsis">
+      🌐 Graph
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#machine-learning" class="md-nav__link">
+    <span class="md-ellipsis">
+      🧠 Machine Learning
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#notify" class="md-nav__link">
+    <span class="md-ellipsis">
+      💬 Notify
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#transform-array" class="md-nav__link">
+    <span class="md-ellipsis">
+      [...] Transform Array
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#transform-date" class="md-nav__link">
+    <span class="md-ellipsis">
+      📆 Transform Date
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#transform-geo-data" class="md-nav__link">
+    <span class="md-ellipsis">
+      🌐 Transform Geo Data
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#transform-json" class="md-nav__link">
+    <span class="md-ellipsis">
+      {...} Transform Json
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#1-transform-numeric" class="md-nav__link">
+    <span class="md-ellipsis">
+      1️⃣ Transform Numeric
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#transform-string" class="md-nav__link">
+    <span class="md-ellipsis">
+      ✨ Transform String
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#trigger-event" class="md-nav__link">
+    <span class="md-ellipsis">
+      💨 Trigger Event
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#utils" class="md-nav__link">
+    <span class="md-ellipsis">
+      🔨 Utils
+    </span>
+  </a>
+  
+</li>
+      
+    </ul>
+  
+</nav>
+                  </div>
+                </div>
+              </div>
+            
+          
+          
+            <div class="md-content" data-md-component="content">
+              <article class="md-content__inner md-typeset">
+                
+                  <!-- Tags -->
+
+
+<!-- Actions -->
+
+  
+  
+
+
+<!--
+  Hack: check whether the content contains a h1 headline. If it doesn't, the
+  page title (or respectively site name) is used as the main headline.
+-->
+<!--  -->
+
+<!-- Page content -->
+<div class="hero">
+<h1 id="bigfunctions-supercharge-bigquery">BigFunctions Supercharge BigQuery<a class="headerlink" href="#bigfunctions-supercharge-bigquery" title="Permanent link">¶</a></h1>
+<p>You can now perform any task with SQL<br></p>
+<p><a class="md-button md-button--primary" href="#call-any-bigfunction-without-install">Discover the functions <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+</div>
+<p><br></p>
+<hr />
+<p><br></p>
+<h2 id="call-any-bigfunction-without-install">☝️ Call ANY BigFunction without install<a class="headerlink" href="#call-any-bigfunction-without-install" title="Permanent link">¶</a></h2>
+<p>BigFunctions are open-source BigQuery functions that give you <strong>SQL-superpowers</strong> in BigQuery 💪.</p>
+<div class="admonition note">
+<p><strong>✅ You can call ANY public BigFunction without install</strong><br>
+<em>The functions are deployed in 39 public datasets (one dataset per region) so that you can call them without install.</em></p>
+<p><strong>✅ You can also deploy the public BigFunctions</strong><br>
+<em>You can deploy public BigFunctions (or your own) in your GCP project with a single command using <a href="../framework/">BigFunctions framework</a>.</em></p>
+</div>
+<details class="info">
+<summary>All BigFunctions Public Datasets &gt;</summary>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td><code>asia-east2</code></td>
+<td><code>bigfunctions.asia_east2</code></td>
+</tr>
+<tr>
+<td><code>asia-northeast1</code></td>
+<td><code>bigfunctions.asia_northeast1</code></td>
+</tr>
+<tr>
+<td><code>asia-northeast2</code></td>
+<td><code>bigfunctions.asia_northeast2</code></td>
+</tr>
+<tr>
+<td><code>asia-northeast3</code></td>
+<td><code>bigfunctions.asia_northeast3</code></td>
+</tr>
+<tr>
+<td><code>asia-south1</code></td>
+<td><code>bigfunctions.asia_south1</code></td>
+</tr>
+<tr>
+<td><code>asia-south2</code></td>
+<td><code>bigfunctions.asia_south2</code></td>
+</tr>
+<tr>
+<td><code>asia-southeast1</code></td>
+<td><code>bigfunctions.asia_southeast1</code></td>
+</tr>
+<tr>
+<td><code>asia-southeast2</code></td>
+<td><code>bigfunctions.asia_southeast2</code></td>
+</tr>
+<tr>
+<td><code>australia-southeast1</code></td>
+<td><code>bigfunctions.australia_southeast1</code></td>
+</tr>
+<tr>
+<td><code>australia-southeast2</code></td>
+<td><code>bigfunctions.australia_southeast2</code></td>
+</tr>
+<tr>
+<td><code>europe-central2</code></td>
+<td><code>bigfunctions.europe_central2</code></td>
+</tr>
+<tr>
+<td><code>europe-north1</code></td>
+<td><code>bigfunctions.europe_north1</code></td>
+</tr>
+<tr>
+<td><code>europe-southwest1</code></td>
+<td><code>bigfunctions.europe_southwest1</code></td>
+</tr>
+<tr>
+<td><code>europe-west2</code></td>
+<td><code>bigfunctions.europe_west2</code></td>
+</tr>
+<tr>
+<td><code>europe-west3</code></td>
+<td><code>bigfunctions.europe_west3</code></td>
+</tr>
+<tr>
+<td><code>europe-west4</code></td>
+<td><code>bigfunctions.europe_west4</code></td>
+</tr>
+<tr>
+<td><code>europe-west6</code></td>
+<td><code>bigfunctions.europe_west6</code></td>
+</tr>
+<tr>
+<td><code>europe-west8</code></td>
+<td><code>bigfunctions.europe_west8</code></td>
+</tr>
+<tr>
+<td><code>europe-west9</code></td>
+<td><code>bigfunctions.europe_west9</code></td>
+</tr>
+<tr>
+<td><code>europe-west12</code></td>
+<td><code>bigfunctions.europe_west12</code></td>
+</tr>
+<tr>
+<td><code>me-central1</code></td>
+<td><code>bigfunctions.me_central1</code></td>
+</tr>
+<tr>
+<td><code>me-west1</code></td>
+<td><code>bigfunctions.me_west1</code></td>
+</tr>
+<tr>
+<td><code>northamerica-northeast1</code></td>
+<td><code>bigfunctions.northamerica_northeast1</code></td>
+</tr>
+<tr>
+<td><code>northamerica-northeast2</code></td>
+<td><code>bigfunctions.northamerica_northeast2</code></td>
+</tr>
+<tr>
+<td><code>southamerica-east1</code></td>
+<td><code>bigfunctions.southamerica_east1</code></td>
+</tr>
+<tr>
+<td><code>southamerica-west1</code></td>
+<td><code>bigfunctions.southamerica_west1</code></td>
+</tr>
+<tr>
+<td><code>us-central1</code></td>
+<td><code>bigfunctions.us_central1</code></td>
+</tr>
+<tr>
+<td><code>us-east1</code></td>
+<td><code>bigfunctions.us_east1</code></td>
+</tr>
+<tr>
+<td><code>us-east4</code></td>
+<td><code>bigfunctions.us_east4</code></td>
+</tr>
+<tr>
+<td><code>us-east5</code></td>
+<td><code>bigfunctions.us_east5</code></td>
+</tr>
+<tr>
+<td><code>us-south1</code></td>
+<td><code>bigfunctions.us_south1</code></td>
+</tr>
+<tr>
+<td><code>us-west1</code></td>
+<td><code>bigfunctions.us_west1</code></td>
+</tr>
+<tr>
+<td><code>us-west2</code></td>
+<td><code>bigfunctions.us_west2</code></td>
+</tr>
+<tr>
+<td><code>us-west3</code></td>
+<td><code>bigfunctions.us_west3</code></td>
+</tr>
+<tr>
+<td><code>us-west4</code></td>
+<td><code>bigfunctions.us_west4</code></td>
+</tr>
+</tbody>
+</table>
+</details>
+<p><img alt="functions examples" src="../assets/functions.png" style="max-width: 500px; width: 100%;" /></p>
+<hr />
+<h2 id="ai">🧠 AI<a class="headerlink" href="#ai" title="Permanent link">¶</a></h2>
+<ul>
+<li><a href="ask_ai/"><code>ask_ai(prompt, model)</code></a>: Ask Anything!</li>
+<li><a href="ask_appstore_reviews/"><code>ask_appstore_reviews(prompt, app_url_in_appstore)</code></a>: Ask AI what your app users think.</li>
+<li><a href="ask_my_data/"><code>ask_my_data(question, fully_qualified_table)</code></a>: Ask your data any <code>question</code> in natural language.</li>
+<li><a href="categorize/"><code>categorize(items)</code></a>: Categorize <code>items</code> in categories and subcategories.</li>
+<li><a href="classify_text/"><code>classify_text(text, candidate_labels)</code></a>: Classify <code>text</code> among <code>candidate_labels</code></li>
+<li><a href="generate_categories/"><code>generate_categories(items)</code></a>: Return <code>categories</code> of <code>items</code>.</li>
+<li><a href="generate_face_embedding/"><code>generate_face_embedding(image_url)</code></a>: Detect Face on image and Generate its Embedding</li>
+<li><a href="generate_sql/"><code>generate_sql(question, fully_qualified_table)</code></a>: Transform <code>question</code> to a SQL query.</li>
+</ul>
+<h2 id="convert-data-format">🔨 Convert Data Format<a class="headerlink" href="#convert-data-format" title="Permanent link">¶</a></h2>
+<ul>
+<li><a href="html2pdf/"><code>html2pdf(html)</code></a>: Convert <code>html</code> to <code>pdf</code></li>
+<li><a href="json2excel/"><code>json2excel(data)</code></a>: Dump data to excel file</li>
+<li><a href="json2xml/"><code>json2xml(json)</code></a>: Returns XML for given JSON string</li>
+<li><a href="xml2json/"><code>xml2json(xml)</code></a>: Returns JSON as a string for given XML string</li>
+</ul>
+<h2 id="explore">👀 Explore<a class="headerlink" href="#explore" title="Permanent link">¶</a></h2>
+<ul>
+<li><a href="chart/"><code>chart(data, chart_type, ylabel)</code></a>: Return html with a chartjs chart</li>
+<li><a href="explore_column/"><code>explore_column(fully_qualified_column)</code></a>: Show column statistics</li>
+<li><a href="explore_dataset/"><code>explore_dataset(fully_qualified_dataset)</code></a>: Show infos about dataset tables</li>
+<li><a href="explore_table/"><code>explore_table(fully_qualified_table)</code></a>: Show table infos and column statistics</li>
+<li><a href="list_dataset_tables/"><code>list_dataset_tables(fully_qualified_dataset)</code></a>: List tables of <code>fully_qualified_dataset</code></li>
+<li><a href="sankey_chart/"><code>sankey_chart(data)</code></a>: Return html with a Sankey Google chart</li>
+</ul>
+<h2 id="export">🚀 Export<a class="headerlink" href="#export" title="Permanent link">¶</a></h2>
+<ul>
+<li><a href="export_table_to_datastore/"><code>export_table_to_datastore(fully_qualified_table, key_column, datastore_path)</code></a>: Export <code>fully_qualified_table</code> to datastore</li>
+<li><a href="export_to_datastore/"><code>export_to_datastore(datastore_path, key, data)</code></a>: Exports <code>data</code> to Datastore</li>
+<li><a href="export_to_pubsub/"><code>export_to_pubsub(project, topic, data, attributes)</code></a>: Exports <code>data</code> and <code>attributes</code> to Pub/Sub <code>topic</code>.</li>
+<li><a href="post/"><code>post(url, data, headers)</code></a>: POST <code>data</code> to <code>url</code>.</li>
+<li><a href="upload_table_to_gsheet/"><code>upload_table_to_gsheet(table_or_view_or_query, max_rows, spreadsheet_url, worksheet_name, write_mode)</code></a>: Upload data from <code>table_or_view_or_query</code> to Google Sheet</li>
+<li><a href="upload_to_gsheet/"><code>upload_to_gsheet(data, spreadsheet_url, worksheet_name, write_mode)</code></a>: Upload <code>data</code> (a json array of objects) to a Google Sheet</li>
+</ul>
+<h2 id="ga4">📶 GA4<a class="headerlink" href="#ga4" title="Permanent link">¶</a></h2>
+<ul>
+<li><a href="create_ga4_views/"><code>create_ga4_views(ga4_dataset, destination_dataset)</code></a>: Create views to help querying GA4 Data</li>
+</ul>
+<h2 id="get-data">🛢 Get Data<a class="headerlink" href="#get-data" title="Permanent link">¶</a></h2>
+<ul>
+<li><a href="exchange_rate/"><code>exchange_rate(base, to)</code></a>: Get <code>exchange_rate</code></li>
+<li><a href="faker/"><code>faker(what, locale)</code></a>: Generates fake data</li>
+<li><a href="get/"><code>get(url, headers)</code></a>: Request <code>url</code></li>
+<li><a href="get_appstore_reviews/"><code>get_appstore_reviews(url)</code></a>: GET Apple App Store Reviews of an app</li>
+<li><a href="get_data_from_apify/"><code>get_data_from_apify(actor, input, api_token)</code></a>: Get data using an <a href="https://apify.com">apify</a> <code>actor</code>.</li>
+<li><a href="get_github_data/"><code>get_github_data(public_repo, destination_dataset, streams)</code></a>: Get data from <code>public_repo</code> into <code>destination_dataset</code></li>
+<li><a href="get_json/"><code>get_json(url, headers)</code></a>: GET json <code>data</code> from <code>url</code></li>
+<li><a href="get_meteo/"><code>get_meteo(latitude, longitude, date)</code></a>: Get <code>meteo</code></li>
+<li><a href="get_playstore_reviews/"><code>get_playstore_reviews(app_id, country, language)</code></a>: GET Google Play Store Reviews of an app</li>
+<li><a href="get_transport_emissions/"><code>get_transport_emissions(distance_km)</code></a>: Get the transport CO2 emissions given the <code>distance_km</code></li>
+<li><a href="get_webpage_data/"><code>get_webpage_data(prompt, url)</code></a>: Extract <code>data</code> from <code>url</code> using <code>prompt</code></li>
+<li><a href="get_webpage_metadata/"><code>get_webpage_metadata(url)</code></a>: Get webpage metadata</li>
+<li><a href="get_webpage_structured_data/"><code>get_webpage_structured_data(url)</code></a>: Get webpage Structured Data</li>
+<li><a href="list_public_datasets/"><code>list_public_datasets()</code></a>: Returns list of BigQuery <code>public_datasets</code></li>
+<li><a href="load_api_data/"><code>load_api_data(source, source_config, streams, destination_dataset)</code></a>: Load data from 250+ sources using <a href="https://docs.airbyte.com/using-airbyte/pyairbyte/getting-started#available-connectors">Airbyte Python Connectors</a></li>
+<li><a href="load_duckdb_database/"><code>load_duckdb_database(duckdb_file_url, destination_dataset)</code></a>: Download duckdb database into <code>destination_dataset</code></li>
+<li><a href="load_file/"><code>load_file(url, file_type, destination_table, options)</code></a>: Download web file into <code>destination_table</code></li>
+<li><a href="load_google_trends/"><code>load_google_trends(destination_table, keywords, start_month, geo, category, gprop)</code></a>: Load daily <a href="https://trends.google.com/">Google Trends</a></li>
+</ul>
+<h2 id="graph">🌐 Graph<a class="headerlink" href="#graph" title="Permanent link">¶</a></h2>
+<ul>
+<li><a href="connected_components/"><code>connected_components(fully_qualified_table)</code></a>: Compute the connected components of a non-directed graph.</li>
+</ul>
+<h2 id="machine-learning">🧠 Machine Learning<a class="headerlink" href="#machine-learning" title="Permanent link">¶</a></h2>
+<ul>
+<li><a href="precision_recall_auc/"><code>precision_recall_auc(predictions)</code></a>: Returns the Area Under the Precision Recall Curve (a.k.a. AUC PR)</li>
+<li><a href="precision_recall_curve/"><code>precision_recall_curve(predictions)</code></a>: Returns the Precision-Recall Curve</li>
+<li><a href="prophet/"><code>prophet(records, periods, kwargs)</code></a>: Return Time Series Forecast as json using <a href="https://facebook.github.io/prophet/docs/quick_start.html#python-api">prophet</a></li>
+<li><a href="prophet_table/"><code>prophet_table(records, periods, kwargs)</code></a>: Return Time Series Forecast as table using <a href="https://facebook.github.io/prophet/docs/quick_start.html#python-api">prophet</a></li>
+<li><a href="roc_auc/"><code>roc_auc(predictions)</code></a>: Returns the Area Under the Receiver Operating Characteristic Curve (a.k.a. ROC AUC)</li>
+<li><a href="roc_curve/"><code>roc_curve(predictions)</code></a>: Returns the Receiver Operating Characteristic Curve (a.k.a. ROC Curve)</li>
+<li><a href="sentiment_score/"><code>sentiment_score(content)</code></a>: Compute sentiment score of <code>content</code></li>
+</ul>
+<h2 id="notify">💬 Notify<a class="headerlink" href="#notify" title="Permanent link">¶</a></h2>
+<ul>
+<li><a href="send_google_chat_message/"><code>send_google_chat_message(message, webhook_url)</code></a>: Sends <code>message</code> to google chat space</li>
+<li><a href="send_mail/"><code>send_mail(to, subject, content, attachment_filename, attachment_content)</code></a>: Sends an email</li>
+<li><a href="send_mail_with_excel/"><code>send_mail_with_excel(to, subject, content, excel_filename, table_or_view_or_query)</code></a>: Sends an email with <code>table_or_view_or_query</code> data attached as excel file</li>
+<li><a href="send_mail_with_gmail/"><code>send_mail_with_gmail(gmail_email, gmail_app_password, to, subject, content, attachments)</code></a>: Sends an email using your gmail account</li>
+<li><a href="send_slack_message/"><code>send_slack_message(message, webhook_url)</code></a>: Sends <code>message</code> to a slack channel.</li>
+<li><a href="send_sms/"><code>send_sms(message, phone_number)</code></a>: Sends <code>message</code> via SMS to <code>phone_number</code></li>
+<li><a href="send_teams_message/"><code>send_teams_message(message, webhook_url)</code></a>: Sends <code>message</code> to a Microsoft Teams channel.</li>
+</ul>
+<h2 id="transform-array"><span style="color: var(--md-primary-fg-color);">[...]</span> Transform Array<a class="headerlink" href="#transform-array" title="Permanent link">¶</a></h2>
+<ul>
+<li><a href="are_arrays_equal/"><code>are_arrays_equal(array1, array2)</code></a>: Return true if <code>array1</code> = <code>array2</code></li>
+<li><a href="array_contains/"><code>array_contains(arr, value)</code></a>: Returns <code>true</code> if <code>value</code> is in array <code>arr</code> else returns <code>false</code></li>
+<li><a href="array_intersect/"><code>array_intersect(array1, array2)</code></a>: Returns the intersection of two arrays.</li>
+<li><a href="array_union/"><code>array_union(array1, array2)</code></a>: Returns the union of two arrays.</li>
+<li><a href="benford_distance/"><code>benford_distance(values)</code></a>: Calculate the distance from Benford's Law for given <code>values</code>.</li>
+<li><a href="distinct_values/"><code>distinct_values(arr)</code></a>: Return distinct values</li>
+<li><a href="find_greater_value/"><code>find_greater_value(arr, x)</code></a>: Return the <code>offset</code> (zero-based index) of the first <code>value</code> in <code>arr</code> where <code>value &gt;= x</code></li>
+<li><a href="find_lower_value/"><code>find_lower_value(arr, x)</code></a>: Return the <code>offset</code> (zero-based index) of the first <code>value</code> in <code>arr</code> where <code>value &lt;= x</code></li>
+<li><a href="find_value/"><code>find_value(arr, value)</code></a>: Return the first <code>offset</code> (zero-based index) of <code>value</code> in array <code>arr</code></li>
+<li><a href="frequent_values/"><code>frequent_values(values, frequency_threshold)</code></a>: Returns <code>frequent_values</code> among array of <code>values</code></li>
+<li><a href="get_value/"><code>get_value(key_value_items, search_key)</code></a>: Return the first <code>value</code> with a key <code>search_key</code> from <code>key_value_items</code></li>
+<li><a href="last_value/"><code>last_value(arr)</code></a>: Return last value of array</li>
+<li><a href="max_value/"><code>max_value(arr)</code></a>: Return max value of array</li>
+<li><a href="median_value/"><code>median_value(arr)</code></a>: Return median value of array</li>
+<li><a href="min_max_scaler/"><code>min_max_scaler(arr)</code></a>: Performs min-max scaling on an array.</li>
+<li><a href="min_value/"><code>min_value(arr)</code></a>: Return min value of array</li>
+<li><a href="percentile_value/"><code>percentile_value(arr, percentile)</code></a>: Returns percentile of an array with percentile a float in range [0, 1].</li>
+<li><a href="rare_values/"><code>rare_values(values, frequency_threshold)</code></a>: Returns <code>rare_values</code> among array of <code>values</code></li>
+<li><a href="remove_value/"><code>remove_value(arr, value)</code></a>: Return an array with all values except <code>value</code>.</li>
+<li><a href="sort_values/"><code>sort_values(arr)</code></a>: Return sorted array (ascending)</li>
+<li><a href="sort_values_desc/"><code>sort_values_desc(arr)</code></a>: Return sorted array (descending)</li>
+<li><a href="sum_values/"><code>sum_values(arr)</code></a>: Return the sum of array values</li>
+<li><a href="z_scores/"><code>z_scores(arr)</code></a>: Compute <code>z_scores</code></li>
+</ul>
+<h2 id="transform-date">📆 Transform Date<a class="headerlink" href="#transform-date" title="Permanent link">¶</a></h2>
+<ul>
+<li><a href="date_sub_isoyear/"><code>date_sub_isoyear(date, years)</code></a>: Returns same day <code>years</code> before</li>
+<li><a href="generate_dates/"><code>generate_dates(start_date, end_date)</code></a>: Generate a table of dates</li>
+<li><a href="gregorian2hijri/"><code>gregorian2hijri(gregorian_date)</code></a>: Convert Gregorian Date to Hijri Date (taken from <a href="https://stackoverflow.com/questions/78072960/convert-dates-gregorian-to-hijri-bigquery#answer-78079872">here</a>)</li>
+<li><a href="is_public_holiday/"><code>is_public_holiday(date, country_code)</code></a>: Return true if <code>date</code> corresponds to a public holiday in <code>country_code</code></li>
+<li><a href="parse_date/"><code>parse_date(date_string)</code></a>: Parse date with automatic format detection</li>
+<li><a href="translated_month_name/"><code>translated_month_name(date, language)</code></a>: Get <code>translated_month_name</code></li>
+<li><a href="translated_weekday_name/"><code>translated_weekday_name(date, language)</code></a>: Get <code>translated_weekday_name</code></li>
+</ul>
+<h2 id="transform-geo-data">🌐 Transform Geo Data<a class="headerlink" href="#transform-geo-data" title="Permanent link">¶</a></h2>
+<ul>
+<li><a href="geocode/"><code>geocode(address)</code></a>: Get <code>address</code> details from Google Maps</li>
+<li><a href="geocode_fr/"><code>geocode_fr(address)</code></a>: Get <code>address</code> details from api-adresse.data.gouv.fr</li>
+<li><a href="h3/"><code>h3(function_name, arguments)</code></a>: Wrapper around <a href="https://github.com/uber/h3-js">Uber H3</a></li>
+<li><a href="reverse_geocode/"><code>reverse_geocode(latitude, longitude)</code></a>: Get address details at <code>latitude</code>, <code>longitude</code></li>
+<li><a href="validate_address/"><code>validate_address(address)</code></a>: Validate <code>address</code> using Google Maps</li>
+</ul>
+<h2 id="transform-json"><span style="color: var(--md-primary-fg-color);">{...}</span> Transform Json<a class="headerlink" href="#transform-json" title="Permanent link">¶</a></h2>
+<ul>
+<li><a href="create_materialized_view_w_flattened_json_column/"><code>create_materialized_view_w_flattened_json_column(fully_qualified_table, fully_qualified_materialized_view, json_column)</code></a>: Create a Materialized view of a table with <code>json_column</code> flattened</li>
+<li><a href="items2json/"><code>items2json(key_value_items)</code></a>: Returns <code>json</code> object from array of <code>key_value_items</code></li>
+<li><a href="json_column_schema/"><code>json_column_schema(data)</code></a>: Returns the schema of a json column</li>
+<li><a href="json_items/"><code>json_items(json_string)</code></a>: Extract <code>key_value_items</code> from <code>json_string</code></li>
+<li><a href="json_keys/"><code>json_keys(json_string)</code></a>: Extract <code>keys</code> from <code>json_string</code></li>
+<li><a href="json_merge/"><code>json_merge(json_string1, json_string2)</code></a>: Merge <code>json_string1</code> and <code>json_string2</code></li>
+<li><a href="json_query/"><code>json_query(json_string, query)</code></a>: Extract data from <code>json_string</code> using advanced json querying</li>
+<li><a href="json_schema/"><code>json_schema(data)</code></a>: Returns the schema of <code>data</code></li>
+<li><a href="json_values/"><code>json_values(json_string)</code></a>: Extract <code>values</code> from <code>json_string</code></li>
+<li><a href="sql_to_flatten_json_column/"><code>sql_to_flatten_json_column(data, fully_qualified_column)</code></a>: Generate the SQL to flatten a json <code>column</code></li>
+</ul>
+<h2 id="1-transform-numeric">1️⃣ Transform Numeric<a class="headerlink" href="#1-transform-numeric" title="Permanent link">¶</a></h2>
+<ul>
+<li><a href="compute_linear_regression_coefficients/"><code>compute_linear_regression_coefficients(x, y)</code></a>: Returns linear regression coefficients from <code>x</code>, <code>y</code> columns.</li>
+<li><a href="format_percentage/"><code>format_percentage(first_number, second_number, nb_decimals)</code></a>: Return <code>first_number / second_number</code> as a formatted percentage</li>
+<li><a href="nps/"><code>nps(rating)</code></a>: Returns the NPS (Net Promoter Score)</li>
+<li><a href="quantize_into_bins/"><code>quantize_into_bins(value, bin_bounds)</code></a>: Get the <code>bin_range</code> in which belongs <code>value</code></li>
+<li><a href="quantize_into_bins_with_labels/"><code>quantize_into_bins_with_labels(value, bin_bounds, labels)</code></a>: Get the <code>label</code> of the bin in which belongs <code>value</code></li>
+<li><a href="quantize_into_fixed_width_bins/"><code>quantize_into_fixed_width_bins(value, min_bound, max_bound, nb_bins)</code></a>: Get the <code>bin_range</code> in which belongs <code>value</code></li>
+<li><a href="weighted_average/"><code>weighted_average(element, weight)</code></a>: Returns the weigthed average elements.</li>
+</ul>
+<h2 id="transform-string">✨ Transform String<a class="headerlink" href="#transform-string" title="Permanent link">¶</a></h2>
+<ul>
+<li><a href="camel2snake/"><code>camel2snake(camelCaseString)</code></a>: Convert <code>string</code> from camelCase to snake_case</li>
+<li><a href="convert_non_ascii_characters_to_unicode_escape_sequences/"><code>convert_non_ascii_characters_to_unicode_escape_sequences(text)</code></a>: Replace all non ASCII characters with escape unicode</li>
+<li><a href="deidentify/"><code>deidentify(text, info_types)</code></a>: Masks sensitive information of type <code>info_types</code> in <code>text</code></li>
+<li><a href="detect_language/"><code>detect_language(text)</code></a>: Detects <code>text</code> language</li>
+<li><a href="detect_sensitive_info/"><code>detect_sensitive_info(text)</code></a>: Detect sensitive information in <code>text</code></li>
+<li><a href="ip2asn/"><code>ip2asn(ip)</code></a>: Get <code>asn</code> of <code>ip</code></li>
+<li><a href="ip2continent/"><code>ip2continent(ip)</code></a>: Get <code>continent_code</code> of <code>ip</code></li>
+<li><a href="ip2continent_name/"><code>ip2continent_name(ip)</code></a>: Get <code>continent</code> of <code>ip</code></li>
+<li><a href="ip2country/"><code>ip2country(ip)</code></a>: Get <code>country_code</code> of <code>ip</code></li>
+<li><a href="ip2country_name/"><code>ip2country_name(ip)</code></a>: Get <code>country_name</code> of <code>ip</code></li>
+<li><a href="ip_range2ip_networks/"><code>ip_range2ip_networks(first_ip, last_ip)</code></a>: Convert an IP range into a json list of IP networks in CIDR notation</li>
+<li><a href="is_email_valid/"><code>is_email_valid(email)</code></a>: Return true if <code>email</code> is valid</li>
+<li><a href="is_phone_number_valid/"><code>is_phone_number_valid(phone_number, options)</code></a>: Return if <code>phone_number</code> is valid</li>
+<li><a href="markdown2html/"><code>markdown2html(markdown)</code></a>: Convert <code>markdown</code> to <code>html</code></li>
+<li><a href="ngram_frequency_similarity/"><code>ngram_frequency_similarity(string1, string2, n)</code></a>: Calculates n-gram similarity between two strings</li>
+<li><a href="parse_url/"><code>parse_url(url)</code></a>: Return <code>url</code> parts</li>
+<li><a href="parse_user_agent/"><code>parse_user_agent(user_agent_string)</code></a>: Parses User Agent strings into several components</li>
+<li><a href="phone_number_info/"><code>phone_number_info(phone_number, options)</code></a>: Get <code>phone_number</code> info</li>
+<li><a href="remove_accents/"><code>remove_accents(str)</code></a>: Remove accents</li>
+<li><a href="remove_extra_whitespaces/"><code>remove_extra_whitespaces(str)</code></a>: Remove unwanted whitespaces</li>
+<li><a href="remove_strings/"><code>remove_strings(string, strings_to_remove)</code></a>: Remove any string of <code>strings_to_remove</code> from <code>string</code></li>
+<li><a href="remove_words/"><code>remove_words(string, words_to_remove)</code></a>: Remove any word of <code>words_to_remove</code> from <code>string</code></li>
+<li><a href="render_handlebars_template/"><code>render_handlebars_template(template, context)</code></a>: Render template with context using handlebars.js templating library</li>
+<li><a href="render_template/"><code>render_template(template, context)</code></a>: Render template with context using nunjucks.js templating library</li>
+<li><a href="replace_special_characters/"><code>replace_special_characters(string, replacement)</code></a>: Replace most common special characters in a <code>string</code> with <code>replacement</code></li>
+<li><a href="translate/"><code>translate(text, target_language)</code></a>: Translate <code>text</code> into <code>target_language</code></li>
+<li><a href="url_decode/"><code>url_decode(url_encoded_string)</code></a>: Decode <code>url_encoded_string</code></li>
+<li><a href="xml_extract/"><code>xml_extract(xml, x_path)</code></a>: Returns content extracted from XML from given XPATH</li>
+</ul>
+<h2 id="trigger-event">💨 Trigger Event<a class="headerlink" href="#trigger-event" title="Permanent link">¶</a></h2>
+<ul>
+<li><a href="refresh_powerbi/"><code>refresh_powerbi(dataset_id, workspace_id, tenant_id, app_id, token_secret, custom_refresh_param)</code></a>: Refresh a Power BI dataset (semantic model)</li>
+<li><a href="refresh_tableau/"><code>refresh_tableau(workbook_or_datasource_title, site, server, token_name, token_secret)</code></a>: Refresh a tableau datasource or workbook</li>
+</ul>
+<h2 id="utils">🔨 Utils<a class="headerlink" href="#utils" title="Permanent link">¶</a></h2>
+<ul>
+<li><a href="deduplicate_rows/"><code>deduplicate_rows(query_or_table_or_view)</code></a>: Returns the deduplicated rows of <code>query_or_table_or_view</code></li>
+<li><a href="get_latest_partition_timestamp/"><code>get_latest_partition_timestamp(fully_qualified_table)</code></a>: Return the maximum of the partition column of <code>fully_qualified_table</code></li>
+<li><a href="get_table_columns/"><code>get_table_columns(fully_qualified_table)</code></a>: Get the column information of the given table from <code>INFORMATION_SCHEMA.COLUMNS</code></li>
+<li><a href="get_view_history/"><code>get_view_history(fully_qualified_view)</code></a>: Get BigQuery View history</li>
+<li><a href="list_scheduled_queries/"><code>list_scheduled_queries(project)</code></a>: Returns<code>scheduled_queries</code> of project <code>project</code>.</li>
+<li><a href="run_python/"><code>run_python(python_code, requirements, kwargs)</code></a>: Run any <code>python_code</code>.</li>
+<li><a href="sleep/"><code>sleep(seconds)</code></a>: Sleep during <code>seconds</code> seconds</li>
+<li><a href="timestamp_from_unix_date_time/"><code>timestamp_from_unix_date_time(unix_date_time, date_time_part)</code></a>: Interprets <code>unix_date_time</code> as the number of <code>date_time_part</code> since <code>1970-01-01 00:00:00 UTC</code>.</li>
+<li><a href="timestamp_to_unix_date_time/"><code>timestamp_to_unix_date_time(timestamp_expression, date_time_part)</code></a>: Returns the number of <code>date_time_part</code> since <code>1970-01-01 00:00:00 UTC</code>.</li>
+<li><a href="upsert/"><code>upsert(query_or_table_or_view, destination_table, insertion_mode, primary_keys, recency_field)</code></a>: Merges <code>query_or_table_or_view</code> into the <code>destination_table</code>.</li>
+</ul>
+
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diff --git a/bigfunctions/ip2asn/index.html b/bigfunctions/ip2asn/index.html
new file mode 100644
index 000000000..90e4f9182
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; ip2asn
+</span></p>
+<h1 id="ip2asn">ip2asn<a class="headerlink" href="#ip2asn" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/ip2asn.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>ip2asn</code> ?</summary>
+<details class="success">
+<summary>Call <code>ip2asn</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>ip2asn</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>ip2asn</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>ip2asn</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>ip2asn</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>ip2asn
+bigfun<span class="w"> </span>deploy<span class="w"> </span>ip2asn
+</code></pre></div>
+<p><strong>Requirements</strong></p>
+<p><code>ip2asn</code> uses the following secrets. Get them by reading the documentation link and store them in <a href="https://console.cloud.google.com/security/secret-manager" target="_blank">Google Secret Manager</a> in the project where you deploy the function (and give Accessor role to the service account of the function):</p>
+<table>
+<thead>
+<tr>
+<th>name</th>
+<th>description</th>
+<th>documentation to get the secret</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>ipinfo_token</code></td>
+<td>IP Info Token</td>
+<td><a href="https://ipinfo.io/account/token" target="_blank">doc</a></td>
+</tr>
+</tbody>
+</table>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>ip2asn(ip)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Get <code>asn</code> of <code>ip</code></p>
+<blockquote>
+<p>This functions uses IP address data powered by <a href="https://ipinfo.io">IPinfo</a>
+and released under <a href="https://creativecommons.org/licenses/by-sa/4.0/">Creative Commons Attribution-ShareAlike 4.0 International License</a>.
+You are required to attribute IPinfo to use their free datasets.
+The attribution requirements can be met by giving their service credit as your data source.
+Simply place a link to IPinfo on the website, application, or social media account that uses their data.</p>
+</blockquote>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">ip2asn</span><span class="p">(</span><span class="s1">&#39;152.216.7.110&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">ip2asn</span><span class="p">(</span><span class="s1">&#39;152.216.7.110&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">ip2asn</span><span class="p">(</span><span class="s1">&#39;152.216.7.110&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------------------------------------------------------------+
+| asn                                                                    |
++------------------------------------------------------------------------+
+| {&#34;asn&#34;:&#34;AS30313&#34;,&#34;domain&#34;:&#34;irs.gov&#34;,&#34;name&#34;:&#34;Internal Revenue Service&#34;} |
++------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>ip2asn</code>?</summary>
+<details class="success">
+<summary>Get help using <code>ip2asn</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>ip2asn</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You have a table of web server logs that includes the IP address of each client that made a request.  You want to analyze these logs to understand the geographic distribution of your users at a network level (Autonomous System Number or ASN).  ASNs represent blocks of IP addresses managed by a specific network operator (e.g., an internet service provider or a large organization).</p>
+<p>Here's how <code>ip2asn</code> could be used:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">request_time</span><span class="p">,</span>
+<span class="w">    </span><span class="n">client_ip</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">ip2asn</span><span class="p">(</span><span class="n">client_ip</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">asn_info</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">web_server_logs</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p>This query would add a new column, <code>asn_info</code>, to your log data.  This column would contain a JSON string with information about the ASN associated with the client IP address, including the ASN number (<code>asn</code>), domain (<code>domain</code>), and name (<code>name</code>) of the network.  You could then use this ASN information for various analytical purposes:</p>
+<ul>
+<li><strong>Geographic analysis:</strong> By aggregating data based on ASN, you can identify which networks (and therefore, potentially which geographic regions) are generating the most traffic to your website.</li>
+<li><strong>Network performance analysis:</strong> You might observe performance issues related to specific ASNs, which could indicate problems with a particular internet service provider.</li>
+<li><strong>Security analysis:</strong> Analyzing traffic patterns by ASN can help detect unusual activity that might be indicative of malicious actors operating within a certain network.</li>
+<li><strong>Marketing and sales:</strong>  Understanding the distribution of your users across different ASNs could inform targeted advertising campaigns.</li>
+</ul>
+<p>You could further process the JSON string to extract the individual fields:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">request_time</span><span class="p">,</span>
+<span class="w">    </span><span class="n">client_ip</span><span class="p">,</span>
+<span class="w">    </span><span class="n">JSON_EXTRACT_SCALAR</span><span class="p">(</span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">ip2asn</span><span class="p">(</span><span class="n">client_ip</span><span class="p">),</span><span class="w"> </span><span class="s1">&#39;$.asn&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">asn</span><span class="p">,</span>
+<span class="w">    </span><span class="n">JSON_EXTRACT_SCALAR</span><span class="p">(</span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">ip2asn</span><span class="p">(</span><span class="n">client_ip</span><span class="p">),</span><span class="w"> </span><span class="s1">&#39;$.name&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">asn_name</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">web_server_logs</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p>This revised query provides cleaner, separate columns for the ASN and its name, making it easier to use these values in further analysis, like grouping and filtering. Remember to select the correct BigQuery dataset location (e.g. <code>bigfunctions.eu</code> for EU region) to match your data's location.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "ip2asn",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
+
+
+
+
+
+  
+  
+
+
+
+<!-- Was this page helpful? -->
+
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+  
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+<!-- Comment system -->
+
+                
+              </article>
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diff --git a/bigfunctions/ip2continent/index.html b/bigfunctions/ip2continent/index.html
new file mode 100644
index 000000000..2a4c2d86f
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; ip2continent
+</span></p>
+<h1 id="ip2continent">ip2continent<a class="headerlink" href="#ip2continent" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/ip2continent.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>ip2continent</code> ?</summary>
+<details class="success">
+<summary>Call <code>ip2continent</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>ip2continent</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>ip2continent</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>ip2continent</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>ip2continent</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>ip2continent
+bigfun<span class="w"> </span>deploy<span class="w"> </span>ip2continent
+</code></pre></div>
+<p><strong>Requirements</strong></p>
+<p><code>ip2continent</code> uses the following secrets. Get them by reading the documentation link and store them in <a href="https://console.cloud.google.com/security/secret-manager" target="_blank">Google Secret Manager</a> in the project where you deploy the function (and give Accessor role to the service account of the function):</p>
+<table>
+<thead>
+<tr>
+<th>name</th>
+<th>description</th>
+<th>documentation to get the secret</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>ipinfo_token</code></td>
+<td>IP Info Token</td>
+<td><a href="https://ipinfo.io/account/token" target="_blank">doc</a></td>
+</tr>
+</tbody>
+</table>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>ip2continent(ip)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Get <code>continent_code</code> of <code>ip</code></p>
+<blockquote>
+<p>This functions uses IP address data powered by <a href="https://ipinfo.io">IPinfo</a>
+and released under <a href="https://creativecommons.org/licenses/by-sa/4.0/">Creative Commons Attribution-ShareAlike 4.0 International License</a>.
+You are required to attribute IPinfo to use their free datasets.
+The attribution requirements can be met by giving their service credit as your data source.
+Simply place a link to IPinfo on the website, application, or social media account that uses their data.</p>
+</blockquote>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">ip2continent</span><span class="p">(</span><span class="s1">&#39;152.216.7.110&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">ip2continent</span><span class="p">(</span><span class="s1">&#39;152.216.7.110&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">ip2continent</span><span class="p">(</span><span class="s1">&#39;152.216.7.110&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------------+
+| continent_code |
++----------------+
+| NA             |
++----------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>ip2continent</code>?</summary>
+<details class="success">
+<summary>Get help using <code>ip2continent</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>ip2continent</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You have a table of website access logs, including the IP address of each visitor. You want to analyze traffic patterns by continent.  You can use the <code>ip2continent</code> function to add a continent code to each log entry:</p>
+<div class="highlight"><pre><span></span><code><span class="o">#</span><span class="n">standardSQL</span>
+<span class="k">SELECT</span>
+<span class="w">    </span><span class="k">timestamp</span><span class="p">,</span>
+<span class="w">    </span><span class="n">request_path</span><span class="p">,</span>
+<span class="w">    </span><span class="n">user_agent</span><span class="p">,</span>
+<span class="w">    </span><span class="n">ip_address</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">YOUR_REGION</span><span class="p">.</span><span class="n">ip2continent</span><span class="p">(</span><span class="n">ip_address</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">continent_code</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">your_access_logs_table</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p>Replace <code>YOUR_REGION</code> with the BigQuery region where your <code>your_access_logs_table</code> resides (e.g., <code>us</code>, <code>eu</code>, <code>us-central1</code>). This query will add a <code>continent_code</code> column to your results, allowing you to then group and aggregate your data by continent:</p>
+<div class="highlight"><pre><span></span><code><span class="o">#</span><span class="n">standardSQL</span>
+<span class="k">SELECT</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">YOUR_REGION</span><span class="p">.</span><span class="n">ip2continent</span><span class="p">(</span><span class="n">ip_address</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">continent_code</span><span class="p">,</span>
+<span class="w">    </span><span class="k">COUNT</span><span class="p">(</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">access_count</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">your_access_logs_table</span><span class="o">`</span>
+<span class="k">GROUP</span><span class="w"> </span><span class="k">BY</span>
+<span class="w">    </span><span class="n">continent_code</span>
+<span class="k">ORDER</span><span class="w"> </span><span class="k">BY</span>
+<span class="w">    </span><span class="n">access_count</span><span class="w"> </span><span class="k">DESC</span><span class="p">;</span>
+</code></pre></div>
+<p>This will give you a count of accesses from each continent. This is useful for understanding your user base geographically, targeting marketing campaigns, or optimizing content delivery.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/ip2continent" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "ip2continent",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
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+  
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diff --git a/bigfunctions/ip2continent_name/index.html b/bigfunctions/ip2continent_name/index.html
new file mode 100644
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; ip2continent_name
+</span></p>
+<h1 id="ip2continent_name">ip2continent_name<a class="headerlink" href="#ip2continent_name" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/ip2continent_name.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>ip2continent_name</code> ?</summary>
+<details class="success">
+<summary>Call <code>ip2continent_name</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>ip2continent_name</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>ip2continent_name</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>ip2continent_name</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>ip2continent_name</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>ip2continent_name
+bigfun<span class="w"> </span>deploy<span class="w"> </span>ip2continent_name
+</code></pre></div>
+<p><strong>Requirements</strong></p>
+<p><code>ip2continent_name</code> uses the following secrets. Get them by reading the documentation link and store them in <a href="https://console.cloud.google.com/security/secret-manager" target="_blank">Google Secret Manager</a> in the project where you deploy the function (and give Accessor role to the service account of the function):</p>
+<table>
+<thead>
+<tr>
+<th>name</th>
+<th>description</th>
+<th>documentation to get the secret</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>ipinfo_token</code></td>
+<td>IP Info Token</td>
+<td><a href="https://ipinfo.io/account/token" target="_blank">doc</a></td>
+</tr>
+</tbody>
+</table>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>ip2continent_name(ip)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Get <code>continent</code> of <code>ip</code></p>
+<blockquote>
+<p>This functions uses IP address data powered by <a href="https://ipinfo.io">IPinfo</a>
+and released under <a href="https://creativecommons.org/licenses/by-sa/4.0/">Creative Commons Attribution-ShareAlike 4.0 International License</a>.
+You are required to attribute IPinfo to use their free datasets.
+The attribution requirements can be met by giving their service credit as your data source.
+Simply place a link to IPinfo on the website, application, or social media account that uses their data.</p>
+</blockquote>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">ip2continent_name</span><span class="p">(</span><span class="s1">&#39;152.216.7.110&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">ip2continent_name</span><span class="p">(</span><span class="s1">&#39;152.216.7.110&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">ip2continent_name</span><span class="p">(</span><span class="s1">&#39;152.216.7.110&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------------+
+| continent     |
++---------------+
+| North America |
++---------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>ip2continent_name</code>?</summary>
+<details class="success">
+<summary>Get help using <code>ip2continent_name</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>ip2continent_name</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You have web server logs stored in BigQuery that contain the IP addresses of visitors.  You want to analyze traffic patterns by continent. You can use the <code>ip2continent_name</code> function to add a "continent" column to your log data:</p>
+<div class="highlight"><pre><span></span><code><span class="o">#</span><span class="n">standardSQL</span>
+<span class="k">SELECT</span>
+<span class="w">    </span><span class="k">timestamp</span><span class="p">,</span>
+<span class="w">    </span><span class="n">request</span><span class="p">,</span>
+<span class="w">    </span><span class="n">userAgent</span><span class="p">,</span>
+<span class="w">    </span><span class="n">clientIp</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">ip2continent_name</span><span class="p">(</span><span class="n">clientIp</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">continent</span><span class="w">  </span><span class="c1">-- Assuming your data is in US region</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">your_webserver_logs</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p>This query adds a <code>continent</code> column derived from the <code>clientIp</code> column. You can then use this new column for aggregations and reporting:</p>
+<div class="highlight"><pre><span></span><code><span class="o">#</span><span class="n">standardSQL</span>
+<span class="k">SELECT</span>
+<span class="w">    </span><span class="n">continent</span><span class="p">,</span>
+<span class="w">    </span><span class="k">COUNT</span><span class="p">(</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">visit_count</span>
+<span class="w">  </span><span class="k">FROM</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="k">SELECT</span>
+<span class="w">        </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">ip2continent_name</span><span class="p">(</span><span class="n">clientIp</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">continent</span>
+<span class="w">      </span><span class="k">FROM</span>
+<span class="w">        </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">your_webserver_logs</span><span class="o">`</span>
+<span class="w">  </span><span class="p">)</span>
+<span class="w">  </span><span class="k">GROUP</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="n">continent</span>
+<span class="w">  </span><span class="k">ORDER</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="n">visit_count</span><span class="w"> </span><span class="k">DESC</span><span class="p">;</span>
+</code></pre></div>
+<p>This would give you a breakdown of the number of visits from each continent.  Remember to replace  <code>your_project.your_dataset.your_webserver_logs</code> with the actual path to your table and select the appropriate BigQuery region for the function call (e.g., <code>bigfunctions.eu</code>, <code>bigfunctions.asia_northeast1</code>, etc.) based on your data location.</p>
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+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/ip2continent_name" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "ip2continent_name",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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diff --git a/bigfunctions/ip2country/index.html b/bigfunctions/ip2country/index.html
new file mode 100644
index 000000000..da0fa4128
--- /dev/null
+++ b/bigfunctions/ip2country/index.html
@@ -0,0 +1,1295 @@
+
+<!doctype html>
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+      <meta charset="utf-8">
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+        <meta name="description" content="BigFunction ip2country is a BigQuery function which Get `country_code` of `ip`">
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+<script defer data-domain="unytics.io" src="https://plausible.io/js/script.js"></script>
+<script>window.plausible = window.plausible || function() { (window.plausible.q = window.plausible.q || []).push(arguments) }</script>
+
+
+
+<style>
+.md-typeset .admonition.abstract,
+.md-typeset details.abstract {
+  border-color: rgb(43, 155, 70);
+}
+.md-typeset .abstract > .admonition-title,
+.md-typeset .abstract > summary {
+  background-color: var(--md-primary-fg-color);
+}
+.md-typeset .abstract > .admonition-title::before,
+.md-typeset .abstract > summary::before {
+  background-color: var(--md-primary-fg-color);
+  -webkit-mask-image: var(--md-admonition-icon--abstract);
+          mask-image: var(--md-admonition-icon--abstract);
+}
+
+.md-typeset__table {
+   min-width: 100%;
+}
+
+.admonition.note {
+  font-size: .8rem;
+}
+
+
+/*------- ANNOUNCEMENT BANNER -------*/
+.md-banner p {
+    line-height: 2.4!important;
+}
+.md-banner p a {
+    color: var(--md-footer-fg-color--light)!important;
+      margin: 0 10px;
+}
+.md-banner p a:hover {
+    color: white!important;
+}
+.md-banner a svg {
+  max-height: 1.2rem !important;
+}
+
+
+/*------- HOME PAGE -------*/
+.md-typeset .md-button:hover {
+  color: var(--md-primary-bg-color);
+  background-color: var(--md-primary-fg-color);
+  border-color: var(--md-primary-bg-color);
+}
+.md-typeset .md-button.md-button--primary:hover {
+  color: var(--md-primary-fg-color);
+  background-color: var(--md-primary-bg-color);
+  border-color: var(--md-primary-fg-color);
+}
+
+.hero__image {
+  max-width: 1000px;
+  /*min-width: 600px;*/
+  width: 100%;
+  height: auto;
+  margin: 0 auto;
+  display: flex;
+  align-items: stretch;
+}
+
+.hero__image img {
+  width: 100%;
+  height: 100%;
+  min-width: 0;
+}
+
+.md-button--center {
+    text-align: center;
+}
+
+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
+}
+
+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
+}
+
+.md-content li>h2 {
+    font-weight: 600;
+}
+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
+}
+
+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#ip2country" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
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+    </a>
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+
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+    </a>
+
+  </p>
+
+          </div>
+          
+        </aside>
+      
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+<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
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+    <label class="md-header__button md-icon" for="__drawer">
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+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
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+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              ip2country - BigQuery function
+            
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+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; ip2country
+</span></p>
+<h1 id="ip2country">ip2country<a class="headerlink" href="#ip2country" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/ip2country.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>ip2country</code> ?</summary>
+<details class="success">
+<summary>Call <code>ip2country</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>ip2country</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>ip2country</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>ip2country</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>ip2country</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>ip2country
+bigfun<span class="w"> </span>deploy<span class="w"> </span>ip2country
+</code></pre></div>
+<p><strong>Requirements</strong></p>
+<p><code>ip2country</code> uses the following secrets. Get them by reading the documentation link and store them in <a href="https://console.cloud.google.com/security/secret-manager" target="_blank">Google Secret Manager</a> in the project where you deploy the function (and give Accessor role to the service account of the function):</p>
+<table>
+<thead>
+<tr>
+<th>name</th>
+<th>description</th>
+<th>documentation to get the secret</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>ipinfo_token</code></td>
+<td>IP Info Token</td>
+<td><a href="https://ipinfo.io/account/token" target="_blank">doc</a></td>
+</tr>
+</tbody>
+</table>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>ip2country(ip)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Get <code>country_code</code> of <code>ip</code></p>
+<blockquote>
+<p>This functions uses IP address data powered by <a href="https://ipinfo.io">IPinfo</a>
+and released under <a href="https://creativecommons.org/licenses/by-sa/4.0/">Creative Commons Attribution-ShareAlike 4.0 International License</a>.
+You are required to attribute IPinfo to use their free datasets.
+The attribution requirements can be met by giving their service credit as your data source.
+Simply place a link to IPinfo on the website, application, or social media account that uses their data.</p>
+</blockquote>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">ip2country</span><span class="p">(</span><span class="s1">&#39;152.216.7.110&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">ip2country</span><span class="p">(</span><span class="s1">&#39;152.216.7.110&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">ip2country</span><span class="p">(</span><span class="s1">&#39;152.216.7.110&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------+
+| country_code |
++--------------+
+| US           |
++--------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>ip2country</code>?</summary>
+<details class="success">
+<summary>Get help using <code>ip2country</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>ip2country</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You have a table of website access logs, and each record includes the IP address of the visitor. You want to analyze website traffic by country.  The <code>ip2country</code> function can be used to determine the country code associated with each IP address, allowing you to aggregate and analyze traffic patterns based on visitor location.</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">ip2country</span><span class="p">(</span><span class="n">client_ip</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">country_code</span><span class="p">,</span>
+<span class="w">    </span><span class="k">COUNT</span><span class="p">(</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">visit_count</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">website_logs</span><span class="o">`</span>
+<span class="k">GROUP</span><span class="w"> </span><span class="k">BY</span>
+<span class="w">    </span><span class="n">country_code</span>
+<span class="k">ORDER</span><span class="w"> </span><span class="k">BY</span>
+<span class="w">    </span><span class="n">visit_count</span><span class="w"> </span><span class="k">DESC</span><span class="p">;</span>
+</code></pre></div>
+<p>This query uses the <code>ip2country</code> function to add a <code>country_code</code> column to the <code>website_logs</code> table. Then, it groups the data by <code>country_code</code> and counts the number of visits from each country, providing a summary of website traffic by country of origin. Remember to replace <code>your_project.your_dataset.website_logs</code> with the actual path to your website logs table and choose the correct BigFunctions dataset according to your region (e.g., <code>bigfunctions.eu</code>, <code>bigfunctions.asia_northeast1</code>).</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "ip2country",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/ip2country_name/index.html b/bigfunctions/ip2country_name/index.html
new file mode 100644
index 000000000..e187b701e
--- /dev/null
+++ b/bigfunctions/ip2country_name/index.html
@@ -0,0 +1,1305 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction ip2country_name is a BigQuery function which Get `country_name` of `ip`">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/ip2country_name/">
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+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
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+      
+        <title>ip2country_name - BigQuery function - BigFunctions</title>
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+    
+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
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+      
+    
+    
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+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#ip2country_name" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
+  <p style="text-align: right;">
+
+    <a href="https://github.com/unytics/bigfunctions" target="_blank" rel="noopener" title="github.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9M244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8M97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1m-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7m32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1m-11.4-14.7c-1.6 1-1.6 3.6 0 5.9s4.3 3.3 5.6 2.3c1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2"></path></svg>
+    </a>
+
+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"></path></svg>
+    </a>
+
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"></path></svg>
+    </a>
+
+  </p>
+
+          </div>
+          
+        </aside>
+      
+    </div>
+    
+    
+      
+
+  
+
+<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
+  <nav class="md-header__inner md-grid" aria-label="Header">
+    <a href="../.." title="BigFunctions" class="md-header__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
+          <span class="md-ellipsis">
+            BigFunctions
+          </span>
+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              ip2country_name - BigQuery function
+            
+          </span>
+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
+    
+    
+    
+      <label class="md-header__button md-icon" for="__search">
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+      </label>
+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
+    <form class="md-search__form" name="search">
+      <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
+      <label class="md-search__icon md-icon" for="__search">
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
+      </label>
+      <nav class="md-search__options" aria-label="Search">
+        
+        <button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
+          
+          <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"/></svg>
+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
+        <div class="md-search-result" data-md-component="search-result">
+          <div class="md-search-result__meta">
+            Initializing search
+          </div>
+          <ol class="md-search-result__list" role="presentation"></ol>
+        </div>
+      </div>
+    </div>
+  </div>
+</div>
+    
+    
+      <div class="md-header__source">
+        <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
+  <div class="md-source__icon md-icon">
+    
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
+  </div>
+  <div class="md-source__repository">
+    unytics/bigfunctions
+  </div>
+</a>
+      </div>
+    
+  </nav>
+  
+    
+      
+<nav class="md-tabs" aria-label="Tabs" data-md-component="tabs">
+  <div class="md-grid">
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+      
+        
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+        
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+
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+    </li>
+  
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+        
+  
+  
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+    <li class="md-tabs__item">
+      <a href="../../framework/" class="md-tabs__link">
+        
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+  
+  Framework
+
+      </a>
+    </li>
+  
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+      
+        
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+  
+  
+    
+    
+      <li class="md-tabs__item">
+        <a href="../../community/" class="md-tabs__link">
+          
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+    
+  
+  Community
+
+        </a>
+      </li>
+    
+  
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+      
+        
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+  
+    <li class="md-tabs__item">
+      <a href="../../blog/" class="md-tabs__link">
+        
+  
+    
+  
+  Blog
+
+      </a>
+    </li>
+  
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+      
+        
+  
+  
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+    <li class="md-tabs__item">
+      <a href="../../chat_with_us/" class="md-tabs__link">
+        
+  
+    
+  
+  Chat with us
+
+      </a>
+    </li>
+  
+
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+    </ul>
+  </div>
+</nav>
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+</header>
+    
+    <div class="md-container" data-md-component="container">
+      
+      
+        
+      
+      <main class="md-main" data-md-component="main">
+        <div class="md-main__inner md-grid">
+          
+            
+              
+                
+              
+              <div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" hidden>
+                <div class="md-sidebar__scrollwrap">
+                  <div class="md-sidebar__inner">
+                    
+
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+  
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+
+<nav class="md-nav md-nav--primary md-nav--lifted" aria-label="Navigation" data-md-level="0">
+  <label class="md-nav__title" for="__drawer">
+    <a href="../.." title="BigFunctions" class="md-nav__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
+  <img src="../../assets/logo.png" alt="logo">
+
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+    BigFunctions
+  </label>
+  
+    <div class="md-nav__source">
+      <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+    
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
+  </div>
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+  </div>
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+    
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+          </label>
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+            <span class="md-nav__icon md-icon"></span>
+            Community
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+            
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+        
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+      <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" class="md-nav__link">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; ip2country_name
+</span></p>
+<h1 id="ip2country_name">ip2country_name<a class="headerlink" href="#ip2country_name" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/ip2country_name.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>ip2country_name</code> ?</summary>
+<details class="success">
+<summary>Call <code>ip2country_name</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>ip2country_name</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>ip2country_name</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>ip2country_name</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>ip2country_name</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>ip2country_name
+bigfun<span class="w"> </span>deploy<span class="w"> </span>ip2country_name
+</code></pre></div>
+<p><strong>Requirements</strong></p>
+<p><code>ip2country_name</code> uses the following secrets. Get them by reading the documentation link and store them in <a href="https://console.cloud.google.com/security/secret-manager" target="_blank">Google Secret Manager</a> in the project where you deploy the function (and give Accessor role to the service account of the function):</p>
+<table>
+<thead>
+<tr>
+<th>name</th>
+<th>description</th>
+<th>documentation to get the secret</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>ipinfo_token</code></td>
+<td>IP Info Token</td>
+<td><a href="https://ipinfo.io/account/token" target="_blank">doc</a></td>
+</tr>
+</tbody>
+</table>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>ip2country_name(ip)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Get <code>country_name</code> of <code>ip</code></p>
+<blockquote>
+<p>This functions uses IP address data powered by <a href="https://ipinfo.io">IPinfo</a>
+and released under <a href="https://creativecommons.org/licenses/by-sa/4.0/">Creative Commons Attribution-ShareAlike 4.0 International License</a>.
+You are required to attribute IPinfo to use their free datasets.
+The attribution requirements can be met by giving their service credit as your data source.
+Simply place a link to IPinfo on the website, application, or social media account that uses their data.</p>
+</blockquote>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">ip2country_name</span><span class="p">(</span><span class="s1">&#39;152.216.7.110&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">ip2country_name</span><span class="p">(</span><span class="s1">&#39;152.216.7.110&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">ip2country_name</span><span class="p">(</span><span class="s1">&#39;152.216.7.110&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------------+
+| country_name  |
++---------------+
+| United States |
++---------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>ip2country_name</code>?</summary>
+<details class="success">
+<summary>Get help using <code>ip2country_name</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>ip2country_name</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A use case for the <code>ip2country_name</code> function would be analyzing website traffic logs to understand the geographical distribution of visitors.</p>
+<p><strong>Scenario:</strong> You have a table in BigQuery containing website access logs, including the IP address of each visitor. You want to determine the number of visitors from each country.</p>
+<p><strong>Implementation:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="o">&lt;</span><span class="n">your</span><span class="o">-</span><span class="n">region</span><span class="o">&gt;</span><span class="p">.</span><span class="n">ip2country_name</span><span class="p">(</span><span class="n">client_ip</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">country</span><span class="p">,</span>
+<span class="w">    </span><span class="k">COUNT</span><span class="p">(</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">visitor_count</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your</span><span class="o">-</span><span class="n">project</span><span class="p">.</span><span class="n">your</span><span class="o">-</span><span class="n">dataset</span><span class="p">.</span><span class="n">website_logs</span><span class="o">`</span>
+<span class="k">GROUP</span><span class="w"> </span><span class="k">BY</span>
+<span class="w">    </span><span class="n">country</span>
+<span class="k">ORDER</span><span class="w"> </span><span class="k">BY</span>
+<span class="w">    </span><span class="n">visitor_count</span><span class="w"> </span><span class="k">DESC</span><span class="p">;</span>
+</code></pre></div>
+<p>Replace <code>&lt;your-region&gt;</code> with the appropriate BigQuery region for your data (e.g., <code>us</code>, <code>eu</code>, <code>us-central1</code>).  Replace  <code>your-project.your-dataset.website_logs</code> with the actual path to your website logs table.  The <code>client_ip</code> field should contain the IP address of the visitor.</p>
+<p><strong>Result:</strong> This query will output a table showing the number of visitors from each country, ordered from highest to lowest.  This information can be used for various purposes, such as:</p>
+<ul>
+<li><strong>Targeted marketing:</strong>  Tailoring marketing campaigns based on the countries with the most visitors.</li>
+<li><strong>Content localization:</strong>  Prioritizing translation of website content into the languages spoken in the countries with the highest visitor numbers.</li>
+<li><strong>Performance optimization:</strong>  Identifying countries with slow access times and investigating potential network issues.</li>
+<li><strong>Security analysis:</strong>  Detecting suspicious activity from specific countries or regions.</li>
+</ul>
+<p>This is just one example.  The <code>ip2country_name</code> function can be useful in any scenario where you need to determine the country associated with an IP address, such as analyzing server logs, security event data, or e-commerce transactions.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "ip2country_name",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
+
+
+
+
+
+  
+  
+
+
+
+<!-- Was this page helpful? -->
+
+
+  
+
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diff --git a/bigfunctions/ip_range2ip_networks/index.html b/bigfunctions/ip_range2ip_networks/index.html
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+<h1 id="ip_range2ip_networks">ip_range2ip_networks<a class="headerlink" href="#ip_range2ip_networks" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/ip_range2ip_networks.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>ip_range2ip_networks</code> ?</summary>
+<details class="success">
+<summary>Call <code>ip_range2ip_networks</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>ip_range2ip_networks</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>ip_range2ip_networks</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>ip_range2ip_networks</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>ip_range2ip_networks</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>ip_range2ip_networks
+bigfun<span class="w"> </span>deploy<span class="w"> </span>ip_range2ip_networks
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>ip_range2ip_networks(first_ip, last_ip)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Convert an IP range into a json list of IP networks in CIDR notation
+(the list can have only one element)</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">ip_range2ip_networks</span><span class="p">(</span><span class="s1">&#39;1.0.0.0&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;1.0.0.255&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">ip_range2ip_networks</span><span class="p">(</span><span class="s1">&#39;1.0.0.0&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;1.0.0.255&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">ip_range2ip_networks</span><span class="p">(</span><span class="s1">&#39;1.0.0.0&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;1.0.0.255&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------+
+| ip_networks  |
++--------------+
+| [1.0.0.0/24] |
++--------------+
+</code>
+</pre>
+
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">ip_range2ip_networks</span><span class="p">(</span><span class="s1">&#39;192.0.2.1&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;192.0.2.15&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">ip_range2ip_networks</span><span class="p">(</span><span class="s1">&#39;192.0.2.1&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;192.0.2.15&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">ip_range2ip_networks</span><span class="p">(</span><span class="s1">&#39;192.0.2.1&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;192.0.2.15&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------------------------------------------------------+
+| ip_networks                                              |
++----------------------------------------------------------+
+| [192.0.2.1/32, 192.0.2.2/31, 192.0.2.4/30, 192.0.2.8/29] |
++----------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>ip_range2ip_networks</code>?</summary>
+<details class="success">
+<summary>Get help using <code>ip_range2ip_networks</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>ip_range2ip_networks</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A security analyst wants to identify all traffic originating from a specific range of IP addresses.  They have logs containing source IP addresses and want to categorize these logs based on whether the source IP falls within a predefined range. The <code>ip_range2ip_networks</code> function can be used to convert the IP range into a list of CIDR blocks.  This list can then be used in a <code>WHERE</code> clause with the <code>IN</code> operator or a <code>JOIN</code> operation to filter or categorize the log data efficiently.</p>
+<p><strong>Example Scenario:</strong></p>
+<p>The security analyst wants to flag all traffic from the IP range 192.168.1.100 to 192.168.1.110.</p>
+<ol>
+<li><strong>Convert the IP range to CIDR notation using the function:</strong></li>
+</ol>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">ip_range2ip_networks</span><span class="p">(</span><span class="s1">&#39;192.168.1.100&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;192.168.1.110&#39;</span><span class="p">);</span>
+</code></pre></div>
+<p>This will return:</p>
+<div class="highlight"><pre><span></span><code>+---------------------------------------------------------------------------------+
+| ip_networks                                                                     |
++---------------------------------------------------------------------------------+
+| [192.168.1.100/32, 192.168.1.102/31, 192.168.1.104/30, 192.168.1.108/30]       |
++---------------------------------------------------------------------------------+
+</code></pre></div>
+<ol>
+<li><strong>Use the result to filter the logs:</strong></li>
+</ol>
+<p>Let's assume the logs are stored in a table named <code>traffic_logs</code> with a column <code>source_ip</code>.</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="o">*</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">traffic_logs</span>
+<span class="k">WHERE</span><span class="w"> </span><span class="n">source_ip</span><span class="w"> </span><span class="k">IN</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="k">SELECT</span><span class="w"> </span><span class="n">ip</span>
+<span class="w">    </span><span class="k">FROM</span><span class="w"> </span><span class="k">UNNEST</span><span class="p">(</span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">ip_range2ip_networks</span><span class="p">(</span><span class="s1">&#39;192.168.1.100&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;192.168.1.110&#39;</span><span class="p">))</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">ip</span>
+<span class="p">);</span>
+</code></pre></div>
+<p>This query effectively filters the <code>traffic_logs</code> table to only show entries where the <code>source_ip</code> falls within the specified IP range. This allows the analyst to easily isolate and analyze traffic from the range of interest.</p>
+<p>This use case demonstrates how <code>ip_range2ip_networks</code> simplifies working with IP ranges in BigQuery by converting them into a more manageable and query-friendly CIDR representation. This is especially useful when dealing with large datasets and complex filtering requirements.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
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+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "ip_range2ip_networks",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
+
+
+
+
+
+  
+  
+
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diff --git a/bigfunctions/is_email_valid/index.html b/bigfunctions/is_email_valid/index.html
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; is_email_valid
+</span></p>
+<h1 id="is_email_valid">is_email_valid<a class="headerlink" href="#is_email_valid" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/chris-j-goddard/" title="Credits: Chris Goddard" target="_blank">
+    <img src="https://media-exp1.licdn.com/dms/image/C4D03AQGC7iFJlo7zUA/profile-displayphoto-shrink_200_200/0/1603420752762?e=1675900800&v=beta&t=9UU_ofvohzGANcMoZ7O5YR_y8DUg4ayAylSA9sWOESM" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/is_email_valid.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>is_email_valid</code> ?</summary>
+<details class="success">
+<summary>Call <code>is_email_valid</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>is_email_valid</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>is_email_valid</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>is_email_valid</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>is_email_valid</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>is_email_valid
+bigfun<span class="w"> </span>deploy<span class="w"> </span>is_email_valid
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>is_email_valid(email)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Return true if <code>email</code> is valid
+<em>(inspired from <a href="https://www.reddit.com/r/bigquery/comments/dshge0/comment/f6r7rpt/">this reddit answer</a>)</em></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. with a valid email</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">is_email_valid</span><span class="p">(</span><span class="s1">&#39;paul.marcombes@unytics.io&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">is_email_valid</span><span class="p">(</span><span class="s1">&#39;paul.marcombes@unytics.io&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">is_email_valid</span><span class="p">(</span><span class="s1">&#39;paul.marcombes@unytics.io&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------------+
+| is_email_valid |
++----------------+
+| true           |
++----------------+
+</code>
+</pre>
+
+<p><strong>2. with incorrect format</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">is_email_valid</span><span class="p">(</span><span class="s1">&#39;paul/marcombes@example.com&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">is_email_valid</span><span class="p">(</span><span class="s1">&#39;paul/marcombes@example.com&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">is_email_valid</span><span class="p">(</span><span class="s1">&#39;paul/marcombes@example.com&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------------+
+| is_email_valid |
++----------------+
+| false          |
++----------------+
+</code>
+</pre>
+
+<p><strong>3. with a domain not registrable</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">is_email_valid</span><span class="p">(</span><span class="s1">&#39;paul.marcombes@example.con&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">is_email_valid</span><span class="p">(</span><span class="s1">&#39;paul.marcombes@example.con&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">is_email_valid</span><span class="p">(</span><span class="s1">&#39;paul.marcombes@example.con&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------------+
+| is_email_valid |
++----------------+
+| false          |
++----------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>is_email_valid</code>?</summary>
+<details class="success">
+<summary>Get help using <code>is_email_valid</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>is_email_valid</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A common use case for the <code>is_email_valid</code> function would be cleaning or validating customer data in a BigQuery table.</p>
+<p>Imagine you have a table of user information, including an email address column. You want to identify and potentially correct or remove invalid email addresses.</p>
+<p><strong>Scenario:</strong></p>
+<p>You have a table named <code>users</code> with columns like <code>user_id</code>, <code>name</code>, and <code>email</code>. You want to create a new table containing only users with valid email addresses.</p>
+<p><strong>Query:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="o">*</span>
+<span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">users</span><span class="o">`</span>
+<span class="k">WHERE</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">your_region</span><span class="p">.</span><span class="n">is_email_valid</span><span class="p">(</span><span class="n">email</span><span class="p">);</span>
+</code></pre></div>
+<p>Replace <code>your_project</code>, <code>your_dataset</code>, and <code>your_region</code> with your actual project ID, dataset ID and BigQuery region respectively (like <code>bigfunctions.eu</code> if your dataset is in EU multi-region).</p>
+<p>This query uses the <code>is_email_valid</code> function to filter the <code>users</code> table, keeping only rows where the <code>email</code> column contains a valid email address according to the function's validation criteria.</p>
+<p><strong>Other Use Cases:</strong></p>
+<ul>
+<li><strong>Data Quality Reporting:</strong>  Generate reports on the percentage of valid email addresses in your data. This helps track data quality and identify potential issues.</li>
+<li><strong>Pre-processing for Marketing Campaigns:</strong> Ensure that your marketing emails are sent only to valid email addresses, reducing bounce rates and improving campaign effectiveness.</li>
+<li><strong>Form Validation:</strong> Use the function as part of a data pipeline to validate email addresses submitted through online forms before storing them in your database.</li>
+<li><strong>Lead Scoring:</strong> Assign higher scores to leads with valid email addresses, prioritizing them for sales outreach.</li>
+</ul>
+<p>By incorporating the <code>is_email_valid</code> function into your BigQuery workflows, you can improve the accuracy and reliability of your data, leading to better decision-making and more effective business processes.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "is_email_valid",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
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diff --git a/bigfunctions/is_phone_number_valid/index.html b/bigfunctions/is_phone_number_valid/index.html
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; is_phone_number_valid
+</span></p>
+<h1 id="is_phone_number_valid">is_phone_number_valid<a class="headerlink" href="#is_phone_number_valid" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/is_phone_number_valid.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>is_phone_number_valid</code> ?</summary>
+<details class="success">
+<summary>Call <code>is_phone_number_valid</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>is_phone_number_valid</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>is_phone_number_valid</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>is_phone_number_valid</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>is_phone_number_valid</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>is_phone_number_valid
+bigfun<span class="w"> </span>deploy<span class="w"> </span>is_phone_number_valid
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>is_phone_number_valid(phone_number, options)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Return if <code>phone_number</code> is valid
+using <a href="https://www.npmjs.com/package/libphonenumber-js">libphonenumber-js library</a>.</p>
+<p>Argument <code>options</code> can be <code>null</code> or must be a json with the following keys:
+<code>defaultCountry</code>, <code>defaultCallingCode</code> and <code>extract</code> as described in the
+<a href="https://www.npmjs.com/package/libphonenumber-js#parsephonenumberstring-defaultcountry-string--options-object-phonenumber">library documentation</a>.</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Check an international <code>phone_number</code> (starting with <code>+</code>)</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">is_phone_number_valid</span><span class="p">(</span><span class="s1">&#39;+33123456789&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">is_phone_number_valid</span><span class="p">(</span><span class="s1">&#39;+33123456789&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">is_phone_number_valid</span><span class="p">(</span><span class="s1">&#39;+33123456789&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------+
+| is_valid |
++----------+
+| true     |
++----------+
+</code>
+</pre>
+
+<p><strong>2. Check a national <code>phone_number</code></strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">is_phone_number_valid</span><span class="p">(</span><span class="s1">&#39;0123456789&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;defaultCountry&quot;: &quot;FR&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">is_phone_number_valid</span><span class="p">(</span><span class="s1">&#39;0123456789&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;defaultCountry&quot;: &quot;FR&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">is_phone_number_valid</span><span class="p">(</span><span class="s1">&#39;0123456789&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;defaultCountry&quot;: &quot;FR&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------+
+| is_valid |
++----------+
+| true     |
++----------+
+</code>
+</pre>
+
+<p><strong>3. If no phone number is found in <code>phone_number</code>, it returns false</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">is_phone_number_valid</span><span class="p">(</span><span class="s1">&#39;Hello!&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">is_phone_number_valid</span><span class="p">(</span><span class="s1">&#39;Hello!&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">is_phone_number_valid</span><span class="p">(</span><span class="s1">&#39;Hello!&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------+
+| is_valid |
++----------+
+| false    |
++----------+
+</code>
+</pre>
+
+<p><strong>4. By default, if the given <code>phone_number</code> text contains a valid phone number among other text, it returns true.</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="4:3"><input checked="checked" id="__tabbed_4_1" name="__tabbed_4" type="radio" /><input id="__tabbed_4_2" name="__tabbed_4" type="radio" /><input id="__tabbed_4_3" name="__tabbed_4" type="radio" /><div class="tabbed-labels"><label for="__tabbed_4_1">EU</label><label for="__tabbed_4_2">US</label><label for="__tabbed_4_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">is_phone_number_valid</span><span class="p">(</span><span class="s1">&#39;Hello +33123456789 !&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">is_phone_number_valid</span><span class="p">(</span><span class="s1">&#39;Hello +33123456789 !&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">is_phone_number_valid</span><span class="p">(</span><span class="s1">&#39;Hello +33123456789 !&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------+
+| is_valid |
++----------+
+| true     |
++----------+
+</code>
+</pre>
+
+<p><strong>5. To consider that <code>phone_number</code> cannot have additional text use <code>extract:  false</code> as option</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="5:3"><input checked="checked" id="__tabbed_5_1" name="__tabbed_5" type="radio" /><input id="__tabbed_5_2" name="__tabbed_5" type="radio" /><input id="__tabbed_5_3" name="__tabbed_5" type="radio" /><div class="tabbed-labels"><label for="__tabbed_5_1">EU</label><label for="__tabbed_5_2">US</label><label for="__tabbed_5_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">is_phone_number_valid</span><span class="p">(</span><span class="s1">&#39;Hello +33123456789 !&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;extract&quot;: false}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">is_phone_number_valid</span><span class="p">(</span><span class="s1">&#39;Hello +33123456789 !&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;extract&quot;: false}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">is_phone_number_valid</span><span class="p">(</span><span class="s1">&#39;Hello +33123456789 !&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;extract&quot;: false}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------+
+| is_valid |
++----------+
+| false    |
++----------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>is_phone_number_valid</code>?</summary>
+<details class="success">
+<summary>Get help using <code>is_phone_number_valid</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>is_phone_number_valid</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A common use case for the <code>is_phone_number_valid</code> function is cleaning and validating customer data. Imagine you have a BigQuery table containing customer information, including a phone number column.  This data might have been collected from various sources and could contain errors, inconsistencies, or improperly formatted numbers.</p>
+<p><strong>Scenario:</strong> You want to identify valid phone numbers in your customer data to improve the accuracy of your marketing campaigns, reduce communication errors, and ensure data quality for analysis.</p>
+<p><strong>Implementation using <code>is_phone_number_valid</code>:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="o">#</span><span class="n">standardSQL</span>
+<span class="k">CREATE</span><span class="w"> </span><span class="k">OR</span><span class="w"> </span><span class="k">REPLACE</span><span class="w"> </span><span class="k">TABLE</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">cleaned_customer_data</span><span class="o">`</span><span class="w"> </span><span class="k">AS</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="o">*</span>
+<span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">customer_data</span><span class="o">`</span>
+<span class="k">WHERE</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">your_region</span><span class="p">.</span><span class="n">is_phone_number_valid</span><span class="p">(</span><span class="n">phone_number</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;defaultCountry&quot;: &quot;US&quot;}&#39;</span><span class="p">);</span><span class="w"> </span><span class="c1">-- Replace &quot;US&quot; with the appropriate default country if needed.</span>
+
+<span class="c1">-- Alternatively, to handle various international numbers without a default country:</span>
+<span class="k">CREATE</span><span class="w"> </span><span class="k">OR</span><span class="w"> </span><span class="k">REPLACE</span><span class="w"> </span><span class="k">TABLE</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">cleaned_customer_data_international</span><span class="o">`</span><span class="w"> </span><span class="k">AS</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="o">*</span>
+<span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">customer_data</span><span class="o">`</span>
+<span class="k">WHERE</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">your_region</span><span class="p">.</span><span class="n">is_phone_number_valid</span><span class="p">(</span><span class="n">phone_number</span><span class="p">,</span><span class="w"> </span><span class="k">NULL</span><span class="p">);</span><span class="w"> </span><span class="c1">--  Handles international numbers starting with &quot;+&quot;</span>
+
+<span class="c1">-- Or, to find potentially valid numbers embedded within other text:</span>
+<span class="k">CREATE</span><span class="w"> </span><span class="k">OR</span><span class="w"> </span><span class="k">REPLACE</span><span class="w"> </span><span class="k">TABLE</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">potentially_valid_numbers</span><span class="o">`</span><span class="w"> </span><span class="k">AS</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="o">*</span>
+<span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">customer_data</span><span class="o">`</span>
+<span class="k">WHERE</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">your_region</span><span class="p">.</span><span class="n">is_phone_number_valid</span><span class="p">(</span><span class="n">notes_field</span><span class="p">,</span><span class="w"> </span><span class="k">NULL</span><span class="p">);</span><span class="w"> </span><span class="c1">-- Extract phone numbers from a text field like &#39;notes&#39;</span>
+</code></pre></div>
+<p><strong>Explanation:</strong></p>
+<ul>
+<li><strong><code>your_project.your_dataset.customer_data</code></strong>:  Your original table with customer information, including a <code>phone_number</code> column (and potentially other text fields that might contain phone numbers).</li>
+<li><strong><code>bigfunctions.your_region.is_phone_number_valid(phone_number, ...)</code></strong>: This calls the BigFunction, passing the <code>phone_number</code> column and optional parameters.<ul>
+<li>Using <code>json '{"defaultCountry": "US"}'</code> helps validate national numbers without the "+" prefix assuming they are from the US.</li>
+<li>Using <code>NULL</code> as the second argument allows validation of international numbers (starting with "+") and attempts to extract phone numbers embedded in other text. You can further refine this with the <code>extract</code> option in the JSON.</li>
+</ul>
+</li>
+<li><strong><code>WHERE</code> clause</strong>: Filters the customer data, keeping only rows where the <code>is_phone_number_valid</code> function returns <code>true</code>.</li>
+</ul>
+<p><strong>Benefits:</strong></p>
+<ul>
+<li><strong>Data Quality:</strong> Ensures your customer data contains only valid and consistently formatted phone numbers.</li>
+<li><strong>Improved Communication:</strong> Reduces errors in SMS marketing, phone calls, and other communication efforts.</li>
+<li><strong>Accurate Analysis:</strong> Provides reliable data for customer segmentation, targeting, and other analytical tasks.</li>
+<li><strong>Cost Savings:</strong> Avoids wasted resources on trying to contact invalid or unreachable phone numbers.</li>
+</ul>
+<p>This use case demonstrates how <code>is_phone_number_valid</code> can be incorporated into a data cleaning workflow to maintain data integrity and improve the overall quality of your customer data in BigQuery.  Remember to replace <code>"your_project"</code>, <code>"your_dataset"</code>, <code>"your_region"</code>, and <code>"customer_data"</code> with your actual values.  And adjust the optional parameters of the <code>is_phone_number_valid</code> function as needed for your specific data and requirements.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/is_phone_number_valid" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "is_phone_number_valid",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/is_public_holiday/index.html b/bigfunctions/is_public_holiday/index.html
new file mode 100644
index 000000000..e681c7b79
--- /dev/null
+++ b/bigfunctions/is_public_holiday/index.html
@@ -0,0 +1,1295 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction is_public_holiday is a BigQuery function which Return true if `date` corresponds to a public holiday in `country_code`">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/is_public_holiday/">
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+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
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+      
+        <title>is_public_holiday - BigQuery function - BigFunctions</title>
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+    
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+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#is_public_holiday" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
+  <p style="text-align: right;">
+
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+    </a>
+
+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"></path></svg>
+    </a>
+
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
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+    </a>
+
+  </p>
+
+          </div>
+          
+        </aside>
+      
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+<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
+  <nav class="md-header__inner md-grid" aria-label="Header">
+    <a href="../.." title="BigFunctions" class="md-header__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
+          <span class="md-ellipsis">
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+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              is_public_holiday - BigQuery function
+            
+          </span>
+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
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+      </label>
+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
+    <form class="md-search__form" name="search">
+      <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
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+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
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+      <nav class="md-search__options" aria-label="Search">
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+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
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+            Initializing search
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+    
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+        <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+  </div>
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+    <div class="md-container" data-md-component="container">
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+      <main class="md-main" data-md-component="main">
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+          
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+              
+                
+              
+              <div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" hidden>
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; is_public_holiday
+</span></p>
+<h1 id="is_public_holiday">is_public_holiday<a class="headerlink" href="#is_public_holiday" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_date/is_public_holiday.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>is_public_holiday</code> ?</summary>
+<details class="success">
+<summary>Call <code>is_public_holiday</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>is_public_holiday</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>is_public_holiday</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>is_public_holiday</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>is_public_holiday</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>is_public_holiday
+bigfun<span class="w"> </span>deploy<span class="w"> </span>is_public_holiday
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>is_public_holiday(date, country_code)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Return true if <code>date</code> corresponds to a public holiday in <code>country_code</code></p>
+<ul>
+<li>Always return <code>false</code> if date is not between year 1974 and year 2076.</li>
+<li><code>country_code</code> must be among <code>[AO, AR, AW, AU, AT, AZ, BD, BY, BE, BO, BW, BR, BG, BI, CA, CL, CN, CO, HR, CU, CW, CY, CZ, DK, DJ, DO, EG, EE, ET, FI, FR, GE, DE, GR, HN, HK, HU, IS, IN, IE, IL, IT, JM, JP, KZ, KE, KR, LV, LS, LT, LU, MG, MW, MY, MT, MX, MD, MA, MZ, NA, NL, NZ, NI, NG, MK, NO, PY, PE, PL, PT, RO, RU, SA, RS, SG, SK, SI, ZA, ES, SZ, SE, CH, TW, TN, TR, UA, AE, GB, US, UY, UZ, VE, VN, ZM, ZW]</code></li>
+<li>Holiday dates come from <a href="https://python-holidays.readthedocs.io/" target="_blank"><code>python-holidays</code></a>.</li>
+</ul>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">is_public_holiday</span><span class="p">(</span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-07-14&#39;</span><span class="p">),</span><span class="w"> </span><span class="s1">&#39;FR&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">is_public_holiday</span><span class="p">(</span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-07-14&#39;</span><span class="p">),</span><span class="w"> </span><span class="s1">&#39;FR&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">is_public_holiday</span><span class="p">(</span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-07-14&#39;</span><span class="p">),</span><span class="w"> </span><span class="s1">&#39;FR&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------------------+
+| is_public_holiday |
++-------------------+
+| true              |
++-------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>is_public_holiday</code>?</summary>
+<details class="success">
+<summary>Get help using <code>is_public_holiday</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>is_public_holiday</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A common use case for the <code>is_public_holiday</code> function is adjusting business metrics or forecasts based on public holiday occurrences.</p>
+<p><strong>Scenario:</strong> An e-commerce company wants to analyze daily sales data and understand the impact of public holidays on sales performance.</p>
+<p><strong>Implementation using <code>is_public_holiday</code>:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">order_date</span><span class="p">,</span>
+<span class="w">    </span><span class="n">total_sales</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">YOUR_REGION</span><span class="p">.</span><span class="n">is_public_holiday</span><span class="p">(</span><span class="n">order_date</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;US&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">is_public_holiday_us</span><span class="w"> </span><span class="c1">-- Replace YOUR_REGION with your BigQuery region</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">sales_data</span><span class="o">`</span>
+<span class="w">  </span><span class="k">WHERE</span><span class="w"> </span><span class="n">order_date</span><span class="w"> </span><span class="k">BETWEEN</span><span class="w"> </span><span class="s1">&#39;2023-01-01&#39;</span><span class="w"> </span><span class="k">AND</span><span class="w"> </span><span class="s1">&#39;2023-12-31&#39;</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Explanation:</strong></p>
+<ol>
+<li>The query retrieves <code>order_date</code> and <code>total_sales</code> from the <code>sales_data</code> table.</li>
+<li>It then uses the <code>is_public_holiday</code> function to determine whether each <code>order_date</code> falls on a public holiday in the US.  The region for bigfunctions should be replaced with your BigQuery region (e.g. <code>bigfunctions.us</code>, <code>bigfunctions.eu</code>).</li>
+<li>The result includes a new column <code>is_public_holiday_us</code> indicating whether each date is a public holiday (true/false).</li>
+</ol>
+<p><strong>Further analysis:</strong></p>
+<p>Having this information, the company can:</p>
+<ul>
+<li><strong>Compare sales:</strong> Compare sales figures on public holidays versus regular days to quantify the impact.  They might see lower sales on some holidays (e.g., Christmas, when stores might be closed) and higher sales on others (e.g., Black Friday).</li>
+<li><strong>Adjust forecasts:</strong>  Use the historical holiday data to improve sales forecasting accuracy by accounting for the expected impact of upcoming public holidays. For example, they might anticipate increased online sales in the week leading up to a holiday.</li>
+<li><strong>Identify trends:</strong> Identify any specific product categories or customer segments that are particularly affected by public holidays.</li>
+<li><strong>Optimize marketing campaigns:</strong> Plan and execute targeted marketing campaigns around public holidays, taking into account predicted sales fluctuations.</li>
+</ul>
+<p>This is just one example.  The <code>is_public_holiday</code> function can be useful in various other scenarios involving date analysis, such as:</p>
+<ul>
+<li><strong>Supply chain management:</strong> Predicting potential delays due to public holidays in different countries.</li>
+<li><strong>Human resources:</strong> Calculating employee working hours, considering public holidays.</li>
+<li><strong>Financial analysis:</strong>  Understanding market behavior around public holidays.</li>
+</ul>
+<p>By integrating the <code>is_public_holiday</code> function into BigQuery queries, businesses can gain valuable insights and make more informed decisions based on a better understanding of the influence of public holidays on their operations.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "is_public_holiday",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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+    </a>
+  
+</div>
+    </div>
+  </div>
+</footer>
+      
+    </div>
+    <div class="md-dialog" data-md-component="dialog">
+      <div class="md-dialog__inner md-typeset"></div>
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+      
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/bigfunctions/items2json/index.html b/bigfunctions/items2json/index.html
new file mode 100644
index 000000000..e1e95684a
--- /dev/null
+++ b/bigfunctions/items2json/index.html
@@ -0,0 +1,1316 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction items2json is a BigQuery function which Returns `json` object from array of `key_value_items`">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/items2json/">
+      
+      
+      
+      
+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>items2json - BigQuery function - BigFunctions</title>
+      
+    
+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
+      
+      
+
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+    
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+        
+        
+        <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
+        <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Roboto:300,300i,400,400i,700,700i%7CRoboto+Mono:400,400i,700,700i&display=fallback">
+        <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
+      
+    
+    
+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
+    
+      
+
+    
+    
+    
+
+
+<meta property="og:title" content="items2json - BigQuery function - BigFunctions" />
+<meta property="twitter:card" content="summary" />
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+
+
+
+<meta property="og:description" content="BigFunction items2json is a BigQuery function which Returns `json` object from array of `key_value_items`" />
+
+
+<meta property="og:type" content="website" />
+
+
+<meta property="og:url" content="https://unytics.io/bigfunctions/bigfunctions/items2json/" />
+
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+<meta property="og:image" content="https://unytics.io/bigfunctions/assets/logo_and_name.png" />
+<meta property="og:image:type" content="image/png" />
+<meta property="og:image:width" content="2500" />
+<meta property="og:image:height" content="541" />
+<meta property="twitter:image" content="https://unytics.io/bigfunctions/assets/logo_and_name.png" />
+<meta property="twitter:image:alt" content="Supercharge BigQuery with BigFunctions" />
+
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+
+
+
+<style>
+.md-typeset .admonition.abstract,
+.md-typeset details.abstract {
+  border-color: rgb(43, 155, 70);
+}
+.md-typeset .abstract > .admonition-title,
+.md-typeset .abstract > summary {
+  background-color: var(--md-primary-fg-color);
+}
+.md-typeset .abstract > .admonition-title::before,
+.md-typeset .abstract > summary::before {
+  background-color: var(--md-primary-fg-color);
+  -webkit-mask-image: var(--md-admonition-icon--abstract);
+          mask-image: var(--md-admonition-icon--abstract);
+}
+
+.md-typeset__table {
+   min-width: 100%;
+}
+
+.admonition.note {
+  font-size: .8rem;
+}
+
+
+/*------- ANNOUNCEMENT BANNER -------*/
+.md-banner p {
+    line-height: 2.4!important;
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+.md-banner p a {
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+      margin: 0 10px;
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+.md-banner p a:hover {
+    color: white!important;
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+.md-banner a svg {
+  max-height: 1.2rem !important;
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+/*------- HOME PAGE -------*/
+.md-typeset .md-button:hover {
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+  border-color: var(--md-primary-bg-color);
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+.md-typeset .md-button.md-button--primary:hover {
+  color: var(--md-primary-fg-color);
+  background-color: var(--md-primary-bg-color);
+  border-color: var(--md-primary-fg-color);
+}
+
+.hero__image {
+  max-width: 1000px;
+  /*min-width: 600px;*/
+  width: 100%;
+  height: auto;
+  margin: 0 auto;
+  display: flex;
+  align-items: stretch;
+}
+
+.hero__image img {
+  width: 100%;
+  height: 100%;
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+}
+
+.md-button--center {
+    text-align: center;
+}
+
+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
+}
+
+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
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+.md-content li>h2 {
+    font-weight: 600;
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+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
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+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
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+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
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+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
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+
+
+.hero p {
+  font-weight: 400;
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+  line-height: 1.6;
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+.text-center {
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+
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+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
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+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
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+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
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+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#items2json" class="md-skip">
+          Skip to content
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+        <li class="md-nav__item">
+  <a href="#description" class="md-nav__link">
+    <span class="md-ellipsis">
+      Description
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#examples" class="md-nav__link">
+    <span class="md-ellipsis">
+      Examples
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#use-cases" class="md-nav__link">
+    <span class="md-ellipsis">
+      Use cases
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#spread-the-word" class="md-nav__link">
+    <span class="md-ellipsis">
+      Spread the word!
+    </span>
+  </a>
+  
+</li>
+      
+    </ul>
+  
+</nav>
+                  </div>
+                </div>
+              </div>
+            
+          
+          
+            <div class="md-content" data-md-component="content">
+              <article class="md-content__inner md-typeset">
+                
+                  <!-- Tags -->
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+
+<!-- Actions -->
+
+  
+  
+
+
+<!--
+  Hack: check whether the content contains a h1 headline. If it doesn't, the
+  page title (or respectively site name) is used as the main headline.
+-->
+<!--  -->
+
+<!-- Page content -->
+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; items2json
+</span></p>
+<h1 id="items2json">items2json<a class="headerlink" href="#items2json" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_json/items2json.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>items2json</code> ?</summary>
+<details class="success">
+<summary>Call <code>items2json</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>items2json</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>items2json</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>items2json</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>items2json</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>items2json
+bigfun<span class="w"> </span>deploy<span class="w"> </span>items2json
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>items2json(key_value_items)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Returns <code>json</code> object from array of <code>key_value_items</code>
+which is a <code>array&lt;struct&lt;key string, value string&gt;&gt;</code>.</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">items2json</span><span class="p">([(</span><span class="s1">&#39;a&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;foo&#39;</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="s1">&#39;b&#39;</span><span class="p">:</span><span class="w"> </span><span class="s1">&#39;bar&#39;</span><span class="p">)])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">items2json</span><span class="p">([(</span><span class="s1">&#39;a&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;foo&#39;</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="s1">&#39;b&#39;</span><span class="p">:</span><span class="w"> </span><span class="s1">&#39;bar&#39;</span><span class="p">)])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">items2json</span><span class="p">([(</span><span class="s1">&#39;a&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;foo&#39;</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="s1">&#39;b&#39;</span><span class="p">:</span><span class="w"> </span><span class="s1">&#39;bar&#39;</span><span class="p">)])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------------------+
+| json                     |
++--------------------------+
+| {&#34;a&#34;: &#34;foo&#34;, &#34;b&#34;: &#34;bar&#34;} |
++--------------------------+
+</code>
+</pre>
+
+<p><strong>2. ⚠️ Whatever the names of the struct fields: the first field is always considered as the key and the second as the value.</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">items2json</span><span class="p">([</span><span class="n">struct</span><span class="p">(</span><span class="s1">&#39;a&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;foo&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">key</span><span class="p">),</span><span class="w"> </span><span class="n">struct</span><span class="p">(</span><span class="s1">&#39;b&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">one</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;bar&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">two</span><span class="p">)])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">items2json</span><span class="p">([</span><span class="n">struct</span><span class="p">(</span><span class="s1">&#39;a&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;foo&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">key</span><span class="p">),</span><span class="w"> </span><span class="n">struct</span><span class="p">(</span><span class="s1">&#39;b&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">one</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;bar&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">two</span><span class="p">)])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">items2json</span><span class="p">([</span><span class="n">struct</span><span class="p">(</span><span class="s1">&#39;a&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;foo&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">key</span><span class="p">),</span><span class="w"> </span><span class="n">struct</span><span class="p">(</span><span class="s1">&#39;b&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">one</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;bar&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">two</span><span class="p">)])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------------------+
+| json                     |
++--------------------------+
+| {&#34;a&#34;: &#34;foo&#34;, &#34;b&#34;: &#34;bar&#34;} |
++--------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>items2json</code>?</summary>
+<details class="success">
+<summary>Get help using <code>items2json</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>items2json</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>Let's say you have a BigQuery table that stores product information, including a set of custom attributes for each product.  These attributes are stored as key-value pairs in an array.  You want to transform this array of key-value pairs into a JSON object for easier processing or export.</p>
+<p><strong>Example Table:</strong></p>
+<div class="highlight"><pre><span></span><code>CREATE OR REPLACE TABLE `your_project.your_dataset.products` (
+  product_id INT64,
+  product_name STRING,
+  attributes ARRAY&lt;STRUCT&lt;key STRING, value STRING&gt;&gt;
+);
+
+INSERT INTO `your_project.your_dataset.products` (product_id, product_name, attributes) VALUES
+(1, &#39;Product A&#39;, [(&#39;color&#39;, &#39;red&#39;), (&#39;size&#39;, &#39;large&#39;), (&#39;material&#39;, &#39;cotton&#39;)]),
+(2, &#39;Product B&#39;, [(&#39;color&#39;, &#39;blue&#39;), (&#39;weight&#39;, &#39;10kg&#39;)]);
+</code></pre></div>
+<p><strong>Using <code>items2json</code>:</strong></p>
+<p>You can use the <code>items2json</code> function to convert the <code>attributes</code> array into a JSON object:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">  </span><span class="n">product_id</span><span class="p">,</span>
+<span class="w">  </span><span class="n">product_name</span><span class="p">,</span>
+<span class="w">  </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">your_region</span><span class="p">.</span><span class="n">items2json</span><span class="p">(</span><span class="n">attributes</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">attributes_json</span>
+<span class="k">FROM</span>
+<span class="w">  </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">products</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Result:</strong></p>
+<div class="highlight"><pre><span></span><code>+------------+--------------+---------------------------------------------------+
+| product_id | product_name | attributes_json                                   |
++------------+--------------+---------------------------------------------------+
+|          1 | Product A    | {&quot;color&quot;: &quot;red&quot;, &quot;size&quot;: &quot;large&quot;, &quot;material&quot;: &quot;cotton&quot;} |
+|          2 | Product B    | {&quot;color&quot;: &quot;blue&quot;, &quot;weight&quot;: &quot;10kg&quot;}                |
++------------+--------------+---------------------------------------------------+
+</code></pre></div>
+<p>Now, the <code>attributes_json</code> column contains a JSON representation of the product attributes, making it easier to work with in downstream processes.  For instance, you could easily extract individual attribute values using JSON functions or export the data in a JSON format.</p>
+<p>Another use case could be dynamically constructing JSON payloads for API calls based on data stored in key-value pairs in BigQuery.  Or you might use it to simplify the representation of complex data structures within BigQuery for analysis or reporting purposes.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/items2json" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "items2json",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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+</html>
\ No newline at end of file
diff --git a/bigfunctions/json2excel/index.html b/bigfunctions/json2excel/index.html
new file mode 100644
index 000000000..20230ab0b
--- /dev/null
+++ b/bigfunctions/json2excel/index.html
@@ -0,0 +1,1302 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction json2excel is a BigQuery function which Dump data to excel file">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/json2excel/">
+      
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+      
+      
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+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>json2excel - BigQuery function - BigFunctions</title>
+      
+    
+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
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+        <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
+      
+    
+    
+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
+    
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+    
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+.md-typeset .abstract > summary::before {
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+.md-banner p {
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+  width: 100%;
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+.md-button--center {
+    text-align: center;
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+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
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+  margin: 0 0 0.3em!important;
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+
+.md-content p, .md-content li {
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+  border-radius: .1rem;
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+.md-typeset .max-width-800.md\:two-columns>ul>li {
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+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
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+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
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+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
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+
+.hero p {
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+  grid-row-gap: 20px;
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+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
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+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
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+}
+
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+
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+  
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+    <body dir="ltr">
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+        <li class="md-nav__item">
+  <a href="#description" class="md-nav__link">
+    <span class="md-ellipsis">
+      Description
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#examples" class="md-nav__link">
+    <span class="md-ellipsis">
+      Examples
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#use-cases" class="md-nav__link">
+    <span class="md-ellipsis">
+      Use cases
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#spread-the-word" class="md-nav__link">
+    <span class="md-ellipsis">
+      Spread the word!
+    </span>
+  </a>
+  
+</li>
+      
+    </ul>
+  
+</nav>
+                  </div>
+                </div>
+              </div>
+            
+          
+          
+            <div class="md-content" data-md-component="content">
+              <article class="md-content__inner md-typeset">
+                
+                  <!-- Tags -->
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+<!-- Actions -->
+
+  
+  
+
+
+<!--
+  Hack: check whether the content contains a h1 headline. If it doesn't, the
+  page title (or respectively site name) is used as the main headline.
+-->
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+<!-- Page content -->
+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; json2excel
+</span></p>
+<h1 id="json2excel">json2excel<a class="headerlink" href="#json2excel" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/convert_data_format/json2excel.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>json2excel</code> ?</summary>
+<details class="success">
+<summary>Call <code>json2excel</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>json2excel</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>json2excel</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>json2excel</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>json2excel</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>json2excel
+bigfun<span class="w"> </span>deploy<span class="w"> </span>json2excel
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>json2excel(data)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Dump data to excel file
+encoded as a base64 string.</p>
+<blockquote>
+<p>This function is useful to combine with <code>send_mail</code> if you want to send an excel file to some people.</p>
+</blockquote>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">json2excel</span><span class="p">(</span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;[{&quot;col1&quot;: &quot;row1&quot;, &quot;col2&quot;: 1}, {&quot;col1&quot;: &quot;row2&quot;, &quot;col2&quot;: 2}]&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">json2excel</span><span class="p">(</span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;[{&quot;col1&quot;: &quot;row1&quot;, &quot;col2&quot;: 1}, {&quot;col1&quot;: &quot;row2&quot;, &quot;col2&quot;: 2}]&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">json2excel</span><span class="p">(</span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;[{&quot;col1&quot;: &quot;row1&quot;, &quot;col2&quot;: 1}, {&quot;col1&quot;: &quot;row2&quot;, &quot;col2&quot;: 2}]&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------+
+| excel_base64     |
++------------------+
+| UEsDBBQAAAAAA... |
++------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>json2excel</code>?</summary>
+<details class="success">
+<summary>Get help using <code>json2excel</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>json2excel</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A practical use case for the <code>json2excel</code> function would be generating and emailing a quick report of daily sales data.  Let's say you have a BigQuery table called <code>daily_sales</code> that gets updated every day with sales information.  You want to send a summary report as an Excel file to your sales team.</p>
+<p>Here's how you could use <code>json2excel</code> combined with a hypothetical <code>send_mail</code> function (assuming it exists and takes base64 encoded attachments):</p>
+<div class="highlight"><pre><span></span><code><span class="o">#</span><span class="n">standardSQL</span>
+<span class="k">CREATE</span><span class="w"> </span><span class="n">TEMP</span><span class="w"> </span><span class="k">FUNCTION</span><span class="w"> </span><span class="n">FormatSalesForExcel</span><span class="p">(</span><span class="k">row</span><span class="w"> </span><span class="n">STRUCT</span><span class="o">&lt;</span><span class="nb">date</span><span class="w"> </span><span class="nb">DATE</span><span class="p">,</span><span class="w"> </span><span class="n">product</span><span class="w"> </span><span class="n">STRING</span><span class="p">,</span><span class="w"> </span><span class="n">quantity</span><span class="w"> </span><span class="n">INT64</span><span class="p">,</span><span class="w"> </span><span class="n">revenue</span><span class="w"> </span><span class="n">FLOAT64</span><span class="o">&gt;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="n">TO_JSON_STRING</span><span class="p">(</span><span class="k">row</span><span class="p">)</span>
+<span class="p">);</span>
+
+<span class="k">WITH</span><span class="w"> </span><span class="n">SalesData</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="k">SELECT</span><span class="w"> </span><span class="o">*</span>
+<span class="w">    </span><span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">daily_sales</span><span class="o">`</span>
+<span class="w">    </span><span class="k">WHERE</span><span class="w"> </span><span class="nb">date</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">CURRENT_DATE</span><span class="p">()</span>
+<span class="p">),</span>
+<span class="n">FormattedSales</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="k">SELECT</span><span class="w"> </span><span class="n">FormatSalesForExcel</span><span class="p">(</span><span class="n">t</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">json_row</span>
+<span class="w">    </span><span class="k">FROM</span><span class="w"> </span><span class="n">SalesData</span><span class="w"> </span><span class="n">t</span>
+<span class="p">),</span>
+<span class="n">ExcelFile</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">your_region</span><span class="p">.</span><span class="n">json2excel</span><span class="p">(</span>
+<span class="w">        </span><span class="s1">&#39;[&#39;</span><span class="w"> </span><span class="o">||</span><span class="w"> </span><span class="n">STRING_AGG</span><span class="p">(</span><span class="n">json_row</span><span class="p">)</span><span class="w"> </span><span class="o">||</span><span class="w"> </span><span class="s1">&#39;]&#39;</span>
+<span class="w">    </span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">excel_base64</span>
+<span class="w">    </span><span class="k">FROM</span><span class="w"> </span><span class="n">FormattedSales</span>
+<span class="p">)</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">your_region</span><span class="p">.</span><span class="n">send_mail</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;sales_team@example.com&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;Daily Sales Report&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;Please find attached the daily sales report.&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;daily_sales_report.xlsx&#39;</span><span class="p">,</span><span class="w"> </span><span class="o">#</span><span class="w"> </span><span class="n">Filename</span>
+<span class="w">    </span><span class="n">excel_base64</span>
+<span class="p">)</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">ExcelFile</span><span class="p">;</span>
+</code></pre></div>
+<p>Explanation:</p>
+<ol>
+<li><strong>FormatSalesForExcel:</strong> This temporary function formats each row of the <code>daily_sales</code> table into a JSON string. This is necessary because <code>json2excel</code> expects a JSON array as input.</li>
+<li><strong>SalesData:</strong>  This CTE selects the relevant sales data for today.</li>
+<li><strong>FormattedSales:</strong> This CTE uses the <code>FormatSalesForExcel</code> function to convert each row into a JSON string.</li>
+<li><strong>ExcelFile:</strong> This CTE uses <code>STRING_AGG</code> to combine all the JSON strings into a single JSON array string, enclosed in brackets <code>[]</code>. This array is then passed to the <code>json2excel</code> function, which returns the Excel file encoded as a base64 string.</li>
+<li><strong>Final SELECT statement:</strong> This statement calls the hypothetical <code>send_mail</code> function, passing the email addresses, subject, body, desired filename, and the base64 encoded Excel data.</li>
+</ol>
+<p>This example demonstrates how to use <code>json2excel</code> to dynamically generate an Excel file from BigQuery data and then use it within a larger workflow, such as emailing reports.  You can adapt this pattern to create other kinds of reports, export data extracts in Excel format, or integrate with other systems that consume Excel files. Remember to replace <code>your_project</code>, <code>your_dataset</code>, and <code>your_region</code> with your actual values.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/json2excel" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "json2excel",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
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diff --git a/bigfunctions/json2xml/index.html b/bigfunctions/json2xml/index.html
new file mode 100644
index 000000000..31b36862f
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+        <meta name="description" content="BigFunction json2xml is a BigQuery function which Returns XML for given JSON string">
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+<h1 id="json2xml">json2xml<a class="headerlink" href="#json2xml" title="Permanent link">¶</a></h1>
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/convert_data_format/json2xml.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>json2xml</code> ?</summary>
+<details class="success">
+<summary>Call <code>json2xml</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>json2xml</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>json2xml</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>json2xml</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>json2xml</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>json2xml
+bigfun<span class="w"> </span>deploy<span class="w"> </span>json2xml
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>json2xml(json)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Returns XML for given JSON string</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. With valid JSON</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">json2xml</span><span class="p">(</span><span class="s1">&#39;{&quot;a&quot;: {&quot;b&quot;: &quot;foo&quot;}}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">json2xml</span><span class="p">(</span><span class="s1">&#39;{&quot;a&quot;: {&quot;b&quot;: &quot;foo&quot;}}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">json2xml</span><span class="p">(</span><span class="s1">&#39;{&quot;a&quot;: {&quot;b&quot;: &quot;foo&quot;}}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------------------+
+| xml               |
++-------------------+
+| &lt;a&gt;&lt;b&gt;foo&lt;/b&gt;&lt;/a&gt; |
++-------------------+
+</code>
+</pre>
+
+<p><strong>2. With valid JSON and with one key that has empty string as a value</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">json2xml</span><span class="p">(</span><span class="s1">&#39;{&quot;a&quot;: &quot;&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">json2xml</span><span class="p">(</span><span class="s1">&#39;{&quot;a&quot;: &quot;&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">json2xml</span><span class="p">(</span><span class="s1">&#39;{&quot;a&quot;: &quot;&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------+
+| xml     |
++---------+
+| &lt;a&gt;&lt;/a&gt; |
++---------+
+</code>
+</pre>
+
+<p><strong>3. With invalid JSON</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">json2xml</span><span class="p">(</span><span class="s1">&#39;{&quot;a&quot;: &quot;&quot;&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">json2xml</span><span class="p">(</span><span class="s1">&#39;{&quot;a&quot;: &quot;&quot;&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">json2xml</span><span class="p">(</span><span class="s1">&#39;{&quot;a&quot;: &quot;&quot;&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------+
+| xml  |
++------+
+| null |
++------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>json2xml</code>?</summary>
+<details class="success">
+<summary>Get help using <code>json2xml</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>json2xml</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A practical use case for the <code>json2xml</code> function is converting JSON data stored in BigQuery into an XML format for integration with systems that primarily use XML.</p>
+<p><strong>Scenario:</strong>  You have product data stored in BigQuery in JSON format.  A legacy system or a third-party partner requires product data in XML format for processing or integration.</p>
+<p><strong>Example:</strong></p>
+<p>Imagine your BigQuery table <code>product_data</code> has a column <code>product_info</code> containing JSON data like this:</p>
+<div class="highlight"><pre><span></span><code><span class="p">{</span><span class="nt">&quot;product_id&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;12345&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;name&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;Awesome Gadget&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;price&quot;</span><span class="p">:</span><span class="w"> </span><span class="mf">99.99</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;description&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;A really cool gadget.&quot;</span><span class="p">}</span>
+</code></pre></div>
+<p>You can use the <code>json2xml</code> function to convert this JSON data to XML within your BigQuery query:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">json2xml</span><span class="p">(</span><span class="n">product_info</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">product_xml</span>
+<span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">product_data</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p>This query will produce XML output like this:</p>
+<div class="highlight"><pre><span></span><code><span class="nt">&lt;product_info&gt;&lt;product_id&gt;</span>12345<span class="nt">&lt;/product_id&gt;&lt;name&gt;</span>Awesome<span class="w"> </span>Gadget<span class="nt">&lt;/name&gt;&lt;price&gt;</span>99.99<span class="nt">&lt;/price&gt;&lt;description&gt;</span>A<span class="w"> </span>really<span class="w"> </span>cool<span class="w"> </span>gadget.<span class="nt">&lt;/description&gt;&lt;/product_info&gt;</span>
+</code></pre></div>
+<p>You can then export this XML data from BigQuery for use in the target system.</p>
+<p><strong>Other Use Cases:</strong></p>
+<ul>
+<li><strong>Data Transformation for API Integration:</strong>  Convert JSON responses from APIs to XML for consumption by services that expect XML.</li>
+<li><strong>Generating XML Reports:</strong>  Transform JSON data into structured XML reports for specific business needs.</li>
+<li><strong>Data Migration:</strong> Migrate data stored in JSON format to systems that use XML.</li>
+<li><strong>Interoperability between Systems:</strong> Facilitate data exchange between systems that use different data formats (JSON and XML).</li>
+</ul>
+<p>By using <code>json2xml</code> directly within BigQuery, you avoid the need to export the JSON data and process it externally, simplifying the data transformation process and improving efficiency.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/json2xml" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "json2xml",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
+
+
+
+
+
+  
+  
+
+
+
+<!-- Was this page helpful? -->
+
+
+  
+
+
+
+<!-- Comment system -->
+
+                
+              </article>
+            </div>
+          
+          
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+
+<script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script>
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+<h1 id="json_column_schema">json_column_schema<a class="headerlink" href="#json_column_schema" title="Permanent link">¶</a></h1>
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_json/json_column_schema.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>json_column_schema</code> ?</summary>
+<details class="success">
+<summary>Call <code>json_column_schema</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>json_column_schema</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>json_column_schema</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>json_column_schema</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>json_column_schema</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>json_column_schema
+bigfun<span class="w"> </span>deploy<span class="w"> </span>json_column_schema
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>json_column_schema(data)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Returns the schema of a json column
+.</p>
+<ul>
+<li>The schema of the json column is the union of schemas of the json objects of each cell.</li>
+<li><code>schema</code> is a json object like <code>{path: type}</code> with</li>
+<li><code>path</code> the path of the nested field</li>
+<li><code>type</code> among (<code>string</code>, <code>numeric</code>, <code>bool</code>, <code>date</code>, <code>timestamp</code>, <code>array</code>)</li>
+</ul>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">with</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;created_at&quot;: &quot;2022-01-01&quot;, &quot;user&quot;: {&quot;name&quot;: &quot;James&quot;}}&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">data</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;user&quot;: {&quot;friends&quot;: [&quot;Jack&quot;, &quot;Peter&quot;]}}&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">data</span>
+
+<span class="p">)</span>
+
+
+<span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">json_column_schema</span><span class="p">(</span><span class="k">data</span><span class="p">)</span>
+<span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">with</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;created_at&quot;: &quot;2022-01-01&quot;, &quot;user&quot;: {&quot;name&quot;: &quot;James&quot;}}&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">data</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;user&quot;: {&quot;friends&quot;: [&quot;Jack&quot;, &quot;Peter&quot;]}}&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">data</span>
+
+<span class="p">)</span>
+
+
+<span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">json_column_schema</span><span class="p">(</span><span class="k">data</span><span class="p">)</span>
+<span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">with</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;created_at&quot;: &quot;2022-01-01&quot;, &quot;user&quot;: {&quot;name&quot;: &quot;James&quot;}}&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">data</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;user&quot;: {&quot;friends&quot;: [&quot;Jack&quot;, &quot;Peter&quot;]}}&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">data</span>
+
+<span class="p">)</span>
+
+
+<span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">json_column_schema</span><span class="p">(</span><span class="k">data</span><span class="p">)</span>
+<span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------------------------------------------------------------+
+| schema                                                                 |
++------------------------------------------------------------------------+
+| {&#34;created_at&#34;: &#34;date&#34;, &#34;user.name&#34;: &#34;string&#34;, &#34;user.friends&#34;: &#34;array&#34;} |
++------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>json_column_schema</code>?</summary>
+<details class="success">
+<summary>Get help using <code>json_column_schema</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>json_column_schema</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You have a BigQuery table containing a JSON column, and you want to understand the structure and data types within those JSON objects.  However, the JSON data isn't entirely consistent across all rows; some rows might have additional fields or different data types for the same field.  <code>json_column_schema</code> helps you discover all the possible fields and their respective types present in the entire column.</p>
+<p><strong>Scenario:</strong> You're analyzing event data stored as JSON in BigQuery.  Each event might have slightly different properties.  For instance:</p>
+<div class="highlight"><pre><span></span><code><span class="p">{</span><span class="nt">&quot;event_type&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;page_view&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;url&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;/home&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;user_id&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">123</span><span class="p">}</span>
+<span class="p">{</span><span class="nt">&quot;event_type&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;purchase&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;item_id&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">456</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;user_id&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">456</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;value&quot;</span><span class="p">:</span><span class="w"> </span><span class="mf">10.99</span><span class="p">}</span>
+<span class="p">{</span><span class="nt">&quot;event_type&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;sign_up&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;user_id&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">789</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;referral_code&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;ABC&quot;</span><span class="p">}</span>
+</code></pre></div>
+<p><strong>Use Case with <code>json_column_schema</code>:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">WITH</span><span class="w"> </span><span class="n">event_data</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="k">SELECT</span><span class="w"> </span><span class="n">JSON</span><span class="w"> </span><span class="s1">&#39;{&quot;event_type&quot;: &quot;page_view&quot;, &quot;url&quot;: &quot;/home&quot;, &quot;user_id&quot;: 123}&#39;</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">event_json</span>
+<span class="w">    </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span>
+<span class="w">    </span><span class="k">SELECT</span><span class="w"> </span><span class="n">JSON</span><span class="w"> </span><span class="s1">&#39;{&quot;event_type&quot;: &quot;purchase&quot;, &quot;item_id&quot;: 456, &quot;user_id&quot;: 456, &quot;value&quot;: 10.99}&#39;</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">event_json</span>
+<span class="w">    </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span>
+<span class="w">    </span><span class="k">SELECT</span><span class="w"> </span><span class="n">JSON</span><span class="w"> </span><span class="s1">&#39;{&quot;event_type&quot;: &quot;sign_up&quot;, &quot;user_id&quot;: 789, &quot;referral_code&quot;: &quot;ABC&quot;}&#39;</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">event_json</span>
+<span class="p">)</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">json_column_schema</span><span class="p">(</span><span class="n">event_json</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="k">schema</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">event_data</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Result:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="p">{</span><span class="nt">&quot;event_type&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;string&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;url&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;string&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;user_id&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;numeric&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;item_id&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;numeric&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;value&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;numeric&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;referral_code&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;string&quot;</span><span class="p">}</span>
+</code></pre></div>
+<p><strong>Benefits:</strong></p>
+<ul>
+<li><strong>Schema Discovery:</strong> You automatically identify all potential fields and their most general types within the JSON column without manual inspection.</li>
+<li><strong>Data Validation:</strong> You can use the generated schema to validate incoming data or build data quality checks.</li>
+<li><strong>Downstream Processing:</strong>  Knowing the complete schema helps you design efficient queries and transformations for further analysis.  For example, you could use this information to create a materialized view with extracted JSON fields.</li>
+</ul>
+<p>This function is particularly useful for exploring and understanding semi-structured JSON data where the schema might not be strictly enforced or evolves over time.  It allows you to programmatically handle variations in JSON structure.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/json_column_schema" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
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+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "json_column_schema",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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+</footer>
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+      
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+  </body>
+</html>
\ No newline at end of file
diff --git a/bigfunctions/json_items/index.html b/bigfunctions/json_items/index.html
new file mode 100644
index 000000000..e7112b552
--- /dev/null
+++ b/bigfunctions/json_items/index.html
@@ -0,0 +1,1296 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction json_items is a BigQuery function which Extract `key_value_items` from `json_string`">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/json_items/">
+      
+      
+      
+      
+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>json_items - BigQuery function - BigFunctions</title>
+      
+    
+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
+      
+      
+
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+        
+        <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
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+        <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
+      
+    
+    
+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
+    
+      
+
+    
+    
+    
+
+
+<meta property="og:title" content="json_items - BigQuery function - BigFunctions" />
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+
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+
+<meta property="og:description" content="BigFunction json_items is a BigQuery function which Extract `key_value_items` from `json_string`" />
+
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+<meta property="og:type" content="website" />
+
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+<meta property="og:url" content="https://unytics.io/bigfunctions/bigfunctions/json_items/" />
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+<meta property="og:image:type" content="image/png" />
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+<meta property="twitter:image:alt" content="Supercharge BigQuery with BigFunctions" />
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+
+
+
+<style>
+.md-typeset .admonition.abstract,
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+  border-color: rgb(43, 155, 70);
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+  font-size: .8rem;
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+.md-banner p {
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+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
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+  font-size: 2rem;
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+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
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+  border-radius: .1rem;
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+  margin: auto;
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+.md-typeset .max-width-800.md\:two-columns>ul>li {
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+  padding: 0 2rem 2rem;
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+  height: 100%;
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+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
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+.hero {
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+  margin: 3rem auto;
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+
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+  font-weight: 400;
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+  column-gap: 2rem;
+  grid-row-gap: 20px;
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+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
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+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
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+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
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+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
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+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
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+          Skip to content
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+  <a href="#examples" class="md-nav__link">
+    <span class="md-ellipsis">
+      Examples
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+  <a href="#use-cases" class="md-nav__link">
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+      Use cases
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; json_items
+</span></p>
+<h1 id="json_items">json_items<a class="headerlink" href="#json_items" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/company/esmoz/" title="Author: Sid Ali" target="_blank">
+    <img src="https://esmoz.fr/wp-content/uploads/2022/03/logo_esmoz_40x20-1.png" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_json/json_items.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>json_items</code> ?</summary>
+<details class="success">
+<summary>Call <code>json_items</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>json_items</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>json_items</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>json_items</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>json_items</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>json_items
+bigfun<span class="w"> </span>deploy<span class="w"> </span>json_items
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>json_items(json_string)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Extract <code>key_value_items</code> from <code>json_string</code>
+which has only flat (no nested) key-values.
+Return <code>key_value_items</code> as <code>array&lt; struct&lt;key string, value string&gt; &gt;</code></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">json_items</span><span class="p">(</span><span class="s1">&#39;{&quot;created_at&quot;: &quot;2022-01-01&quot;, &quot;user&quot;: &quot;sidali&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">json_items</span><span class="p">(</span><span class="s1">&#39;{&quot;created_at&quot;: &quot;2022-01-01&quot;, &quot;user&quot;: &quot;sidali&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">json_items</span><span class="p">(</span><span class="s1">&#39;{&quot;created_at&quot;: &quot;2022-01-01&quot;, &quot;user&quot;: &quot;sidali&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------------------------------------------------------------------------------------------------+
+| key_value_items                                                                                     |
++-----------------------------------------------------------------------------------------------------+
+| [
+|   struct(&#34;created_at&#34; as key, &#34;date&#34; as value),
+|   struct(&#34;user&#34; as key, &#34;name&#34; as value)
+| ]
+ |
++-----------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>json_items</code>?</summary>
+<details class="success">
+<summary>Get help using <code>json_items</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>json_items</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You have a table in BigQuery containing a column with JSON strings representing product details. Each JSON string has a flat structure (no nested objects).  You want to extract the key-value pairs from these JSON strings and analyze them.</p>
+<p><strong>Example Table:</strong></p>
+<div class="highlight"><pre><span></span><code>products
+| product_id | details                                    |
+|------------|--------------------------------------------|
+| 1          | &#39;{&quot;name&quot;: &quot;Laptop&quot;, &quot;price&quot;: &quot;1200&quot;, &quot;brand&quot;: &quot;XYZ&quot;}&#39; |
+| 2          | &#39;{&quot;name&quot;: &quot;Mouse&quot;, &quot;price&quot;: &quot;25&quot;, &quot;brand&quot;: &quot;ABC&quot;}&#39;   |
+| 3          | &#39;{&quot;name&quot;: &quot;Keyboard&quot;, &quot;price&quot;: &quot;75&quot;, &quot;brand&quot;: &quot;XYZ&quot;}&#39;|
+</code></pre></div>
+<p><strong>Query using <code>json_items</code>:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">product_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">item</span><span class="p">.</span><span class="k">key</span><span class="p">,</span>
+<span class="w">    </span><span class="n">item</span><span class="p">.</span><span class="n">value</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your</span><span class="o">-</span><span class="n">project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">products</span><span class="o">`</span><span class="p">,</span>
+<span class="w">    </span><span class="k">UNNEST</span><span class="p">(</span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">your</span><span class="o">-</span><span class="n">region</span><span class="p">.</span><span class="n">json_items</span><span class="p">(</span><span class="n">details</span><span class="p">))</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">item</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Result:</strong></p>
+<div class="highlight"><pre><span></span><code>| product_id | key    | value |
+|------------|--------|-------|
+| 1          | name   | Laptop|
+| 1          | price  | 1200  |
+| 1          | brand  | XYZ   |
+| 2          | name   | Mouse |
+| 2          | price  | 25    |
+| 2          | brand  | ABC   |
+| 3          | name   | Keyboard |
+| 3          | price  | 75    |
+| 3          | brand  | XYZ   |
+</code></pre></div>
+<p>This allows you to easily query and analyze individual attributes of the products, such as finding all products of a certain brand or within a specific price range.  You've effectively transformed semi-structured JSON data into a relational format for easier analysis with standard SQL.  Remember to replace <code>your-project</code>, <code>your_dataset</code>, and <code>your-region</code> with your actual values.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "json_items",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; json_keys
+</span></p>
+<h1 id="json_keys">json_keys<a class="headerlink" href="#json_keys" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/company/esmoz/" title="Author: Sid Ali" target="_blank">
+    <img src="https://esmoz.fr/wp-content/uploads/2022/03/logo_esmoz_40x20-1.png" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_json/json_keys.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>json_keys</code> ?</summary>
+<details class="success">
+<summary>Call <code>json_keys</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>json_keys</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>json_keys</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>json_keys</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>json_keys</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>json_keys
+bigfun<span class="w"> </span>deploy<span class="w"> </span>json_keys
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>json_keys(json_string)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Extract <code>keys</code> from <code>json_string</code>
+which has only flat (no nested) key-values.
+Return <code>keys</code> as an <code>array&lt;string&gt;</code></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">json_keys</span><span class="p">(</span><span class="s1">&#39;{&quot;created_at&quot;: &quot;2022-01-01&quot;, &quot;user&quot;: &quot;sidali&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">json_keys</span><span class="p">(</span><span class="s1">&#39;{&quot;created_at&quot;: &quot;2022-01-01&quot;, &quot;user&quot;: &quot;sidali&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">json_keys</span><span class="p">(</span><span class="s1">&#39;{&quot;created_at&quot;: &quot;2022-01-01&quot;, &quot;user&quot;: &quot;sidali&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------------+
+| keys                   |
++------------------------+
+| [&#39;created_at&#39;, &#39;user&#39;] |
++------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>json_keys</code>?</summary>
+<details class="success">
+<summary>Get help using <code>json_keys</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>json_keys</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You have a BigQuery table containing a column with JSON strings representing product information. Each JSON string has a flat structure (no nested objects) with keys like "product_name", "price", "category", etc. You want to extract all the keys present in these JSON strings.</p>
+<p><strong>Example Table:</strong></p>
+<p>| product_info (STRING) |
+|---|---|
+| <code>{"product_name": "Laptop", "price": 1200, "category": "electronics"}</code> |
+| <code>{"product_name": "T-shirt", "category": "clothing", "color": "blue"}</code> |
+| <code>{"price": 25, "product_name": "Book", "author": "Jane Doe"}</code> |</p>
+<p><strong>Query using <code>json_keys</code>:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">json_keys</span><span class="p">(</span><span class="n">product_info</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">keys</span>
+<span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">your_table</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Result:</strong></p>
+<p>| keys (ARRAY<STRING>) |
+|---|---|
+| <code>["product_name", "price", "category"]</code> |
+| <code>["product_name", "category", "color"]</code> |
+| <code>["price", "product_name", "author"]</code> |</p>
+<p>This allows you to dynamically determine the keys present in each JSON string without hardcoding them. You could then use this information for various purposes like:</p>
+<ul>
+<li><strong>Schema validation:</strong> Verify that all expected keys are present in the JSON data.</li>
+<li><strong>Data transformation:</strong>  Create new columns based on the extracted keys.</li>
+<li><strong>Dynamic querying:</strong> Construct queries that access fields within the JSON based on the available keys.</li>
+<li><strong>Data analysis:</strong> Analyze the frequency of different keys to understand the structure of your JSON data.</li>
+</ul>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/json_keys" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "json_keys",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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diff --git a/bigfunctions/json_merge/index.html b/bigfunctions/json_merge/index.html
new file mode 100644
index 000000000..d94bed4ff
--- /dev/null
+++ b/bigfunctions/json_merge/index.html
@@ -0,0 +1,1291 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; json_merge
+</span></p>
+<h1 id="json_merge">json_merge<a class="headerlink" href="#json_merge" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/company/esmoz/" title="Author: Thomas Lépine" target="_blank">
+    <img src="https://esmoz.fr/wp-content/uploads/2022/03/logo_esmoz_40x20-1.png" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_json/json_merge.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>json_merge</code> ?</summary>
+<details class="success">
+<summary>Call <code>json_merge</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>json_merge</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>json_merge</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>json_merge</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>json_merge</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>json_merge
+bigfun<span class="w"> </span>deploy<span class="w"> </span>json_merge
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>json_merge(json_string1, json_string2)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Merge <code>json_string1</code> and <code>json_string2</code></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">json_merge</span><span class="p">(</span><span class="s1">&#39;{&quot;k1&quot;: &quot;v1&quot;}&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;{&quot;k2&quot;: &quot;v2&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">json_merge</span><span class="p">(</span><span class="s1">&#39;{&quot;k1&quot;: &quot;v1&quot;}&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;{&quot;k2&quot;: &quot;v2&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">json_merge</span><span class="p">(</span><span class="s1">&#39;{&quot;k1&quot;: &quot;v1&quot;}&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;{&quot;k2&quot;: &quot;v2&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------------------------+
+| merged_json                |
++----------------------------+
+| &#39;{&#34;k1&#34;: &#34;v1&#34;, &#34;k2&#34;: &#34;v2&#34;}&#39; |
++----------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>json_merge</code>?</summary>
+<details class="success">
+<summary>Get help using <code>json_merge</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>json_merge</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You have a table with customer data split into two JSON string columns, perhaps due to limitations in how the data was initially collected or stored. You want to combine these two JSON strings into a single, unified JSON object for easier querying and analysis.</p>
+<p><strong>Example Scenario:</strong></p>
+<p>Imagine a table named <code>customers</code> with columns <code>customer_info_1</code> and <code>customer_info_2</code> containing JSON strings:</p>
+<div class="highlight"><pre><span></span><code>| customer_id | customer_info_1        | customer_info_2           |
+|-------------|-------------------------|--------------------------|
+| 1           | &#39;{&quot;name&quot;: &quot;John Doe&quot;, &quot;age&quot;: 30}&#39; | &#39;{&quot;city&quot;: &quot;New York&quot;, &quot;country&quot;: &quot;USA&quot;}&#39; |
+| 2           | &#39;{&quot;name&quot;: &quot;Jane Smith&quot;, &quot;age&quot;: 25}&#39; | &#39;{&quot;city&quot;: &quot;London&quot;, &quot;country&quot;: &quot;UK&quot;}&#39;   |
+</code></pre></div>
+<p><strong>Query using <code>json_merge</code>:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">customer_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">json_merge</span><span class="p">(</span><span class="n">customer_info_1</span><span class="p">,</span><span class="w"> </span><span class="n">customer_info_2</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">merged_customer_info</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">customers</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Result:</strong></p>
+<div class="highlight"><pre><span></span><code>| customer_id | merged_customer_info                                           |
+|-------------|-----------------------------------------------------------------|
+| 1           | &#39;{&quot;name&quot;: &quot;John Doe&quot;, &quot;age&quot;: 30, &quot;city&quot;: &quot;New York&quot;, &quot;country&quot;: &quot;USA&quot;}&#39; |
+| 2           | &#39;{&quot;name&quot;: &quot;Jane Smith&quot;, &quot;age&quot;: 25, &quot;city&quot;: &quot;London&quot;, &quot;country&quot;: &quot;UK&quot;}&#39;   |
+</code></pre></div>
+<p>This now provides a single <code>merged_customer_info</code> column containing all customer data in a single JSON object, making it much easier to query using BigQuery's JSON functions.  For example, you could now easily find all customers in the UK with:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="o">*</span>
+<span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">customers</span><span class="o">`</span>
+<span class="k">WHERE</span><span class="w"> </span><span class="n">JSON_VALUE</span><span class="p">(</span><span class="n">merged_customer_info</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;$.country&#39;</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">&#39;UK&#39;</span><span class="p">;</span>
+</code></pre></div>
+<p>This is just one example.  Other uses could include:</p>
+<ul>
+<li><strong>Combining data from different APIs:</strong> If you're pulling data from multiple APIs that return JSON, <code>json_merge</code> can help combine the responses into a single object.</li>
+<li><strong>Progressive profiling:</strong> You might gather user data in stages, storing each stage in a separate JSON string.  <code>json_merge</code> allows you to consolidate this data as it becomes available.</li>
+<li><strong>Simplifying data storage:</strong> Instead of having multiple JSON columns, you can combine them into one, making your table schema cleaner and easier to manage.</li>
+</ul>
+<p>It's important to note how <code>json_merge</code> handles conflicts. If both JSON strings have the same key, the value from the <em>second</em> JSON string (<code>json_string2</code>) will overwrite the value from the first.  This behavior is important to consider when designing your data model.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/json_merge" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "json_merge",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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diff --git a/bigfunctions/json_query/index.html b/bigfunctions/json_query/index.html
new file mode 100644
index 000000000..2060a42cb
--- /dev/null
+++ b/bigfunctions/json_query/index.html
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+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
+}
+
+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
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+    <div data-md-component="skip">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; json_query
+</span></p>
+<h1 id="json_query">json_query<a class="headerlink" href="#json_query" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/company/esmoz/" title="Author: Sid Ali" target="_blank">
+    <img src="https://esmoz.fr/wp-content/uploads/2022/03/logo_esmoz_40x20-1.png" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_json/json_query.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>json_query</code> ?</summary>
+<details class="success">
+<summary>Call <code>json_query</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>json_query</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>json_query</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>json_query</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>json_query</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>json_query
+bigfun<span class="w"> </span>deploy<span class="w"> </span>json_query
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>json_query(json_string, query)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Extract data from <code>json_string</code> using advanced json querying
+offered by <a href="https://jmespath.org/">JMESPath</a>.</p>
+<blockquote>
+<p><em>JMESPath Links:</em></p>
+<ul>
+<li>See <a href="https://jmespath.org/tutorial.html">JMESPath Tutorial</a> for exhaustive <code>query</code> possibilities</li>
+<li><a href="https://github.com/jmespath/jmespath.js">GitHub of jmespath.js</a></li>
+</ul>
+</blockquote>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Basic Query</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">json_query</span><span class="p">(</span><span class="s1">&#39;{&quot;foo&quot;: [{&quot;first&quot;: &quot;a&quot;}, {&quot;first&quot;: &quot;c&quot;}]}&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;foo&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">json_query</span><span class="p">(</span><span class="s1">&#39;{&quot;foo&quot;: [{&quot;first&quot;: &quot;a&quot;}, {&quot;first&quot;: &quot;c&quot;}]}&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;foo&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">json_query</span><span class="p">(</span><span class="s1">&#39;{&quot;foo&quot;: [{&quot;first&quot;: &quot;a&quot;}, {&quot;first&quot;: &quot;c&quot;}]}&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;foo&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------------------------------+
+| result                           |
++----------------------------------+
+| [{&#34;first&#34;: &#34;a&#34;}, {&#34;first&#34;: &#34;c&#34;}] |
++----------------------------------+
+</code>
+</pre>
+
+<p><strong>2. Getting array sub-items</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">json_query</span><span class="p">(</span><span class="s1">&#39;{&quot;foo&quot;: [{&quot;first&quot;: &quot;a&quot;}, {&quot;first&quot;: &quot;c&quot;}]}&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;foo[*].first&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">json_query</span><span class="p">(</span><span class="s1">&#39;{&quot;foo&quot;: [{&quot;first&quot;: &quot;a&quot;}, {&quot;first&quot;: &quot;c&quot;}]}&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;foo[*].first&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">json_query</span><span class="p">(</span><span class="s1">&#39;{&quot;foo&quot;: [{&quot;first&quot;: &quot;a&quot;}, {&quot;first&quot;: &quot;c&quot;}]}&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;foo[*].first&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------+
+| result     |
++------------+
+| [&#39;a&#39;, &#39;c&#39;] |
++------------+
+</code>
+</pre>
+
+<p><strong>3. Slicing</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">json_query</span><span class="p">(</span><span class="s1">&#39;{&quot;foo&quot;: [{&quot;first&quot;: &quot;a&quot;}, {&quot;first&quot;: &quot;c&quot;}]}&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;foo[:1].first&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">json_query</span><span class="p">(</span><span class="s1">&#39;{&quot;foo&quot;: [{&quot;first&quot;: &quot;a&quot;}, {&quot;first&quot;: &quot;c&quot;}]}&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;foo[:1].first&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">json_query</span><span class="p">(</span><span class="s1">&#39;{&quot;foo&quot;: [{&quot;first&quot;: &quot;a&quot;}, {&quot;first&quot;: &quot;c&quot;}]}&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;foo[:1].first&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------+
+| result |
++--------+
+| [&#39;a&#39;]  |
++--------+
+</code>
+</pre>
+
+<p><strong>4. Projecting</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="4:3"><input checked="checked" id="__tabbed_4_1" name="__tabbed_4" type="radio" /><input id="__tabbed_4_2" name="__tabbed_4" type="radio" /><input id="__tabbed_4_3" name="__tabbed_4" type="radio" /><div class="tabbed-labels"><label for="__tabbed_4_1">EU</label><label for="__tabbed_4_2">US</label><label for="__tabbed_4_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">json_query</span><span class="p">(</span><span class="s1">&#39;{&quot;foo&quot;: [{&quot;first&quot;: &quot;a&quot;}, {&quot;first&quot;: &quot;c&quot;}]}&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;foo[*].{name: first}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">json_query</span><span class="p">(</span><span class="s1">&#39;{&quot;foo&quot;: [{&quot;first&quot;: &quot;a&quot;}, {&quot;first&quot;: &quot;c&quot;}]}&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;foo[*].{name: first}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">json_query</span><span class="p">(</span><span class="s1">&#39;{&quot;foo&quot;: [{&quot;first&quot;: &quot;a&quot;}, {&quot;first&quot;: &quot;c&quot;}]}&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;foo[*].{name: first}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------------------------+
+| result                         |
++--------------------------------+
+| [{&#34;name&#34;: &#34;a&#34;}, {&#34;name&#34;: &#34;c&#34;}] |
++--------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>json_query</code>?</summary>
+<details class="success">
+<summary>Get help using <code>json_query</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>json_query</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>Let's imagine you have a BigQuery table storing user activity logs, where each row contains a JSON string representing various actions a user took within a session.  The JSON structure might look like this:</p>
+<div class="highlight"><pre><span></span><code><span class="p">{</span>
+<span class="w">  </span><span class="nt">&quot;userId&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;12345&quot;</span><span class="p">,</span>
+<span class="w">  </span><span class="nt">&quot;sessionId&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;abcde&quot;</span><span class="p">,</span>
+<span class="w">  </span><span class="nt">&quot;actions&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span>
+<span class="w">    </span><span class="p">{</span><span class="nt">&quot;type&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;pageview&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;url&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;/home&quot;</span><span class="p">},</span>
+<span class="w">    </span><span class="p">{</span><span class="nt">&quot;type&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;click&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;element&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;button1&quot;</span><span class="p">},</span>
+<span class="w">    </span><span class="p">{</span><span class="nt">&quot;type&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;form_submit&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;data&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">{</span><span class="nt">&quot;name&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;John&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;email&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;john@example.com&quot;</span><span class="p">}},</span>
+<span class="w">    </span><span class="p">{</span><span class="nt">&quot;type&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;pageview&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;url&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;/products&quot;</span><span class="p">},</span>
+<span class="w">    </span><span class="p">{</span><span class="nt">&quot;type&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;click&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;element&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;addtocart&quot;</span><span class="p">}</span>
+<span class="w">  </span><span class="p">]</span>
+<span class="p">}</span>
+</code></pre></div>
+<p>Here are a few use cases for the <code>json_query</code> function with this data:</p>
+<ol>
+<li><strong>Extracting all URLs visited during a session:</strong></li>
+</ol>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">YOUR_REGION</span><span class="p">.</span><span class="n">json_query</span><span class="p">(</span><span class="n">activity_json</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;actions[*].url&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">visited_urls</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">your_table</span>
+<span class="k">WHERE</span><span class="w"> </span><span class="n">userId</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">&#39;12345&#39;</span><span class="w"> </span><span class="k">AND</span><span class="w"> </span><span class="n">sessionId</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">&#39;abcde&#39;</span><span class="p">;</span>
+</code></pre></div>
+<p>This query would return an array like <code>["/home", "/products"]</code>.</p>
+<ol>
+<li><strong>Finding all "click" actions and the elements clicked:</strong></li>
+</ol>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">YOUR_REGION</span><span class="p">.</span><span class="n">json_query</span><span class="p">(</span><span class="n">activity_json</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;actions[?type==`click`].element&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">clicked_elements</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">your_table</span>
+<span class="k">WHERE</span><span class="w"> </span><span class="n">userId</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">&#39;12345&#39;</span><span class="w"> </span><span class="k">AND</span><span class="w"> </span><span class="n">sessionId</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">&#39;abcde&#39;</span><span class="p">;</span>
+</code></pre></div>
+<p>This would return <code>["button1", "addtocart"]</code>.</p>
+<ol>
+<li><strong>Getting the data submitted in a form:</strong></li>
+</ol>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">YOUR_REGION</span><span class="p">.</span><span class="n">json_query</span><span class="p">(</span><span class="n">activity_json</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;actions[?type==`form_submit`].data&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">form_data</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">your_table</span>
+<span class="k">WHERE</span><span class="w"> </span><span class="n">userId</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">&#39;12345&#39;</span><span class="w"> </span><span class="k">AND</span><span class="w"> </span><span class="n">sessionId</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">&#39;abcde&#39;</span><span class="p">;</span>
+</code></pre></div>
+<p>This would return an array containing a single object: <code>[{"name": "John", "email": "john@example.com"}]</code>.  You could further refine this to get specific fields within the <code>data</code> object.</p>
+<ol>
+<li><strong>Checking if a specific action type occurred:</strong></li>
+</ol>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">YOUR_REGION</span><span class="p">.</span><span class="n">json_query</span><span class="p">(</span><span class="n">activity_json</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;actions[?type==`purchase`]&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">IS</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">NULL</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">purchased</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">your_table</span>
+<span class="k">WHERE</span><span class="w"> </span><span class="n">userId</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">&#39;12345&#39;</span><span class="w"> </span><span class="k">AND</span><span class="w"> </span><span class="n">sessionId</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">&#39;abcde&#39;</span><span class="p">;</span>
+</code></pre></div>
+<p>This query returns <code>true</code> if a "purchase" action exists in the <code>actions</code> array and <code>false</code> otherwise.</p>
+<p>These examples demonstrate the flexibility of <code>json_query</code> for extracting and analyzing data from complex JSON structures within BigQuery.  The function's use of JMESPath allows for complex filtering and projections, simplifying tasks that would otherwise require more complicated SQL or User-Defined Functions (UDFs).</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "json_query",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; json_schema
+</span></p>
+<h1 id="json_schema">json_schema<a class="headerlink" href="#json_schema" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_json/json_schema.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>json_schema</code> ?</summary>
+<details class="success">
+<summary>Call <code>json_schema</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>json_schema</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>json_schema</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>json_schema</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>json_schema</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>json_schema
+bigfun<span class="w"> </span>deploy<span class="w"> </span>json_schema
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>json_schema(data)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Returns the schema of <code>data</code>
+(with <code>data</code> a json object) as <code>[{path, type}]</code>
+with <code>path</code> the path of the nested field
+and <code>type</code> among (<code>string</code>, <code>numeric</code>, <code>bool</code>, <code>date</code>, <code>timestamp</code>)</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">json_schema</span><span class="p">(</span><span class="s1">&#39;{&quot;created_at&quot;: &quot;2022-01-01&quot;, &quot;user&quot;: {&quot;name&quot;: &quot;James&quot;, &quot;friends&quot;: [&quot;Jack&quot;, &quot;Peter&quot;]}}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">json_schema</span><span class="p">(</span><span class="s1">&#39;{&quot;created_at&quot;: &quot;2022-01-01&quot;, &quot;user&quot;: {&quot;name&quot;: &quot;James&quot;, &quot;friends&quot;: [&quot;Jack&quot;, &quot;Peter&quot;]}}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">json_schema</span><span class="p">(</span><span class="s1">&#39;{&quot;created_at&quot;: &quot;2022-01-01&quot;, &quot;user&quot;: {&quot;name&quot;: &quot;James&quot;, &quot;friends&quot;: [&quot;Jack&quot;, &quot;Peter&quot;]}}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| schema                                                                                                                                                          |
++-----------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| [
+|   struct(&#34;created_at&#34; as path, &#34;date&#34; as type),
+|   struct(&#34;user.name&#34; as path, &#34;string&#34; as type),
+|   struct(&#34;user.friends&#34; as path, &#34;array&#34; as type)
+| ]
+ |
++-----------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>json_schema</code>?</summary>
+<details class="success">
+<summary>Get help using <code>json_schema</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>json_schema</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A use case for the <code>json_schema</code> function is to dynamically determine the schema of JSON data stored in a BigQuery table without prior knowledge of its structure. This can be particularly helpful in situations like:</p>
+<ul>
+<li>
+<p><strong>Data ingestion from diverse sources:</strong> Imagine receiving JSON data from various APIs or partners where the structure might not be consistent or documented thoroughly. <code>json_schema</code> can be used to automatically analyze a sample of the incoming data and infer its schema. This information can then be used to create or validate table schemas, ensuring proper data loading.</p>
+</li>
+<li>
+<p><strong>Data exploration and analysis:</strong> When dealing with unfamiliar JSON data, <code>json_schema</code> helps quickly understand its structure and the types of information it contains. This is useful for exploratory data analysis and building queries without manually examining the JSON objects.</p>
+</li>
+<li>
+<p><strong>Schema evolution tracking:</strong> By periodically applying <code>json_schema</code> to incoming data, you can detect changes in the JSON structure over time. This allows you to adapt your processing pipelines or table schemas as needed, ensuring compatibility and avoiding errors.</p>
+</li>
+<li>
+<p><strong>Data validation:</strong> After inferring the schema, it can be used to validate subsequent JSON data against the expected structure. This can prevent malformed data from being ingested, ensuring data quality.</p>
+</li>
+<li>
+<p><strong>Automated documentation:</strong> The output of <code>json_schema</code> can be used to generate documentation for the JSON data, simplifying communication and understanding among different teams or users.</p>
+</li>
+</ul>
+<p><strong>Example Scenario:</strong></p>
+<p>Let's say you have a BigQuery table containing a <code>raw_data</code> column storing JSON strings from different sources.  You can use the following query to get the schema of the JSON data in each row:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">json_schema</span><span class="p">(</span><span class="n">raw_data</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">inferred_schema</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">your_dataset</span><span class="p">.</span><span class="n">your_table</span><span class="p">;</span>
+</code></pre></div>
+<p>This will return a table where each row contains the inferred schema of the corresponding JSON data in <code>raw_data</code>.  You can then further process this output to:</p>
+<ul>
+<li>Identify the common schema across different JSON data.</li>
+<li>Create a new table with the appropriate schema to store the extracted JSON data in a structured format.</li>
+<li>Flag rows with unexpected schemas for further investigation.</li>
+</ul>
+<p>By dynamically determining the schema of JSON data using <code>json_schema</code>, you can make your data ingestion, analysis, and validation processes more robust and efficient.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "json_schema",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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diff --git a/bigfunctions/json_values/index.html b/bigfunctions/json_values/index.html
new file mode 100644
index 000000000..8fe807947
--- /dev/null
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+.md-banner p a:hover {
+    color: white!important;
+}
+.md-banner a svg {
+  max-height: 1.2rem !important;
+}
+
+
+/*------- HOME PAGE -------*/
+.md-typeset .md-button:hover {
+  color: var(--md-primary-bg-color);
+  background-color: var(--md-primary-fg-color);
+  border-color: var(--md-primary-bg-color);
+}
+.md-typeset .md-button.md-button--primary:hover {
+  color: var(--md-primary-fg-color);
+  background-color: var(--md-primary-bg-color);
+  border-color: var(--md-primary-fg-color);
+}
+
+.hero__image {
+  max-width: 1000px;
+  /*min-width: 600px;*/
+  width: 100%;
+  height: auto;
+  margin: 0 auto;
+  display: flex;
+  align-items: stretch;
+}
+
+.hero__image img {
+  width: 100%;
+  height: 100%;
+  min-width: 0;
+}
+
+.md-button--center {
+    text-align: center;
+}
+
+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
+}
+
+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
+}
+
+.md-content li>h2 {
+    font-weight: 600;
+}
+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
+}
+
+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
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+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
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+          Skip to content
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+          <div class="md-banner__inner md-grid md-typeset">
+            
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; json_values
+</span></p>
+<h1 id="json_values">json_values<a class="headerlink" href="#json_values" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/company/esmoz/" title="Author: Sid Ali" target="_blank">
+    <img src="https://esmoz.fr/wp-content/uploads/2022/03/logo_esmoz_40x20-1.png" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_json/json_values.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>json_values</code> ?</summary>
+<details class="success">
+<summary>Call <code>json_values</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>json_values</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>json_values</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>json_values</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>json_values</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>json_values
+bigfun<span class="w"> </span>deploy<span class="w"> </span>json_values
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>json_values(json_string)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Extract <code>values</code> from <code>json_string</code>
+which has only flat (no nested) key-values.
+Return <code>values</code> as an <code>array&lt;string&gt;</code></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">json_values</span><span class="p">(</span><span class="s1">&#39;{&quot;created_at&quot;: &quot;2022-01-01&quot;, &quot;user&quot;: &quot;sidali&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">json_values</span><span class="p">(</span><span class="s1">&#39;{&quot;created_at&quot;: &quot;2022-01-01&quot;, &quot;user&quot;: &quot;sidali&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">json_values</span><span class="p">(</span><span class="s1">&#39;{&quot;created_at&quot;: &quot;2022-01-01&quot;, &quot;user&quot;: &quot;sidali&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------------------+
+| values                   |
++--------------------------+
+| [&#39;2022-01-01&#39;, &#39;sidali&#39;] |
++--------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>json_values</code>?</summary>
+<details class="success">
+<summary>Get help using <code>json_values</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>json_values</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You have a table in BigQuery that stores JSON strings representing user activity.  Each JSON string contains key-value pairs where the keys represent activity types and the values represent timestamps or user IDs.  You want to extract all the values from these JSON strings to analyze the different types of activities performed without needing to know the specific keys.</p>
+<p><strong>Example Table:</strong></p>
+<table>
+<thead>
+<tr>
+<th>UserID</th>
+<th>ActivityJSON</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1</td>
+<td><code>{"login": "2023-10-26 10:00:00", "purchase": "item123"}</code></td>
+</tr>
+<tr>
+<td>2</td>
+<td><code>{"logout": "2023-10-26 10:15:00", "view_product": "item456"}</code></td>
+</tr>
+<tr>
+<td>3</td>
+<td><code>{"login": "2023-10-26 10:30:00", "add_to_cart": "item789"}</code></td>
+</tr>
+</tbody>
+</table>
+<p><strong>Query using <code>json_values</code>:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">UserID</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">json_values</span><span class="p">(</span><span class="n">ActivityJSON</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">ActivityValues</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">your_table</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Result:</strong></p>
+<table>
+<thead>
+<tr>
+<th>UserID</th>
+<th>ActivityValues</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1</td>
+<td><code>['2023-10-26 10:00:00', 'item123']</code></td>
+</tr>
+<tr>
+<td>2</td>
+<td><code>['2023-10-26 10:15:00', 'item456']</code></td>
+</tr>
+<tr>
+<td>3</td>
+<td><code>['2023-10-26 10:30:00', 'item789']</code></td>
+</tr>
+</tbody>
+</table>
+<p>Now you have an array of values for each user, which you can further process. For instance, you could unnest the array to analyze the frequency of different activity values or join it with another table based on these values.  The key benefit here is that you've extracted the relevant data without needing to explicitly parse the JSON based on individual keys.  This is particularly useful when the keys in the JSON strings can vary across different rows but the values themselves hold the information you're interested in.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/json_values" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "json_values",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/last_value/index.html b/bigfunctions/last_value/index.html
new file mode 100644
index 000000000..7d4ab095a
--- /dev/null
+++ b/bigfunctions/last_value/index.html
@@ -0,0 +1,1274 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction last_value is a BigQuery function which Return last value of array">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/last_value/">
+      
+      
+      
+      
+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>last_value - BigQuery function - BigFunctions</title>
+      
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+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
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+        <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
+      
+    
+    
+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
+    
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+
+<meta property="og:title" content="last_value - BigQuery function - BigFunctions" />
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+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
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+/*------- FROM MEDIUM SCREEN -------*/
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; last_value
+</span></p>
+<h1 id="last_value">last_value<a class="headerlink" href="#last_value" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/taylorabrownlow/" title="Credits: Taylor Brownlow" target="_blank">
+    <img src="https://miro.medium.com/v2/resize:fit:120/2*4lF1qiVAwcDkw1AfDY6KBQ.jpeg" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_array/last_value.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>last_value</code> ?</summary>
+<details class="success">
+<summary>Call <code>last_value</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>last_value</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>last_value</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>last_value</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>last_value</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>last_value
+bigfun<span class="w"> </span>deploy<span class="w"> </span>last_value
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>last_value(arr)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Return last value of array
+<em>(inspired from <a href="https://github.com/count/sql-snippets/blob/main/bigquery/get-last-array-element.md">sql-snippets repo</a>)</em></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">last_value</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">last_value</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">last_value</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------+
+| value |
++-------+
+| 3     |
++-------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>last_value</code>?</summary>
+<details class="success">
+<summary>Get help using <code>last_value</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>last_value</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>Imagine you have a table of customer orders, and each order has an array of timestamps representing different stages of the order fulfillment process (e.g., order placed, payment processed, shipped, delivered).  You want to find the last timestamp in each array, which would represent the time the order was completed (delivered in this example).</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">order_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">last_value</span><span class="p">(</span><span class="n">fulfillment_timestamps</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">order_completion_timestamp</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">your_order_table</span>
+</code></pre></div>
+<p>This query would use the <code>last_value</code> function to extract the last timestamp from the <code>fulfillment_timestamps</code> array for each order, giving you the order completion time.</p>
+<p>Other use cases could include:</p>
+<ul>
+<li><strong>Finding the latest status update:</strong>  If you have an array of status updates for a task or project, <code>last_value</code> can give you the most recent status.</li>
+<li><strong>Getting the last element of a sequence:</strong>  If you have an array representing a sequence of events, <code>last_value</code> can retrieve the final event in the sequence.</li>
+<li><strong>Extracting the latest value from sensor readings:</strong> If you have an array of sensor readings over time, <code>last_value</code> can retrieve the most recent reading.</li>
+</ul>
+<p>Essentially, anytime you need to efficiently extract the last element from an array within BigQuery, the <code>last_value</code> function provides a clean and easy solution.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "last_value",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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diff --git a/bigfunctions/list_bigquery_resources_in_current_project/index.html b/bigfunctions/list_bigquery_resources_in_current_project/index.html
new file mode 100644
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+<h1 id="list_bigquery_resources_in_current_project">list_bigquery_resources_in_current_project<a class="headerlink" href="#list_bigquery_resources_in_current_project" title="Permanent link">¶</a></h1>
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/wip/list_bigquery_resources_in_current_project.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>list_bigquery_resources_in_current_project</code> ?</summary>
+<details class="success">
+<summary>Call <code>list_bigquery_resources_in_current_project</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>list_bigquery_resources_in_current_project</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>list_bigquery_resources_in_current_project</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>list_bigquery_resources_in_current_project</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>list_bigquery_resources_in_current_project</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>list_bigquery_resources_in_current_project
+bigfun<span class="w"> </span>deploy<span class="w"> </span>list_bigquery_resources_in_current_project
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>list_bigquery_resources_in_current_project()
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>List BigQuery resources
+in current Google Cloud <code>project</code> enriched with their BigQuery usage in current <code>project</code>.</p>
+<p>BigQuery resources include tables, views, columns, datasets, users.</p>
+<p>For each data asset, a <code>popularity</code> score is computed. For example, for a table, it is equal to the number of distinct users which read the table in the latest 30 days using <code>execution_projects</code>.</p>
+<p>The result is written into <code>bigfunction_result</code> temporary table which has the following columns:</p>
+<ul>
+<li><code>id</code>: unique identifier of the data asset</li>
+<li><code>type</code>: asset type such as tables, views, datasets, users, etc.</li>
+<li><code>name</code>: asset name</li>
+<li><code>description</code>: asset description</li>
+<li><code>popularity</code>: popularity as float64 (the higher the more popular)</li>
+<li><code>details</code>: a json blob with asset additional details such as the tables of a dataset or the users of a table.</li>
+</ul>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">list_bigquery_resources_in_current_project</span><span class="p">(</span><span class="s1">&#39;you-bigquery-project&#39;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">list_bigquery_resources_in_current_project</span><span class="p">(</span><span class="s1">&#39;you-bigquery-project&#39;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">list_bigquery_resources_in_current_project</span><span class="p">(</span><span class="s1">&#39;you-bigquery-project&#39;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<details class="question">
+<summary>Need help or Found a bug using <code>list_bigquery_resources_in_current_project</code>?</summary>
+<details class="success">
+<summary>Get help using <code>list_bigquery_resources_in_current_project</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>list_bigquery_resources_in_current_project</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A use case for the <code>list_bigquery_resources_in_current_project</code> function is to <strong>analyze BigQuery resource usage and identify popular or underutilized data assets within a project.</strong></p>
+<p>Imagine a large organization with numerous datasets, tables, and views in their BigQuery project. They want to understand:</p>
+<ul>
+<li><strong>Which datasets are most actively used:</strong> This can inform decisions about data retention, access control, and resource allocation.  The <code>popularity</code> score, reflecting recent usage by distinct users, highlights heavily used datasets.</li>
+<li><strong>Identify unused or rarely used tables:</strong> These might be candidates for deletion or archiving to save storage costs and simplify data governance. Low <code>popularity</code> scores indicate underutilization.</li>
+<li><strong>Understand data lineage and dependencies:</strong> The <code>details</code> field can reveal relationships between datasets and tables, helping to visualize data flow and assess the impact of potential changes. For example, you could see which tables are referenced by a particular view.</li>
+<li><strong>Track user activity:</strong> The function can identify users interacting with different BigQuery resources, providing insights into data access patterns and potential security risks.</li>
+<li><strong>Automate data discovery and documentation:</strong> The output can be used to generate reports or dashboards summarizing key information about BigQuery resources, including descriptions and usage metrics.  This assists in data discovery and documentation efforts.</li>
+</ul>
+<p><strong>Example Scenario:</strong></p>
+<p>A data engineering team needs to optimize their BigQuery costs. They suspect that many tables are no longer being used. By calling <code>list_bigquery_resources_in_current_project</code>, they can get a ranked list of tables by popularity.  Tables with a popularity of zero are prime candidates for deletion.  This allows them to reclaim storage space and reduce costs.  Further, they can examine the <code>details</code> for the popular tables to ensure appropriate access controls and optimize performance for frequently accessed data.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
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+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "list_bigquery_resources_in_current_project",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; list_dataset_tables
+</span></p>
+<h1 id="list_dataset_tables">list_dataset_tables<a class="headerlink" href="#list_dataset_tables" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/explore/list_dataset_tables.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>list_dataset_tables</code> ?</summary>
+<details class="success">
+<summary>Call <code>list_dataset_tables</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>list_dataset_tables</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>list_dataset_tables</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>list_dataset_tables</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>list_dataset_tables</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>list_dataset_tables
+bigfun<span class="w"> </span>deploy<span class="w"> </span>list_dataset_tables
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>list_dataset_tables(fully_qualified_dataset)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>List tables of <code>fully_qualified_dataset</code></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. List tables of <code>your-project.your_dataset</code></strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">list_dataset_tables</span><span class="p">(</span><span class="ss">&quot;your-project.your_dataset&quot;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">list_dataset_tables</span><span class="p">(</span><span class="ss">&quot;your-project.your_dataset&quot;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">list_dataset_tables</span><span class="p">(</span><span class="ss">&quot;your-project.your_dataset&quot;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<p><strong>2. You can list tables of several datasets by providing several datasets separated by commas</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">list_dataset_tables</span><span class="p">(</span><span class="ss">&quot;your-project.your_dataset1, your-project.your_dataset2&quot;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">list_dataset_tables</span><span class="p">(</span><span class="ss">&quot;your-project.your_dataset1, your-project.your_dataset2&quot;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">list_dataset_tables</span><span class="p">(</span><span class="ss">&quot;your-project.your_dataset1, your-project.your_dataset2&quot;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<details class="question">
+<summary>Need help or Found a bug using <code>list_dataset_tables</code>?</summary>
+<details class="success">
+<summary>Get help using <code>list_dataset_tables</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>list_dataset_tables</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A use case for the <code>list_dataset_tables</code> function is to quickly get an overview of the tables within one or more datasets in BigQuery.  This can be useful in several scenarios:</p>
+<ul>
+<li><strong>Data Discovery/Exploration:</strong> When working with a new project or dataset, you might not know all the tables that exist. <code>list_dataset_tables</code> provides a quick way to see what data is available.</li>
+<li><strong>Auditing/Documentation:</strong>  You can use this function to generate a list of tables for documentation purposes or to audit the contents of your datasets.</li>
+<li><strong>Automated Processes:</strong>  In scripts or workflows, you could use <code>list_dataset_tables</code> to dynamically determine which tables to process based on their presence in a dataset.  For example, you might have a process that iterates over all tables in a dataset and performs some operation (e.g., data validation, backup, etc.).</li>
+<li><strong>Data Governance:</strong> This function can be used as part of a data governance process to track and manage the tables within your BigQuery environment. You can regularly run the function and compare the results to a known list of approved tables to identify any unauthorized tables.</li>
+<li><strong>Interactive Analysis:</strong>  When working in the BigQuery console, you might want a quick reminder of the tables available in a dataset without navigating through the UI.  This function can provide that information directly in the query results.</li>
+</ul>
+<p>Example in a data pipeline:</p>
+<p>Imagine you have a daily data pipeline that aggregates data from several raw tables into a summary table. You could use the <code>list_dataset_tables</code> function to automatically determine which raw tables to include in the aggregation process, making the pipeline more flexible and adaptable to changes in the raw data.</p>
+<div class="highlight"><pre><span></span><code><span class="k">DECLARE</span><span class="w"> </span><span class="n">raw_dataset_id</span><span class="w"> </span><span class="n">STRING</span><span class="w"> </span><span class="k">DEFAULT</span><span class="w"> </span><span class="ss">&quot;your-project.your_raw_dataset&quot;</span><span class="p">;</span>
+<span class="k">DECLARE</span><span class="w"> </span><span class="n">raw_tables</span><span class="w"> </span><span class="nb">ARRAY</span><span class="o">&lt;</span><span class="n">STRING</span><span class="o">&gt;</span><span class="p">;</span>
+
+<span class="k">SET</span><span class="w"> </span><span class="n">raw_tables</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="k">SELECT</span><span class="w"> </span><span class="n">ARRAY_AGG</span><span class="p">(</span><span class="k">table_name</span><span class="p">)</span>
+<span class="w">    </span><span class="k">FROM</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">your_region</span><span class="p">.</span><span class="n">list_dataset_tables</span><span class="p">(</span><span class="n">raw_dataset_id</span><span class="p">)</span>
+<span class="w">    </span><span class="k">WHERE</span><span class="w"> </span><span class="n">STARTS_WITH</span><span class="p">(</span><span class="k">table_name</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;raw_data_&#39;</span><span class="p">)</span><span class="w"> </span><span class="c1">-- Filter for relevant tables</span>
+<span class="p">);</span>
+
+<span class="c1">-- Use the raw_tables array in your aggregation query</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="p">...</span>
+<span class="k">FROM</span><span class="w"> </span><span class="k">UNNEST</span><span class="p">(</span><span class="n">raw_tables</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="k">table_name</span>
+<span class="k">JOIN</span><span class="w"> </span><span class="o">`</span><span class="n">your</span><span class="o">-</span><span class="n">project</span><span class="p">.</span><span class="n">your_raw_dataset</span><span class="o">`</span><span class="p">.</span><span class="k">table_name</span><span class="w">  </span><span class="c1">-- Dynamically access tables</span>
+<span class="p">...</span>
+</code></pre></div>
+<p>This example shows how <code>list_dataset_tables</code> can help automate processes by dynamically retrieving a list of tables within a dataset, enhancing the pipeline's flexibility and maintainability.  Replace <code>your_region</code> with the appropriate BigQuery region (e.g., <code>us</code>, <code>eu</code>, <code>us-central1</code>). Remember to adjust the table name filtering logic (<code>STARTS_WITH</code>) to suit your specific requirements.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "list_dataset_tables",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/list_public_datasets/index.html b/bigfunctions/list_public_datasets/index.html
new file mode 100644
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--- /dev/null
+++ b/bigfunctions/list_public_datasets/index.html
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; list_public_datasets
+</span></p>
+<h1 id="list_public_datasets">list_public_datasets<a class="headerlink" href="#list_public_datasets" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/get_data/list_public_datasets.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>list_public_datasets</code> ?</summary>
+<details class="success">
+<summary>Call <code>list_public_datasets</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>list_public_datasets</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>list_public_datasets</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>list_public_datasets</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>list_public_datasets</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>list_public_datasets
+bigfun<span class="w"> </span>deploy<span class="w"> </span>list_public_datasets
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>list_public_datasets()
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Returns list of BigQuery <code>public_datasets</code></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">list_public_datasets</span><span class="p">()</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">list_public_datasets</span><span class="p">()</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">list_public_datasets</span><span class="p">()</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------------------------------------------------------------------------------------------------+
+| public_datasets                                                                                   |
++---------------------------------------------------------------------------------------------------+
+| [
+  &#34;bigquery-public-data.america_health_rankings&#34;,
+  &#34;bigquery-public-data.austin_311&#34;,
+  ...
+]
+ |
++---------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>list_public_datasets</code>?</summary>
+<details class="success">
+<summary>Get help using <code>list_public_datasets</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>list_public_datasets</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A use case for the <code>list_public_datasets</code> BigQuery function is to <strong>dynamically discover and explore the available public datasets in BigQuery</strong>.  This can be useful for several scenarios:</p>
+<ol>
+<li>
+<p><strong>Data Discovery and Exploration:</strong> A data analyst or scientist might want to explore what public datasets are available for research or analysis without manually browsing the BigQuery UI or relying on outdated documentation. This function provides a quick and programmatic way to get a list of all public datasets.</p>
+</li>
+<li>
+<p><strong>Automated Data Pipelines:</strong>  In an automated data pipeline, you could use this function to check for the existence of a specific public dataset before attempting to query it. This adds robustness to your pipeline, handling cases where a dataset might be temporarily unavailable or renamed.</p>
+</li>
+<li>
+<p><strong>Building a Data Catalog:</strong> You can use the output of this function to populate a custom data catalog or metadata store. This allows you to maintain an internal index of available public datasets with additional metadata, such as descriptions or tags.</p>
+</li>
+<li>
+<p><strong>Interactive Data Exploration Tools:</strong>  A web application or interactive notebook could use this function to present users with a list of available public datasets to choose from for analysis.</p>
+</li>
+<li>
+<p><strong>Training and Education:</strong> In a training environment, this function can be used to quickly demonstrate the breadth of publicly available data in BigQuery, allowing students to explore different datasets.</p>
+</li>
+</ol>
+<p><strong>Example Scenario:</strong></p>
+<p>Let's say a data analyst wants to build a dashboard showing trends in cryptocurrency prices. They know there are several public datasets related to cryptocurrency, but they're not sure of the exact names or what data is available. They can use the <code>list_public_datasets</code> function to get a list of all public datasets. Then, they can filter that list (perhaps using a regular expression) to find datasets related to cryptocurrency and explore their schemas to determine which datasets are suitable for their dashboard.</p>
+<p><strong>Code Example (Illustrative):</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">dataset_id</span>
+<span class="k">FROM</span><span class="w"> </span><span class="k">UNNEST</span><span class="p">(</span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">list_public_datasets</span><span class="p">())</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">dataset_id</span>
+<span class="k">WHERE</span><span class="w"> </span><span class="n">REGEXP_CONTAINS</span><span class="p">(</span><span class="n">dataset_id</span><span class="p">,</span><span class="w"> </span><span class="n">r</span><span class="s1">&#39;cryptocurrency&#39;</span><span class="p">);</span>
+</code></pre></div>
+<p>This query would return all public datasets containing the term "cryptocurrency" in their ID, allowing the analyst to quickly identify relevant datasets.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/list_public_datasets" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "list_public_datasets",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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+</html>
\ No newline at end of file
diff --git a/bigfunctions/list_scheduled_queries/index.html b/bigfunctions/list_scheduled_queries/index.html
new file mode 100644
index 000000000..b6b89c23b
--- /dev/null
+++ b/bigfunctions/list_scheduled_queries/index.html
@@ -0,0 +1,1294 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction list_scheduled_queries is a BigQuery function which Returns`scheduled_queries` of project `project`.">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/list_scheduled_queries/">
+      
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+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>list_scheduled_queries - BigQuery function - BigFunctions</title>
+      
+    
+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
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+      
+    
+    
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+    
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+<meta property="og:title" content="list_scheduled_queries - BigQuery function - BigFunctions" />
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+<meta property="og:description" content="BigFunction list_scheduled_queries is a BigQuery function which Returns`scheduled_queries` of project `project`." />
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+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#list_scheduled_queries" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
+  <p style="text-align: right;">
+
+    <a href="https://github.com/unytics/bigfunctions" target="_blank" rel="noopener" title="github.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9M244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8M97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1m-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7m32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1m-11.4-14.7c-1.6 1-1.6 3.6 0 5.9s4.3 3.3 5.6 2.3c1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2"></path></svg>
+    </a>
+
+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"></path></svg>
+    </a>
+
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"></path></svg>
+    </a>
+
+  </p>
+
+          </div>
+          
+        </aside>
+      
+    </div>
+    
+    
+      
+
+  
+
+<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
+  <nav class="md-header__inner md-grid" aria-label="Header">
+    <a href="../.." title="BigFunctions" class="md-header__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
+          <span class="md-ellipsis">
+            BigFunctions
+          </span>
+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              list_scheduled_queries - BigQuery function
+            
+          </span>
+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
+    
+    
+    
+      <label class="md-header__button md-icon" for="__search">
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+      </label>
+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
+    <form class="md-search__form" name="search">
+      <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
+      <label class="md-search__icon md-icon" for="__search">
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
+      </label>
+      <nav class="md-search__options" aria-label="Search">
+        
+        <button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
+          
+          <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"/></svg>
+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
+        <div class="md-search-result" data-md-component="search-result">
+          <div class="md-search-result__meta">
+            Initializing search
+          </div>
+          <ol class="md-search-result__list" role="presentation"></ol>
+        </div>
+      </div>
+    </div>
+  </div>
+</div>
+    
+    
+      <div class="md-header__source">
+        <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
+  <div class="md-source__icon md-icon">
+    
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
+  </div>
+  <div class="md-source__repository">
+    unytics/bigfunctions
+  </div>
+</a>
+      </div>
+    
+  </nav>
+  
+    
+      
+<nav class="md-tabs" aria-label="Tabs" data-md-component="tabs">
+  <div class="md-grid">
+    <ul class="md-tabs__list">
+      
+        
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+    <li class="md-tabs__item">
+      <a href="../.." class="md-tabs__link">
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+    </li>
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+    <li class="md-tabs__item">
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+        
+  
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+  
+  BigFunctions
+
+      </a>
+    </li>
+  
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+      
+        
+  
+  
+  
+    <li class="md-tabs__item">
+      <a href="../../framework/" class="md-tabs__link">
+        
+  
+    
+  
+  Framework
+
+      </a>
+    </li>
+  
+
+      
+        
+  
+  
+  
+    
+    
+      <li class="md-tabs__item">
+        <a href="../../community/" class="md-tabs__link">
+          
+  
+    
+  
+  Community
+
+        </a>
+      </li>
+    
+  
+
+      
+        
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+  
+  
+    <li class="md-tabs__item">
+      <a href="../../blog/" class="md-tabs__link">
+        
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+    
+  
+  Blog
+
+      </a>
+    </li>
+  
+
+      
+        
+  
+  
+  
+    <li class="md-tabs__item">
+      <a href="../../chat_with_us/" class="md-tabs__link">
+        
+  
+    
+  
+  Chat with us
+
+      </a>
+    </li>
+  
+
+      
+    </ul>
+  </div>
+</nav>
+    
+  
+</header>
+    
+    <div class="md-container" data-md-component="container">
+      
+      
+        
+      
+      <main class="md-main" data-md-component="main">
+        <div class="md-main__inner md-grid">
+          
+            
+              
+                
+              
+              <div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" hidden>
+                <div class="md-sidebar__scrollwrap">
+                  <div class="md-sidebar__inner">
+                    
+
+
+  
+
+
+<nav class="md-nav md-nav--primary md-nav--lifted" aria-label="Navigation" data-md-level="0">
+  <label class="md-nav__title" for="__drawer">
+    <a href="../.." title="BigFunctions" class="md-nav__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    BigFunctions
+  </label>
+  
+    <div class="md-nav__source">
+      <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+    
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
+  </div>
+  <div class="md-source__repository">
+    unytics/bigfunctions
+  </div>
+</a>
+    </div>
+  
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+    
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+    <li class="md-nav__item">
+      <a href="../" class="md-nav__link">
+        
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+    BigFunctions
+    
+  </span>
+  
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+  
+
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+  
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+    <li class="md-nav__item">
+      <a href="../../framework/" class="md-nav__link">
+        
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+    Framework
+    
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+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4" >
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+          <label class="md-nav__link" for="__nav_4" id="__nav_4_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Community
+    
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_4_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_4">
+            <span class="md-nav__icon md-icon"></span>
+            Community
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../community/" class="md-nav__link">
+        
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+  <span class="md-ellipsis">
+    Join the Community
+    
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+    <li class="md-nav__item">
+      <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" class="md-nav__link">
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+    Join Slack
+    
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; list_scheduled_queries
+</span></p>
+<h1 id="list_scheduled_queries">list_scheduled_queries<a class="headerlink" href="#list_scheduled_queries" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/utils/list_scheduled_queries.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>list_scheduled_queries</code> ?</summary>
+<details class="success">
+<summary>Call <code>list_scheduled_queries</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>list_scheduled_queries</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>list_scheduled_queries</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>list_scheduled_queries</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>list_scheduled_queries</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>list_scheduled_queries
+bigfun<span class="w"> </span>deploy<span class="w"> </span>list_scheduled_queries
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>list_scheduled_queries(project)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Returns<code>scheduled_queries</code> of project <code>project</code>.</p>
+<p>Result is a list of <a href="https://cloud.google.com/python/docs/reference/bigquerydatatransfer/latest/google.cloud.bigquery_datatransfer_v1.types.TransferConfig">TransferConfig</a>.</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>If <code>project</code> is null, then the current project is used</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">list_scheduled_queries</span><span class="p">(</span><span class="k">None</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">list_scheduled_queries</span><span class="p">(</span><span class="k">None</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">list_scheduled_queries</span><span class="p">(</span><span class="k">None</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------------------------------------------------------------------------------------------------+
+| scheduled_queries                                                                                 |
++---------------------------------------------------------------------------------------------------+
+| [
+  &#34;bigquery-public-data.america_health_rankings&#34;,
+  &#34;bigquery-public-data.austin_311&#34;,
+  ...
+]
+ |
++---------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>list_scheduled_queries</code>?</summary>
+<details class="success">
+<summary>Get help using <code>list_scheduled_queries</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>list_scheduled_queries</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A use case for the <code>list_scheduled_queries</code> function would be for an administrator or developer who needs to gain an overview of all scheduled queries within a specific Google Cloud project.  Here are some more detailed scenarios:</p>
+<ul>
+<li>
+<p><strong>Auditing and Governance:</strong> A data governance team could use this function to regularly check for any unauthorized or outdated scheduled queries.  They could then disable or modify them as needed, ensuring compliance with data policies.</p>
+</li>
+<li>
+<p><strong>Monitoring and Performance Tuning:</strong> By listing all scheduled queries, a performance engineer can identify resource-intensive queries that might be impacting overall BigQuery performance. This allows for optimization efforts and better resource allocation.</p>
+</li>
+<li>
+<p><strong>Documentation and Knowledge Sharing:</strong>  This function can be used to generate a list of existing scheduled queries for documentation purposes. This is useful for onboarding new team members or understanding the data pipelines within a project.</p>
+</li>
+<li>
+<p><strong>Dependency Management:</strong> Before making changes to underlying datasets or tables, a developer could use <code>list_scheduled_queries</code> to identify any scheduled queries that depend on those resources. This helps prevent unintended consequences and ensures a smooth transition during updates.</p>
+</li>
+<li>
+<p><strong>Troubleshooting and Debugging:</strong> When investigating issues with data freshness or unexpected results, knowing which scheduled queries are running and their configurations is crucial.  This function provides that information quickly and easily.</p>
+</li>
+<li>
+<p><strong>Building Management Tools:</strong> You could integrate this function into a custom management tool or dashboard that provides a centralized view of all scheduled tasks within a project, including queries, data transfers, and other operations.</p>
+</li>
+</ul>
+<p>Example: Imagine a company that uses scheduled queries to generate daily reports. They could use <code>list_scheduled_queries</code> within a script to:</p>
+<ol>
+<li><strong>Retrieve all scheduled queries.</strong></li>
+<li><strong>Filter the list</strong> based on specific criteria (e.g., queries that run on a specific dataset, or queries containing certain keywords).</li>
+<li><strong>Generate alerts</strong> if any crucial scheduled queries are missing or disabled.</li>
+<li><strong>Automatically enable or disable queries</strong> based on certain conditions.</li>
+</ol>
+<p>This allows for programmatic control and monitoring of scheduled queries, simplifying administration and improving reliability.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "list_scheduled_queries",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
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+
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diff --git a/bigfunctions/load_api_data/index.html b/bigfunctions/load_api_data/index.html
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index 000000000..5e26dfe64
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+<h1 id="load_api_data">load_api_data<a class="headerlink" href="#load_api_data" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/get_data/load_api_data.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>load_api_data</code> ?</summary>
+<details class="success">
+<summary>Call <code>load_api_data</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>load_api_data</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>load_api_data</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>load_api_data</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>load_api_data</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>load_api_data
+bigfun<span class="w"> </span>deploy<span class="w"> </span>load_api_data
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>load_api_data(source, source_config, streams, destination_dataset)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Load data from 250+ sources using <a href="https://docs.airbyte.com/using-airbyte/pyairbyte/getting-started#available-connectors">Airbyte Python Connectors</a>
+.</p>
+<ul>
+<li>The function creates a temporary dataset only accessible to you in <code>bigfunctions</code> project.</li>
+<li><a href="https://github.com/unytics/airbyte_serverless">Airbye Serverless</a> will extract data from <code>source</code> (one of 250+ Airbyte Python Connectors available on <a href="https://pypi.org/search/?q=airbyte-source-">PyPI</a>) using <code>source_config</code> (source configuration in yaml format expected by Airbyte Serverless).</li>
+<li>It will create one table per stream (a stream is like a resource type) in the dataset + one table <code>_airbyte_logs</code> for logs and one table <code>_airbyte_states</code> for states.</li>
+<li>The data in then moved from the temporary dataset to be appended in <code>destination_dataset</code>. Tables of the temporary dataset are deleted.</li>
+<li>If you call this function several times, the function will start by getting the latest state from <code>destination_dataset._airbyte_states</code> table to only extract and load new data.</li>
+<li>Examples below explain how to set the arguments.</li>
+</ul>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Show valid sources for <code>source</code> argument by setting <code>source</code> to <code>null</code></strong></p>
+<p>You can then copy one of these sources for <code>source</code> argument.</p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">load_api_data</span><span class="p">(</span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_api_data</span><span class="p">(</span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">load_api_data</span><span class="p">(</span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
++----------------------------------------+
+|                 result                 |
++----------------------------------------+
+| # AVAILABLE SOURCES                    |
+|                                        |
+| airbyte-source-activecampaign==0.1.10  |
+| airbyte-source-adjust==0.1.11          |
+| airbyte-source-aha==0.3.10             |
+| ...                                    |
++----------------------------------------+
+
+</code>
+</pre>
+
+<p><strong>2. Show <code>source_config</code> sample at expected format by setting <code>source_config</code> to <code>null</code>.</strong></p>
+<p>You can then copy the result, modify it and provide it as <code>source_config</code> argument.</p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">load_api_data</span><span class="p">(</span><span class="s1">&#39;airbyte-source-file==0.5.13&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_api_data</span><span class="p">(</span><span class="s1">&#39;airbyte-source-file==0.5.13&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">load_api_data</span><span class="p">(</span><span class="s1">&#39;airbyte-source-file==0.5.13&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
++----------------------------------------------------+
+|                 result                             |
++----------------------------------------------------+
+| # SOURCE CONFIG
+|
+| dataset_name: # REQUIRED | string | The Name of... |
+| format: "csv" # REQUIRED | string | The Format ... |
+| reader_options: # OPTIONAL | string | This shou... |
+| url: # REQUIRED | string | The URL path to acce... |
+| provider:                                          |
+|   ## -------- Pick one valid structure among th... |
+|   storage: "HTTPS" # REQUIRED | string             |
+|   user_agent: # OPTIONAL | boolean | Add User-A... |
+| ...                                                |
++----------------------------------------------------+
+
+</code>
+</pre>
+
+<p><strong>3. Encrypt Secrets!</strong></p>
+<p>You usually have to write secrets in <code>source_config</code> such as api keys.</p>
+<p><strong>We strongly advise NOT TO write your secrets in <code>source_config</code> in plain text</strong>.</p>
+<p>Otherwise, they will be stored in plain text in your BigQuery logs for months.</p>
+<p>Instead, you can use the following snippet to generate an encrypted version of your secrets
+that you can safely copy in <code>source_config</code> as shown in example below.
+This public bigfunction (deployed on bigfunctions GCP project) will be able to decrypt them.
+But no one else can.</p>
+<div>
+  <input id="secret-to-encrypt" type="text" class="md-input" placeholder="a secret value">
+  <button class="md-button md-button--primary" onclick="encrypt();">Encrypt Secret</button>
+</div>
+
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  if (!plainText) {
+    return;
+  }
+  const encrypted = publicKey.encrypt(plainText, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your source_config as shown in example.");
+}
+</script>
+
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">load_api_data</span><span class="p">(</span><span class="s1">&#39;airbyte-source-zendesk-support==2.6.10&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  credentials:</span>
+<span class="s1">    access_token: ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd)</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_api_data</span><span class="p">(</span><span class="s1">&#39;airbyte-source-zendesk-support==2.6.10&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  credentials:</span>
+<span class="s1">    access_token: ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd)</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">load_api_data</span><span class="p">(</span><span class="s1">&#39;airbyte-source-zendesk-support==2.6.10&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  credentials:</span>
+<span class="s1">    access_token: ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd)</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
+...
+</code>
+</pre>
+
+<p><strong>4. Show available streams by setting <code>streams</code> argument to <code>null</code>.</strong></p>
+<p>You can then copy one or several of these streams (separate them with commas) for <code>streams</code> argument.</p>
+<div class="tabbed-set tabbed-alternate" data-tabs="4:3"><input checked="checked" id="__tabbed_4_1" name="__tabbed_4" type="radio" /><input id="__tabbed_4_2" name="__tabbed_4" type="radio" /><input id="__tabbed_4_3" name="__tabbed_4" type="radio" /><div class="tabbed-labels"><label for="__tabbed_4_1">EU</label><label for="__tabbed_4_2">US</label><label for="__tabbed_4_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">load_api_data</span><span class="p">(</span><span class="s1">&#39;airbyte-source-file==0.5.13&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  dataset_name: &quot;my_stream&quot;</span>
+<span class="s1">  format: &quot;csv&quot;</span>
+<span class="s1">  url: https://raw.githubusercontent.com/MobilityData/gbfs/refs/heads/master/systems.csv</span>
+<span class="s1">  provider:</span>
+<span class="s1">    storage: &quot;HTTPS&quot;</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_api_data</span><span class="p">(</span><span class="s1">&#39;airbyte-source-file==0.5.13&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  dataset_name: &quot;my_stream&quot;</span>
+<span class="s1">  format: &quot;csv&quot;</span>
+<span class="s1">  url: https://raw.githubusercontent.com/MobilityData/gbfs/refs/heads/master/systems.csv</span>
+<span class="s1">  provider:</span>
+<span class="s1">    storage: &quot;HTTPS&quot;</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">load_api_data</span><span class="p">(</span><span class="s1">&#39;airbyte-source-file==0.5.13&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  dataset_name: &quot;my_stream&quot;</span>
+<span class="s1">  format: &quot;csv&quot;</span>
+<span class="s1">  url: https://raw.githubusercontent.com/MobilityData/gbfs/refs/heads/master/systems.csv</span>
+<span class="s1">  provider:</span>
+<span class="s1">    storage: &quot;HTTPS&quot;</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
++----------------------------------------+
+|                 result                 |
++----------------------------------------+
+| # AVAILABLE STREAMS                    |
+|                                        |
+| my_stream                              |
++----------------------------------------+
+
+</code>
+</pre>
+
+<p><strong>5. Extract and load <code>my_stream</code> into <code>your_project.your_dataset</code>.</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="5:3"><input checked="checked" id="__tabbed_5_1" name="__tabbed_5" type="radio" /><input id="__tabbed_5_2" name="__tabbed_5" type="radio" /><input id="__tabbed_5_3" name="__tabbed_5" type="radio" /><div class="tabbed-labels"><label for="__tabbed_5_1">EU</label><label for="__tabbed_5_2">US</label><label for="__tabbed_5_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">load_api_data</span><span class="p">(</span><span class="s1">&#39;airbyte-source-file==0.5.13&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  dataset_name: &quot;my_stream&quot;</span>
+<span class="s1">  format: &quot;csv&quot;</span>
+<span class="s1">  url: https://raw.githubusercontent.com/MobilityData/gbfs/refs/heads/master/systems.csv</span>
+<span class="s1">  provider:</span>
+<span class="s1">    storage: &quot;HTTPS&quot;</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;my_stream&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset&#39;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_api_data</span><span class="p">(</span><span class="s1">&#39;airbyte-source-file==0.5.13&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  dataset_name: &quot;my_stream&quot;</span>
+<span class="s1">  format: &quot;csv&quot;</span>
+<span class="s1">  url: https://raw.githubusercontent.com/MobilityData/gbfs/refs/heads/master/systems.csv</span>
+<span class="s1">  provider:</span>
+<span class="s1">    storage: &quot;HTTPS&quot;</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;my_stream&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset&#39;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">load_api_data</span><span class="p">(</span><span class="s1">&#39;airbyte-source-file==0.5.13&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  dataset_name: &quot;my_stream&quot;</span>
+<span class="s1">  format: &quot;csv&quot;</span>
+<span class="s1">  url: https://raw.githubusercontent.com/MobilityData/gbfs/refs/heads/master/systems.csv</span>
+<span class="s1">  provider:</span>
+<span class="s1">    storage: &quot;HTTPS&quot;</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;my_stream&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset&#39;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
++----------------------------------------+
+|                 result                 |
++----------------------------------------+
+| ok                                     |
++----------------------------------------+
+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>load_api_data</code>?</summary>
+<details class="success">
+<summary>Get help using <code>load_api_data</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>load_api_data</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>Let's say you want to analyze customer feedback from your Zendesk Support instance in BigQuery. You can use the <code>load_api_data</code> function to achieve this without manual data extraction and uploads.</p>
+<p><strong>1. Identify the Source and Explore Configuration:</strong></p>
+<ul>
+<li><strong>Source:</strong>  <code>airbyte-source-zendesk-support==2.6.10</code> (or a later compatible version)</li>
+</ul>
+<p><strong>2. Generate Encrypted Secret for your Zendesk Access Token:</strong></p>
+<ul>
+<li>Follow the instructions in the documentation to encrypt your Zendesk access token. This ensures your credentials aren't exposed in logs. Let's assume the encrypted secret is <code>ENCRYPTED_SECRET(your_encrypted_token)</code>.</li>
+</ul>
+<p><strong>3. Determine Available Streams:</strong></p>
+<ul>
+<li>Call <code>load_api_data</code> with <code>streams</code> set to <code>null</code> to see what data Zendesk makes available:</li>
+</ul>
+<p><div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_api_data</span><span class="p">(</span><span class="s1">&#39;airbyte-source-zendesk-support==2.6.10&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  credentials:</span>
+<span class="s1">    access_token: ENCRYPTED_SECRET(your_encrypted_token)</span>
+<span class="s1">&#39;&#39;&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+* This will return a list of available streams, such as <code>tickets</code>, <code>users</code>, <code>organizations</code>, etc.</p>
+<p><strong>4. Select Desired Streams and Destination:</strong></p>
+<ul>
+<li>Decide which streams you need (e.g., <code>tickets</code>, <code>users</code>).</li>
+<li>Choose your BigQuery destination dataset. For example: <code>your_project.your_zendesk_data</code></li>
+</ul>
+<p><strong>5. Load the Data:</strong></p>
+<ul>
+<li>Call <code>load_api_data</code> with the correct parameters:</li>
+</ul>
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_api_data</span><span class="p">(</span><span class="s1">&#39;airbyte-source-zendesk-support==2.6.10&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  credentials:</span>
+<span class="s1">    access_token: ENCRYPTED_SECRET(your_encrypted_token)</span>
+<span class="s1">&#39;&#39;&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;tickets,users&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_zendesk_data&#39;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+<p>This will:</p>
+<ul>
+<li>Create temporary tables within the <code>bigfunctions</code> project.</li>
+<li>Extract data from the <code>tickets</code> and <code>users</code> streams in Zendesk.</li>
+<li>Load the extracted data into the temporary tables.</li>
+<li>Move the data from the temporary tables to your specified destination dataset (<code>your_project.your_zendesk_data</code>).</li>
+<li>Clean up the temporary tables and resources.</li>
+</ul>
+<p><strong>Result:</strong>  You now have Zendesk ticket and user data in your BigQuery dataset, ready for analysis.  Subsequent calls will incrementally load new or updated data based on the state saved in the <code>_airbyte_states</code> table.</p>
+<p><strong>Key Improvements over other Methods:</strong></p>
+<ul>
+<li><strong>Simplified Data Integration:</strong> No need to build custom ETL pipelines or manage infrastructure.</li>
+<li><strong>Wide Connector Support:</strong> Access data from 250+ sources through Airbyte.</li>
+<li><strong>Incremental Loads:</strong>  Avoids redundant data processing by loading only new or changed data.</li>
+<li><strong>Secure Credential Handling:</strong> Encryption protects sensitive information.</li>
+<li><strong>Serverless:</strong>  Leverages BigQuery's serverless architecture for scalability and cost-efficiency.</li>
+</ul>
+<p>This example showcases how <code>load_api_data</code> streamlines data ingestion from external APIs into BigQuery, enabling efficient data analysis and reporting.  You can adapt this approach to integrate data from various other sources supported by Airbyte connectors.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/load_api_data" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "load_api_data",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
+
+
+
+
+
+  
+  
+
+
+
+<!-- Was this page helpful? -->
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+<!-- Comment system -->
+
+                
+              </article>
+            </div>
+          
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+<h1 id="load_api_data_into_temp_dataset">load_api_data_into_temp_dataset<a class="headerlink" href="#load_api_data_into_temp_dataset" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/get_data/load_api_data_into_temp_dataset.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>load_api_data_into_temp_dataset</code> ?</summary>
+<details class="success">
+<summary>Call <code>load_api_data_into_temp_dataset</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>load_api_data_into_temp_dataset</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>load_api_data_into_temp_dataset</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>load_api_data_into_temp_dataset</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>load_api_data_into_temp_dataset</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>load_api_data_into_temp_dataset
+bigfun<span class="w"> </span>deploy<span class="w"> </span>load_api_data_into_temp_dataset
+</code></pre></div>
+<p><strong>Requirements</strong></p>
+<p><code>load_api_data_into_temp_dataset</code> uses the following secrets. Get them by reading the documentation link and store them in <a href="https://console.cloud.google.com/security/secret-manager" target="_blank">Google Secret Manager</a> in the project where you deploy the function (and give Accessor role to the service account of the function):</p>
+<table>
+<thead>
+<tr>
+<th>name</th>
+<th>description</th>
+<th>documentation to get the secret</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>get_data_rsa_private_key</code></td>
+<td>RSA Private Key used to decrypt secrets</td>
+<td><a href="" target="_blank">doc</a></td>
+</tr>
+</tbody>
+</table>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>load_api_data_into_temp_dataset(source, source_config, streams, state)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Load data from 250+ sources using <a href="https://docs.airbyte.com/using-airbyte/pyairbyte/getting-started#available-connectors">Airbyte Python Connectors</a>
+.</p>
+<ul>
+<li>The function creates a temporary dataset only accessible to you in <code>bigfunctions</code> project.</li>
+<li><a href="https://github.com/unytics/airbyte_serverless">Airbye Serverless</a> will extract data from <code>source</code> (one of 250+ Airbyte Python Connectors available on <a href="https://pypi.org/search/?q=airbyte-source-">PyPI</a>) using <code>source_config</code> (source configuration in yaml format expected by Airbyte Serverless).</li>
+<li>It will create one table per stream (a stream is like a resource type) in the dataset + one table <code>_airbyte_logs</code> for logs and one table <code>_airbyte_states</code> for states.</li>
+<li>If you provide a <code>state</code>, only new data from that state is loaded.</li>
+<li>While running, connector logs are appended in table <code>_airbyte_logs</code>.</li>
+<li>Examples below explain how to set the arguments.</li>
+</ul>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Show valid sources for <code>source</code> argument by setting <code>source</code> to <code>null</code></strong></p>
+<p>You can then copy one of these sources for <code>source</code> argument.</p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">load_api_data_into_temp_dataset</span><span class="p">(</span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_api_data_into_temp_dataset</span><span class="p">(</span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">load_api_data_into_temp_dataset</span><span class="p">(</span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------------------------------------------------------------------------------------------------------------------+
+| destination_dataset                                                                                                      |
++--------------------------------------------------------------------------------------------------------------------------+
+| # AVAILABLE SOURCES
+
+airbyte-source-activecampaign==0.1.10
+airbyte-source-adjust==0.1.11
+airbyte-source-aha==0.3.10
+...
+ |
++--------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<p><strong>2. Show <code>source_config</code> sample at expected format by setting <code>source_config</code> to <code>null</code>.</strong></p>
+<p>You can then copy the result, modify it and provide it as <code>source_config</code> argument.</p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">load_api_data_into_temp_dataset</span><span class="p">(</span><span class="s1">&#39;airbyte-source-file==0.5.13&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_api_data_into_temp_dataset</span><span class="p">(</span><span class="s1">&#39;airbyte-source-file==0.5.13&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">load_api_data_into_temp_dataset</span><span class="p">(</span><span class="s1">&#39;airbyte-source-file==0.5.13&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| destination_dataset                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
++-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| # SOURCE CONFIG
+
+dataset_name: # REQUIRED | string | The Name of the final table to replicate this file into (should include letters, numbers dash and underscores only).
+format: &#34;csv&#34; # REQUIRED | string | The Format of the file which should be replicated (Warning: some formats may be experimental, please refer to the docs).
+reader_options: # OPTIONAL | string | This should be a string in JSON format. It depends on the chosen file format to provide additional options and tune its behavior. | Examples: {}, {&amp;#34;sep&amp;#34;: &amp;#34; &amp;#34;}, {&amp;#34;sep&amp;#34;: &amp;#34; &amp;#34;, &amp;#34;header&amp;#34;: 0, &amp;#34;names&amp;#34;: [&amp;#34;column1&amp;#34;, &amp;#34;column2&amp;#34;] }
+url: # REQUIRED | string | The URL path to access the file which should be replicated. | Examples: https://storage.googleapis.com/covid19-open-data/v2/latest/epidemiology.csv, gs://my-google-bucket/data.csv, s3://gdelt-open-data/events/20190914.export.csv
+provider:
+  ## -------- Pick one valid structure among the examples below: --------
+  storage: &#34;HTTPS&#34; # REQUIRED | string
+  user_agent: # OPTIONAL | boolean | Add User-Agent to request
+  ...
+ |
++-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<p><strong>3. Encrypt Secrets!</strong></p>
+<p>You usually have to write secrets in <code>source_config</code> such as api keys.</p>
+<p><strong>We strongly advise NOT TO write your secrets in <code>source_config</code> in plain text</strong>.</p>
+<p>Otherwise, they will be stored in plain text in your BigQuery logs for months.</p>
+<p>Instead, you can use the following snippet to generate an encrypted version of your secrets
+that you can safely copy in <code>source_config</code> as shown in example below.
+This public bigfunction (deployed on bigfunctions GCP project) will be able to decrypt them.
+But no one else can.</p>
+<div>
+  <input id="secret-to-encrypt" type="text" class="md-input" placeholder="a secret value">
+  <button class="md-button md-button--primary" onclick="encrypt();">Encrypt Secret</button>
+</div>
+
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  if (!plainText) {
+    return;
+  }
+  const encrypted = publicKey.encrypt(plainText, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your source_config as shown in example.");
+}
+</script>
+
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">load_api_data_into_temp_dataset</span><span class="p">(</span><span class="s1">&#39;airbyte-source-zendesk-support==2.6.10&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  credentials:</span>
+<span class="s1">    access_token: ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd)</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_api_data_into_temp_dataset</span><span class="p">(</span><span class="s1">&#39;airbyte-source-zendesk-support==2.6.10&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  credentials:</span>
+<span class="s1">    access_token: ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd)</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">load_api_data_into_temp_dataset</span><span class="p">(</span><span class="s1">&#39;airbyte-source-zendesk-support==2.6.10&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  credentials:</span>
+<span class="s1">    access_token: ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd)</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------------------+
+| destination_dataset |
++---------------------+
+| ...                 |
++---------------------+
+</code>
+</pre>
+
+<p><strong>4. Show available streams by setting <code>streams</code> argument to <code>null</code>.</strong></p>
+<p>You can then copy one or several of these streams (separate them with commas) for <code>streams</code> argument.</p>
+<div class="tabbed-set tabbed-alternate" data-tabs="4:3"><input checked="checked" id="__tabbed_4_1" name="__tabbed_4" type="radio" /><input id="__tabbed_4_2" name="__tabbed_4" type="radio" /><input id="__tabbed_4_3" name="__tabbed_4" type="radio" /><div class="tabbed-labels"><label for="__tabbed_4_1">EU</label><label for="__tabbed_4_2">US</label><label for="__tabbed_4_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">load_api_data_into_temp_dataset</span><span class="p">(</span><span class="s1">&#39;airbyte-source-file==0.5.13&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  dataset_name: &quot;my_stream&quot;</span>
+<span class="s1">  format: &quot;csv&quot;</span>
+<span class="s1">  url: https://raw.githubusercontent.com/AntoineGiraud/dbt_hypermarche/refs/heads/main/input/achats.csv</span>
+<span class="s1">  provider:</span>
+<span class="s1">    storage: &quot;HTTPS&quot;</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_api_data_into_temp_dataset</span><span class="p">(</span><span class="s1">&#39;airbyte-source-file==0.5.13&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  dataset_name: &quot;my_stream&quot;</span>
+<span class="s1">  format: &quot;csv&quot;</span>
+<span class="s1">  url: https://raw.githubusercontent.com/AntoineGiraud/dbt_hypermarche/refs/heads/main/input/achats.csv</span>
+<span class="s1">  provider:</span>
+<span class="s1">    storage: &quot;HTTPS&quot;</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">load_api_data_into_temp_dataset</span><span class="p">(</span><span class="s1">&#39;airbyte-source-file==0.5.13&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  dataset_name: &quot;my_stream&quot;</span>
+<span class="s1">  format: &quot;csv&quot;</span>
+<span class="s1">  url: https://raw.githubusercontent.com/AntoineGiraud/dbt_hypermarche/refs/heads/main/input/achats.csv</span>
+<span class="s1">  provider:</span>
+<span class="s1">    storage: &quot;HTTPS&quot;</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------------------------------+
+| destination_dataset             |
++---------------------------------+
+| # AVAILABLE STREAMS
+
+my_stream
+ |
++---------------------------------+
+</code>
+</pre>
+
+<p><strong>5. Extract and load <code>my_stream</code> into the temporary dataset.</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="5:3"><input checked="checked" id="__tabbed_5_1" name="__tabbed_5" type="radio" /><input id="__tabbed_5_2" name="__tabbed_5" type="radio" /><input id="__tabbed_5_3" name="__tabbed_5" type="radio" /><div class="tabbed-labels"><label for="__tabbed_5_1">EU</label><label for="__tabbed_5_2">US</label><label for="__tabbed_5_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">load_api_data_into_temp_dataset</span><span class="p">(</span><span class="s1">&#39;airbyte-source-file==0.5.13&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  dataset_name: &quot;my_stream&quot;</span>
+<span class="s1">  format: &quot;csv&quot;</span>
+<span class="s1">  url: https://raw.githubusercontent.com/AntoineGiraud/dbt_hypermarche/refs/heads/main/input/achats.csv</span>
+<span class="s1">  provider:</span>
+<span class="s1">    storage: &quot;HTTPS&quot;</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;my_stream&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_api_data_into_temp_dataset</span><span class="p">(</span><span class="s1">&#39;airbyte-source-file==0.5.13&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  dataset_name: &quot;my_stream&quot;</span>
+<span class="s1">  format: &quot;csv&quot;</span>
+<span class="s1">  url: https://raw.githubusercontent.com/AntoineGiraud/dbt_hypermarche/refs/heads/main/input/achats.csv</span>
+<span class="s1">  provider:</span>
+<span class="s1">    storage: &quot;HTTPS&quot;</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;my_stream&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">load_api_data_into_temp_dataset</span><span class="p">(</span><span class="s1">&#39;airbyte-source-file==0.5.13&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  dataset_name: &quot;my_stream&quot;</span>
+<span class="s1">  format: &quot;csv&quot;</span>
+<span class="s1">  url: https://raw.githubusercontent.com/AntoineGiraud/dbt_hypermarche/refs/heads/main/input/achats.csv</span>
+<span class="s1">  provider:</span>
+<span class="s1">    storage: &quot;HTTPS&quot;</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;my_stream&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------------------------+
+| destination_dataset                |
++------------------------------------+
+| bigfunctions.temp__dkzodskslfdkdl` |
++------------------------------------+
+</code>
+</pre>
+
+<p><strong>6. Provide a state to load only new data (since this state)</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="6:3"><input checked="checked" id="__tabbed_6_1" name="__tabbed_6" type="radio" /><input id="__tabbed_6_2" name="__tabbed_6" type="radio" /><input id="__tabbed_6_3" name="__tabbed_6" type="radio" /><div class="tabbed-labels"><label for="__tabbed_6_1">EU</label><label for="__tabbed_6_2">US</label><label for="__tabbed_6_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">load_api_data_into_temp_dataset</span><span class="p">(</span><span class="s1">&#39;airbyte-source-zendesk-support==2.6.10&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  credentials:</span>
+<span class="s1">    access_token: ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd)</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="n">tickets</span><span class="p">,</span><span class="w"> </span><span class="err">{</span><span class="p">...</span><span class="err">}</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_api_data_into_temp_dataset</span><span class="p">(</span><span class="s1">&#39;airbyte-source-zendesk-support==2.6.10&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  credentials:</span>
+<span class="s1">    access_token: ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd)</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="n">tickets</span><span class="p">,</span><span class="w"> </span><span class="err">{</span><span class="p">...</span><span class="err">}</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">load_api_data_into_temp_dataset</span><span class="p">(</span><span class="s1">&#39;airbyte-source-zendesk-support==2.6.10&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  credentials:</span>
+<span class="s1">    access_token: ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd)</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="n">tickets</span><span class="p">,</span><span class="w"> </span><span class="err">{</span><span class="p">...</span><span class="err">}</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------------------+
+| destination_dataset |
++---------------------+
+| ...                 |
++---------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>load_api_data_into_temp_dataset</code>?</summary>
+<details class="success">
+<summary>Get help using <code>load_api_data_into_temp_dataset</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>load_api_data_into_temp_dataset</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>Let's say you're a data analyst working for an e-commerce company and you want to analyze customer feedback from your Zendesk Support instance. Here's how <code>load_api_data_into_temp_dataset</code> could help:</p>
+<ol>
+<li><strong>Discover Available Connectors and Configuration:</strong></li>
+</ol>
+<p>You start by checking if a Zendesk connector exists and what configuration parameters it requires:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_api_data_into_temp_dataset</span><span class="p">(</span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">);</span>
+</code></pre></div>
+<p>This would list all available Airbyte connectors, including (hopefully) <code>airbyte-source-zendesk-support</code>. Then, you'd run:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_api_data_into_temp_dataset</span><span class="p">(</span><span class="s1">&#39;airbyte-source-zendesk-support==2.6.10&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">);</span><span class="w">  </span><span class="c1">-- Replace with actual version</span>
+</code></pre></div>
+<p>This provides a sample <code>source_config</code> YAML showing the required fields like <code>credentials.access_token</code>.</p>
+<ol>
+<li><strong>Encrypt your Zendesk API Token:</strong></li>
+</ol>
+<p>Use the provided code snippet to encrypt your Zendesk access token. This crucial step protects your sensitive information.  Replace <code>kdoekdswlxzapdldpzlfpfd</code> in the example with your actual encrypted token.</p>
+<ol>
+<li><strong>Load Zendesk Data to a Temporary Dataset:</strong></li>
+</ol>
+<p>Now, load data from the 'tickets' stream (assuming you are interested in support tickets) into a temporary BigQuery dataset:</p>
+<p><div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_api_data_into_temp_dataset</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;airbyte-source-zendesk-support==2.6.10&#39;</span><span class="p">,</span><span class="w">  </span><span class="c1">-- Replace with actual version</span>
+<span class="w">    </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">      credentials:</span>
+<span class="s1">        access_token: ENCRYPTED_SECRET(YOUR_ENCRYPTED_TOKEN)</span>
+<span class="s1">      start_date: &#39;</span><span class="mi">2023</span><span class="o">-</span><span class="mi">01</span><span class="o">-</span><span class="mi">01</span><span class="n">T00</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span><span class="n">Z</span><span class="s1">&#39; -- Optional: Pull data from a specific date</span>
+<span class="s1">    &#39;&#39;&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;tickets&#39;</span><span class="p">,</span><span class="w"> </span><span class="c1">-- Specify the &#39;tickets&#39; stream</span>
+<span class="w">    </span><span class="k">null</span><span class="w">  </span><span class="c1">-- Initial load, no state provided</span>
+<span class="p">);</span>
+</code></pre></div>
+   This creates a temporary dataset (the name is returned by the function) containing a table named <code>tickets</code> with your Zendesk ticket data, as well as <code>_airbyte_logs</code> and <code>_airbyte_states</code> tables.</p>
+<ol>
+<li><strong>Incremental Loads:</strong></li>
+</ol>
+<p>After the initial load, you can perform incremental updates by retrieving the latest state from the <code>_airbyte_states</code> table and using it in subsequent calls.  This ensures you only pull new or updated ticket data.  Example:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="k">state</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">YOUR_TEMP_DATASET</span><span class="p">.</span><span class="n">_airbyte_states</span><span class="o">`</span><span class="w"> </span><span class="k">ORDER</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="n">emitted_at</span><span class="w"> </span><span class="k">DESC</span><span class="w"> </span><span class="k">LIMIT</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="c1">-- Get the latest state</span>
+
+<span class="c1">-- Store the state in a variable (replace with the actual retrieved state)</span>
+<span class="k">DECLARE</span><span class="w"> </span><span class="n">latest_state</span><span class="w"> </span><span class="n">STRING</span><span class="w"> </span><span class="k">DEFAULT</span><span class="w"> </span><span class="s1">&#39;{&quot;tickets&quot;: {&quot;cutoff_time&quot;: &quot;2023-10-27T12:00:00Z&quot;}}&#39;</span><span class="p">;</span>
+
+
+<span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_api_data_into_temp_dataset</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;airbyte-source-zendesk-support==2.6.10&#39;</span><span class="p">,</span><span class="w"> </span><span class="c1">-- Replace with actual version</span>
+<span class="w">    </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">      credentials:</span>
+<span class="s1">        access_token: ENCRYPTED_SECRET(YOUR_ENCRYPTED_TOKEN)</span>
+<span class="s1">    &#39;&#39;&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;tickets&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="n">latest_state</span>
+<span class="p">);</span>
+</code></pre></div>
+<ol>
+<li><strong>Analyze Data:</strong></li>
+</ol>
+<p>Finally, query the temporary dataset to analyze your Zendesk ticket data directly within BigQuery.</p>
+<p>This use case demonstrates how <code>load_api_data_into_temp_dataset</code> simplifies data ingestion from external APIs like Zendesk into BigQuery, while prioritizing security and enabling incremental updates.  This approach can be applied to other data sources supported by Airbyte connectors.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/load_api_data_into_temp_dataset" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
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+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "load_api_data_into_temp_dataset",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
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\ No newline at end of file
diff --git a/bigfunctions/load_duckdb_database/index.html b/bigfunctions/load_duckdb_database/index.html
new file mode 100644
index 000000000..a0be03ddc
--- /dev/null
+++ b/bigfunctions/load_duckdb_database/index.html
@@ -0,0 +1,1261 @@
+
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+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction load_duckdb_database is a BigQuery function which Download duckdb database into `destination_dataset`">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/load_duckdb_database/">
+      
+      
+      
+      
+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
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+      
+        <title>load_duckdb_database - BigQuery function - BigFunctions</title>
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+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
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+      Description
+    </span>
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+</li>
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+  <a href="#examples" class="md-nav__link">
+    <span class="md-ellipsis">
+      Examples
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; load_duckdb_database
+</span></p>
+<h1 id="load_duckdb_database">load_duckdb_database<a class="headerlink" href="#load_duckdb_database" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/get_data/load_duckdb_database.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>load_duckdb_database</code> ?</summary>
+<details class="success">
+<summary>Call <code>load_duckdb_database</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>load_duckdb_database</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>load_duckdb_database</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>load_duckdb_database</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>load_duckdb_database</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>load_duckdb_database
+bigfun<span class="w"> </span>deploy<span class="w"> </span>load_duckdb_database
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>load_duckdb_database(duckdb_file_url, destination_dataset)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Download duckdb database into <code>destination_dataset</code></p>
+<p>This function extends <a href="../load_duckdb_database_into_temp_dataset/"><code>load_duckdb_database_into_temp_dataset</code></a> function.</p>
+<p>Each call:</p>
+<ol>
+<li>Creates a new temporary dataset only accessible to you in bigfunctions project.</li>
+<li>Downloads the tables of the duckdb database to this temporary dataset.</li>
+<li>Copies the table into <code>destination_dataset</code> before deleting them from the temporary dataset.</li>
+</ol>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>load duckdb database used in evidence examples</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">load_duckdb_database</span><span class="p">(</span><span class="s1">&#39;https://github.com/evidence-dev/sql-prophet/raw/refs/heads/main/sources/needful_things/needful_things.duckdb&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset&#39;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_duckdb_database</span><span class="p">(</span><span class="s1">&#39;https://github.com/evidence-dev/sql-prophet/raw/refs/heads/main/sources/needful_things/needful_things.duckdb&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset&#39;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">load_duckdb_database</span><span class="p">(</span><span class="s1">&#39;https://github.com/evidence-dev/sql-prophet/raw/refs/heads/main/sources/needful_things/needful_things.duckdb&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset&#39;</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
++--------+
++ status +
++--------+
++   ok   +
++--------+
+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>load_duckdb_database</code>?</summary>
+<details class="success">
+<summary>Get help using <code>load_duckdb_database</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>load_duckdb_database</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "load_duckdb_database",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; load_duckdb_database_into_temp_dataset
+</span></p>
+<h1 id="load_duckdb_database_into_temp_dataset">load_duckdb_database_into_temp_dataset<a class="headerlink" href="#load_duckdb_database_into_temp_dataset" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/get_data/load_duckdb_database_into_temp_dataset.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>load_duckdb_database_into_temp_dataset</code> ?</summary>
+<details class="success">
+<summary>Call <code>load_duckdb_database_into_temp_dataset</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>load_duckdb_database_into_temp_dataset</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>load_duckdb_database_into_temp_dataset</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>load_duckdb_database_into_temp_dataset</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>load_duckdb_database_into_temp_dataset</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>load_duckdb_database_into_temp_dataset
+bigfun<span class="w"> </span>deploy<span class="w"> </span>load_duckdb_database_into_temp_dataset
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>load_duckdb_database_into_temp_dataset(duckdb_file_url)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Download duckdb database into a temp dataset
+in bigfunctions project.</p>
+<p>Each call to this function <strong>creates a new temporary dataset</strong> which:</p>
+<ul>
+<li>will contains the duckdb tables present in the duckdb file,</li>
+<li>is accessible only to you (who calls the function) and the function. You have permission to read data, delete the tables and delete the dataset.</li>
+<li>has a limited period of life. Default expiration time is set to 1h so that every table created will be automatically deleted after 1h. Empty datasets are periodically removed.</li>
+<li>has a random name returned by the function</li>
+</ul>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>load duckdb database used in evidence examples</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">load_duckdb_database_into_temp_dataset</span><span class="p">(</span><span class="s1">&#39;https://github.com/evidence-dev/sql-prophet/raw/refs/heads/main/sources/needful_things/needful_things.duckdb&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_duckdb_database_into_temp_dataset</span><span class="p">(</span><span class="s1">&#39;https://github.com/evidence-dev/sql-prophet/raw/refs/heads/main/sources/needful_things/needful_things.duckdb&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">load_duckdb_database_into_temp_dataset</span><span class="p">(</span><span class="s1">&#39;https://github.com/evidence-dev/sql-prophet/raw/refs/heads/main/sources/needful_things/needful_things.duckdb&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------------------------------------------------------+
+| destination_dataset                                              |
++------------------------------------------------------------------+
+| bigfunctions.temp_6bdb75ca_7f72_4f1f_b46a_6ca59f7f66ac.file_data |
++------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>load_duckdb_database_into_temp_dataset</code>?</summary>
+<details class="success">
+<summary>Get help using <code>load_duckdb_database_into_temp_dataset</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>load_duckdb_database_into_temp_dataset</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
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+</details>
+</details>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/load_duckdb_database_into_temp_dataset" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "load_duckdb_database_into_temp_dataset",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; load_file
+</span></p>
+<h1 id="load_file">load_file<a class="headerlink" href="#load_file" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/antgiraud/" title="Author: Antoine Giraud" target="_blank">
+    <img src="https://media.licdn.com/dms/image/v2/C4D03AQG2Orctig4ycg/profile-displayphoto-shrink_200_200/profile-displayphoto-shrink_200_200/0/1532385599321?e=1733961600&v=beta&t=HTHvVZUKUhoH-U07O1tXPPuqN37EgCtGhxM_PuYFQjQ" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/get_data/load_file.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>load_file</code> ?</summary>
+<details class="success">
+<summary>Call <code>load_file</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>load_file</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>load_file</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>load_file</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>load_file</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>load_file
+bigfun<span class="w"> </span>deploy<span class="w"> </span>load_file
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>load_file(url, file_type, destination_table, options)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Download web file into <code>destination_table</code></p>
+<p><img alt="graph load file" src="../load_file.png" /></p>
+<p>This function extends <a href="../load_file_into_temp_dataset/"><code>load_file_into_temp_dataset</code></a> function.</p>
+<p>Each call:</p>
+<ol>
+<li>Creates a new temporary dataset only accessible to you in bigfunctions project.</li>
+<li>Downloads the file data in a table within this temporary dataset.</li>
+<li>Copies the table into <code>destination_table</code> before deleting it from the temporary dataset.</li>
+</ol>
+<p><strong>File Data is downloaded using <a href="https://ibis-project.org/">ibis</a> with <a href="https://duckdb.org/">DuckDB</a></strong>. Available <code>file_type</code> values are:</p>
+<ul>
+<li><strong>csv</strong> : <em><a href="https://ibis-project.org/backends/duckdb#ibis.backends.duckdb.Backend.read_csv">doc</a></em></li>
+<li><strong>json</strong> : <em><a href="https://ibis-project.org/backends/duckdb#ibis.backends.duckdb.Backend.read_json">doc</a></em></li>
+<li><strong>parquet</strong> : <em><a href="https://ibis-project.org/backends/duckdb#ibis.backends.duckdb.Backend.read_parquet">doc</a></em></li>
+<li><strong>delta</strong> : <em><a href="https://ibis-project.org/backends/duckdb#ibis.backends.duckdb.Backend.read_delta">doc</a></em></li>
+<li><strong>geo</strong> : <em><a href="https://ibis-project.org/backends/duckdb#ibis.backends.duckdb.Backend.read_geo">doc</a></em>. (this uses GDAL under the hood and enable you to also read <strong>.xls</strong>, <strong>.xlsx</strong>, <strong>.shp</strong> ...)</li>
+</ul>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. load random csv</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">load_file</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://raw.githubusercontent.com/AntoineGiraud/dbt_hypermarche/refs/heads/main/input/achats.csv&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;csv&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset.random_sales&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span>
+<span class="w">  </span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_file</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://raw.githubusercontent.com/AntoineGiraud/dbt_hypermarche/refs/heads/main/input/achats.csv&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;csv&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset.random_sales&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span>
+<span class="w">  </span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">load_file</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://raw.githubusercontent.com/AntoineGiraud/dbt_hypermarche/refs/heads/main/input/achats.csv&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;csv&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset.random_sales&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span>
+<span class="w">  </span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
++--------+
++ status +
++--------+
++   ok   +
++--------+
+
+</code>
+</pre>
+
+<p><strong>2. load json - french departements</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">load_file</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://geo.api.gouv.fr/departements?fields=nom,code,codeRegion,region&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;json&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset.dim_french_departements&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span>
+<span class="w">  </span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_file</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://geo.api.gouv.fr/departements?fields=nom,code,codeRegion,region&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;json&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset.dim_french_departements&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span>
+<span class="w">  </span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">load_file</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://geo.api.gouv.fr/departements?fields=nom,code,codeRegion,region&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;json&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset.dim_french_departements&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span>
+<span class="w">  </span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
++--------+
++ status +
++--------+
++   ok   +
++--------+
+
+</code>
+</pre>
+
+<p><strong>3. load json as string without records/struct inference (from DuckDB &amp; BigQuery) - (cf. <a href="https://github.com/unytics/bigfunctions/issues/171#issuecomment-2419346439">issue #171</a>)</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">load_file</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://geo.api.gouv.fr/departements?fields=nom,code,codeRegion,region&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;json&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset.dim_french_departements&#39;</span><span class="p">,</span><span class="w"> </span><span class="err">{</span><span class="ss">&quot;records&quot;</span><span class="p">:</span><span class="k">false</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;columns&quot;</span><span class="p">:</span><span class="err">{</span><span class="ss">&quot;json&quot;</span><span class="p">:</span><span class="ss">&quot;string&quot;</span><span class="err">}}\</span><span class="n">n</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_file</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://geo.api.gouv.fr/departements?fields=nom,code,codeRegion,region&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;json&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset.dim_french_departements&#39;</span><span class="p">,</span><span class="w"> </span><span class="err">{</span><span class="ss">&quot;records&quot;</span><span class="p">:</span><span class="k">false</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;columns&quot;</span><span class="p">:</span><span class="err">{</span><span class="ss">&quot;json&quot;</span><span class="p">:</span><span class="ss">&quot;string&quot;</span><span class="err">}}\</span><span class="n">n</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">load_file</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://geo.api.gouv.fr/departements?fields=nom,code,codeRegion,region&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;json&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset.dim_french_departements&#39;</span><span class="p">,</span><span class="w"> </span><span class="err">{</span><span class="ss">&quot;records&quot;</span><span class="p">:</span><span class="k">false</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;columns&quot;</span><span class="p">:</span><span class="err">{</span><span class="ss">&quot;json&quot;</span><span class="p">:</span><span class="ss">&quot;string&quot;</span><span class="err">}}\</span><span class="n">n</span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
++--------+
++ status +
++--------+
++   ok   +
++--------+
+
+</code>
+</pre>
+
+<p><strong>4. load parquet on Google Cloud Storage</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="4:3"><input checked="checked" id="__tabbed_4_1" name="__tabbed_4" type="radio" /><input id="__tabbed_4_2" name="__tabbed_4" type="radio" /><input id="__tabbed_4_3" name="__tabbed_4" type="radio" /><div class="tabbed-labels"><label for="__tabbed_4_1">EU</label><label for="__tabbed_4_2">US</label><label for="__tabbed_4_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">load_file</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;gs://bike-sharing-history/toulouse/jcdecaux/2024/Feb.parquet&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;parquet&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset.station_status&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span>
+<span class="w">  </span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_file</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;gs://bike-sharing-history/toulouse/jcdecaux/2024/Feb.parquet&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;parquet&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset.station_status&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span>
+<span class="w">  </span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">load_file</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;gs://bike-sharing-history/toulouse/jcdecaux/2024/Feb.parquet&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;parquet&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset.station_status&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span>
+<span class="w">  </span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
++--------+
++ status +
++--------+
++   ok   +
++--------+
+
+</code>
+</pre>
+
+<p><strong>5. load xls or xlsx</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="5:3"><input checked="checked" id="__tabbed_5_1" name="__tabbed_5" type="radio" /><input id="__tabbed_5_2" name="__tabbed_5" type="radio" /><input id="__tabbed_5_3" name="__tabbed_5" type="radio" /><div class="tabbed-labels"><label for="__tabbed_5_1">EU</label><label for="__tabbed_5_2">US</label><label for="__tabbed_5_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">load_file</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://github.com/AntoineGiraud/dbt_hypermarche/raw/refs/heads/main/input/Hypermarche.xlsx&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;geo&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset.hypermarche_retours&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;{&quot;layer&quot;:&quot;Retours&quot;, &quot;open_options&quot;: [&quot;HEADERS=FORCE&quot;]}&#39;</span>
+<span class="w">  </span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_file</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://github.com/AntoineGiraud/dbt_hypermarche/raw/refs/heads/main/input/Hypermarche.xlsx&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;geo&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset.hypermarche_retours&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;{&quot;layer&quot;:&quot;Retours&quot;, &quot;open_options&quot;: [&quot;HEADERS=FORCE&quot;]}&#39;</span>
+<span class="w">  </span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">load_file</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://github.com/AntoineGiraud/dbt_hypermarche/raw/refs/heads/main/input/Hypermarche.xlsx&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;geo&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;your_project.your_dataset.hypermarche_retours&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;{&quot;layer&quot;:&quot;Retours&quot;, &quot;open_options&quot;: [&quot;HEADERS=FORCE&quot;]}&#39;</span>
+<span class="w">  </span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
++--------+
++ status +
++--------+
++   ok   +
++--------+
+
+</code>
+</pre>
+
+<p><strong>6. load french tricky csv</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="6:3"><input checked="checked" id="__tabbed_6_1" name="__tabbed_6" type="radio" /><input id="__tabbed_6_2" name="__tabbed_6" type="radio" /><input id="__tabbed_6_3" name="__tabbed_6" type="radio" /><div class="tabbed-labels"><label for="__tabbed_6_1">EU</label><label for="__tabbed_6_2">US</label><label for="__tabbed_6_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">load_file</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://www.data.gouv.fr/fr/datasets/r/323af5b8-7831-445b-9a46-d4da140b61b6&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;csv&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;your_project.your_dataset.dim_french_postalcodes&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;&#39;&#39;{</span>
+<span class="s1">    &quot;columns&quot;: {</span>
+<span class="s1">        &quot;code_commune_insee&quot;: &quot;VARCHAR&quot;,</span>
+<span class="s1">        &quot;nom_commune_insee&quot;: &quot;VARCHAR&quot;,</span>
+<span class="s1">        &quot;code_postal&quot;: &quot;VARCHAR&quot;,</span>
+<span class="s1">        &quot;lb_acheminement&quot;: &quot;VARCHAR&quot;,</span>
+<span class="s1">        &quot;ligne_5&quot;: &quot;VARCHAR&quot;</span>
+<span class="s1">    },</span>
+<span class="s1">    &quot;delim&quot;: &quot;;&quot;,</span>
+<span class="s1">    &quot;skip&quot;: 1</span>
+<span class="s1">  }&#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_file</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://www.data.gouv.fr/fr/datasets/r/323af5b8-7831-445b-9a46-d4da140b61b6&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;csv&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;your_project.your_dataset.dim_french_postalcodes&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;&#39;&#39;{</span>
+<span class="s1">    &quot;columns&quot;: {</span>
+<span class="s1">        &quot;code_commune_insee&quot;: &quot;VARCHAR&quot;,</span>
+<span class="s1">        &quot;nom_commune_insee&quot;: &quot;VARCHAR&quot;,</span>
+<span class="s1">        &quot;code_postal&quot;: &quot;VARCHAR&quot;,</span>
+<span class="s1">        &quot;lb_acheminement&quot;: &quot;VARCHAR&quot;,</span>
+<span class="s1">        &quot;ligne_5&quot;: &quot;VARCHAR&quot;</span>
+<span class="s1">    },</span>
+<span class="s1">    &quot;delim&quot;: &quot;;&quot;,</span>
+<span class="s1">    &quot;skip&quot;: 1</span>
+<span class="s1">  }&#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">load_file</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://www.data.gouv.fr/fr/datasets/r/323af5b8-7831-445b-9a46-d4da140b61b6&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;csv&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;your_project.your_dataset.dim_french_postalcodes&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;&#39;&#39;{</span>
+<span class="s1">    &quot;columns&quot;: {</span>
+<span class="s1">        &quot;code_commune_insee&quot;: &quot;VARCHAR&quot;,</span>
+<span class="s1">        &quot;nom_commune_insee&quot;: &quot;VARCHAR&quot;,</span>
+<span class="s1">        &quot;code_postal&quot;: &quot;VARCHAR&quot;,</span>
+<span class="s1">        &quot;lb_acheminement&quot;: &quot;VARCHAR&quot;,</span>
+<span class="s1">        &quot;ligne_5&quot;: &quot;VARCHAR&quot;</span>
+<span class="s1">    },</span>
+<span class="s1">    &quot;delim&quot;: &quot;;&quot;,</span>
+<span class="s1">    &quot;skip&quot;: 1</span>
+<span class="s1">  }&#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">);</span>
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunction_result</span><span class="p">;</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
++--------+
++ status +
++--------+
++   ok   +
++--------+
+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>load_file</code>?</summary>
+<details class="success">
+<summary>Get help using <code>load_file</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>load_file</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>The <code>load_file</code> function is useful for quickly loading data from various web-based file formats directly into a BigQuery table.  Here's a breakdown of potential use cases categorized by data type and source:</p>
+<p><strong>1. CSV Data:</strong></p>
+<ul>
+<li><strong>Public Datasets:</strong> Loading publicly available datasets in CSV format, like government data or research data.  Example: Loading census data or economic indicators from a government website.</li>
+<li><strong>Web APIs:</strong>  Some APIs return data in CSV format.  This function can be used to directly ingest that data into BigQuery. Example:  A marketing API providing campaign performance data.</li>
+<li><strong>GitHub/GitLab:</strong> Loading data directly from CSV files stored in repositories like GitHub or GitLab.  This is helpful for sharing data within teams or for reproducible research. Example: Loading a training dataset for a machine learning model.</li>
+</ul>
+<p><strong>2. JSON Data:</strong></p>
+<ul>
+<li><strong>REST APIs:</strong> Many REST APIs return data in JSON format. <code>load_file</code> simplifies the process of ingesting this data into BigQuery without intermediate processing. Example: Loading product information from an e-commerce API.</li>
+<li><strong>GeoJSON Data:</strong> Loading geospatial data in GeoJSON format. Example: Loading geographic boundaries of cities or countries.</li>
+<li><strong>Configuration Files:</strong> Loading configuration data from JSON files hosted online.</li>
+</ul>
+<p><strong>3. Parquet/Delta Lake Data:</strong></p>
+<ul>
+<li><strong>Data Lakes:</strong> Accessing and loading data directly from data lakes stored on cloud storage platforms like Google Cloud Storage. This is efficient for large datasets as Parquet and Delta Lake are optimized for analytical queries. Example:  Loading historical sales data from a data lake.</li>
+</ul>
+<p><strong>4. Excel/Shapefiles (via 'geo' file_type):</strong></p>
+<ul>
+<li><strong>Legacy Data:</strong> Loading data from legacy systems that often store data in Excel or Shapefile formats. Example:  Loading customer data from an older CRM system.</li>
+<li><strong>GIS Data:</strong> Loading geospatial data from shapefiles.  Example: Loading data on road networks or land parcels.</li>
+</ul>
+<p><strong>5. General Web Files:</strong></p>
+<ul>
+<li><strong>Automated Data Ingestion:</strong> Regularly loading data from a web source as part of an automated data pipeline. Example:  Daily updates of stock prices.</li>
+<li><strong>Ad-hoc Data Analysis:</strong> Quickly loading data from a web source for exploratory data analysis.  Example: Analyzing a competitor's publicly available product catalog.</li>
+</ul>
+<p><strong>Key Advantages of using <code>load_file</code>:</strong></p>
+<ul>
+<li><strong>Simplicity:</strong>  Reduces the need for complex ETL pipelines for simple data loading tasks.</li>
+<li><strong>Speed:</strong>  Directly loads data into BigQuery, bypassing intermediate steps.</li>
+<li><strong>Flexibility:</strong> Supports various file formats and sources.</li>
+<li><strong>Accessibility:</strong>  Makes web-based data easily accessible for analysis within BigQuery.</li>
+</ul>
+<p><strong>Example Scenario:</strong></p>
+<p>A marketing analyst needs to analyze the performance of their recent social media campaigns. The social media platform provides an API that returns campaign data in CSV format. Instead of manually downloading the CSV file, processing it, and then uploading it to BigQuery, the analyst can use the <code>load_file</code> function to directly load the data from the API endpoint into a BigQuery table, saving time and effort.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/load_file" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "load_file",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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diff --git a/bigfunctions/load_file_into_temp_dataset/index.html b/bigfunctions/load_file_into_temp_dataset/index.html
new file mode 100644
index 000000000..80548b0c7
--- /dev/null
+++ b/bigfunctions/load_file_into_temp_dataset/index.html
@@ -0,0 +1,1488 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
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+      <meta charset="utf-8">
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+        <meta name="description" content="BigFunction load_file_into_temp_dataset is a BigQuery function which Download web file into a temp dataset">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; load_file_into_temp_dataset
+</span></p>
+<h1 id="load_file_into_temp_dataset">load_file_into_temp_dataset<a class="headerlink" href="#load_file_into_temp_dataset" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/antgiraud/" title="Author: Antoine Giraud" target="_blank">
+    <img src="https://media.licdn.com/dms/image/v2/C4D03AQG2Orctig4ycg/profile-displayphoto-shrink_200_200/profile-displayphoto-shrink_200_200/0/1532385599321?e=1733961600&v=beta&t=HTHvVZUKUhoH-U07O1tXPPuqN37EgCtGhxM_PuYFQjQ" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/get_data/load_file_into_temp_dataset.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>load_file_into_temp_dataset</code> ?</summary>
+<details class="success">
+<summary>Call <code>load_file_into_temp_dataset</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>load_file_into_temp_dataset</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>load_file_into_temp_dataset</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>load_file_into_temp_dataset</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>load_file_into_temp_dataset</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>load_file_into_temp_dataset
+bigfun<span class="w"> </span>deploy<span class="w"> </span>load_file_into_temp_dataset
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>load_file_into_temp_dataset(url, file_type, options)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Download web file into a temp dataset
+in bigfunctions project.</p>
+<p><img alt="graph load file" src="../load_file.png" /></p>
+<p>Each call to this function <strong>creates a new temporary dataset</strong> which:</p>
+<ul>
+<li>will contain the <code>destination_table</code> with the file data.</li>
+<li>is accessible only to you (who calls the function) and the function. You have permission to read data, delete the tables and delete the dataset.</li>
+<li>has a limited period of life. Default expiration time is set to 1h so that every table created will be automatically deleted after 1h. Empty datasets are periodically removed.</li>
+<li>has a random name</li>
+</ul>
+<p><strong>File Data is downloaded using <a href="https://ibis-project.org/">ibis</a> with <a href="https://duckdb.org/">DuckDB</a></strong>. Available <code>file_type</code> values are:</p>
+<ul>
+<li><strong>csv</strong> : <em><a href="https://ibis-project.org/backends/duckdb#ibis.backends.duckdb.Backend.read_csv">doc</a></em></li>
+<li><strong>json</strong> : <em><a href="https://ibis-project.org/backends/duckdb#ibis.backends.duckdb.Backend.read_json">doc</a></em></li>
+<li><strong>parquet</strong> : <em><a href="https://ibis-project.org/backends/duckdb#ibis.backends.duckdb.Backend.read_parquet">doc</a></em></li>
+<li><strong>delta</strong> : <em><a href="https://ibis-project.org/backends/duckdb#ibis.backends.duckdb.Backend.read_delta">doc</a></em></li>
+<li><strong>geo</strong> : <em><a href="https://ibis-project.org/backends/duckdb#ibis.backends.duckdb.Backend.read_geo">doc</a></em>. (this uses GDAL under the hood and enable you to also read <strong>.xls</strong>, <strong>.xlsx</strong>, <strong>.shp</strong> ...)</li>
+</ul>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. load random csv</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">load_file_into_temp_dataset</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://raw.githubusercontent.com/AntoineGiraud/dbt_hypermarche/refs/heads/main/input/achats.csv&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;csv&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_file_into_temp_dataset</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://raw.githubusercontent.com/AntoineGiraud/dbt_hypermarche/refs/heads/main/input/achats.csv&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;csv&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">load_file_into_temp_dataset</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://raw.githubusercontent.com/AntoineGiraud/dbt_hypermarche/refs/heads/main/input/achats.csv&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;csv&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------------------------------------------------------+
+| destination_table                                                |
++------------------------------------------------------------------+
+| bigfunctions.temp_6bdb75ca_7f72_4f1f_b46a_6ca59f7f66ac.file_data |
++------------------------------------------------------------------+
+</code>
+</pre>
+
+<p><strong>2. load json - french departements</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">load_file_into_temp_dataset</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://geo.api.gouv.fr/departements?fields=nom,code,codeRegion,region&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;json&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_file_into_temp_dataset</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://geo.api.gouv.fr/departements?fields=nom,code,codeRegion,region&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;json&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">load_file_into_temp_dataset</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://geo.api.gouv.fr/departements?fields=nom,code,codeRegion,region&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;json&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------------------------------------------------------+
+| destination_table                                                |
++------------------------------------------------------------------+
+| bigfunctions.temp_6bdb75ca_7f72_4f1f_b46a_6ca59f7f66ac.file_data |
++------------------------------------------------------------------+
+</code>
+</pre>
+
+<p><strong>3. load parquet on Google Cloud Storage</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">load_file_into_temp_dataset</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;gs://bike-sharing-history/toulouse/jcdecaux/2024/Feb.parquet&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;parquet&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_file_into_temp_dataset</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;gs://bike-sharing-history/toulouse/jcdecaux/2024/Feb.parquet&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;parquet&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">load_file_into_temp_dataset</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;gs://bike-sharing-history/toulouse/jcdecaux/2024/Feb.parquet&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;parquet&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------------------------------------------------------+
+| destination_table                                                |
++------------------------------------------------------------------+
+| bigfunctions.temp_6bdb75ca_7f72_4f1f_b46a_6ca59f7f66ac.file_data |
++------------------------------------------------------------------+
+</code>
+</pre>
+
+<p><strong>4. load xls or xlsx</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="4:3"><input checked="checked" id="__tabbed_4_1" name="__tabbed_4" type="radio" /><input id="__tabbed_4_2" name="__tabbed_4" type="radio" /><input id="__tabbed_4_3" name="__tabbed_4" type="radio" /><div class="tabbed-labels"><label for="__tabbed_4_1">EU</label><label for="__tabbed_4_2">US</label><label for="__tabbed_4_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">load_file_into_temp_dataset</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://github.com/AntoineGiraud/dbt_hypermarche/raw/refs/heads/main/input/Hypermarche.xlsx&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;geo&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;{&quot;layer&quot;:&quot;Retours&quot;, &quot;open_options&quot;: [&quot;HEADERS=FORCE&quot;]}&#39;</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_file_into_temp_dataset</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://github.com/AntoineGiraud/dbt_hypermarche/raw/refs/heads/main/input/Hypermarche.xlsx&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;geo&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;{&quot;layer&quot;:&quot;Retours&quot;, &quot;open_options&quot;: [&quot;HEADERS=FORCE&quot;]}&#39;</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">load_file_into_temp_dataset</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://github.com/AntoineGiraud/dbt_hypermarche/raw/refs/heads/main/input/Hypermarche.xlsx&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;geo&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;{&quot;layer&quot;:&quot;Retours&quot;, &quot;open_options&quot;: [&quot;HEADERS=FORCE&quot;]}&#39;</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------------------------------------------------------+
+| destination_table                                                |
++------------------------------------------------------------------+
+| bigfunctions.temp_6bdb75ca_7f72_4f1f_b46a_6ca59f7f66ac.file_data |
++------------------------------------------------------------------+
+</code>
+</pre>
+
+<p><strong>5. load french tricky csv</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="5:3"><input checked="checked" id="__tabbed_5_1" name="__tabbed_5" type="radio" /><input id="__tabbed_5_2" name="__tabbed_5" type="radio" /><input id="__tabbed_5_3" name="__tabbed_5" type="radio" /><div class="tabbed-labels"><label for="__tabbed_5_1">EU</label><label for="__tabbed_5_2">US</label><label for="__tabbed_5_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">load_file_into_temp_dataset</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://www.data.gouv.fr/fr/datasets/r/323af5b8-7831-445b-9a46-d4da140b61b6&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;csv&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;&#39;&#39;{</span>
+<span class="s1">    &quot;columns&quot;: {</span>
+<span class="s1">        &quot;code_commune_insee&quot;: &quot;VARCHAR&quot;,</span>
+<span class="s1">        &quot;nom_commune_insee&quot;: &quot;VARCHAR&quot;,</span>
+<span class="s1">        &quot;code_postal&quot;: &quot;VARCHAR&quot;,</span>
+<span class="s1">        &quot;lb_acheminement&quot;: &quot;VARCHAR&quot;,</span>
+<span class="s1">        &quot;ligne_5&quot;: &quot;VARCHAR&quot;</span>
+<span class="s1">    },</span>
+<span class="s1">    &quot;delim&quot;: &quot;;&quot;,</span>
+<span class="s1">    &quot;skip&quot;: 1</span>
+<span class="s1">  }&#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_file_into_temp_dataset</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://www.data.gouv.fr/fr/datasets/r/323af5b8-7831-445b-9a46-d4da140b61b6&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;csv&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;&#39;&#39;{</span>
+<span class="s1">    &quot;columns&quot;: {</span>
+<span class="s1">        &quot;code_commune_insee&quot;: &quot;VARCHAR&quot;,</span>
+<span class="s1">        &quot;nom_commune_insee&quot;: &quot;VARCHAR&quot;,</span>
+<span class="s1">        &quot;code_postal&quot;: &quot;VARCHAR&quot;,</span>
+<span class="s1">        &quot;lb_acheminement&quot;: &quot;VARCHAR&quot;,</span>
+<span class="s1">        &quot;ligne_5&quot;: &quot;VARCHAR&quot;</span>
+<span class="s1">    },</span>
+<span class="s1">    &quot;delim&quot;: &quot;;&quot;,</span>
+<span class="s1">    &quot;skip&quot;: 1</span>
+<span class="s1">  }&#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">load_file_into_temp_dataset</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;https://www.data.gouv.fr/fr/datasets/r/323af5b8-7831-445b-9a46-d4da140b61b6&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">    </span><span class="s1">&#39;csv&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;&#39;&#39;{</span>
+<span class="s1">    &quot;columns&quot;: {</span>
+<span class="s1">        &quot;code_commune_insee&quot;: &quot;VARCHAR&quot;,</span>
+<span class="s1">        &quot;nom_commune_insee&quot;: &quot;VARCHAR&quot;,</span>
+<span class="s1">        &quot;code_postal&quot;: &quot;VARCHAR&quot;,</span>
+<span class="s1">        &quot;lb_acheminement&quot;: &quot;VARCHAR&quot;,</span>
+<span class="s1">        &quot;ligne_5&quot;: &quot;VARCHAR&quot;</span>
+<span class="s1">    },</span>
+<span class="s1">    &quot;delim&quot;: &quot;;&quot;,</span>
+<span class="s1">    &quot;skip&quot;: 1</span>
+<span class="s1">  }&#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------------------------------------------------------+
+| destination_table                                                |
++------------------------------------------------------------------+
+| bigfunctions.temp_6bdb75ca_7f72_4f1f_b46a_6ca59f7f66ac.file_data |
++------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>load_file_into_temp_dataset</code>?</summary>
+<details class="success">
+<summary>Get help using <code>load_file_into_temp_dataset</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>load_file_into_temp_dataset</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>This function is useful for quickly loading data from various online sources directly into BigQuery for analysis without needing to manually download, format, and upload the data. Here are a few specific use cases:</p>
+<p><strong>1. Data Exploration and Prototyping:</strong></p>
+<ul>
+<li>You find a dataset on a public repository (like Github) or a government data portal, and you want to quickly explore it in BigQuery. <code>load_file_into_temp_dataset</code> lets you load the data directly without intermediate steps. This is perfect for initial data analysis and prototyping before deciding to store the data permanently.</li>
+</ul>
+<p><strong>2. Ad-hoc Analysis of Public Data:</strong></p>
+<ul>
+<li>You need to analyze some publicly available data, such as weather data, stock prices, or social media trends, for a one-time report or analysis. You can use this function to load the data on demand without storing it permanently.</li>
+</ul>
+<p><strong>3. ETL Pipelines with Dynamic Data Sources:</strong></p>
+<ul>
+<li>You're building an ETL pipeline that needs to process data from various sources that are updated frequently.  <code>load_file_into_temp_dataset</code> can be integrated into your pipeline to dynamically load data from different URLs as needed. This is especially helpful when dealing with data sources that don't have a stable schema or format.</li>
+</ul>
+<p><strong>4. Data Enrichment:</strong></p>
+<ul>
+<li>You have a dataset in BigQuery and need to enrich it with external data, such as geographic information, currency exchange rates, or product catalogs. You can use this function to load the external data into a temporary table and then join it with your existing table.</li>
+</ul>
+<p><strong>5. Sharing Data Snippets:</strong></p>
+<ul>
+<li>You want to share a small dataset with a colleague or client without giving them access to your entire data warehouse.  Load the data into a temporary dataset using this function and then grant them temporary access.  This offers a secure and convenient way to share data snippets.</li>
+</ul>
+<p><strong>Example: Analyzing Tweet Sentiment from a Public API:</strong></p>
+<p>Imagine an API that returns tweet data in JSON format. You want to analyze the sentiment of tweets related to a specific hashtag.</p>
+<ol>
+<li>Call the API to retrieve the tweets.  The API might offer a download link or allow you to stream the data directly.</li>
+<li>Use <code>load_file_into_temp_dataset</code> within a BigQuery query to load the JSON data from the API's URL.</li>
+<li>Apply BigQuery's text processing functions to analyze the sentiment of the tweets in the temporary table.</li>
+<li>Generate your report or visualization directly from the results.</li>
+</ol>
+<p>This avoids the need to download the JSON file, create a table schema, and manually load the data, significantly speeding up your analysis.  The temporary dataset automatically cleans itself up, simplifying data management.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/load_file_into_temp_dataset" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
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+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "load_file_into_temp_dataset",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; load_google_trends
+</span></p>
+<h1 id="load_google_trends">load_google_trends<a class="headerlink" href="#load_google_trends" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/get_data/load_google_trends.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>load_google_trends</code> ?</summary>
+<details class="success">
+<summary>Call <code>load_google_trends</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>load_google_trends</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>load_google_trends</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>load_google_trends</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>load_google_trends</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>load_google_trends
+bigfun<span class="w"> </span>deploy<span class="w"> </span>load_google_trends
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>load_google_trends(destination_table, keywords, start_month, geo, category, gprop)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Load daily <a href="https://trends.google.com/">Google Trends</a>
+(search volume) of <code>keywords</code> into <code>destination_table</code>.</p>
+<details class="note">
+<summary>How it works</summary>
+<p>This function will:</p>
+<ul>
+<li>download daily search volume for each <code>keyword</code> for each <code>month</code> which are not already in destination table. Search volumes of the current month are downloaded anyway even if already in destination table. The daily search volumes are normalized between <code>[0, 100]</code> for each <code>(keyword, month)</code>.</li>
+<li>download monthly search volume at once for all keywords altogether during the whole period. The downloaded volumes are then comparable for all keywords and the whole period.</li>
+<li>globally normalize the daily search volumes using the monthly search volumes to make them comparable.</li>
+</ul>
+<p>(This function calls <a href="../get_google_trends/"><code>get_google_trends</code></a> function under the hood)</p>
+</details>
+<p><strong>Destination Table Schema</strong></p>
+<table>
+<thead>
+<tr>
+<th>Column</th>
+<th>Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>date</code></td>
+<td>day of the trend</td>
+</tr>
+<tr>
+<td><code>keyword</code></td>
+<td>keyword</td>
+</tr>
+<tr>
+<td><code>search_volume</code></td>
+<td>search volume (normalized)</td>
+</tr>
+<tr>
+<td><code>_raw_search_volume</code></td>
+<td>search volume at load time (before global normalization)</td>
+</tr>
+<tr>
+<td><code>_raw_month_search_volume</code></td>
+<td>search month volume at load time (before global normalization)</td>
+</tr>
+<tr>
+<td><code>_load_date</code></td>
+<td>date when the data was downloaded from google trends</td>
+</tr>
+</tbody>
+</table>
+<p><strong>Params</strong></p>
+<table>
+<thead>
+<tr>
+<th>Param</th>
+<th>Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>destination_table</code></td>
+<td>Fully qualified destination table (PROJECT.DATASET.TABLE)</td>
+</tr>
+<tr>
+<td><code>keywords</code></td>
+<td>Array of one to five search terms (a search term can be an expression)</td>
+</tr>
+<tr>
+<td><code>start_month</code></td>
+<td>First month (<code>YYYY-MM</code>) to load data from</td>
+</tr>
+<tr>
+<td><code>geo</code></td>
+<td>Two letter country abbreviation. For example United States is 'US'. Defaults to World. More detail available for States/Provinces by specifying additional abbreviations. For example: Alabama would be 'US-AL'. For example: England would be 'GB-ENG'</td>
+</tr>
+<tr>
+<td><code>category</code></td>
+<td>Category to narrow results. Find available categories by inspecting the url when manually using Google Trends. The category starts after cat= and ends before the next &amp; or view <a href="https://github.com/pat310/google-trends-api/wiki/Google-Trends-Categories">this wiki page</a> containing all available categories. For example: "https://www.google.com/trends/explore#q=pizza&amp;cat=71". '71' is the category. Defaults to no category</td>
+</tr>
+<tr>
+<td><code>gprop</code></td>
+<td>What Google property to filter to. Example 'images'. Defaults to web searches. Can be images, news, youtube or froogle (for Google Shopping results)</td>
+</tr>
+</tbody>
+</table>
+<div class="admonition warning">
+<p class="admonition-title">You may need call this function several times a day</p>
+<p>Google Trends put some quotas to request their API.
+For this reason, this function may not return data for all months in one call.
+But if you schedule this function to be called several times a day, you will certainly have all the data.</p>
+</div>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>Download daily google trends comparing bigquery and snowflake</strong></p>
+<p><img alt="snowflake vs bigquery google trends comparison" src="../load_google_trends.png" width="600" /></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">load_google_trends</span><span class="p">(</span><span class="s1">&#39;your_project.dataset.table&#39;</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;bigquery&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;snowflake&#39;</span><span class="p">],</span><span class="w"> </span><span class="s1">&#39;2024-01&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">load_google_trends</span><span class="p">(</span><span class="s1">&#39;your_project.dataset.table&#39;</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;bigquery&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;snowflake&#39;</span><span class="p">],</span><span class="w"> </span><span class="s1">&#39;2024-01&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">load_google_trends</span><span class="p">(</span><span class="s1">&#39;your_project.dataset.table&#39;</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;bigquery&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;snowflake&#39;</span><span class="p">],</span><span class="w"> </span><span class="s1">&#39;2024-01&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">);</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<details class="question">
+<summary>Need help or Found a bug using <code>load_google_trends</code>?</summary>
+<details class="success">
+<summary>Get help using <code>load_google_trends</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>load_google_trends</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/load_google_trends" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "load_google_trends",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/markdown2html/index.html b/bigfunctions/markdown2html/index.html
new file mode 100644
index 000000000..87bc320d1
--- /dev/null
+++ b/bigfunctions/markdown2html/index.html
@@ -0,0 +1,1298 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction markdown2html is a BigQuery function which Convert `markdown` to `html`">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/markdown2html/">
+      
+      
+      
+      
+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>markdown2html - BigQuery function - BigFunctions</title>
+      
+    
+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
+      
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+        <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
+        <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Roboto:300,300i,400,400i,700,700i%7CRoboto+Mono:400,400i,700,700i&display=fallback">
+        <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
+      
+    
+    
+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
+    
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+
+
+<meta property="og:title" content="markdown2html - BigQuery function - BigFunctions" />
+<meta property="twitter:card" content="summary" />
+<meta property="twitter:title" content="markdown2html - BigQuery function - BigFunctions" />
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+<meta property="og:description" content="BigFunction markdown2html is a BigQuery function which Convert `markdown` to `html`" />
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+<meta property="og:type" content="website" />
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; markdown2html
+</span></p>
+<h1 id="markdown2html">markdown2html<a class="headerlink" href="#markdown2html" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/markdown2html.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>markdown2html</code> ?</summary>
+<details class="success">
+<summary>Call <code>markdown2html</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>markdown2html</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>markdown2html</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>markdown2html</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>markdown2html</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>markdown2html
+bigfun<span class="w"> </span>deploy<span class="w"> </span>markdown2html
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>markdown2html(markdown)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Convert <code>markdown</code> to <code>html</code></p>
+<details class="example">
+<summary>See the result as a data visualization in BigQuery Console!</summary>
+<p><strong>The result of this function can be vizualized as an html report directly in BigQuery Console!</strong></p>
+<ol>
+<li>Install this bookmarklet: <a href="javascript:(function()%7Blet%20isChartJsLoaded%20%3D%20false%3B%0Alet%20isGoogleChartsLoaded%20%3D%20false%3B%0Alet%20isFunnelGraphJsLoaded%20%3D%20false%3B%0A%0A%0Awindow.escapeHTML%20%3D%20function(html)%20%7B%0A%20%20if(!trustedTypes)%20%7B%0A%20%20%20%20return%20html%3B%0A%20%20%7D%0A%20%20const%20policy%20%3D%20trustedTypes.createPolicy(%22forceInner%22%2C%20%7BcreateHTML%3A%20(to_escape)%20%3D%3E%20to_escape%7D)%3B%0A%20%20return%20policy.createHTML(html)%3B%0A%7D%3B%0A%0A%0Aconst%20escapeScript%20%3D%20function(script)%20%7B%0A%20%20if(!trustedTypes)%20%7B%0A%20%20%20%20return%20script%3B%0A%20%20%7D%0A%20%20const%20policy%20%3D%20trustedTypes.createPolicy(%22forceInner%22%2C%20%7BcreateScript%3A%20(to_escape)%20%3D%3E%20to_escape%7D)%3B%0A%20%20return%20policy.createScript(script)%3B%0A%7D%3B%0A%0A%0Aconst%20setInnerHTML%20%3D%20function(elm%2C%20html)%20%7B%0A%20%20elm.innerHTML%20%3D%20window.escapeHTML(html)%3B%0A%20%20Array.from(elm.querySelectorAll('script')).forEach(%20oldScript%20%3D%3E%20%7B%0A%20%20%20%20%20%20const%20newScript%20%3D%20document.createElement('script')%3B%0A%20%20%20%20%20%20Array.from(oldScript.attributes).forEach(%20attr%20%3D%3E%20newScript.setAttribute(attr.name%2C%20attr.value)%20)%3B%0A%20%20%20%20%20%20newScript.text%20%3D%20escapeScript(oldScript.innerHTML)%3B%0A%20%20%20%20%20%20oldScript.parentNode.replaceChild(newScript%2C%20oldScript)%3B%0A%20%20%7D)%3B%0A%7D%3B%0A%0A%0Aconst%20run%20%3D%20async%20function()%20%7B%0A%20%20if%20(!isChartJsLoaded%20%7C%7C%20!isGoogleChartsLoaded%20%7C%7C%20!isFunnelGraphJsLoaded)%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20results_table_container%20%3D%20document.querySelector('bq-tab-content%3Anot(.cfc-hidden)%20bq-results-table')%3B%0A%20%20if%20(!results_table_container)%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20cells%20%3D%20results_table_container.querySelectorAll('td%20div%3Anot(.cfc-flex-container)')%3B%0A%20%20if%20(cells.length%20!%3D%3D%201)%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20cell%20%3D%20cells%5B0%5D%3B%0A%20%20const%20content%20%3D%20cell.innerText%3B%0A%20%20if%20(!content.startsWith(%22%3Chtml%22))%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20if%20(content.endsWith(%22...%22))%20%7B%0A%20%20%20%20cell.nextElementSibling.firstElementChild.click()%3B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20html%20%3D%20%60%3Csection%20id%3D%22bf-container%22%20class%3D%22section%22%3E%24%7Bcontent%7D%3C%2Fsection%3E%60%0A%20%20setInnerHTML(results_table_container%2C%20html)%3B%0A%7D%3B%0A%0A%0Aconst%20loadBulmaCss%20%3D%20function()%20%7B%0A%20%20const%20bulma%20%3D%20document.createElement('link')%3B%0A%20%20bulma.setAttribute('rel'%2C%20'stylesheet')%3B%0A%20%20bulma.setAttribute('href'%2C%20'https%3A%2F%2Fcdn.jsdelivr.net%2Fnpm%2Fbulma%400.9.4%2Fcss%2Fbulma.min.css')%3B%0A%20%20document.head.appendChild(bulma)%3B%0A%7D%3B%0A%0A%0Aconst%20loadChartJs%20%3D%20function()%20%7B%0A%20%20fetch('https%3A%2F%2Fcdnjs.cloudflare.com%2Fajax%2Flibs%2FChart.js%2F3.9.1%2Fchart.min.js')%0A%20%20.then((response)%20%3D%3E%20response.text())%0A%20%20.then((text)%20%3D%3E%20%7B%0A%20%20%20%20const%20script%20%3D%20document.createElement('script')%3B%0A%20%20%20%20script.text%20%3D%20escapeScript(text)%3B%0A%20%20%20%20document.head.appendChild(script)%3B%0A%20%20%20%20isChartJsLoaded%20%3D%20true%3B%0A%20%20%7D)%3B%0A%7D%3B%0A%0A%0Aconst%20loadGoogleChart%20%3D%20function()%20%7B%0A%20%20fetch('https%3A%2F%2Fwww.gstatic.com%2Fcharts%2Floader.js')%0A%20%20.then((response)%20%3D%3E%20response.text())%0A%20%20.then((text)%20%3D%3E%20%7B%0A%20%20%20%20const%20script%20%3D%20document.createElement('script')%3B%0A%20%20%20%20script.text%20%3D%20escapeScript(text)%3B%0A%20%20%20%20document.head.appendChild(script)%3B%0A%20%20%20%20google.charts.load('current'%2C%20%7Bpackages%3A%20%5B'sankey'%5D%7D)%3B%0A%20%20%20%20google.charts.setOnLoadCallback(function()%20%7B%20isGoogleChartsLoaded%20%3D%20true%3B%20%7D)%3B%0A%20%20%7D)%3B%0A%7D%3B%0A%0A%0Aconst%20loadFunnelGraphJs%20%3D%20function()%20%7B%0A%20%20const%20css%20%3D%20document.createElement('link')%3B%0A%20%20css.setAttribute('rel'%2C%20'stylesheet')%3B%0A%20%20css.setAttribute('href'%2C%20'https%3A%2F%2Funpkg.com%2Ffunnel-graph-js%401.3.9%2Fdist%2Fcss%2Fmain.min.css')%3B%0A%20%20document.head.appendChild(css)%3B%0A%0A%20%20const%20css2%20%3D%20document.createElement('link')%3B%0A%20%20css2.setAttribute('rel'%2C%20'stylesheet')%3B%0A%20%20css2.setAttribute('href'%2C%20'https%3A%2F%2Funpkg.com%2Ffunnel-graph-js%401.3.9%2Fdist%2Fcss%2Ftheme.min.css')%3B%0A%20%20document.head.appendChild(css2)%3B%0A%0A%20%20fetch('https%3A%2F%2Funpkg.com%2Ffunnel-graph-js%401.3.9%2Fdist%2Fjs%2Ffunnel-graph.min.js')%0A%20%20.then((response)%20%3D%3E%20response.text())%0A%20%20.then((text)%20%3D%3E%20%7B%0A%20%20%20%20const%20regex%20%3D%20%2FinnerHTML%3D(%5Cw%2B)%2Fgi%3B%0A%20%20%20%20text%20%3D%20text.replace(regex%2C%20'innerHTML%3Dwindow.escapeHTML(%241)')%3B%0A%20%20%20%20console.log(text)%3B%0A%20%20%20%20const%20script%20%3D%20document.createElement('script')%3B%0A%20%20%20%20script.text%20%3D%20escapeScript(text)%3B%0A%20%20%20%20document.head.appendChild(script)%3B%0A%20%20%20%20isFunnelGraphJsLoaded%20%3D%20true%3B%0A%20%20%7D)%3B%0A%0A%0A%7D%0A%0AloadBulmaCss()%3B%0AloadFunnelGraphJs()%3B%0AloadChartJs()%3B%0AloadGoogleChart()%3B%0AsetInterval(run%2C%20100)%3B%7D)()%3B">bigfunctions</a> <em>(it has to be done only once)</em></li>
+<li>Open BigQuery console</li>
+<li>Click on the installed bookmarklet.<ul>
+<li>From now on, the bookmarklet code will observe the BigQuery console page.</li>
+<li>If a BigQuery result appears with a unique cell containing html content, it will be rendered.</li>
+</ul>
+</li>
+<li>You will have to click on the bookmarklet <em>again</em>:<ul>
+<li>If you refresh the Bigquery console page,</li>
+<li>If you open the BigQuery console in a new tab of your browser.</li>
+</ul>
+</li>
+<li>Run the query of the example and open the result of the latest subquery. The result will be shown as a nice html content.</li>
+</ol>
+<p><br></p>
+<p><img alt="bookmarklet usage" src="../../assets/bookmarklet_usage.gif" /></p>
+</details>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">markdown2html</span><span class="p">(</span><span class="s1">&#39;# Title&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">markdown2html</span><span class="p">(</span><span class="s1">&#39;# Title&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">markdown2html</span><span class="p">(</span><span class="s1">&#39;# Title&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------------+
+| html           |
++----------------+
+| &lt;h1&gt;Title&lt;/h1&gt; |
++----------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>markdown2html</code>?</summary>
+<details class="success">
+<summary>Get help using <code>markdown2html</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>markdown2html</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>The <code>markdown2html</code> function is useful anytime you need to convert text formatted in Markdown to HTML within BigQuery. Here are a few use cases:</p>
+<ul>
+<li>
+<p><strong>Generating HTML reports directly from BigQuery:</strong>  Imagine you have data in BigQuery that you want to present in a formatted report. You can use <code>markdown2html</code> to create the HTML structure of the report dynamically, including headings, lists, tables, and formatted text, all within your SQL query. The output can then be visualized directly in the BigQuery console (using the bookmarklet method described in the documentation) or exported for use in other applications.</p>
+</li>
+<li>
+<p><strong>Email formatting:</strong> Suppose you are using BigQuery to generate email content.  You can store email templates in Markdown format within a BigQuery table. Then, using <code>markdown2html</code>, convert the Markdown to HTML within your query and send the formatted HTML as the body of the email.</p>
+</li>
+<li>
+<p><strong>Dynamic content creation for web applications:</strong> If your web application integrates with BigQuery, you might store content in Markdown format in BigQuery. Using <code>markdown2html</code>, you can query the content and convert it to HTML on the fly, reducing the need to store and manage HTML directly. This allows for easier content updates and a more streamlined workflow.</p>
+</li>
+<li>
+<p><strong>Data documentation:</strong> You could use Markdown to document your BigQuery datasets and tables. Using <code>markdown2html</code> within a query, you can dynamically generate HTML documentation pages based on the Markdown content, making it easier for users to understand the data.</p>
+</li>
+<li>
+<p><strong>Enriching data exports:</strong>  If you're exporting data from BigQuery for use in another system that requires HTML formatting, you can use <code>markdown2html</code> to transform any Markdown fields into HTML before export.</p>
+</li>
+</ul>
+<p>In essence, <code>markdown2html</code> bridges the gap between the simplicity of Markdown for writing and editing text, and the richness of HTML for presentation, all within the BigQuery environment.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/markdown2html" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "markdown2html",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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\ No newline at end of file
diff --git a/bigfunctions/max_value/index.html b/bigfunctions/max_value/index.html
new file mode 100644
index 000000000..42ba3194e
--- /dev/null
+++ b/bigfunctions/max_value/index.html
@@ -0,0 +1,1286 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
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+        <meta name="description" content="BigFunction max_value is a BigQuery function which Return max value of array">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/max_value/">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; max_value
+</span></p>
+<h1 id="max_value">max_value<a class="headerlink" href="#max_value" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/taylorabrownlow/" title="Credits: Taylor Brownlow" target="_blank">
+    <img src="https://miro.medium.com/v2/resize:fit:120/2*4lF1qiVAwcDkw1AfDY6KBQ.jpeg" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_array/max_value.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>max_value</code> ?</summary>
+<details class="success">
+<summary>Call <code>max_value</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>max_value</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>max_value</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>max_value</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>max_value</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>max_value
+bigfun<span class="w"> </span>deploy<span class="w"> </span>max_value
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>max_value(arr)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Return max value of array
+<em>(inspired from <a href="https://github.com/count/sql-snippets/blob/main/bigquery/least-array.md">sql-snippets repo</a>)</em></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">max_value</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">max_value</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">max_value</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------+
+| value |
++-------+
+| 4     |
++-------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>max_value</code>?</summary>
+<details class="success">
+<summary>Get help using <code>max_value</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>max_value</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You have a table of products, and each product has a list of prices at different stores.  You want to find the highest price for each product.</p>
+<div class="highlight"><pre><span></span><code><span class="k">WITH</span><span class="w"> </span><span class="n">Products</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="k">SELECT</span>
+<span class="w">        </span><span class="s1">&#39;Product A&#39;</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">product_name</span><span class="p">,</span>
+<span class="w">        </span><span class="p">[</span><span class="mi">10</span><span class="p">.</span><span class="mi">99</span><span class="p">,</span><span class="w"> </span><span class="mi">12</span><span class="p">.</span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">11</span><span class="p">.</span><span class="mi">75</span><span class="p">]</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">prices</span>
+<span class="w">    </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span><span class="w"> </span><span class="k">SELECT</span>
+<span class="w">        </span><span class="s1">&#39;Product B&#39;</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">product_name</span><span class="p">,</span>
+<span class="w">        </span><span class="p">[</span><span class="mi">5</span><span class="p">.</span><span class="mi">00</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">.</span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">.</span><span class="mi">99</span><span class="p">]</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">prices</span>
+<span class="w">    </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span><span class="w"> </span><span class="k">SELECT</span>
+<span class="w">        </span><span class="s1">&#39;Product C&#39;</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">product_name</span><span class="p">,</span>
+<span class="w">        </span><span class="p">[</span><span class="mi">20</span><span class="p">.</span><span class="mi">00</span><span class="p">,</span><span class="w"> </span><span class="mi">19</span><span class="p">.</span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">21</span><span class="p">.</span><span class="mi">25</span><span class="p">]</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">prices</span>
+<span class="p">)</span>
+<span class="k">SELECT</span>
+<span class="w">    </span><span class="n">product_name</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">max_value</span><span class="p">(</span><span class="n">prices</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">max_price</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">Products</span><span class="p">;</span>
+</code></pre></div>
+<p>This query uses the <code>max_value</code> function to find the highest price within the <code>prices</code> array for each product. The result will be:</p>
+<div class="highlight"><pre><span></span><code>+-------------+-----------+
+| product_name | max_price |
++-------------+-----------+
+| Product A    | 12.5      |
+| Product B    | 5.5       |
+| Product C    | 21.25     |
++-------------+-----------+
+</code></pre></div>
+<p>This shows how <code>max_value</code> can be practically used to extract the maximum value from an array of numbers within a larger dataset.  This could be useful for things like pricing analysis, finding peak values in time series data (if stored as arrays), or determining the maximum score in a game played multiple times.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/max_value" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "max_value",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/median_value/index.html b/bigfunctions/median_value/index.html
new file mode 100644
index 000000000..feba0bd29
--- /dev/null
+++ b/bigfunctions/median_value/index.html
@@ -0,0 +1,1327 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction median_value is a BigQuery function which Return median value of array">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/median_value/">
+      
+      
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+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>median_value - BigQuery function - BigFunctions</title>
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+    
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+      
+    
+    
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+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#median_value" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
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+        <aside class="md-banner">
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+            
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+    </a>
+
+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"></path></svg>
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+    </a>
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+  </p>
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+          </div>
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+    <label class="md-header__button md-icon" for="__drawer">
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+        <div class="md-header__topic" data-md-component="header-topic">
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+            
+              median_value - BigQuery function
+            
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+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
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+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
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+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
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+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
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+            Initializing search
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+    
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+        <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; median_value
+</span></p>
+<h1 id="median_value">median_value<a class="headerlink" href="#median_value" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/taylorabrownlow/" title="Credits: Taylor Brownlow" target="_blank">
+    <img src="https://miro.medium.com/v2/resize:fit:120/2*4lF1qiVAwcDkw1AfDY6KBQ.jpeg" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_array/median_value.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>median_value</code> ?</summary>
+<details class="success">
+<summary>Call <code>median_value</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>median_value</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>median_value</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>median_value</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>median_value</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>median_value
+bigfun<span class="w"> </span>deploy<span class="w"> </span>median_value
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>median_value(arr)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Return median value of array
+<em>(inspired from <a href="https://github.com/count/sql-snippets/blob/main/bigquery/median.md">sql-snippets repo</a>)</em></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. When array length is odd</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">median_value</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">median_value</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">median_value</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------+
+| value |
++-------+
+| 3     |
++-------+
+</code>
+</pre>
+
+<p><strong>2. When array length is even</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">median_value</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">median_value</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">median_value</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------+
+| value |
++-------+
+| 2.5   |
++-------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>median_value</code>?</summary>
+<details class="success">
+<summary>Get help using <code>median_value</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>median_value</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You have a table of users, and each user has a list of scores they've achieved in a game. You want to find the median score for each user.</p>
+<div class="highlight"><pre><span></span><code><span class="k">WITH</span><span class="w"> </span><span class="n">UserScores</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="k">SELECT</span><span class="w"> </span><span class="s1">&#39;UserA&#39;</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">user_id</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">85</span><span class="p">,</span><span class="w"> </span><span class="mi">92</span><span class="p">,</span><span class="w"> </span><span class="mi">78</span><span class="p">,</span><span class="w"> </span><span class="mi">95</span><span class="p">,</span><span class="w"> </span><span class="mi">88</span><span class="p">]</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">scores</span><span class="w"> </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span>
+<span class="w">    </span><span class="k">SELECT</span><span class="w"> </span><span class="s1">&#39;UserB&#39;</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">user_id</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">70</span><span class="p">,</span><span class="w"> </span><span class="mi">75</span><span class="p">,</span><span class="w"> </span><span class="mi">68</span><span class="p">,</span><span class="w"> </span><span class="mi">72</span><span class="p">,</span><span class="w"> </span><span class="mi">77</span><span class="p">]</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">scores</span><span class="w"> </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span>
+<span class="w">    </span><span class="k">SELECT</span><span class="w"> </span><span class="s1">&#39;UserC&#39;</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">user_id</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">90</span><span class="p">,</span><span class="w"> </span><span class="mi">95</span><span class="p">,</span><span class="w"> </span><span class="mi">88</span><span class="p">,</span><span class="w"> </span><span class="mi">92</span><span class="p">]</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">scores</span>
+<span class="p">)</span>
+
+<span class="k">SELECT</span><span class="w"> </span><span class="n">user_id</span><span class="p">,</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">median_value</span><span class="p">(</span><span class="n">scores</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">median_score</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">UserScores</span><span class="p">;</span>
+</code></pre></div>
+<p>This query uses the <code>median_value</code> function to calculate the median score from the <code>scores</code> array for each user.  It will return a table like this:</p>
+<table>
+<thead>
+<tr>
+<th>user_id</th>
+<th>median_score</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>UserA</td>
+<td>88</td>
+</tr>
+<tr>
+<td>UserB</td>
+<td>75</td>
+</tr>
+<tr>
+<td>UserC</td>
+<td>91</td>
+</tr>
+</tbody>
+</table>
+<p>This is a practical use case where you need to find a representative central value for a set of numbers associated with each row in a table. Other potential use cases include:</p>
+<ul>
+<li><strong>Sales Analysis:</strong> Finding the median sales amount per customer.</li>
+<li><strong>Financial Modeling:</strong> Calculating the median value of a portfolio of investments.</li>
+<li><strong>Sensor Data Analysis:</strong> Determining the median value of readings from a sensor over a period of time.</li>
+<li><strong>Performance Monitoring:</strong> Calculating the median latency of API calls.</li>
+</ul>
+<p>In essence, anytime you have an array of numeric data associated with individual records, and you need to find a typical or central value that is robust to outliers, the <code>median_value</code> function becomes very useful.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/median_value" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "median_value",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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diff --git a/bigfunctions/min_max_scaler/index.html b/bigfunctions/min_max_scaler/index.html
new file mode 100644
index 000000000..94688c373
--- /dev/null
+++ b/bigfunctions/min_max_scaler/index.html
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+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction min_max_scaler is a BigQuery function which Performs min-max scaling on an array.">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/min_max_scaler/">
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+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
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+      
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+    
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+      
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+    
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+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#min_max_scaler" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
+  <p style="text-align: right;">
+
+    <a href="https://github.com/unytics/bigfunctions" target="_blank" rel="noopener" title="github.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9M244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8M97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1m-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7m32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1m-11.4-14.7c-1.6 1-1.6 3.6 0 5.9s4.3 3.3 5.6 2.3c1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2"></path></svg>
+    </a>
+
+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"></path></svg>
+    </a>
+
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"></path></svg>
+    </a>
+
+  </p>
+
+          </div>
+          
+        </aside>
+      
+    </div>
+    
+    
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+
+  
+
+<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
+  <nav class="md-header__inner md-grid" aria-label="Header">
+    <a href="../.." title="BigFunctions" class="md-header__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
+          <span class="md-ellipsis">
+            BigFunctions
+          </span>
+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              min_max_scaler - BigQuery function
+            
+          </span>
+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
+    
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+      <label class="md-header__button md-icon" for="__search">
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+      </label>
+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
+    <form class="md-search__form" name="search">
+      <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
+      <label class="md-search__icon md-icon" for="__search">
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
+      </label>
+      <nav class="md-search__options" aria-label="Search">
+        
+        <button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
+          
+          <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"/></svg>
+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
+        <div class="md-search-result" data-md-component="search-result">
+          <div class="md-search-result__meta">
+            Initializing search
+          </div>
+          <ol class="md-search-result__list" role="presentation"></ol>
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+      </div>
+    </div>
+  </div>
+</div>
+    
+    
+      <div class="md-header__source">
+        <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
+  <div class="md-source__icon md-icon">
+    
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
+  </div>
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+  </div>
+</a>
+      </div>
+    
+  </nav>
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+<nav class="md-tabs" aria-label="Tabs" data-md-component="tabs">
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+      <li class="md-tabs__item">
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+
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+      <a href="../../blog/" class="md-tabs__link">
+        
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+  Blog
+
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+    </li>
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+      <a href="../../chat_with_us/" class="md-tabs__link">
+        
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+
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+    
+    <div class="md-container" data-md-component="container">
+      
+      
+        
+      
+      <main class="md-main" data-md-component="main">
+        <div class="md-main__inner md-grid">
+          
+            
+              
+                
+              
+              <div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" hidden>
+                <div class="md-sidebar__scrollwrap">
+                  <div class="md-sidebar__inner">
+                    
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+<nav class="md-nav md-nav--primary md-nav--lifted" aria-label="Navigation" data-md-level="0">
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+
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+  
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+      <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+    
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; min_max_scaler
+</span></p>
+<h1 id="min_max_scaler">min_max_scaler<a class="headerlink" href="#min_max_scaler" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://linkedin.com/in/julienawonga" title="Author: Julien Awonga" target="_blank">
+    <img src="https://media.licdn.com/dms/image/D4E03AQFf9Qpnl0adhg/profile-displayphoto-shrink_400_400/0/1690023383639?e=1721260800&v=beta&t=StL_M-62Xv8rvUaHFxdFu4kCnKr-tSm7PDMkjKn72L8" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_array/min_max_scaler.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>min_max_scaler</code> ?</summary>
+<details class="success">
+<summary>Call <code>min_max_scaler</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>min_max_scaler</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>min_max_scaler</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>min_max_scaler</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>min_max_scaler</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>min_max_scaler
+bigfun<span class="w"> </span>deploy<span class="w"> </span>min_max_scaler
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>min_max_scaler(arr)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Performs min-max scaling on an array.
+It takes an array of numbers as input and returns an array of values scaled between 0 and 1.</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">min_max_scaler</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">min_max_scaler</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">min_max_scaler</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------------------------+
+| scaled_array            |
++-------------------------+
+| [0, 0.25, 0.5, 0.75, 1] |
++-------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>min_max_scaler</code>?</summary>
+<details class="success">
+<summary>Get help using <code>min_max_scaler</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>min_max_scaler</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>Let's say you have a table of product prices and you want to compare their relative affordability. The prices range from $10 to $1000, but you need them on a normalized scale between 0 and 1 for a machine learning model or visualization.  Here's how <code>min_max_scaler</code> can be used:</p>
+<div class="highlight"><pre><span></span><code><span class="k">WITH</span><span class="w"> </span><span class="n">ProductPrices</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="k">SELECT</span><span class="w"> </span><span class="s1">&#39;Product A&#39;</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">product</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">price</span>
+<span class="w">    </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span><span class="w"> </span><span class="k">SELECT</span><span class="w"> </span><span class="s1">&#39;Product B&#39;</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">product</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">price</span>
+<span class="w">    </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span><span class="w"> </span><span class="k">SELECT</span><span class="w"> </span><span class="s1">&#39;Product C&#39;</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">product</span><span class="p">,</span><span class="w"> </span><span class="mi">200</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">price</span>
+<span class="w">    </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span><span class="w"> </span><span class="k">SELECT</span><span class="w"> </span><span class="s1">&#39;Product D&#39;</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">product</span><span class="p">,</span><span class="w"> </span><span class="mi">1000</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">price</span>
+<span class="p">),</span>
+<span class="n">MinMaxScaledPrices</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="p">(</span>
+<span class="w">  </span><span class="k">SELECT</span>
+<span class="w">      </span><span class="n">product</span><span class="p">,</span>
+<span class="w">      </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">min_max_scaler</span><span class="p">(</span><span class="n">ARRAY_AGG</span><span class="p">(</span><span class="n">price</span><span class="p">)</span><span class="w"> </span><span class="n">OVER</span><span class="w"> </span><span class="p">())</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">scaled_prices</span>
+<span class="w">  </span><span class="k">FROM</span><span class="w"> </span><span class="n">ProductPrices</span>
+<span class="p">)</span>
+<span class="k">SELECT</span>
+<span class="w">    </span><span class="n">product</span><span class="p">,</span>
+<span class="w">    </span><span class="n">scaled_price</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">MinMaxScaledPrices</span><span class="p">,</span><span class="w"> </span><span class="n">UNARRAY</span><span class="p">(</span><span class="n">scaled_prices</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">scaled_price</span><span class="p">;</span>
+</code></pre></div>
+<p>This query first collects all prices into an array using <code>ARRAY_AGG</code>.  Then, <code>min_max_scaler</code> normalizes these prices within the array.  Finally, the <code>UNARRAY</code> function expands the resulting array so you get each product and its scaled price on separate rows.</p>
+<p>This results in a table like this (the exact values might vary slightly due to floating-point precision):</p>
+<table>
+<thead>
+<tr>
+<th>product</th>
+<th>scaled_price</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>Product A</td>
+<td>0</td>
+</tr>
+<tr>
+<td>Product B</td>
+<td>0.04</td>
+</tr>
+<tr>
+<td>Product C</td>
+<td>0.19</td>
+</tr>
+<tr>
+<td>Product D</td>
+<td>1</td>
+</tr>
+</tbody>
+</table>
+<p>Now "Product A", with the lowest price, has a scaled price of 0, and "Product D", with the highest price, has a scaled price of 1.  The other products have scaled prices in between, reflecting their relative affordability.</p>
+<p>Another use case would be normalizing features in a machine learning preprocessing step directly within BigQuery before exporting the data for training.  This can simplify your data pipeline.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "min_max_scaler",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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+</html>
\ No newline at end of file
diff --git a/bigfunctions/min_value/index.html b/bigfunctions/min_value/index.html
new file mode 100644
index 000000000..ea2b11dce
--- /dev/null
+++ b/bigfunctions/min_value/index.html
@@ -0,0 +1,1279 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction min_value is a BigQuery function which Return min value of array">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/min_value/">
+      
+      
+      
+      
+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>min_value - BigQuery function - BigFunctions</title>
+      
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+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
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+        <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
+      
+    
+    
+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
+    
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+
+<meta property="og:title" content="min_value - BigQuery function - BigFunctions" />
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+.md-banner p {
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+.md-banner p a:hover {
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+  background-color: var(--md-primary-bg-color);
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+
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+  max-width: 1000px;
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+}
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+  width: 100%;
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+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
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+  padding: 20px;
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+  border-radius: .1rem;
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+  max-width: 800px;
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+  margin-block-start: 1em;
+  margin-block-end: 1em;
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+
+
+
+.mt-neg {
+  margin-top: -20px!important;
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+    display: contents;
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+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
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+    margin: 0;
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+}
+
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+  .hero .small {
+    font-size: 0.8rem!important;
+  }
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+    grid-template-columns: repeat(2, minmax(0, 1fr));
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+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
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+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
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+        <li class="md-nav__item">
+  <a href="#description" class="md-nav__link">
+    <span class="md-ellipsis">
+      Description
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#examples" class="md-nav__link">
+    <span class="md-ellipsis">
+      Examples
+    </span>
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+</li>
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+        <li class="md-nav__item">
+  <a href="#use-cases" class="md-nav__link">
+    <span class="md-ellipsis">
+      Use cases
+    </span>
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+  
+</li>
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+  <a href="#spread-the-word" class="md-nav__link">
+    <span class="md-ellipsis">
+      Spread the word!
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; min_value
+</span></p>
+<h1 id="min_value">min_value<a class="headerlink" href="#min_value" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/taylorabrownlow/" title="Credits: Taylor Brownlow" target="_blank">
+    <img src="https://miro.medium.com/v2/resize:fit:120/2*4lF1qiVAwcDkw1AfDY6KBQ.jpeg" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_array/min_value.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>min_value</code> ?</summary>
+<details class="success">
+<summary>Call <code>min_value</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>min_value</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>min_value</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>min_value</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>min_value</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>min_value
+bigfun<span class="w"> </span>deploy<span class="w"> </span>min_value
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>min_value(arr)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Return min value of array
+<em>(inspired from <a href="https://github.com/count/sql-snippets/blob/main/bigquery/least-array.md">sql-snippets repo</a>)</em></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">min_value</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">min_value</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">min_value</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------+
+| value |
++-------+
+| 1     |
++-------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>min_value</code>?</summary>
+<details class="success">
+<summary>Get help using <code>min_value</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>min_value</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You have a table of products, and each product has an array of prices representing its price history. You want to find the lowest price ever recorded for each product.</p>
+<div class="highlight"><pre><span></span><code><span class="k">WITH</span><span class="w"> </span><span class="n">Products</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="k">SELECT</span>
+<span class="w">        </span><span class="s1">&#39;Product A&#39;</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">product_name</span><span class="p">,</span>
+<span class="w">        </span><span class="p">[</span><span class="mi">10</span><span class="p">,</span><span class="w"> </span><span class="mi">12</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">15</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">]</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">prices</span>
+<span class="w">    </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span>
+<span class="w">    </span><span class="k">SELECT</span>
+<span class="w">        </span><span class="s1">&#39;Product B&#39;</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">product_name</span><span class="p">,</span>
+<span class="w">        </span><span class="p">[</span><span class="mi">20</span><span class="p">,</span><span class="w"> </span><span class="mi">18</span><span class="p">,</span><span class="w"> </span><span class="mi">18</span><span class="p">,</span><span class="w"> </span><span class="mi">19</span><span class="p">,</span><span class="w"> </span><span class="mi">21</span><span class="p">]</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">prices</span>
+<span class="w">    </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span>
+<span class="w">    </span><span class="k">SELECT</span>
+<span class="w">        </span><span class="s1">&#39;Product C&#39;</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">product_name</span><span class="p">,</span>
+<span class="w">        </span><span class="p">[</span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">7</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">]</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">prices</span>
+<span class="p">)</span>
+<span class="k">SELECT</span>
+<span class="w">    </span><span class="n">product_name</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">min_value</span><span class="p">(</span><span class="n">prices</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">min_price</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">Products</span><span class="p">;</span>
+</code></pre></div>
+<p>This query would utilize the <code>min_value</code> function to efficiently determine the minimum value within the <code>prices</code> array for each product, effectively identifying the historical lowest price.  You would replace <code>bigfunctions.us</code> with the appropriate dataset for your region.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
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+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "min_value",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
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diff --git a/bigfunctions/ngram_frequency_similarity/index.html b/bigfunctions/ngram_frequency_similarity/index.html
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+  <a href=".." style="color: silver">bigfunctions </a> &gt; ngram_frequency_similarity
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+<h1 id="ngram_frequency_similarity">ngram_frequency_similarity<a class="headerlink" href="#ngram_frequency_similarity" title="Permanent link">¶</a></h1>
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/ngram_frequency_similarity.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>ngram_frequency_similarity</code> ?</summary>
+<details class="success">
+<summary>Call <code>ngram_frequency_similarity</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>ngram_frequency_similarity</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>ngram_frequency_similarity</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>ngram_frequency_similarity</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>ngram_frequency_similarity</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>ngram_frequency_similarity
+bigfun<span class="w"> </span>deploy<span class="w"> </span>ngram_frequency_similarity
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>ngram_frequency_similarity(string1, string2, n)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Calculates n-gram similarity between two strings</p>
+<div class="admonition note">
+<p>The n-gram comparison algorithm is a method used to measure the similarity between two strings by analyzing their subsequence of n consecutive characters, called n-grams. The process of the n-gram comparison algorithm involves the following steps:</p>
+<ol>
+<li>N-gram Extraction: Divide each input string into overlapping sequences of n characters.</li>
+<li>Counting N-grams: Count the occurrences of each unique n-gram in both strings.</li>
+<li>Calculating Similarity: Compare the n-gram counts between the two strings and compute a similarity score. The similarity score is here calculated with cosine similarity.</li>
+</ol>
+<p><em>The above description is taken from <a href="https://yassineelkhal.medium.com/the-complete-guide-to-string-similarity-algorithms-1290ad07c6b7#0b4c">Yassine EL KHAL article</a></em></p>
+</div>
+<p>Example of n-gram: the sentence <code>Lorem ipsum dolor sit amet</code>
+gives the following 4-grams <code>['LORE', 'OREM', 'REM ', 'EM I', 'M IP', ' IPS', 'IPSU', ...]</code></p>
+<p>Returned similarity score is between 0 and 1, 1 meaning that the strings are the most similar.</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Calculate n-gram frequency similarity between two simple strings with n=2</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">ngram_frequency_similarity</span><span class="p">(</span><span class="s1">&#39;hello world&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;world hello&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">ngram_frequency_similarity</span><span class="p">(</span><span class="s1">&#39;hello world&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;world hello&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">ngram_frequency_similarity</span><span class="p">(</span><span class="s1">&#39;hello world&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;world hello&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------+
+| similarity |
++------------+
+| 0.8        |
++------------+
+</code>
+</pre>
+
+<p><strong>2. Calculate n-gram frequency similarity between two phrases with n=3</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">ngram_frequency_similarity</span><span class="p">(</span><span class="s1">&#39;The quick brown fox&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;The quick brown dog&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">ngram_frequency_similarity</span><span class="p">(</span><span class="s1">&#39;The quick brown fox&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;The quick brown dog&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">ngram_frequency_similarity</span><span class="p">(</span><span class="s1">&#39;The quick brown fox&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;The quick brown dog&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------+
+| similarity |
++------------+
+| 0.82       |
++------------+
+</code>
+</pre>
+
+<p><strong>3. Calculate n-gram frequency similarity between two sentences with n=4</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">ngram_frequency_similarity</span><span class="p">(</span><span class="s1">&#39;Lorem ipsum dolor sit amet, consectetur adipiscing elit.&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Lorem ipsum dolor sit amet, consectetur adipiscing.&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">ngram_frequency_similarity</span><span class="p">(</span><span class="s1">&#39;Lorem ipsum dolor sit amet, consectetur adipiscing elit.&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Lorem ipsum dolor sit amet, consectetur adipiscing.&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">ngram_frequency_similarity</span><span class="p">(</span><span class="s1">&#39;Lorem ipsum dolor sit amet, consectetur adipiscing elit.&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Lorem ipsum dolor sit amet, consectetur adipiscing.&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------+
+| similarity |
++------------+
+| 0.93       |
++------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>ngram_frequency_similarity</code>?</summary>
+<details class="success">
+<summary>Get help using <code>ngram_frequency_similarity</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>ngram_frequency_similarity</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>This <code>ngram_frequency_similarity</code> function is useful for several text analysis and data matching tasks where you want to determine how similar two strings are based on the sequences of characters they contain. Here are a few use cases:</p>
+<p><strong>1. Plagiarism Detection:</strong>  Compare student submissions or documents to identify potential plagiarism by calculating the n-gram similarity. A high similarity score could indicate copied content.</p>
+<p><strong>2. Duplicate Detection:</strong> Identify duplicate records in a database, even if they have slight variations in wording or spelling. For example, finding near-identical product descriptions or customer addresses.</p>
+<p><strong>3. Fuzzy Matching:</strong>  Match records that are not exactly the same but are similar enough to be considered a potential match.  This is useful in situations where data entry errors or variations in naming conventions might exist. Examples include:
+    * Matching customer names from different sources.
+    * Matching product names across different retailers.
+    * Finding similar articles or news stories.</p>
+<p><strong>4. Recommendation Systems:</strong> Suggest related products or content based on the similarity of their descriptions or titles.  If two products have a high n-gram similarity, they might be relevant to the same customer.</p>
+<p><strong>5. Spell Checking/Auto-Correction:</strong>  Suggest possible corrections for misspelled words by finding words with high n-gram similarity to the incorrect input.</p>
+<p><strong>6. Information Retrieval:</strong>  Improve search relevance by identifying documents that are semantically similar to a search query, even if the exact words are not present.</p>
+<p><strong>7. Text Classification:</strong> Group similar texts together based on their n-gram profiles.  This could be used to categorize documents, emails, or social media posts.</p>
+<p><strong>Example Scenario (Fuzzy Matching):</strong></p>
+<p>Imagine an e-commerce site that wants to prevent duplicate product listings.  A seller might try to list a "Samsung Galaxy S23" slightly differently, like "Samsung Galaxy S23 Smartphone" or "New Samsung Galaxy S23". By using <code>ngram_frequency_similarity</code> with an appropriate <code>n</code> value, the system can detect these near-duplicates and flag them for review, even though the strings aren't identical. This prevents redundant listings and ensures data quality.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
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+const publicKey = forge.pki.publicKeyFromPem(pem);
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+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "ngram_frequency_similarity",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
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diff --git a/bigfunctions/nps/index.html b/bigfunctions/nps/index.html
new file mode 100644
index 000000000..6b38970f6
--- /dev/null
+++ b/bigfunctions/nps/index.html
@@ -0,0 +1,1299 @@
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+        <meta name="description" content="BigFunction nps is a BigQuery function which Returns the NPS (Net Promoter Score)">
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+  <a href=".." style="color: silver">bigfunctions </a> &gt; nps
+</span></p>
+<h1 id="nps">nps<a class="headerlink" href="#nps" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_numeric/nps.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>nps</code> ?</summary>
+<details class="success">
+<summary>Call <code>nps</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>nps</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>nps</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>nps</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>nps</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>nps
+bigfun<span class="w"> </span>deploy<span class="w"> </span>nps
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>nps(rating)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Returns the NPS (Net Promoter Score)
+of <code>rating</code> (which represents customer satisfaction between 0 and 10):</p>
+<div class="highlight"><pre><span></span><code><span class="n">NPS</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="ss">&quot;% promoters&quot;</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="ss">&quot;% detractors&quot;</span>
+</code></pre></div>
+<p>where:</p>
+<ul>
+<li><code>"% promoters" = 100 * countif(rating &gt;= 9) / count(*)</code></li>
+<li><code>"% detractors" = 100 * countif(rating &lt;= 6) / count(*)</code></li>
+</ul>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>NPS = 25 &lt;-- 50 % (promoters) - 25 % (detractors)</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">with</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="mi">9</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">rating</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="mi">10</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">rating</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="mi">6</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">rating</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="mi">8</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">rating</span>
+
+<span class="p">)</span>
+
+
+<span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">nps</span><span class="p">(</span><span class="n">rating</span><span class="p">)</span>
+<span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">with</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="mi">9</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">rating</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="mi">10</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">rating</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="mi">6</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">rating</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="mi">8</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">rating</span>
+
+<span class="p">)</span>
+
+
+<span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">nps</span><span class="p">(</span><span class="n">rating</span><span class="p">)</span>
+<span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">with</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="mi">9</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">rating</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="mi">10</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">rating</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="mi">6</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">rating</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="mi">8</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">rating</span>
+
+<span class="p">)</span>
+
+
+<span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">nps</span><span class="p">(</span><span class="n">rating</span><span class="p">)</span>
+<span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----+
+| nps |
++-----+
+| 25  |
++-----+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>nps</code>?</summary>
+<details class="success">
+<summary>Get help using <code>nps</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>nps</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/nps" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "nps",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
+
+
+
+
+
+  
+  
+
+
+
+<!-- Was this page helpful? -->
+
+
+  
+
+
+
+<!-- Comment system -->
+
+                
+              </article>
+            </div>
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+
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diff --git a/bigfunctions/parse_date/index.html b/bigfunctions/parse_date/index.html
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; parse_date
+</span></p>
+<h1 id="parse_date">parse_date<a class="headerlink" href="#parse_date" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/sebo-banerjee/" title="Credits: Sebabrata Banerjee" target="_blank">
+    <img src="https://media-exp1.licdn.com/dms/image/C4D03AQHFfCabt6UuLw/profile-displayphoto-shrink_200_200/0/1662473522711?e=1672272000&v=beta&t=hlhzWEk4UwQyaZmwNN1u9_F3DeRCLNwYgQrym-OiMC8" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_date/parse_date.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>parse_date</code> ?</summary>
+<details class="success">
+<summary>Call <code>parse_date</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>parse_date</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>parse_date</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>parse_date</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>parse_date</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>parse_date
+bigfun<span class="w"> </span>deploy<span class="w"> </span>parse_date
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>parse_date(date_string)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Parse date with automatic format detection
+<em>(inspired from <a href="https://www.linkedin.com/feed/update/urn:li:activity:6989555205612670976/">Sebabrata BigQuery tutorial</a>)</em></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">parse_date</span><span class="p">(</span><span class="s1">&#39;2021-01-20 &#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">parse_date</span><span class="p">(</span><span class="s1">&#39;2021-01-20 &#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">parse_date</span><span class="p">(</span><span class="s1">&#39;2021-01-20 &#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------------+
+| cleaned_date       |
++--------------------+
+| date(&#39;2021-01-20&#39;) |
++--------------------+
+</code>
+</pre>
+
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">parse_date</span><span class="p">(</span><span class="s1">&#39;2021-1-20 &#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">parse_date</span><span class="p">(</span><span class="s1">&#39;2021-1-20 &#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">parse_date</span><span class="p">(</span><span class="s1">&#39;2021-1-20 &#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------------+
+| cleaned_date       |
++--------------------+
+| date(&#39;2021-01-20&#39;) |
++--------------------+
+</code>
+</pre>
+
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">parse_date</span><span class="p">(</span><span class="s1">&#39;2021/01/20 &#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">parse_date</span><span class="p">(</span><span class="s1">&#39;2021/01/20 &#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">parse_date</span><span class="p">(</span><span class="s1">&#39;2021/01/20 &#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------------+
+| cleaned_date       |
++--------------------+
+| date(&#39;2021-01-20&#39;) |
++--------------------+
+</code>
+</pre>
+
+<div class="tabbed-set tabbed-alternate" data-tabs="4:3"><input checked="checked" id="__tabbed_4_1" name="__tabbed_4" type="radio" /><input id="__tabbed_4_2" name="__tabbed_4" type="radio" /><input id="__tabbed_4_3" name="__tabbed_4" type="radio" /><div class="tabbed-labels"><label for="__tabbed_4_1">EU</label><label for="__tabbed_4_2">US</label><label for="__tabbed_4_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">parse_date</span><span class="p">(</span><span class="s1">&#39;2021/1/20 &#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">parse_date</span><span class="p">(</span><span class="s1">&#39;2021/1/20 &#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">parse_date</span><span class="p">(</span><span class="s1">&#39;2021/1/20 &#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------------+
+| cleaned_date       |
++--------------------+
+| date(&#39;2021-01-20&#39;) |
++--------------------+
+</code>
+</pre>
+
+<div class="tabbed-set tabbed-alternate" data-tabs="5:3"><input checked="checked" id="__tabbed_5_1" name="__tabbed_5" type="radio" /><input id="__tabbed_5_2" name="__tabbed_5" type="radio" /><input id="__tabbed_5_3" name="__tabbed_5" type="radio" /><div class="tabbed-labels"><label for="__tabbed_5_1">EU</label><label for="__tabbed_5_2">US</label><label for="__tabbed_5_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">parse_date</span><span class="p">(</span><span class="s1">&#39;01/20/21&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">parse_date</span><span class="p">(</span><span class="s1">&#39;01/20/21&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">parse_date</span><span class="p">(</span><span class="s1">&#39;01/20/21&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------------+
+| cleaned_date       |
++--------------------+
+| date(&#39;2021-01-20&#39;) |
++--------------------+
+</code>
+</pre>
+
+<div class="tabbed-set tabbed-alternate" data-tabs="6:3"><input checked="checked" id="__tabbed_6_1" name="__tabbed_6" type="radio" /><input id="__tabbed_6_2" name="__tabbed_6" type="radio" /><input id="__tabbed_6_3" name="__tabbed_6" type="radio" /><div class="tabbed-labels"><label for="__tabbed_6_1">EU</label><label for="__tabbed_6_2">US</label><label for="__tabbed_6_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">parse_date</span><span class="p">(</span><span class="s1">&#39;1/20/21&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">parse_date</span><span class="p">(</span><span class="s1">&#39;1/20/21&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">parse_date</span><span class="p">(</span><span class="s1">&#39;1/20/21&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------------+
+| cleaned_date       |
++--------------------+
+| date(&#39;2021-01-20&#39;) |
++--------------------+
+</code>
+</pre>
+
+<div class="tabbed-set tabbed-alternate" data-tabs="7:3"><input checked="checked" id="__tabbed_7_1" name="__tabbed_7" type="radio" /><input id="__tabbed_7_2" name="__tabbed_7" type="radio" /><input id="__tabbed_7_3" name="__tabbed_7" type="radio" /><div class="tabbed-labels"><label for="__tabbed_7_1">EU</label><label for="__tabbed_7_2">US</label><label for="__tabbed_7_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">parse_date</span><span class="p">(</span><span class="s1">&#39;Wed Jan 20 21:47:00 2021&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">parse_date</span><span class="p">(</span><span class="s1">&#39;Wed Jan 20 21:47:00 2021&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">parse_date</span><span class="p">(</span><span class="s1">&#39;Wed Jan 20 21:47:00 2021&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------------+
+| cleaned_date       |
++--------------------+
+| date(&#39;2021-01-20&#39;) |
++--------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>parse_date</code>?</summary>
+<details class="success">
+<summary>Get help using <code>parse_date</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>parse_date</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You have a table containing date strings in various formats, and you need to standardize them into a consistent DATE type in BigQuery for analysis.  The <code>parse_date</code> function can automatically detect and convert these different formats.</p>
+<p><strong>Scenario:</strong></p>
+<p>You're analyzing customer orders, and the <code>order_date</code> column contains date values, but they were entered using different formats due to various data sources or input methods:</p>
+<table>
+<thead>
+<tr>
+<th>order_id</th>
+<th>order_date</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1</td>
+<td>2023-10-26</td>
+</tr>
+<tr>
+<td>2</td>
+<td>10/27/2023</td>
+</tr>
+<tr>
+<td>3</td>
+<td>Oct 28, 2023</td>
+</tr>
+<tr>
+<td>4</td>
+<td>28/10/23</td>
+</tr>
+<tr>
+<td>5</td>
+<td>Fri Oct 29 08:00:00 2023</td>
+</tr>
+</tbody>
+</table>
+<p><strong>Query using <code>parse_date</code>:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">order_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">parse_date</span><span class="p">(</span><span class="n">order_date</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">standardized_order_date</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">your_table</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>(Replace <code>bigfunctions.us</code> with the appropriate dataset for your region.)</strong></p>
+<p><strong>Result:</strong></p>
+<table>
+<thead>
+<tr>
+<th>order_id</th>
+<th>standardized_order_date</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1</td>
+<td>2023-10-26</td>
+</tr>
+<tr>
+<td>2</td>
+<td>2023-10-27</td>
+</tr>
+<tr>
+<td>3</td>
+<td>2023-10-28</td>
+</tr>
+<tr>
+<td>4</td>
+<td>2023-10-28</td>
+</tr>
+<tr>
+<td>5</td>
+<td>2023-10-29</td>
+</tr>
+</tbody>
+</table>
+<p>Now all your dates are in a standard <code>DATE</code> format, allowing you to perform date-based calculations, filtering, and aggregations consistently without having to manually handle the different formats. For example, you could then easily query for all orders placed in October:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="o">*</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">your_table</span>
+<span class="k">WHERE</span>
+<span class="w">    </span><span class="n">standardized_order_date</span><span class="w"> </span><span class="k">BETWEEN</span><span class="w"> </span><span class="s1">&#39;2023-10-01&#39;</span><span class="w"> </span><span class="k">AND</span><span class="w"> </span><span class="s1">&#39;2023-10-31&#39;</span><span class="p">;</span>
+</code></pre></div>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/parse_date" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
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+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "parse_date",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/parse_url/index.html b/bigfunctions/parse_url/index.html
new file mode 100644
index 000000000..3a543c416
--- /dev/null
+++ b/bigfunctions/parse_url/index.html
@@ -0,0 +1,1285 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction parse_url is a BigQuery function which Return `url` parts">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/parse_url/">
+      
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+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
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+      
+    
+    
+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
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+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#parse_url" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
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+            
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+    </a>
+
+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
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+    </a>
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+    </a>
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+  </p>
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+      
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+
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+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
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+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              parse_url - BigQuery function
+            
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+    
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+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
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+      </nav>
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; parse_url
+</span></p>
+<h1 id="parse_url">parse_url<a class="headerlink" href="#parse_url" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/taylorabrownlow/" title="Credits: Taylor Brownlow" target="_blank">
+    <img src="https://miro.medium.com/v2/resize:fit:120/2*4lF1qiVAwcDkw1AfDY6KBQ.jpeg" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/parse_url.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>parse_url</code> ?</summary>
+<details class="success">
+<summary>Call <code>parse_url</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>parse_url</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>parse_url</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>parse_url</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>parse_url</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>parse_url
+bigfun<span class="w"> </span>deploy<span class="w"> </span>parse_url
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>parse_url(url)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Return <code>url</code> parts
+<em>(inspired from <a href="https://github.com/count/sql-snippets/blob/main/bigquery/regex-parse-url.md">sql-snippets repo</a>)</em></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">parse_url</span><span class="p">(</span><span class="s1">&#39;https://www.yoursite.com/pricing/details?myparam1=123&amp;myparam2=abc#newsfeed&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">parse_url</span><span class="p">(</span><span class="s1">&#39;https://www.yoursite.com/pricing/details?myparam1=123&amp;myparam2=abc#newsfeed&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">parse_url</span><span class="p">(</span><span class="s1">&#39;https://www.yoursite.com/pricing/details?myparam1=123&amp;myparam2=abc#newsfeed&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------------------------------------------------------------------------------------------------------------------------------------------+
+| url_parts                                                                                                                                            |
++------------------------------------------------------------------------------------------------------------------------------------------------------+
+| struct&lt;&#39;www.yoursite.com&#39; as host, &#39;pricing/details&#39; as path, &#39;myparam1=123&amp;myparam2=abc#newsfeed&#39; as query, &#39;newsfeed&#39; as ref, &#39;https&#39; as protocol&gt; |
++------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>parse_url</code>?</summary>
+<details class="success">
+<summary>Get help using <code>parse_url</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>parse_url</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You could use the <code>parse_url</code> function to analyze website traffic logs stored in BigQuery.  Imagine you have a table with a column named <code>request_url</code> containing full URLs of pages visited. You want to understand which parts of your website are most popular, which campaigns (identified through URL parameters) are driving traffic, or which sections are accessed most frequently by users from specific referring domains.</p>
+<p>Here's a practical example:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">parsed_url</span><span class="p">.</span><span class="k">host</span><span class="p">,</span>
+<span class="w">    </span><span class="n">parsed_url</span><span class="p">.</span><span class="n">path</span><span class="p">,</span>
+<span class="w">    </span><span class="n">REGEXP_EXTRACT</span><span class="p">(</span><span class="n">parsed_url</span><span class="p">.</span><span class="n">query</span><span class="p">,</span><span class="w"> </span><span class="n">r</span><span class="s1">&#39;utm_campaign=([^&amp;]*)&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">utm_campaign</span><span class="p">,</span>
+<span class="w">    </span><span class="n">REGEXP_EXTRACT</span><span class="p">(</span><span class="n">parsed_url</span><span class="p">.</span><span class="k">ref</span><span class="p">,</span><span class="w"> </span><span class="n">r</span><span class="s1">&#39;//([^/]*)&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">referring_domain</span><span class="p">,</span>
+<span class="w">    </span><span class="k">COUNT</span><span class="p">(</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">page_views</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">your_table</span><span class="o">`</span><span class="p">,</span>
+<span class="w">    </span><span class="k">UNNEST</span><span class="p">([</span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">your_region</span><span class="p">.</span><span class="n">parse_url</span><span class="p">(</span><span class="n">request_url</span><span class="p">)])</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">parsed_url</span>
+<span class="w">  </span><span class="k">GROUP</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span>
+<span class="w">  </span><span class="k">ORDER</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="n">page_views</span><span class="w"> </span><span class="k">DESC</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Explanation:</strong></p>
+<ol>
+<li><strong><code>your_project.your_dataset.your_table</code></strong>: Replace this with the actual location of your website traffic log table in BigQuery.</li>
+<li><strong><code>bigfunctions.your_region.parse_url(request_url)</code></strong>: This calls the <code>parse_url</code> function (make sure to replace <code>your_region</code> with your BigQuery region) on the <code>request_url</code> column, breaking it down into its components.  The result is an array containing a struct.</li>
+<li><strong><code>UNNEST(...) AS parsed_url</code></strong>:  This unnests the resulting array so that you can access individual fields of the URL parts struct.</li>
+<li><strong><code>parsed_url.host</code>, <code>parsed_url.path</code>, etc.</strong>:  These access the individual components of the URL, like host, path, query string, and referring domain.</li>
+<li><strong><code>REGEXP_EXTRACT(...)</code></strong>: These functions extract specific parameters from the query string and referring domain. In this example, it's extracting the <code>utm_campaign</code> parameter (often used for tracking marketing campaigns) and the main domain from the referrer.  You can adapt these regular expressions to extract other parameters you're interested in.</li>
+<li><strong><code>COUNT(*) AS page_views</code></strong>: This counts the number of times each combination of host, path, campaign, and referring domain appears, representing the number of page views.</li>
+<li><strong><code>GROUP BY 1, 2, 3, 4</code></strong>: This groups the results by the extracted fields.</li>
+<li><strong><code>ORDER BY page_views DESC</code></strong>: This sorts the results to show the most viewed pages first.</li>
+</ol>
+<p>This query gives you valuable insights into user behavior on your website, allowing you to identify popular content, track marketing campaign effectiveness, and understand referral traffic patterns.  You could further refine this by adding filters based on date ranges, user segments, or other criteria relevant to your analysis.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
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+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "parse_url",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"/></svg>
+    </a>
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+    </a>
+  
+</div>
+    </div>
+  </div>
+</footer>
+      
+    </div>
+    <div class="md-dialog" data-md-component="dialog">
+      <div class="md-dialog__inner md-typeset"></div>
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+      <script src="../../assets/javascripts/bundle.c8b220af.min.js"></script>
+      
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/bigfunctions/parse_user_agent/index.html b/bigfunctions/parse_user_agent/index.html
new file mode 100644
index 000000000..39468bb00
--- /dev/null
+++ b/bigfunctions/parse_user_agent/index.html
@@ -0,0 +1,1296 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction parse_user_agent is a BigQuery function which Parses User Agent strings into several components">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/parse_user_agent/">
+      
+      
+      
+      
+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>parse_user_agent - BigQuery function - BigFunctions</title>
+      
+    
+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
+      
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+        <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
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+        <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
+      
+    
+    
+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
+    
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+    
+
+
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+<meta property="twitter:card" content="summary" />
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+
+
+
+<meta property="og:description" content="BigFunction parse_user_agent is a BigQuery function which Parses User Agent strings into several components" />
+
+
+<meta property="og:type" content="website" />
+
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+<meta property="og:url" content="https://unytics.io/bigfunctions/bigfunctions/parse_user_agent/" />
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+<meta property="og:image" content="https://unytics.io/bigfunctions/assets/logo_and_name.png" />
+<meta property="og:image:type" content="image/png" />
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+<meta property="twitter:image:alt" content="Supercharge BigQuery with BigFunctions" />
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+<style>
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+  border-color: rgb(43, 155, 70);
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+.md-typeset .abstract > summary {
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+.md-typeset .abstract > summary::before {
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+}
+
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+.admonition.note {
+  font-size: .8rem;
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+.md-banner p {
+    line-height: 2.4!important;
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+/*------- HOME PAGE -------*/
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+.md-typeset .md-button.md-button--primary:hover {
+  color: var(--md-primary-fg-color);
+  background-color: var(--md-primary-bg-color);
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+
+.hero__image {
+  max-width: 1000px;
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+}
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+  width: 100%;
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+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
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+
+
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+.md-typeset .max-width-800.md\:two-columns>ul>li {
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+}
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+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
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+
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+    display: contents;
+}
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+    display: block;
+    margin: 0;
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+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
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+  .md-content .big-word {
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+  .hero .small {
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+}
+
+/*------- FROM LARGE SCREEN -------*/
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+
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+    grid-template-columns: repeat(2, minmax(0, 1fr));
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+        <li class="md-nav__item">
+  <a href="#description" class="md-nav__link">
+    <span class="md-ellipsis">
+      Description
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#examples" class="md-nav__link">
+    <span class="md-ellipsis">
+      Examples
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#use-cases" class="md-nav__link">
+    <span class="md-ellipsis">
+      Use cases
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#spread-the-word" class="md-nav__link">
+    <span class="md-ellipsis">
+      Spread the word!
+    </span>
+  </a>
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+</li>
+      
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+  
+</nav>
+                  </div>
+                </div>
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+              <article class="md-content__inner md-typeset">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; parse_user_agent
+</span></p>
+<h1 id="parse_user_agent">parse_user_agent<a class="headerlink" href="#parse_user_agent" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/anatolec/" title="Author: Anatole Callies" target="_blank">
+    <img src="https://ca.slack-edge.com/T01LGTNUWTE-U044NKG25GX-7469e33feefb-512" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/parse_user_agent.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>parse_user_agent</code> ?</summary>
+<details class="success">
+<summary>Call <code>parse_user_agent</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>parse_user_agent</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>parse_user_agent</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>parse_user_agent</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>parse_user_agent</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>parse_user_agent
+bigfun<span class="w"> </span>deploy<span class="w"> </span>parse_user_agent
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>parse_user_agent(user_agent_string)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Parses User Agent strings into several components</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>Mobile User Agent</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">parse_user_agent</span><span class="p">(</span><span class="s1">&#39;Mozilla/5.0 (Linux; Android 12; SM-S906N Build/QP1A.190711.020; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/80.0.3987.119 Mobile Safari/537.36&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">parse_user_agent</span><span class="p">(</span><span class="s1">&#39;Mozilla/5.0 (Linux; Android 12; SM-S906N Build/QP1A.190711.020; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/80.0.3987.119 Mobile Safari/537.36&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">parse_user_agent</span><span class="p">(</span><span class="s1">&#39;Mozilla/5.0 (Linux; Android 12; SM-S906N Build/QP1A.190711.020; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/80.0.3987.119 Mobile Safari/537.36&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| parsed_user_agent                                                                                                                                                                                                                                                                                           |
++-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| STRUCT&lt;STRUCT&lt;&#39;Chrome WebView&#39; as name, &#39;80.0.3987.119&#39; as version, &#39;80&#39; as major&gt; as browser, STRUCT&lt;&#39;Blink&#39; as name, &#39;80.0.3987.119&#39; as version&gt; as engine, STRUCT&lt;&#39;Android&#39; as name, &#39;12&#39; as version&gt; as os, STRUCT&lt;&#39;Samsung&#39; as vendor, &#39;SM-S906N&#39; as model, &#39;mobile&#39; as type&gt; as device, null as arch&gt; |
++-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>parse_user_agent</code>?</summary>
+<details class="success">
+<summary>Get help using <code>parse_user_agent</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>parse_user_agent</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A website analytics team could use the <code>parse_user_agent</code> function to analyze website traffic and user behavior.  Here's a breakdown of how they might use it:</p>
+<p><strong>Scenario:</strong> The team wants to understand which browsers are most popular among their users, identify trends in mobile device usage, and optimize the website experience for different operating systems.  They have a BigQuery table containing website access logs, including a column with user agent strings.</p>
+<p><strong>Use Case with BigQuery SQL:</strong></p>
+<p><div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">parsed_user_agent</span><span class="p">.</span><span class="n">browser</span><span class="p">.</span><span class="n">name</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">browser_name</span><span class="p">,</span>
+<span class="w">    </span><span class="n">parsed_user_agent</span><span class="p">.</span><span class="n">browser</span><span class="p">.</span><span class="k">version</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">browser_version</span><span class="p">,</span>
+<span class="w">    </span><span class="n">parsed_user_agent</span><span class="p">.</span><span class="n">os</span><span class="p">.</span><span class="n">name</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">os_name</span><span class="p">,</span>
+<span class="w">    </span><span class="n">parsed_user_agent</span><span class="p">.</span><span class="n">os</span><span class="p">.</span><span class="k">version</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">os_version</span><span class="p">,</span>
+<span class="w">    </span><span class="n">parsed_user_agent</span><span class="p">.</span><span class="n">device</span><span class="p">.</span><span class="n">model</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">device_model</span><span class="p">,</span>
+<span class="w">    </span><span class="n">parsed_user_agent</span><span class="p">.</span><span class="n">device</span><span class="p">.</span><span class="k">type</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">device_type</span><span class="p">,</span>
+<span class="w">    </span><span class="k">COUNT</span><span class="p">(</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">access_count</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">website_access_logs</span><span class="o">`</span><span class="p">,</span>
+<span class="w">    </span><span class="n">UNTABLE</span><span class="p">(</span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">your_region</span><span class="p">.</span><span class="n">parse_user_agent</span><span class="p">(</span><span class="n">user_agent</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">parsed_user_agent</span><span class="p">)</span>
+<span class="w">  </span><span class="k">GROUP</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span>
+<span class="w">  </span><span class="k">ORDER</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="n">access_count</span><span class="w"> </span><span class="k">DESC</span><span class="p">;</span>
+</code></pre></div>
+<strong>(Replace <code>your_project.your_dataset.website_access_logs</code> and <code>your_region</code> with your actual values.)</strong></p>
+<p><strong>Benefits:</strong></p>
+<ul>
+<li>
+<p><strong>Browser Statistics:</strong>  By aggregating results by <code>browser_name</code> and <code>browser_version</code>, the team can determine the market share of different browsers accessing their website. This helps in prioritizing browser compatibility testing and ensuring a consistent user experience.</p>
+</li>
+<li>
+<p><strong>Mobile Device Insights:</strong> Grouping by <code>device_model</code> and <code>device_type</code> reveals which mobile devices are commonly used to visit the site. This information is valuable for responsive design and mobile optimization efforts.</p>
+</li>
+<li>
+<p><strong>Operating System Analysis:</strong> Analyzing data based on <code>os_name</code> and <code>os_version</code> allows the team to identify potential compatibility issues or optimize the website for specific operating systems.</p>
+</li>
+<li>
+<p><strong>Targeted Improvements:</strong>  By understanding the breakdown of user agents, the team can make data-driven decisions about website improvements.  For example, if a significant portion of users are on older versions of a specific browser, they might choose to display a message encouraging them to update for better performance and security.</p>
+</li>
+<li>
+<p><strong>Troubleshooting:</strong> If there's a sudden spike in errors from a specific browser or device, the parsed user agent data helps pinpoint the problem quickly.</p>
+</li>
+</ul>
+<p>This use case demonstrates how the <code>parse_user_agent</code> function empowers the analytics team to gain valuable insights from raw user agent data within BigQuery, leading to informed decisions about website development and optimization.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/parse_user_agent" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "parse_user_agent",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
+
+
+
+
+
+  
+  
+
+
+
+<!-- Was this page helpful? -->
+
+
+  
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+<!-- Comment system -->
+
+                
+              </article>
+            </div>
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diff --git a/bigfunctions/percentile_value/index.html b/bigfunctions/percentile_value/index.html
new file mode 100644
index 000000000..90cd32ac4
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+<h1 id="percentile_value">percentile_value<a class="headerlink" href="#percentile_value" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_array/percentile_value.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>percentile_value</code> ?</summary>
+<details class="success">
+<summary>Call <code>percentile_value</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>percentile_value</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>percentile_value</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>percentile_value</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>percentile_value</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>percentile_value
+bigfun<span class="w"> </span>deploy<span class="w"> </span>percentile_value
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>percentile_value(arr, percentile)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Returns percentile of an array with percentile a float in range [0, 1].</p>
+<p>Algorithm to calculate percentile is based on <em><a href="https://www.amherst.edu/media/view/129116/original/Sample+Quantiles.pdf">R. J. Hyndman and Y. Fan, "Sample quantiles in statistical packages," The American Statistician, 50(4), pp. 361-365, 1996</a></em></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">percentile_value</span><span class="p">([</span><span class="mi">20</span><span class="p">,</span><span class="w"> </span><span class="mi">16</span><span class="p">,</span><span class="w"> </span><span class="mi">15</span><span class="p">,</span><span class="w"> </span><span class="mi">13</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">7</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">],</span><span class="w"> </span><span class="mi">0</span><span class="p">.</span><span class="mi">74</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">percentile_value</span><span class="p">([</span><span class="mi">20</span><span class="p">,</span><span class="w"> </span><span class="mi">16</span><span class="p">,</span><span class="w"> </span><span class="mi">15</span><span class="p">,</span><span class="w"> </span><span class="mi">13</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">7</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">],</span><span class="w"> </span><span class="mi">0</span><span class="p">.</span><span class="mi">74</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">percentile_value</span><span class="p">([</span><span class="mi">20</span><span class="p">,</span><span class="w"> </span><span class="mi">16</span><span class="p">,</span><span class="w"> </span><span class="mi">15</span><span class="p">,</span><span class="w"> </span><span class="mi">13</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">7</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">],</span><span class="w"> </span><span class="mi">0</span><span class="p">.</span><span class="mi">74</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------+
+| percentile_value |
++------------------+
+| 13.8             |
++------------------+
+</code>
+</pre>
+
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">percentile_value</span><span class="p">([</span><span class="mi">20</span><span class="p">,</span><span class="w"> </span><span class="mi">16</span><span class="p">,</span><span class="w"> </span><span class="mi">15</span><span class="p">,</span><span class="w"> </span><span class="mi">13</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">7</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">],</span><span class="w"> </span><span class="mi">0</span><span class="p">.</span><span class="mi">9</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">percentile_value</span><span class="p">([</span><span class="mi">20</span><span class="p">,</span><span class="w"> </span><span class="mi">16</span><span class="p">,</span><span class="w"> </span><span class="mi">15</span><span class="p">,</span><span class="w"> </span><span class="mi">13</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">7</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">],</span><span class="w"> </span><span class="mi">0</span><span class="p">.</span><span class="mi">9</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">percentile_value</span><span class="p">([</span><span class="mi">20</span><span class="p">,</span><span class="w"> </span><span class="mi">16</span><span class="p">,</span><span class="w"> </span><span class="mi">15</span><span class="p">,</span><span class="w"> </span><span class="mi">13</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">7</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">],</span><span class="w"> </span><span class="mi">0</span><span class="p">.</span><span class="mi">9</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------+
+| percentile_value |
++------------------+
+| 15.9             |
++------------------+
+</code>
+</pre>
+
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">percentile_value</span><span class="p">([</span><span class="mi">20</span><span class="p">,</span><span class="w"> </span><span class="mi">16</span><span class="p">,</span><span class="w"> </span><span class="mi">15</span><span class="p">,</span><span class="w"> </span><span class="mi">13</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">7</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">],</span><span class="w"> </span><span class="mi">2</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">percentile_value</span><span class="p">([</span><span class="mi">20</span><span class="p">,</span><span class="w"> </span><span class="mi">16</span><span class="p">,</span><span class="w"> </span><span class="mi">15</span><span class="p">,</span><span class="w"> </span><span class="mi">13</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">7</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">],</span><span class="w"> </span><span class="mi">2</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">percentile_value</span><span class="p">([</span><span class="mi">20</span><span class="p">,</span><span class="w"> </span><span class="mi">16</span><span class="p">,</span><span class="w"> </span><span class="mi">15</span><span class="p">,</span><span class="w"> </span><span class="mi">13</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">7</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">],</span><span class="w"> </span><span class="mi">2</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------+
+| percentile_value |
++------------------+
+| null             |
++------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>percentile_value</code>?</summary>
+<details class="success">
+<summary>Get help using <code>percentile_value</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>percentile_value</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>Let's illustrate a use case for the <code>percentile_value</code> BigQuery function.</p>
+<p><strong>Scenario:</strong> You have a table storing website session durations (in seconds) for different users. You want to analyze user engagement and identify the 95th percentile of session durations. This will help you understand how long highly engaged users typically spend on your site.</p>
+<p><strong>Table Schema:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">CREATE</span><span class="w"> </span><span class="k">OR</span><span class="w"> </span><span class="k">REPLACE</span><span class="w"> </span><span class="k">TABLE</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">session_durations</span><span class="o">`</span><span class="w"> </span><span class="p">(</span>
+<span class="w">  </span><span class="n">user_id</span><span class="w"> </span><span class="n">INT64</span><span class="p">,</span>
+<span class="w">  </span><span class="n">session_duration</span><span class="w"> </span><span class="n">INT64</span>
+<span class="p">);</span>
+
+<span class="k">INSERT</span><span class="w"> </span><span class="k">INTO</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">session_durations</span><span class="o">`</span><span class="w"> </span><span class="p">(</span><span class="n">user_id</span><span class="p">,</span><span class="w"> </span><span class="n">session_duration</span><span class="p">)</span><span class="w"> </span><span class="k">VALUES</span>
+<span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">120</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">300</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">60</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">1800</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">45</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">900</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">7</span><span class="p">,</span><span class="w"> </span><span class="mi">240</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">30</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">600</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="w"> </span><span class="mi">150</span><span class="p">);</span>
+</code></pre></div>
+<p><strong>Query using <code>percentile_value</code>:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">percentile_value</span><span class="p">(</span><span class="n">ARRAY_AGG</span><span class="p">(</span><span class="n">session_duration</span><span class="p">),</span><span class="w"> </span><span class="mi">0</span><span class="p">.</span><span class="mi">95</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">p95_session_duration</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">session_durations</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Explanation:</strong></p>
+<ol>
+<li><strong><code>ARRAY_AGG(session_duration)</code>:</strong> This aggregates all session durations into an array.</li>
+<li><strong><code>bigfunctions.us.percentile_value(..., 0.95)</code>:</strong> This calculates the 95th percentile value from the array of session durations.  Remember to replace <code>us</code> with your BigQuery region if different.</li>
+<li><strong><code>AS p95_session_duration</code>:</strong> This aliases the result for clarity.</li>
+</ol>
+<p><strong>Result:</strong></p>
+<p>The query will return a single value representing the 95th percentile of session durations. This value indicates that 95% of sessions are shorter than or equal to this duration. Let's say the result is 1500 seconds.  This tells you that highly engaged users tend to have sessions lasting around 1500 seconds or less.</p>
+<p><strong>Benefits of using <code>percentile_value</code>:</strong></p>
+<ul>
+<li><strong>Simplified calculation:</strong>  Instead of manually implementing percentile logic, you can use this function directly.</li>
+<li><strong>Efficiency:</strong>  BigQuery functions are generally optimized for performance.</li>
+<li><strong>Flexibility:</strong> You can easily change the percentile value (e.g., to calculate the median (50th percentile) or other percentiles) by adjusting the second argument.</li>
+</ul>
+<p>This is a simple example.  You can apply this function to any scenario where you need to calculate percentiles from an array of values within BigQuery, such as:</p>
+<ul>
+<li><strong>E-commerce:</strong> Analyzing product prices, order values, or customer spending.</li>
+<li><strong>Gaming:</strong> Analyzing player scores, playtime, or in-game purchases.</li>
+<li><strong>Finance:</strong> Analyzing stock prices, transaction amounts, or customer balances.</li>
+<li><strong>Healthcare:</strong> Analyzing patient wait times, treatment costs, or lengths of stay.</li>
+</ul>
+<p>By using <code>percentile_value</code>, you can gain valuable insights into the distribution of your data and identify important thresholds or outliers.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "percentile_value",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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diff --git a/bigfunctions/phone_number_info/index.html b/bigfunctions/phone_number_info/index.html
new file mode 100644
index 000000000..41283bd2f
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+  color: var(--md-primary-bg-color);
+  background-color: var(--md-primary-fg-color);
+  border-color: var(--md-primary-bg-color);
+}
+.md-typeset .md-button.md-button--primary:hover {
+  color: var(--md-primary-fg-color);
+  background-color: var(--md-primary-bg-color);
+  border-color: var(--md-primary-fg-color);
+}
+
+.hero__image {
+  max-width: 1000px;
+  /*min-width: 600px;*/
+  width: 100%;
+  height: auto;
+  margin: 0 auto;
+  display: flex;
+  align-items: stretch;
+}
+
+.hero__image img {
+  width: 100%;
+  height: 100%;
+  min-width: 0;
+}
+
+.md-button--center {
+    text-align: center;
+}
+
+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
+}
+
+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
+}
+
+.md-content li>h2 {
+    font-weight: 600;
+}
+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
+}
+
+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#phone_number_info" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
+  <p style="text-align: right;">
+
+    <a href="https://github.com/unytics/bigfunctions" target="_blank" rel="noopener" title="github.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9M244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8M97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1m-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7m32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1m-11.4-14.7c-1.6 1-1.6 3.6 0 5.9s4.3 3.3 5.6 2.3c1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2"></path></svg>
+    </a>
+
+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"></path></svg>
+    </a>
+
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"></path></svg>
+    </a>
+
+  </p>
+
+          </div>
+          
+        </aside>
+      
+    </div>
+    
+    
+      
+
+  
+
+<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
+  <nav class="md-header__inner md-grid" aria-label="Header">
+    <a href="../.." title="BigFunctions" class="md-header__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
+          <span class="md-ellipsis">
+            BigFunctions
+          </span>
+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              phone_number_info - BigQuery function
+            
+          </span>
+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
+    
+    
+    
+      <label class="md-header__button md-icon" for="__search">
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+      </label>
+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
+    <form class="md-search__form" name="search">
+      <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
+      <label class="md-search__icon md-icon" for="__search">
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
+      </label>
+      <nav class="md-search__options" aria-label="Search">
+        
+        <button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
+          
+          <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"/></svg>
+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
+        <div class="md-search-result" data-md-component="search-result">
+          <div class="md-search-result__meta">
+            Initializing search
+          </div>
+          <ol class="md-search-result__list" role="presentation"></ol>
+        </div>
+      </div>
+    </div>
+  </div>
+</div>
+    
+    
+      <div class="md-header__source">
+        <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
+  <div class="md-source__icon md-icon">
+    
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
+  </div>
+  <div class="md-source__repository">
+    unytics/bigfunctions
+  </div>
+</a>
+      </div>
+    
+  </nav>
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+<nav class="md-tabs" aria-label="Tabs" data-md-component="tabs">
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+        <a href="../../community/" class="md-tabs__link">
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+        
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+    <div class="md-container" data-md-component="container">
+      
+      
+        
+      
+      <main class="md-main" data-md-component="main">
+        <div class="md-main__inner md-grid">
+          
+            
+              
+                
+              
+              <div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" hidden>
+                <div class="md-sidebar__scrollwrap">
+                  <div class="md-sidebar__inner">
+                    
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+  
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+
+<nav class="md-nav md-nav--primary md-nav--lifted" aria-label="Navigation" data-md-level="0">
+  <label class="md-nav__title" for="__drawer">
+    <a href="../.." title="BigFunctions" class="md-nav__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    BigFunctions
+  </label>
+  
+    <div class="md-nav__source">
+      <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
+  <div class="md-source__icon md-icon">
+    
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; phone_number_info
+</span></p>
+<h1 id="phone_number_info">phone_number_info<a class="headerlink" href="#phone_number_info" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/phone_number_info.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>phone_number_info</code> ?</summary>
+<details class="success">
+<summary>Call <code>phone_number_info</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>phone_number_info</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>phone_number_info</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>phone_number_info</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>phone_number_info</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>phone_number_info
+bigfun<span class="w"> </span>deploy<span class="w"> </span>phone_number_info
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>phone_number_info(phone_number, options)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Get <code>phone_number</code> info
+such as:</p>
+<ul>
+<li><code>country</code>,</li>
+<li><code>isValid</code>,</li>
+<li>etc</li>
+</ul>
+<p>using <a href="https://www.npmjs.com/package/libphonenumber-js">libphonenumber-js library</a>.</p>
+<p>Argument <code>options</code> can be <code>null</code> or must be a json with the following keys:
+<code>defaultCountry</code>, <code>defaultCallingCode</code> and <code>extract</code> as described in the
+<a href="https://www.npmjs.com/package/libphonenumber-js#parsephonenumberstring-defaultcountry-string--options-object-phonenumber">library documentation</a>.</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Get info about an international <code>phone_number</code> (starting with <code>+</code>)</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">phone_number_info</span><span class="p">(</span><span class="s1">&#39;+33123456789&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">phone_number_info</span><span class="p">(</span><span class="s1">&#39;+33123456789&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">phone_number_info</span><span class="p">(</span><span class="s1">&#39;+33123456789&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| info                                                                                                                                                                                                                                                                                                                                                                                       |
++--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| {
+  &#34;isPossible&#34;: true,
+  &#34;isValid&#34;: true,
+  &#34;parseError&#34;: null,
+  &#34;country&#34;: &#34;FR&#34;,
+  &#34;countryCallingCode&#34;: &#34;33&#34;,
+  &#34;formattedInternational&#34;: &#34;+33 1 23 45 67 89&#34;,
+  &#34;formattedNational&#34;: &#34;01 23 45 67 89&#34;,
+  &#34;isNonGeographic&#34;: false,
+  &#34;nationalNumber&#34;: &#34;123456789&#34;,
+  &#34;number&#34;: &#34;+33123456789&#34;,
+  &#34;possibleCountries&#34;: [&#34;FR&#34;],
+  &#34;type&#34;: &#34;FIXED_LINE&#34;,
+  &#34;uri&#34;: &#34;tel:+33123456789&#34;
+}
+ |
++--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<p><strong>2. Get info about a national <code>phone_number</code></strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">phone_number_info</span><span class="p">(</span><span class="s1">&#39;0123456789&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;defaultCountry&quot;: &quot;FR&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">phone_number_info</span><span class="p">(</span><span class="s1">&#39;0123456789&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;defaultCountry&quot;: &quot;FR&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">phone_number_info</span><span class="p">(</span><span class="s1">&#39;0123456789&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;defaultCountry&quot;: &quot;FR&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| info                                                                                                                                                                                                                                                                                                                                                                                       |
++--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| {
+  &#34;isPossible&#34;: true,
+  &#34;isValid&#34;: true,
+  &#34;parseError&#34;: null,
+  &#34;country&#34;: &#34;FR&#34;,
+  &#34;countryCallingCode&#34;: &#34;33&#34;,
+  &#34;formattedInternational&#34;: &#34;+33 1 23 45 67 89&#34;,
+  &#34;formattedNational&#34;: &#34;01 23 45 67 89&#34;,
+  &#34;isNonGeographic&#34;: false,
+  &#34;nationalNumber&#34;: &#34;123456789&#34;,
+  &#34;number&#34;: &#34;+33123456789&#34;,
+  &#34;possibleCountries&#34;: [&#34;FR&#34;],
+  &#34;type&#34;: &#34;FIXED_LINE&#34;,
+  &#34;uri&#34;: &#34;tel:+33123456789&#34;
+}
+ |
++--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<p><strong>3. If no phone number is found in <code>phone_number</code> argument, a reason in given in <code>parseError</code></strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">phone_number_info</span><span class="p">(</span><span class="s1">&#39;Hello!&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">phone_number_info</span><span class="p">(</span><span class="s1">&#39;Hello!&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">phone_number_info</span><span class="p">(</span><span class="s1">&#39;Hello!&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| info                                                                                                                                                                                                                                                                                                                               |
++------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| {
+  &#34;isPossible&#34;: false,
+  &#34;isValid&#34;: false,
+  &#34;parseError&#34;: &#34;NOT_A_NUMBER&#34;,
+  &#34;country&#34;: null,
+  &#34;countryCallingCode&#34;: null,
+  &#34;formattedInternational&#34;: null,
+  &#34;formattedNational&#34;: null,
+  &#34;isNonGeographic&#34;: null,
+  &#34;nationalNumber&#34;: null,
+  &#34;number&#34;: null,
+  &#34;possibleCountries&#34;: null,
+  &#34;type&#34;: null,
+  &#34;uri&#34;: null,
+}
+ |
++------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<p><strong>4. By default, if the given <code>phone_number</code> text contains a phone number among other text, it will be extracted.</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="4:3"><input checked="checked" id="__tabbed_4_1" name="__tabbed_4" type="radio" /><input id="__tabbed_4_2" name="__tabbed_4" type="radio" /><input id="__tabbed_4_3" name="__tabbed_4" type="radio" /><div class="tabbed-labels"><label for="__tabbed_4_1">EU</label><label for="__tabbed_4_2">US</label><label for="__tabbed_4_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">phone_number_info</span><span class="p">(</span><span class="s1">&#39;Hello +33123456789 !&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">phone_number_info</span><span class="p">(</span><span class="s1">&#39;Hello +33123456789 !&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">phone_number_info</span><span class="p">(</span><span class="s1">&#39;Hello +33123456789 !&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| info                                                                                                                                                                                                                                                                                                                                                                                       |
++--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| {
+  &#34;isPossible&#34;: true,
+  &#34;isValid&#34;: true,
+  &#34;parseError&#34;: null,
+  &#34;country&#34;: &#34;FR&#34;,
+  &#34;countryCallingCode&#34;: &#34;33&#34;,
+  &#34;formattedInternational&#34;: &#34;+33 1 23 45 67 89&#34;,
+  &#34;formattedNational&#34;: &#34;01 23 45 67 89&#34;,
+  &#34;isNonGeographic&#34;: false,
+  &#34;nationalNumber&#34;: &#34;123456789&#34;,
+  &#34;number&#34;: &#34;+33123456789&#34;,
+  &#34;possibleCountries&#34;: [&#34;FR&#34;],
+  &#34;type&#34;: &#34;FIXED_LINE&#34;,
+  &#34;uri&#34;: &#34;tel:+33123456789&#34;
+}
+ |
++--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<p><strong>5. To consider that <code>phone_number</code> cannot have additional text use <code>extract:  false</code> as option</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="5:3"><input checked="checked" id="__tabbed_5_1" name="__tabbed_5" type="radio" /><input id="__tabbed_5_2" name="__tabbed_5" type="radio" /><input id="__tabbed_5_3" name="__tabbed_5" type="radio" /><div class="tabbed-labels"><label for="__tabbed_5_1">EU</label><label for="__tabbed_5_2">US</label><label for="__tabbed_5_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">phone_number_info</span><span class="p">(</span><span class="s1">&#39;Hello +33123456789 !&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;extract&quot;: false}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">phone_number_info</span><span class="p">(</span><span class="s1">&#39;Hello +33123456789 !&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;extract&quot;: false}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">phone_number_info</span><span class="p">(</span><span class="s1">&#39;Hello +33123456789 !&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;extract&quot;: false}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| info                                                                                                                                                                                                                                                                                                                               |
++------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| {
+  &#34;isPossible&#34;: false,
+  &#34;isValid&#34;: false,
+  &#34;parseError&#34;: &#34;NOT_A_NUMBER&#34;,
+  &#34;country&#34;: null,
+  &#34;countryCallingCode&#34;: null,
+  &#34;formattedInternational&#34;: null,
+  &#34;formattedNational&#34;: null,
+  &#34;isNonGeographic&#34;: null,
+  &#34;nationalNumber&#34;: null,
+  &#34;number&#34;: null,
+  &#34;possibleCountries&#34;: null,
+  &#34;type&#34;: null,
+  &#34;uri&#34;: null,
+}
+ |
++------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>phone_number_info</code>?</summary>
+<details class="success">
+<summary>Get help using <code>phone_number_info</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>phone_number_info</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A customer service department stores customer phone numbers in a BigQuery table.  They want to clean up the data and enrich it with location information. The <code>phone_number_info</code> function can be used to accomplish this.</p>
+<p><strong>Use Case Scenario:</strong></p>
+<p>The table <code>customer_data</code> contains a column <code>phone</code> with various formats of phone numbers, including some with extra characters or missing country codes.</p>
+<p><strong>Example BigQuery SQL:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">phone</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">phone_number_info</span><span class="p">(</span><span class="n">phone</span><span class="p">,</span><span class="w"> </span><span class="n">JSON</span><span class="w"> </span><span class="s1">&#39;{&quot;defaultCountry&quot;: &quot;US&quot;}&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">phone_info</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">project_id</span><span class="p">.</span><span class="n">dataset_id</span><span class="p">.</span><span class="n">customer_data</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Explanation:</strong></p>
+<ol>
+<li>
+<p><strong><code>bigfunctions.us.phone_number_info(phone, JSON '{"defaultCountry": "US"}')</code></strong>: This calls the <code>phone_number_info</code> function.</p>
+<ul>
+<li>We're using the <code>us</code> dataset because our project is in the US multi-region.  Choose the appropriate regional or multi-regional dataset for <em>your</em> project's location.</li>
+<li><code>phone</code> is the column containing the phone number string.</li>
+<li><code>JSON '{"defaultCountry": "US"}'</code> provides the optional <code>defaultCountry</code> parameter. This is important for correctly interpreting phone numbers that don't start with a "+" and country code.  It assumes any number without a "+" is a US number.  You would change this to match the expected default country for your data.</li>
+</ul>
+</li>
+<li>
+<p><strong><code>AS phone_info</code></strong>: This assigns the output of the function to a new column named <code>phone_info</code>. The output is a JSON structure.</p>
+</li>
+</ol>
+<p><strong>Benefits:</strong></p>
+<ul>
+<li><strong>Standardization:</strong>  The function parses and standardizes the phone numbers into a consistent international format (<code>number</code> field in the JSON output), even if the original data was messy.</li>
+<li><strong>Validation:</strong> The <code>isValid</code> field in the JSON output indicates whether the phone number is valid according to international standards. This allows for identifying and correcting invalid numbers.</li>
+<li><strong>Enrichment:</strong> The function provides additional information like <code>country</code> and <code>type</code> (e.g., mobile, fixed line). This data can be used for segmentation, analytics, and reporting.</li>
+<li><strong>Data Cleaning:</strong>  You can use the output to filter out invalid numbers:</li>
+</ul>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">phone</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">project_id</span><span class="p">.</span><span class="n">dataset_id</span><span class="p">.</span><span class="n">customer_data</span><span class="o">`</span><span class="p">,</span>
+<span class="w">    </span><span class="k">UNNEST</span><span class="p">(</span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">phone_number_info</span><span class="p">(</span><span class="n">phone</span><span class="p">,</span><span class="w"> </span><span class="n">JSON</span><span class="w"> </span><span class="s1">&#39;{&quot;defaultCountry&quot;: &quot;US&quot;}&#39;</span><span class="p">))</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">phone_info</span>
+<span class="k">WHERE</span><span class="w"> </span><span class="n">phone_info</span><span class="p">.</span><span class="n">isValid</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">TRUE</span><span class="p">;</span>
+</code></pre></div>
+<p>This example demonstrates how to use the <code>phone_number_info</code> function to clean, validate, and standardize phone number data in BigQuery, enabling better data quality and more insightful analysis.  Remember to adjust the dataset and <code>defaultCountry</code> parameter based on your project's location and the characteristics of your data.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
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+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "phone_number_info",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
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+    </a>
+  
+    
+    
+    
+    
+      
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; post
+</span></p>
+<h1 id="post">post<a class="headerlink" href="#post" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/yves-marcel-ngabirano/" title="Author: Yves Marcel Ngabirano" target="_blank">
+    <img src="https://storage.googleapis.com/public-bucket-marcyves/Yves_photo.jpg" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/export/post.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>post</code> ?</summary>
+<details class="success">
+<summary>Call <code>post</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>post</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>post</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>post</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>post</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>post
+bigfun<span class="w"> </span>deploy<span class="w"> </span>post
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>post(url, data, headers)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>POST <code>data</code> to <code>url</code>.
+<code>response</code> is a json formatted as <code>{status_code, content}</code></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>Without headers</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">post</span><span class="p">(</span><span class="s1">&#39;https://httpbin.org/post&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;hello&quot;: &quot;world&quot;}&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">post</span><span class="p">(</span><span class="s1">&#39;https://httpbin.org/post&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;hello&quot;: &quot;world&quot;}&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">post</span><span class="p">(</span><span class="s1">&#39;https://httpbin.org/post&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;hello&quot;: &quot;world&quot;}&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------------------------------------------+
+| response                                      |
++-----------------------------------------------+
+| {
+  &#34;content&#34;: {...},
+  &#34;status_code&#34;: 200
+}
+ |
++-----------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>post</code>?</summary>
+<details class="success">
+<summary>Get help using <code>post</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>post</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>This <code>post</code> BigQuery function could be used in several scenarios:</p>
+<p><strong>1. Sending Data to a Webhook:</strong></p>
+<p>Imagine you have a BigQuery table that tracks user sign-ups. You could use the <code>post</code> function to send real-time notifications to a Slack channel or other messaging platform via a webhook every time a new user registers.  The <code>data</code> parameter would contain the user information you want to send in the notification.</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">post</span><span class="p">(</span><span class="s1">&#39;YOUR_WEBHOOK_URL&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">TO_JSON_STRING</span><span class="p">(</span><span class="n">new_users</span><span class="p">),</span><span class="w"> </span><span class="k">NULL</span><span class="p">)</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">project</span><span class="p">.</span><span class="n">dataset</span><span class="p">.</span><span class="n">new_users</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>2. Interacting with an API:</strong></p>
+<p>You could use <code>post</code> to interact with REST APIs from within BigQuery.  For example, you might want to enrich your data with information from a third-party service. After performing some transformations on your data in BigQuery, you could use the <code>post</code> function to send the transformed data to the API endpoint, receive the response, and then process it further within BigQuery.</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">post</span><span class="p">(</span><span class="s1">&#39;https://api.example.com/data&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">TO_JSON_STRING</span><span class="p">(</span><span class="n">t</span><span class="p">),</span><span class="w"> </span><span class="k">NULL</span><span class="p">)</span>
+<span class="k">FROM</span><span class="w"> </span><span class="p">(</span>
+<span class="w">  </span><span class="k">SELECT</span><span class="w"> </span><span class="n">user_id</span><span class="p">,</span><span class="w"> </span><span class="k">SUM</span><span class="p">(</span><span class="n">order_value</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">total_spent</span>
+<span class="w">  </span><span class="k">FROM</span><span class="w"> </span><span class="n">project</span><span class="p">.</span><span class="n">dataset</span><span class="p">.</span><span class="n">orders</span>
+<span class="w">  </span><span class="k">GROUP</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="n">user_id</span>
+<span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">t</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>3. Triggering Actions in External Systems:</strong></p>
+<p>Suppose you have a BigQuery table that monitors key performance indicators (KPIs). If a KPI falls below a certain threshold, you could use the <code>post</code> function to trigger an action in an external system. This could be anything from sending an alert email to initiating a process in a workflow automation tool.</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">post</span><span class="p">(</span><span class="s1">&#39;https://api.example.com/alert&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">TO_JSON_STRING</span><span class="p">(</span><span class="n">t</span><span class="p">),</span><span class="w"> </span><span class="k">NULL</span><span class="p">)</span>
+<span class="k">FROM</span><span class="w"> </span><span class="p">(</span>
+<span class="w">  </span><span class="k">SELECT</span><span class="w"> </span><span class="o">*</span>
+<span class="w">  </span><span class="k">FROM</span><span class="w"> </span><span class="n">project</span><span class="p">.</span><span class="n">dataset</span><span class="p">.</span><span class="n">kpis</span>
+<span class="w">  </span><span class="k">WHERE</span><span class="w"> </span><span class="n">kpi_value</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">threshold</span>
+<span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">t</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>4. Sending Data to a Real-time Dashboard:</strong></p>
+<p>If you are using a real-time dashboarding tool, you could use the <code>post</code> function to send data updates directly from BigQuery. This would allow you to keep your dashboards up-to-date with the latest information without needing to build complex data pipelines.</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">post</span><span class="p">(</span><span class="s1">&#39;https://api.dashboard.com/update&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">TO_JSON_STRING</span><span class="p">(</span><span class="n">t</span><span class="p">),</span><span class="w"> </span><span class="k">NULL</span><span class="p">)</span>
+<span class="k">FROM</span><span class="w"> </span><span class="p">(</span>
+<span class="w">  </span><span class="k">SELECT</span><span class="w"> </span><span class="k">COUNT</span><span class="p">(</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">active_users</span>
+<span class="w">  </span><span class="k">FROM</span><span class="w"> </span><span class="n">project</span><span class="p">.</span><span class="n">dataset</span><span class="p">.</span><span class="n">users</span>
+<span class="w">  </span><span class="k">WHERE</span><span class="w"> </span><span class="n">last_seen</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">TIMESTAMP_SUB</span><span class="p">(</span><span class="k">CURRENT_TIMESTAMP</span><span class="p">(),</span><span class="w"> </span><span class="nb">INTERVAL</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="n">HOUR</span><span class="p">)</span>
+<span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">t</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Key Considerations:</strong></p>
+<ul>
+<li><strong>Data Format:</strong> The <code>data</code> parameter must be a valid JSON string. You can use the <code>TO_JSON_STRING</code> function in BigQuery to convert your data into the required format.</li>
+<li><strong>Headers:</strong> The <code>headers</code> parameter allows you to set custom HTTP headers for your request. This can be useful for authentication or setting content types.  Pass <code>NULL</code> if no headers are needed.</li>
+<li><strong>Error Handling:</strong> You should implement proper error handling to ensure that your queries are resilient to network issues or API errors. Check the <code>status_code</code> in the response to determine if the request was successful.</li>
+<li><strong>Rate Limiting:</strong> Be mindful of rate limits imposed by the API you are interacting with. You might need to implement retry mechanisms or introduce delays to avoid exceeding these limits.</li>
+<li><strong>Security:</strong> If you are sending sensitive data, ensure that the connection to the API is secure (HTTPS) and consider using appropriate authentication methods.</li>
+</ul>
+<p>By leveraging the <code>post</code> function, you can extend the functionality of BigQuery and seamlessly integrate it with other systems and services. This opens up a wide range of possibilities for automating tasks, enriching data, and building more dynamic data-driven applications.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/post" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "post",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
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+  
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; precision_recall_auc
+</span></p>
+<h1 id="precision_recall_auc">precision_recall_auc<a class="headerlink" href="#precision_recall_auc" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/anatolec/" title="Author: Anatole Callies" target="_blank">
+    <img src="https://ca.slack-edge.com/T01LGTNUWTE-U044NKG25GX-7469e33feefb-512" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/machine_learning/precision_recall_auc.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>precision_recall_auc</code> ?</summary>
+<details class="success">
+<summary>Call <code>precision_recall_auc</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>precision_recall_auc</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>precision_recall_auc</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>precision_recall_auc</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>precision_recall_auc</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>precision_recall_auc
+bigfun<span class="w"> </span>deploy<span class="w"> </span>precision_recall_auc
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>precision_recall_auc(predictions)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Returns the Area Under the Precision Recall Curve (a.k.a. AUC PR)
+given a set of predicted scores and ground truth labels using the trapezoidal rule</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Random classifier</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">precision_recall_auc</span><span class="p">((</span><span class="k">select</span><span class="w"> </span><span class="n">array_agg</span><span class="p">(</span><span class="n">struct</span><span class="p">(</span><span class="k">cast</span><span class="p">(</span><span class="n">predicted_score</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">float64</span><span class="p">),</span><span class="w"> </span><span class="n">rand</span><span class="p">()</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mi">0</span><span class="p">.</span><span class="mi">5</span><span class="p">))</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="k">unnest</span><span class="p">(</span><span class="n">generate_array</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1000</span><span class="p">))</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">predicted_score</span><span class="p">))</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">precision_recall_auc</span><span class="p">((</span><span class="k">select</span><span class="w"> </span><span class="n">array_agg</span><span class="p">(</span><span class="n">struct</span><span class="p">(</span><span class="k">cast</span><span class="p">(</span><span class="n">predicted_score</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">float64</span><span class="p">),</span><span class="w"> </span><span class="n">rand</span><span class="p">()</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mi">0</span><span class="p">.</span><span class="mi">5</span><span class="p">))</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="k">unnest</span><span class="p">(</span><span class="n">generate_array</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1000</span><span class="p">))</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">predicted_score</span><span class="p">))</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">precision_recall_auc</span><span class="p">((</span><span class="k">select</span><span class="w"> </span><span class="n">array_agg</span><span class="p">(</span><span class="n">struct</span><span class="p">(</span><span class="k">cast</span><span class="p">(</span><span class="n">predicted_score</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">float64</span><span class="p">),</span><span class="w"> </span><span class="n">rand</span><span class="p">()</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mi">0</span><span class="p">.</span><span class="mi">5</span><span class="p">))</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="k">unnest</span><span class="p">(</span><span class="n">generate_array</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1000</span><span class="p">))</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">predicted_score</span><span class="p">))</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------+
+| auc_pr |
++--------+
+| 0.5    |
++--------+
+</code>
+</pre>
+
+<p><strong>2. Good classifier</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">precision_recall_auc</span><span class="p">((</span><span class="k">select</span><span class="w"> </span><span class="n">array_agg</span><span class="p">(</span><span class="n">struct</span><span class="p">(</span><span class="k">cast</span><span class="p">(</span><span class="n">predicted_score</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">float64</span><span class="p">),</span><span class="w"> </span><span class="n">predicted_score</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mi">500</span><span class="p">))</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="k">unnest</span><span class="p">(</span><span class="n">generate_array</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1000</span><span class="p">))</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">predicted_score</span><span class="p">))</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">precision_recall_auc</span><span class="p">((</span><span class="k">select</span><span class="w"> </span><span class="n">array_agg</span><span class="p">(</span><span class="n">struct</span><span class="p">(</span><span class="k">cast</span><span class="p">(</span><span class="n">predicted_score</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">float64</span><span class="p">),</span><span class="w"> </span><span class="n">predicted_score</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mi">500</span><span class="p">))</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="k">unnest</span><span class="p">(</span><span class="n">generate_array</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1000</span><span class="p">))</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">predicted_score</span><span class="p">))</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">precision_recall_auc</span><span class="p">((</span><span class="k">select</span><span class="w"> </span><span class="n">array_agg</span><span class="p">(</span><span class="n">struct</span><span class="p">(</span><span class="k">cast</span><span class="p">(</span><span class="n">predicted_score</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">float64</span><span class="p">),</span><span class="w"> </span><span class="n">predicted_score</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mi">500</span><span class="p">))</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="k">unnest</span><span class="p">(</span><span class="n">generate_array</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1000</span><span class="p">))</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">predicted_score</span><span class="p">))</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------+
+| auc_pr |
++--------+
+| 1.0    |
++--------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>precision_recall_auc</code>?</summary>
+<details class="success">
+<summary>Get help using <code>precision_recall_auc</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>precision_recall_auc</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You're evaluating a machine learning model designed to predict customer churn for a telecommunications company.  You have a dataset with customer features and a label indicating whether they churned (1) or not (0).  Your model outputs a churn probability score for each customer.</p>
+<p>Here's how you would use the <code>precision_recall_auc</code> function in BigQuery to evaluate your model:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">YOUR_REGION</span><span class="p">.</span><span class="n">precision_recall_auc</span><span class="p">(</span>
+<span class="w">    </span><span class="p">(</span>
+<span class="w">        </span><span class="k">SELECT</span>
+<span class="w">            </span><span class="n">ARRAY_AGG</span><span class="p">(</span>
+<span class="w">                </span><span class="n">STRUCT</span><span class="p">(</span>
+<span class="w">                    </span><span class="n">predicted_churn_probability</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">predicted_score</span><span class="p">,</span>
+<span class="w">                    </span><span class="n">churned</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">label</span>
+<span class="w">                </span><span class="p">)</span>
+<span class="w">            </span><span class="p">)</span>
+<span class="w">        </span><span class="k">FROM</span>
+<span class="w">            </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">customer_churn_predictions</span><span class="o">`</span>
+<span class="w">    </span><span class="p">)</span>
+<span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">auc_pr</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Explanation:</strong></p>
+<ol>
+<li>
+<p><strong><code>your_project.your_dataset.customer_churn_predictions</code></strong>:  Replace this with the actual location of your BigQuery table containing the predictions. This table should have at least two columns:</p>
+<ul>
+<li><code>predicted_churn_probability</code>:  The predicted probability of churn (a floating-point number between 0 and 1).</li>
+<li><code>churned</code>: The ground truth label (1 for churn, 0 for no churn).</li>
+</ul>
+</li>
+<li>
+<p><strong><code>ARRAY_AGG(STRUCT(...))</code></strong>: This constructs an array of structs, where each struct contains the predicted score and the true label for a single customer. This is the required input format for the <code>precision_recall_auc</code> function.</p>
+</li>
+<li>
+<p><strong><code>bigfunctions.YOUR_REGION.precision_recall_auc</code></strong>: Replace <code>YOUR_REGION</code> with the appropriate BigQuery region where your data resides (e.g., <code>us</code>, <code>eu</code>, <code>us-central1</code>). This function calculates the area under the precision-recall curve.</p>
+</li>
+<li>
+<p><strong><code>AS auc_pr</code></strong>: This assigns the resulting AUC-PR value to a column named <code>auc_pr</code>.</p>
+</li>
+</ol>
+<p><strong>Why use AUC-PR in this case?</strong></p>
+<p>Churn prediction is often an imbalanced classification problem, meaning there are significantly more non-churners than churners.  AUC-PR is a better metric than AUC-ROC for imbalanced datasets because it focuses on the positive class (churners in this case).  A higher AUC-PR indicates a better model at identifying churners, even if they are a small portion of the overall customer base.</p>
+<p>By calculating the AUC-PR, you get a single number summarizing your model's performance, making it easier to compare different models or track the performance of a single model over time.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "precision_recall_auc",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; precision_recall_curve
+</span></p>
+<h1 id="precision_recall_curve">precision_recall_curve<a class="headerlink" href="#precision_recall_curve" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/anatolec/" title="Author: Anatole Callies" target="_blank">
+    <img src="https://ca.slack-edge.com/T01LGTNUWTE-U044NKG25GX-7469e33feefb-512" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/machine_learning/precision_recall_curve.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>precision_recall_curve</code> ?</summary>
+<details class="success">
+<summary>Call <code>precision_recall_curve</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>precision_recall_curve</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>precision_recall_curve</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>precision_recall_curve</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>precision_recall_curve</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>precision_recall_curve
+bigfun<span class="w"> </span>deploy<span class="w"> </span>precision_recall_curve
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>precision_recall_curve(predictions)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Returns the Precision-Recall Curve
+(as a table) given <code>predictions</code>, an array  of <code>(predicted_score, ground_truth_label)</code></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">precision_recall_curve</span><span class="p">([(</span><span class="mi">0</span><span class="p">.</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="k">false</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">0</span><span class="p">.</span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="k">false</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">0</span><span class="p">.</span><span class="mi">35</span><span class="p">,</span><span class="w"> </span><span class="k">true</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">0</span><span class="p">.</span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="k">true</span><span class="p">)])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">precision_recall_curve</span><span class="p">([(</span><span class="mi">0</span><span class="p">.</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="k">false</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">0</span><span class="p">.</span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="k">false</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">0</span><span class="p">.</span><span class="mi">35</span><span class="p">,</span><span class="w"> </span><span class="k">true</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">0</span><span class="p">.</span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="k">true</span><span class="p">)])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">precision_recall_curve</span><span class="p">([(</span><span class="mi">0</span><span class="p">.</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="k">false</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">0</span><span class="p">.</span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="k">false</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">0</span><span class="p">.</span><span class="mi">35</span><span class="p">,</span><span class="w"> </span><span class="k">true</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">0</span><span class="p">.</span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="k">true</span><span class="p">)])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
++-----------+---------+
+| precision |  recall |
++-----------+---------+
+|    0.5    |   1.0   |
+|    0.667  |   1.0   |
+|    0.5    |   0.5   |
+|    1.0    |   0.5   |
+|    1.0    |   0     |
++-----------+---------+
+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>precision_recall_curve</code>?</summary>
+<details class="success">
+<summary>Get help using <code>precision_recall_curve</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>precision_recall_curve</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You're evaluating a binary classification model (e.g., spam detection, fraud detection, disease diagnosis) and want to understand its performance across different thresholds.  The <code>precision_recall_curve</code> function helps you analyze the trade-off between precision and recall.</p>
+<p><strong>Use Case: Optimizing a Fraud Detection Model</strong></p>
+<p>Imagine you've trained a model to predict fraudulent transactions.  Each transaction is assigned a score between 0 and 1, representing the model's confidence that the transaction is fraudulent.  You need to choose a threshold above which you flag a transaction as fraudulent.  A higher threshold means higher precision (fewer false positives—legitimate transactions flagged as fraud) but lower recall (more false negatives—fraudulent transactions missed).</p>
+<p>Here's how <code>precision_recall_curve</code> helps:</p>
+<ol>
+<li>
+<p><strong>Data Preparation:</strong> You have a dataset with the predicted scores from your model and the ground truth labels (whether the transaction was actually fraudulent).  This data is formatted as an array of structs, where each struct contains the <code>predicted_score</code> (float64) and the <code>ground_truth_label</code> (bool).</p>
+</li>
+<li>
+<p><strong>Calling the Function:</strong> You use the <code>precision_recall_curve</code> function in your BigQuery query, passing in the array of structs:</p>
+</li>
+</ol>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="o">*</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">your_region</span><span class="p">.</span><span class="n">precision_recall_curve</span><span class="p">(</span>
+<span class="w">    </span><span class="nb">ARRAY</span><span class="p">[</span>
+<span class="w">        </span><span class="p">(</span><span class="mi">0</span><span class="p">.</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="k">false</span><span class="p">),</span><span class="w"> </span><span class="c1">-- Low score, not fraud</span>
+<span class="w">        </span><span class="p">(</span><span class="mi">0</span><span class="p">.</span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="k">false</span><span class="p">),</span><span class="w"> </span><span class="c1">-- Low score, not fraud</span>
+<span class="w">        </span><span class="p">(</span><span class="mi">0</span><span class="p">.</span><span class="mi">35</span><span class="p">,</span><span class="w"> </span><span class="k">true</span><span class="p">),</span><span class="w"> </span><span class="c1">-- Moderate score, fraud</span>
+<span class="w">        </span><span class="p">(</span><span class="mi">0</span><span class="p">.</span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="k">true</span><span class="p">),</span><span class="w"> </span><span class="c1">-- High score, fraud</span>
+<span class="w">        </span><span class="p">(</span><span class="mi">0</span><span class="p">.</span><span class="mi">95</span><span class="p">,</span><span class="w"> </span><span class="k">false</span><span class="p">),</span><span class="w"> </span><span class="c1">-- Very high score, surprisingly not fraud (potential outlier?)</span>
+<span class="w">        </span><span class="p">(</span><span class="mi">0</span><span class="p">.</span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="k">true</span><span class="p">),</span><span class="w"> </span><span class="c1">--  Moderate-high score, fraud</span>
+<span class="w">        </span><span class="p">(</span><span class="mi">0</span><span class="p">.</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="k">false</span><span class="p">)</span><span class="w"> </span><span class="c1">-- Low score, not fraud</span>
+<span class="w">    </span><span class="p">]</span>
+<span class="p">);</span>
+</code></pre></div>
+<ol>
+<li>
+<p><strong>Interpreting the Results:</strong> The function returns a table with <code>precision</code> and <code>recall</code> columns. Each row represents a different threshold, and the values show the precision and recall achieved at that threshold.  By examining this curve:</p>
+</li>
+<li>
+<p><strong>Visualization:</strong> You can plot the precision-recall curve (precision on the y-axis, recall on the x-axis) to visualize the trade-off.</p>
+</li>
+<li><strong>Threshold Selection:</strong> You can identify the optimal threshold based on your specific business requirements.  For fraud detection, you might prioritize high recall (catching most fraudulent transactions even if it means more false positives that you can investigate manually) or balance precision and recall based on the costs associated with each type of error.</li>
+<li><strong>Model Evaluation:</strong>  The overall shape of the curve tells you about the performance of your model. A curve closer to the top-right corner indicates a better-performing model. You can compare the precision-recall curves of different models to choose the best one.</li>
+<li><strong>Identifying Issues:</strong> The example shows a case where a very high score (0.95) was associated with a non-fraudulent transaction.  This could be a sign of an issue with your model or a data anomaly worth investigating. The precision-recall curve, combined with an understanding of your data, helps pinpoint such scenarios.</li>
+</ol>
+<p>In essence, the <code>precision_recall_curve</code> function provides a powerful tool for evaluating and fine-tuning your binary classification models, enabling you to make informed decisions about selecting the best operating point based on the desired balance between precision and recall.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "precision_recall_curve",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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diff --git a/bigfunctions/prophet/index.html b/bigfunctions/prophet/index.html
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+        <meta name="description" content="BigFunction prophet is a BigQuery function which Return Time Series Forecast as json using [prophet](https://facebook.github.io/prophet/docs/quick_start.html#python-api)">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; prophet
+</span></p>
+<h1 id="prophet">prophet<a class="headerlink" href="#prophet" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/hoffa/" title="Credits: Felipe Hoffa" target="_blank">
+    <img src="https://miro.medium.com/v2/resize:fill:88:88/0*ahXIMiIgudZTyqJS.jpeg" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/machine_learning/prophet.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>prophet</code> ?</summary>
+<details class="success">
+<summary>Call <code>prophet</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>prophet</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>prophet</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>prophet</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>prophet</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>prophet
+bigfun<span class="w"> </span>deploy<span class="w"> </span>prophet
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>prophet(records, periods, kwargs)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Return Time Series Forecast as json using <a href="https://facebook.github.io/prophet/docs/quick_start.html#python-api">prophet</a>
+python library.</p>
+<p>Parameters of this function are passed as is to prophet python function and python function result is returned as is.</p>
+<p>(Inspired from <a href="https://medium.com/snowflake/facebook-prophet-forecasts-running-in-snowflake-with-snowpark-14fc870b56ae">this Felipe Hoffa medium's post</a>)</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Using a table with columns named <code>ds</code> and <code>y</code> for date and value respectively</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">with</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-01-01&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">ds</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">y</span><span class="p">,</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-01-02&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">ds</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">y</span><span class="p">,</span>
+
+<span class="p">)</span>
+
+
+<span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">prophet</span><span class="p">(</span><span class="n">to_json</span><span class="p">(</span><span class="n">array_agg</span><span class="p">(</span><span class="n">sample_data</span><span class="p">)),</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+<span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">with</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-01-01&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">ds</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">y</span><span class="p">,</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-01-02&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">ds</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">y</span><span class="p">,</span>
+
+<span class="p">)</span>
+
+
+<span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">prophet</span><span class="p">(</span><span class="n">to_json</span><span class="p">(</span><span class="n">array_agg</span><span class="p">(</span><span class="n">sample_data</span><span class="p">)),</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+<span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">with</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-01-01&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">ds</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">y</span><span class="p">,</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-01-02&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">ds</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">y</span><span class="p">,</span>
+
+<span class="p">)</span>
+
+
+<span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">prophet</span><span class="p">(</span><span class="n">to_json</span><span class="p">(</span><span class="n">array_agg</span><span class="p">(</span><span class="n">sample_data</span><span class="p">)),</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+<span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| forecasted_records                                                                                                                                                             |
++--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| [
+  {&#34;ds&#34;: &#34;2022-01-03&#34;, &#34;yhat&#34;: 3, &#34;yhat_upper&#34;: 3, ...},
+  {&#34;ds&#34;: &#34;2022-01-04&#34;, &#34;yhat&#34;: 4, &#34;yhat_upper&#34;: 4, ...},
+  {&#34;ds&#34;: &#34;2022-01-05&#34;, &#34;yhat&#34;: 5, &#34;yhat_upper&#34;: 5, ...}
+]
+ |
++--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<p><strong>2. Using a table with columns to rename to <code>ds</code> and <code>y</code></strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">with</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-01-01&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nb">date</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">,</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-01-02&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nb">date</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">,</span>
+
+<span class="p">)</span>
+
+
+<span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">prophet</span><span class="p">(</span><span class="n">to_json</span><span class="p">(</span><span class="n">array_agg</span><span class="p">(</span><span class="n">struct</span><span class="p">(</span><span class="nb">date</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">ds</span><span class="p">,</span><span class="w"> </span><span class="n">value</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">y</span><span class="p">))),</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+<span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">with</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-01-01&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nb">date</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">,</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-01-02&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nb">date</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">,</span>
+
+<span class="p">)</span>
+
+
+<span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">prophet</span><span class="p">(</span><span class="n">to_json</span><span class="p">(</span><span class="n">array_agg</span><span class="p">(</span><span class="n">struct</span><span class="p">(</span><span class="nb">date</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">ds</span><span class="p">,</span><span class="w"> </span><span class="n">value</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">y</span><span class="p">))),</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+<span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">with</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-01-01&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nb">date</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">,</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-01-02&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nb">date</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">,</span>
+
+<span class="p">)</span>
+
+
+<span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">prophet</span><span class="p">(</span><span class="n">to_json</span><span class="p">(</span><span class="n">array_agg</span><span class="p">(</span><span class="n">struct</span><span class="p">(</span><span class="nb">date</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">ds</span><span class="p">,</span><span class="w"> </span><span class="n">value</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">y</span><span class="p">))),</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+<span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| forecasted_records                                                                                                                                                             |
++--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| [
+  {&#34;ds&#34;: &#34;2022-01-03&#34;, &#34;yhat&#34;: 3, &#34;yhat_upper&#34;: 3, ...},
+  {&#34;ds&#34;: &#34;2022-01-04&#34;, &#34;yhat&#34;: 4, &#34;yhat_upper&#34;: 4, ...},
+  {&#34;ds&#34;: &#34;2022-01-05&#34;, &#34;yhat&#34;: 5, &#34;yhat_upper&#34;: 5, ...}
+]
+ |
++--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>prophet</code>?</summary>
+<details class="success">
+<summary>Get help using <code>prophet</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>prophet</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A use case for this <code>prophet</code> BigQuery function would be forecasting future sales based on historical sales data. Imagine you have a table in BigQuery called <code>sales_data</code> with two columns: <code>date</code> (DATE) and <code>sales</code> (INTEGER).  You want to predict sales for the next 7 days.</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="o">&lt;</span><span class="n">your</span><span class="o">-</span><span class="n">region</span><span class="o">&gt;</span><span class="p">.</span><span class="n">prophet</span><span class="p">(</span>
+<span class="w">    </span><span class="p">(</span>
+<span class="w">        </span><span class="k">SELECT</span>
+<span class="w">            </span><span class="n">JSON_ARRAY</span><span class="p">(</span><span class="k">CAST</span><span class="p">(</span><span class="nb">date</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">STRING</span><span class="p">),</span><span class="w"> </span><span class="n">sales</span><span class="p">)</span>
+<span class="w">        </span><span class="k">FROM</span>
+<span class="w">            </span><span class="o">`</span><span class="n">your</span><span class="o">-</span><span class="n">project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">sales_data</span><span class="o">`</span>
+<span class="w">        </span><span class="k">ORDER</span><span class="w"> </span><span class="k">BY</span>
+<span class="w">            </span><span class="nb">date</span>
+<span class="w">    </span><span class="p">),</span>
+<span class="w">    </span><span class="mi">7</span>
+<span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">forecasted_sales</span><span class="p">;</span>
+</code></pre></div>
+<p>Replace <code>&lt;your-region&gt;</code> with the appropriate BigQuery region for your dataset (e.g., <code>us</code>, <code>eu</code>, <code>us-central1</code>). This query will:</p>
+<ol>
+<li>
+<p><strong>Prepare the input data:</strong> The subquery selects the date and sales data from your <code>sales_data</code> table, converts the date to a string, and uses <code>JSON_ARRAY</code> to create an array of [date, sales] pairs for each row. This is the format expected by the <code>prophet</code> function. The data is ordered by date, which is crucial for time series forecasting.</p>
+</li>
+<li>
+<p><strong>Call the prophet function:</strong> The <code>prophet</code> function is called with the JSON array of historical data and the number of periods (7 days) to forecast.</p>
+</li>
+<li>
+<p><strong>Return the forecast:</strong>  The function returns a JSON array containing the forecasted sales for the next 7 days in the same [date, sales] format.  The result is aliased as <code>forecasted_sales</code>.</p>
+</li>
+</ol>
+<p>You can then use the forecasted sales data for inventory planning, resource allocation, and other business decisions.</p>
+<p><strong>More advanced example with custom seasonality:</strong></p>
+<p>You can also pass additional parameters to the underlying Prophet model using the <code>kwargs</code> argument. For example, to add a weekly seasonality:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="o">&lt;</span><span class="n">your</span><span class="o">-</span><span class="n">region</span><span class="o">&gt;</span><span class="p">.</span><span class="n">prophet</span><span class="p">(</span>
+<span class="w">    </span><span class="p">(</span>
+<span class="w">        </span><span class="k">SELECT</span>
+<span class="w">            </span><span class="n">JSON_ARRAY</span><span class="p">(</span><span class="k">CAST</span><span class="p">(</span><span class="nb">date</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">STRING</span><span class="p">),</span><span class="w"> </span><span class="n">sales</span><span class="p">)</span>
+<span class="w">        </span><span class="k">FROM</span>
+<span class="w">            </span><span class="o">`</span><span class="n">your</span><span class="o">-</span><span class="n">project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">sales_data</span><span class="o">`</span>
+<span class="w">        </span><span class="k">ORDER</span><span class="w"> </span><span class="k">BY</span>
+<span class="w">            </span><span class="nb">date</span>
+<span class="w">    </span><span class="p">),</span>
+<span class="w">    </span><span class="mi">7</span><span class="p">,</span>
+<span class="w">    </span><span class="n">STRUCT</span><span class="p">(</span><span class="n">JSON</span><span class="s1">&#39;{&quot;weekly_seasonality&quot;: true}&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">kwargs</span><span class="p">)</span>
+<span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">forecasted_sales_with_weekly_seasonality</span><span class="p">;</span>
+</code></pre></div>
+<p>This allows you to customize the model to better fit your specific data and business needs, such as accounting for daily, weekly, or yearly seasonality. Refer to the Prophet documentation for a complete list of available parameters.</p>
+<p>This example demonstrates how the <code>prophet</code> BigQuery function can be used for practical time series forecasting directly within BigQuery, simplifying the process and leveraging the power of Prophet without needing external libraries or tools.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "prophet",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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diff --git a/bigfunctions/prophet_table/index.html b/bigfunctions/prophet_table/index.html
new file mode 100644
index 000000000..18d891442
--- /dev/null
+++ b/bigfunctions/prophet_table/index.html
@@ -0,0 +1,1370 @@
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; prophet_table
+</span></p>
+<h1 id="prophet_table">prophet_table<a class="headerlink" href="#prophet_table" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/machine_learning/prophet_table.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>prophet_table</code> ?</summary>
+<details class="success">
+<summary>Call <code>prophet_table</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>prophet_table</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>prophet_table</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>prophet_table</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>prophet_table</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>prophet_table
+bigfun<span class="w"> </span>deploy<span class="w"> </span>prophet_table
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>prophet_table(records, periods, kwargs)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Return Time Series Forecast as table using <a href="https://facebook.github.io/prophet/docs/quick_start.html#python-api">prophet</a>
+python library.</p>
+<p>Parameters of this function are passed as is to prophet python function and python function result is returned as is.</p>
+<p>(Inspired from <a href="https://medium.com/snowflake/facebook-prophet-forecasts-running-in-snowflake-with-snowpark-14fc870b56ae">this Felipe Hoffa medium's post</a>)</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Using a table with columns named <code>ds</code> and <code>y</code> for date and value respectively</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">with</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-01-01&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">ds</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">y</span><span class="p">,</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-01-02&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">ds</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">y</span><span class="p">,</span>
+
+<span class="p">)</span>
+
+
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">prophet_table</span><span class="p">(</span>
+<span class="w">  </span><span class="n">to_json</span><span class="p">((</span>
+<span class="w">    </span><span class="k">select</span><span class="w"> </span><span class="n">array_agg</span><span class="p">(</span><span class="n">sample_data</span><span class="p">)</span>
+<span class="w">    </span><span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+<span class="w">  </span><span class="p">))</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">with</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-01-01&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">ds</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">y</span><span class="p">,</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-01-02&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">ds</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">y</span><span class="p">,</span>
+
+<span class="p">)</span>
+
+
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">prophet_table</span><span class="p">(</span>
+<span class="w">  </span><span class="n">to_json</span><span class="p">((</span>
+<span class="w">    </span><span class="k">select</span><span class="w"> </span><span class="n">array_agg</span><span class="p">(</span><span class="n">sample_data</span><span class="p">)</span>
+<span class="w">    </span><span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+<span class="w">  </span><span class="p">))</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">with</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-01-01&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">ds</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">y</span><span class="p">,</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-01-02&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">ds</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">y</span><span class="p">,</span>
+
+<span class="p">)</span>
+
+
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">prophet_table</span><span class="p">(</span>
+<span class="w">  </span><span class="n">to_json</span><span class="p">((</span>
+<span class="w">    </span><span class="k">select</span><span class="w"> </span><span class="n">array_agg</span><span class="p">(</span><span class="n">sample_data</span><span class="p">)</span>
+<span class="w">    </span><span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+<span class="w">  </span><span class="p">))</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
+| -------------------------------------|
+|    date    | yhat | yhat_lower | ... |
+| -------------------------------------|
+| 2022-01-03 |  3   |     3      | ... |
+| 2022-01-04 |  4   |     4      | ... |
+| 2022-01-05 |  5   |     5      | ... |
+| -------------------------------------|
+
+</code>
+</pre>
+
+<p><strong>2. Using a table with columns to rename to <code>ds</code> and <code>y</code></strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">with</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-01-01&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nb">date</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">,</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-01-02&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nb">date</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">,</span>
+
+<span class="p">)</span>
+
+
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">prophet_table</span><span class="p">(</span>
+<span class="w">  </span><span class="n">to_json</span><span class="p">((</span>
+<span class="w">    </span><span class="k">select</span><span class="w"> </span><span class="n">array_agg</span><span class="p">(</span><span class="n">struct</span><span class="p">(</span><span class="nb">date</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">ds</span><span class="p">,</span><span class="w"> </span><span class="n">value</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">y</span><span class="p">))</span>
+<span class="w">    </span><span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+<span class="w">  </span><span class="p">))</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">with</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-01-01&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nb">date</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">,</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-01-02&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nb">date</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">,</span>
+
+<span class="p">)</span>
+
+
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">prophet_table</span><span class="p">(</span>
+<span class="w">  </span><span class="n">to_json</span><span class="p">((</span>
+<span class="w">    </span><span class="k">select</span><span class="w"> </span><span class="n">array_agg</span><span class="p">(</span><span class="n">struct</span><span class="p">(</span><span class="nb">date</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">ds</span><span class="p">,</span><span class="w"> </span><span class="n">value</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">y</span><span class="p">))</span>
+<span class="w">    </span><span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+<span class="w">  </span><span class="p">))</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">with</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-01-01&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nb">date</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">,</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="nb">date</span><span class="p">(</span><span class="s1">&#39;2022-01-02&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nb">date</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">value</span><span class="p">,</span>
+
+<span class="p">)</span>
+
+
+<span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">prophet_table</span><span class="p">(</span>
+<span class="w">  </span><span class="n">to_json</span><span class="p">((</span>
+<span class="w">    </span><span class="k">select</span><span class="w"> </span><span class="n">array_agg</span><span class="p">(</span><span class="n">struct</span><span class="p">(</span><span class="nb">date</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">ds</span><span class="p">,</span><span class="w"> </span><span class="n">value</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">y</span><span class="p">))</span>
+<span class="w">    </span><span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+<span class="w">  </span><span class="p">))</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
+| -------------------------------------|
+|    date    | yhat | yhat_lower | ... |
+| -------------------------------------|
+| 2022-01-03 |  3   |     3      | ... |
+| 2022-01-04 |  4   |     4      | ... |
+| 2022-01-05 |  5   |     5      | ... |
+| -------------------------------------|
+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>prophet_table</code>?</summary>
+<details class="success">
+<summary>Get help using <code>prophet_table</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>prophet_table</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/prophet_table" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "prophet_table",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
+
+
+
+
+
+  
+  
+
+
+
+<!-- Was this page helpful? -->
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+<!-- Comment system -->
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+                
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+    </a>
+  
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diff --git a/bigfunctions/quantize_into_bins/index.html b/bigfunctions/quantize_into_bins/index.html
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; quantize_into_bins
+</span></p>
+<h1 id="quantize_into_bins">quantize_into_bins<a class="headerlink" href="#quantize_into_bins" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_numeric/quantize_into_bins.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>quantize_into_bins</code> ?</summary>
+<details class="success">
+<summary>Call <code>quantize_into_bins</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>quantize_into_bins</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>quantize_into_bins</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>quantize_into_bins</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>quantize_into_bins</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>quantize_into_bins
+bigfun<span class="w"> </span>deploy<span class="w"> </span>quantize_into_bins
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>quantize_into_bins(value, bin_bounds)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Get the <code>bin_range</code> in which belongs <code>value</code>
+with bins defined by their <code>bin_bounds</code>.</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">quantize_into_bins</span><span class="p">(</span><span class="o">-</span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">quantize_into_bins</span><span class="p">(</span><span class="o">-</span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">quantize_into_bins</span><span class="p">(</span><span class="o">-</span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------+
+| bin_range |
++-----------+
+| ]-∞, 0[   |
++-----------+
+</code>
+</pre>
+
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">quantize_into_bins</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">quantize_into_bins</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">quantize_into_bins</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------+
+| bin_range |
++-----------+
+| [1, 5[    |
++-----------+
+</code>
+</pre>
+
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">quantize_into_bins</span><span class="p">(</span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">quantize_into_bins</span><span class="p">(</span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">quantize_into_bins</span><span class="p">(</span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------+
+| bin_range |
++-----------+
+| [5, 10]   |
++-----------+
+</code>
+</pre>
+
+<div class="tabbed-set tabbed-alternate" data-tabs="4:3"><input checked="checked" id="__tabbed_4_1" name="__tabbed_4" type="radio" /><input id="__tabbed_4_2" name="__tabbed_4" type="radio" /><input id="__tabbed_4_3" name="__tabbed_4" type="radio" /><div class="tabbed-labels"><label for="__tabbed_4_1">EU</label><label for="__tabbed_4_2">US</label><label for="__tabbed_4_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">quantize_into_bins</span><span class="p">(</span><span class="mi">130</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">quantize_into_bins</span><span class="p">(</span><span class="mi">130</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">quantize_into_bins</span><span class="p">(</span><span class="mi">130</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------+
+| bin_range |
++-----------+
+| ]10, +∞[  |
++-----------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>quantize_into_bins</code>?</summary>
+<details class="success">
+<summary>Get help using <code>quantize_into_bins</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>quantize_into_bins</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You could use this function to categorize website session durations into bins for analysis.  Let's say you have a table of website session data with a <code>session_duration_seconds</code> column. You want to group these sessions into duration categories like "Short (0-30s)", "Medium (31-60s)", "Long (61-180s)", and "Very Long (181s+)".</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">user_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">quantize_into_bins</span><span class="p">(</span><span class="n">session_duration_seconds</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">30</span><span class="p">,</span><span class="w"> </span><span class="mi">60</span><span class="p">,</span><span class="w"> </span><span class="mi">180</span><span class="p">])</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">session_duration_category</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">your_session_table</span><span class="o">`</span>
+</code></pre></div>
+<p>This query would add a <code>session_duration_category</code> column to your results.  For a session lasting 20 seconds, the category would be "]−∞, 0[", since the lower bound isn't inclusive. For 45 seconds it would be "[30, 60[", for 150 seconds it would be "[60, 180]", and for 200 seconds it would be "]180, +∞[". You can then use this new category for aggregation and reporting, such as:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">session_duration_category</span><span class="p">,</span>
+<span class="w">    </span><span class="k">COUNT</span><span class="p">(</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">num_sessions</span><span class="p">,</span>
+<span class="w">    </span><span class="k">AVG</span><span class="p">(</span><span class="n">pages_viewed</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">avg_pages_viewed</span>
+<span class="w">  </span><span class="k">FROM</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="k">SELECT</span>
+<span class="w">        </span><span class="n">user_id</span><span class="p">,</span>
+<span class="w">        </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">quantize_into_bins</span><span class="p">(</span><span class="n">session_duration_seconds</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">30</span><span class="p">,</span><span class="w"> </span><span class="mi">60</span><span class="p">,</span><span class="w"> </span><span class="mi">180</span><span class="p">])</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">session_duration_category</span><span class="p">,</span>
+<span class="w">        </span><span class="n">pages_viewed</span>
+<span class="w">      </span><span class="k">FROM</span>
+<span class="w">        </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">your_session_table</span><span class="o">`</span>
+<span class="w">  </span><span class="p">)</span>
+<span class="w">  </span><span class="k">GROUP</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">  </span><span class="k">ORDER</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="mi">1</span>
+</code></pre></div>
+<p>This would give you a summary table showing the number of sessions and average pages viewed for each session duration category.  This allows you to analyze user behavior based on how long they spend on your website.</p>
+<p>Other use cases include:</p>
+<ul>
+<li><strong>Customer Segmentation by Purchase Value:</strong> Categorize customers based on their total spending into different tiers (e.g., low, medium, high spenders).</li>
+<li><strong>Lead Scoring:</strong> Assign leads to different score ranges based on factors like engagement and demographics.</li>
+<li><strong>Performance Analysis:</strong> Group employees into performance categories based on metrics like sales or customer satisfaction scores.</li>
+<li><strong>Data Visualization:</strong> Create histograms or other visualizations where data needs to be binned for clarity.  The output of <code>quantize_into_bins</code> can be used directly for grouping in chart creation.</li>
+<li><strong>Data Preprocessing for Machine Learning:</strong> Binning continuous variables can be a useful preprocessing step for certain machine learning models.</li>
+</ul>
+<p>Remember to replace <code>bigfunctions.us</code> with the appropriate dataset for your BigQuery region.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/quantize_into_bins" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "quantize_into_bins",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
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diff --git a/bigfunctions/quantize_into_bins_with_labels/index.html b/bigfunctions/quantize_into_bins_with_labels/index.html
new file mode 100644
index 000000000..3484ce30c
--- /dev/null
+++ b/bigfunctions/quantize_into_bins_with_labels/index.html
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+        <meta name="description" content="BigFunction quantize_into_bins_with_labels is a BigQuery function which Get the `label` of the bin in which belongs `value`">
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+  <a href="#spread-the-word" class="md-nav__link">
+    <span class="md-ellipsis">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; quantize_into_bins_with_labels
+</span></p>
+<h1 id="quantize_into_bins_with_labels">quantize_into_bins_with_labels<a class="headerlink" href="#quantize_into_bins_with_labels" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/bartosz-figas" title="Author: Bartosz Figas" target="_blank">
+    <img src="https://media.licdn.com/dms/image/C4D03AQHZHNvfrl8O5Q/profile-displayphoto-shrink_800_800/0/1661107655654?e=1727308800&v=beta&t=ntO0tHKHREQWRe7_oxPlsCtCYxIB3_YyStq9B4Tv_uw" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_numeric/quantize_into_bins_with_labels.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>quantize_into_bins_with_labels</code> ?</summary>
+<details class="success">
+<summary>Call <code>quantize_into_bins_with_labels</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>quantize_into_bins_with_labels</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>quantize_into_bins_with_labels</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>quantize_into_bins_with_labels</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>quantize_into_bins_with_labels</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>quantize_into_bins_with_labels
+bigfun<span class="w"> </span>deploy<span class="w"> </span>quantize_into_bins_with_labels
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>quantize_into_bins_with_labels(value, bin_bounds, labels)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Get the <code>label</code> of the bin in which belongs <code>value</code></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. <code>55</code> is between <code>50</code> and <code>60</code> so it is in second bin.</strong>
+--&gt; Function returns <code>Wait for result exam</code> label.</p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">quantize_into_bins_with_labels</span><span class="p">(</span><span class="mi">55</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">60</span><span class="p">,</span><span class="w"> </span><span class="mi">90</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;Fail&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Wait for result exam&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass with mention&#39;</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">quantize_into_bins_with_labels</span><span class="p">(</span><span class="mi">55</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">60</span><span class="p">,</span><span class="w"> </span><span class="mi">90</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;Fail&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Wait for result exam&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass with mention&#39;</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">quantize_into_bins_with_labels</span><span class="p">(</span><span class="mi">55</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">60</span><span class="p">,</span><span class="w"> </span><span class="mi">90</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;Fail&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Wait for result exam&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass with mention&#39;</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------------------+
+| label                |
++----------------------+
+| Wait for result exam |
++----------------------+
+</code>
+</pre>
+
+<p><strong>2. Lower bounds are inclusive. <code>50</code> is then also in second bin.</strong>
+--&gt; Function returns <code>Wait for result exam</code> label.</p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">quantize_into_bins_with_labels</span><span class="p">(</span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">60</span><span class="p">,</span><span class="w"> </span><span class="mi">90</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;Fail&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Wait for result exam&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass with mention&#39;</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">quantize_into_bins_with_labels</span><span class="p">(</span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">60</span><span class="p">,</span><span class="w"> </span><span class="mi">90</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;Fail&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Wait for result exam&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass with mention&#39;</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">quantize_into_bins_with_labels</span><span class="p">(</span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">60</span><span class="p">,</span><span class="w"> </span><span class="mi">90</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;Fail&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Wait for result exam&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass with mention&#39;</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------------------+
+| label                |
++----------------------+
+| Wait for result exam |
++----------------------+
+</code>
+</pre>
+
+<p><strong>3. <code>-10</code> is below the lowest bound</strong>
+--&gt; Function returns <code>UNDEFINED_INF</code>.
+(It returns <code>UNDEFINED_SUP</code> is above the upper bound).</p>
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">quantize_into_bins_with_labels</span><span class="p">(</span><span class="o">-</span><span class="mi">10</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">60</span><span class="p">,</span><span class="w"> </span><span class="mi">90</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;Fail&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Wait for result exam&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass with mention&#39;</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">quantize_into_bins_with_labels</span><span class="p">(</span><span class="o">-</span><span class="mi">10</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">60</span><span class="p">,</span><span class="w"> </span><span class="mi">90</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;Fail&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Wait for result exam&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass with mention&#39;</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">quantize_into_bins_with_labels</span><span class="p">(</span><span class="o">-</span><span class="mi">10</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">60</span><span class="p">,</span><span class="w"> </span><span class="mi">90</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;Fail&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Wait for result exam&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass with mention&#39;</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------------+
+| label         |
++---------------+
+| UNDEFINED_INF |
++---------------+
+</code>
+</pre>
+
+<p><strong>4. You can also pass <code>n + 1</code> labels instead of <code>n - 1</code> labels (when <code>n</code> is the number of bounds).</strong>
+In that case, values below the first bound will have this first label (instead of <code>UNDEFINED_INF</code>).
+<code>-10</code> will then give <code>Lower than very bad!</code>.</p>
+<div class="tabbed-set tabbed-alternate" data-tabs="4:3"><input checked="checked" id="__tabbed_4_1" name="__tabbed_4" type="radio" /><input id="__tabbed_4_2" name="__tabbed_4" type="radio" /><input id="__tabbed_4_3" name="__tabbed_4" type="radio" /><div class="tabbed-labels"><label for="__tabbed_4_1">EU</label><label for="__tabbed_4_2">US</label><label for="__tabbed_4_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">quantize_into_bins_with_labels</span><span class="p">(</span><span class="o">-</span><span class="mi">10</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">60</span><span class="p">,</span><span class="w"> </span><span class="mi">90</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;Lower than very bad!&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Fail&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Wait for result exam&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass with mention&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Genius!&#39;</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">quantize_into_bins_with_labels</span><span class="p">(</span><span class="o">-</span><span class="mi">10</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">60</span><span class="p">,</span><span class="w"> </span><span class="mi">90</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;Lower than very bad!&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Fail&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Wait for result exam&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass with mention&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Genius!&#39;</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">quantize_into_bins_with_labels</span><span class="p">(</span><span class="o">-</span><span class="mi">10</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">60</span><span class="p">,</span><span class="w"> </span><span class="mi">90</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;Lower than very bad!&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Fail&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Wait for result exam&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass with mention&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Genius!&#39;</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------------------+
+| label               |
++---------------------+
+| Lower than very bad |
++---------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>quantize_into_bins_with_labels</code>?</summary>
+<details class="success">
+<summary>Get help using <code>quantize_into_bins_with_labels</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>quantize_into_bins_with_labels</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A common use case for the <code>quantize_into_bins_with_labels</code> function is assigning letter grades to students based on their numerical scores.</p>
+<p>Imagine a grading system where:</p>
+<ul>
+<li>0-50:  Fail</li>
+<li>50-60: Wait for result exam</li>
+<li>60-90: Pass</li>
+<li>90-100: Pass with mention</li>
+</ul>
+<p>You have a table of student scores:</p>
+<div class="highlight"><pre><span></span><code><span class="k">CREATE</span><span class="w"> </span><span class="n">TEMP</span><span class="w"> </span><span class="k">TABLE</span><span class="w"> </span><span class="n">StudentScores</span><span class="w"> </span><span class="k">AS</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="s1">&#39;Alice&#39;</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">student</span><span class="p">,</span><span class="w"> </span><span class="mi">75</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">score</span><span class="w"> </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="s1">&#39;Bob&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">55</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">score</span><span class="w"> </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="s1">&#39;Charlie&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">92</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">score</span><span class="w"> </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="s1">&#39;David&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">45</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">score</span><span class="w"> </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="s1">&#39;Eve&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">105</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">score</span><span class="p">;</span>
+</code></pre></div>
+<p>You can use the <code>quantize_into_bins_with_labels</code> function to assign letter grades:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">student</span><span class="p">,</span>
+<span class="w">    </span><span class="n">score</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">quantize_into_bins_with_labels</span><span class="p">(</span><span class="n">score</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">60</span><span class="p">,</span><span class="w"> </span><span class="mi">90</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;Fail&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Wait for result exam&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass with mention&#39;</span><span class="p">])</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">grade</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="n">StudentScores</span><span class="p">;</span>
+</code></pre></div>
+<p>This will return:</p>
+<div class="highlight"><pre><span></span><code>+---------+------+----------------------+
+| student | score | grade                |
++---------+------+----------------------+
+| Alice   |   75 | Pass                 |
+| Bob     |   55 | Wait for result exam |
+| Charlie |   92 | Pass with mention    |
+| David   |   45 | Fail                 |
+| Eve     |  105 | UNDEFINED_SUP        |
++---------+------+----------------------+
+</code></pre></div>
+<p>This clearly shows which grade each student receives based on their score.  The <code>UNDEFINED_SUP</code> for Eve indicates her score is above the defined range.  You could handle this by adding another bin (e.g., 100-110: Exceptional) or by using an n+1 label approach as shown in the documentation example 4.  For example:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">student</span><span class="p">,</span>
+<span class="w">    </span><span class="n">score</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">quantize_into_bins_with_labels</span><span class="p">(</span><span class="n">score</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">60</span><span class="p">,</span><span class="w"> </span><span class="mi">90</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">],</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;Lower than very bad!&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Fail&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Wait for result exam&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Pass with mention&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Genius!&#39;</span><span class="p">])</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">grade</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="n">StudentScores</span><span class="p">;</span>
+</code></pre></div>
+<p>Other use cases could include:</p>
+<ul>
+<li><strong>Categorizing customer spending:</strong> Assign labels like "Low Spender," "Medium Spender," "High Spender" based on purchase amounts.</li>
+<li><strong>Classifying product sales:</strong>  Group products into "Low Sales," "Moderate Sales," "High Sales" categories based on units sold.</li>
+<li><strong>Defining age groups:</strong>  Assign age ranges to individuals like "Child," "Teenager," "Adult," "Senior."</li>
+<li><strong>Bucketing sensor data:</strong> Categorize sensor readings into different levels (e.g., "Low," "Medium," "High") for easier analysis and alerts.</li>
+</ul>
+<p>Essentially, anytime you need to categorize continuous numeric data into discrete labeled bins, <code>quantize_into_bins_with_labels</code> can be helpful.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "quantize_into_bins_with_labels",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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+    </a>
+  
+    
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diff --git a/bigfunctions/quantize_into_fixed_width_bins/index.html b/bigfunctions/quantize_into_fixed_width_bins/index.html
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; quantize_into_fixed_width_bins
+</span></p>
+<h1 id="quantize_into_fixed_width_bins">quantize_into_fixed_width_bins<a class="headerlink" href="#quantize_into_fixed_width_bins" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_numeric/quantize_into_fixed_width_bins.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>quantize_into_fixed_width_bins</code> ?</summary>
+<details class="success">
+<summary>Call <code>quantize_into_fixed_width_bins</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>quantize_into_fixed_width_bins</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>quantize_into_fixed_width_bins</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>quantize_into_fixed_width_bins</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>quantize_into_fixed_width_bins</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>quantize_into_fixed_width_bins
+bigfun<span class="w"> </span>deploy<span class="w"> </span>quantize_into_fixed_width_bins
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>quantize_into_fixed_width_bins(value, min_bound, max_bound, nb_bins)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Get the <code>bin_range</code> in which belongs <code>value</code>
+with bins defined so that there are <code>nb_bins</code> bins of same width between <code>min_bound</code> and <code>max_bound</code> plus a bin <code>]-∞, min_bound[</code> and a bin <code>]max_bound, +∞[</code></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">quantize_into_fixed_width_bins</span><span class="p">(</span><span class="o">-</span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">quantize_into_fixed_width_bins</span><span class="p">(</span><span class="o">-</span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">quantize_into_fixed_width_bins</span><span class="p">(</span><span class="o">-</span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------+
+| bin_range |
++-----------+
+| ]-∞, 0[   |
++-----------+
+</code>
+</pre>
+
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">quantize_into_fixed_width_bins</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">quantize_into_fixed_width_bins</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">quantize_into_fixed_width_bins</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------+
+| bin_range |
++-----------+
+| [0, 10[   |
++-----------+
+</code>
+</pre>
+
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">quantize_into_fixed_width_bins</span><span class="p">(</span><span class="mi">97</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">quantize_into_fixed_width_bins</span><span class="p">(</span><span class="mi">97</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">quantize_into_fixed_width_bins</span><span class="p">(</span><span class="mi">97</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------+
+| bin_range |
++-----------+
+| [90, 100] |
++-----------+
+</code>
+</pre>
+
+<div class="tabbed-set tabbed-alternate" data-tabs="4:3"><input checked="checked" id="__tabbed_4_1" name="__tabbed_4" type="radio" /><input id="__tabbed_4_2" name="__tabbed_4" type="radio" /><input id="__tabbed_4_3" name="__tabbed_4" type="radio" /><div class="tabbed-labels"><label for="__tabbed_4_1">EU</label><label for="__tabbed_4_2">US</label><label for="__tabbed_4_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">quantize_into_fixed_width_bins</span><span class="p">(</span><span class="mi">130</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">quantize_into_fixed_width_bins</span><span class="p">(</span><span class="mi">130</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">quantize_into_fixed_width_bins</span><span class="p">(</span><span class="mi">130</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">,</span><span class="w"> </span><span class="mi">10</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------+
+| bin_range |
++-----------+
+| ]100, +∞[ |
++-----------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>quantize_into_fixed_width_bins</code>?</summary>
+<details class="success">
+<summary>Get help using <code>quantize_into_fixed_width_bins</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>quantize_into_fixed_width_bins</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p><strong>Use Case: Customer Segmentation based on Purchase Value</strong></p>
+<p>An e-commerce company wants to segment its customers based on their total purchase value over the last year. They want to create 5 segments of equal width, ranging from the lowest purchase value to the highest.</p>
+<p><strong>Implementation with <code>quantize_into_fixed_width_bins</code>:</strong></p>
+<ol>
+<li>
+<p><strong>Determine the minimum and maximum purchase values:</strong>
+   <div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="k">MIN</span><span class="p">(</span><span class="n">total_purchase_value</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">min_value</span><span class="p">,</span><span class="w"> </span><span class="k">MAX</span><span class="p">(</span><span class="n">total_purchase_value</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">max_value</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">customer_purchases</span><span class="p">;</span>
+</code></pre></div>
+   Let's assume <code>min_value</code> is 0 and <code>max_value</code> is 1000.</p>
+</li>
+<li>
+<p><strong>Apply the <code>quantize_into_fixed_width_bins</code> function:</strong>
+   <div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">customer_id</span><span class="p">,</span><span class="w"> </span><span class="n">total_purchase_value</span><span class="p">,</span>
+<span class="w">       </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">quantize_into_fixed_width_bins</span><span class="p">(</span><span class="n">total_purchase_value</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="mi">1000</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">purchase_segment</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">customer_purchases</span><span class="p">;</span>
+</code></pre></div>
+   This will categorize each customer into one of the following segments:</p>
+</li>
+<li>
+<p><code>]-∞, 0[</code> (unlikely in this case, as purchase value should be non-negative)</p>
+</li>
+<li><code>[0, 200[</code></li>
+<li><code>[200, 400[</code></li>
+<li><code>[400, 600[</code></li>
+<li><code>[600, 800[</code></li>
+<li><code>[800, 1000]</code></li>
+<li>
+<p><code>]1000, +∞[</code></p>
+</li>
+<li>
+<p><strong>Analyze and utilize the segments:</strong> The company can now use these segments for targeted marketing campaigns, personalized recommendations, and other business strategies. For example, customers in the highest segment (<code>[800, 1000]</code> and <code>]1000, +∞[</code>) could receive exclusive offers or loyalty programs.</p>
+</li>
+</ol>
+<p><strong>Benefits of using <code>quantize_into_fixed_width_bins</code>:</strong></p>
+<ul>
+<li><strong>Simplified segmentation:</strong>  Easily creates equally sized bins, making it straightforward to understand and interpret the segments.</li>
+<li><strong>Flexibility:</strong>  The number of bins and the range can be adjusted to suit different segmentation needs.</li>
+<li><strong>Efficiency:</strong> The function handles the binning logic within the SQL query, eliminating the need for complex pre-processing steps.</li>
+</ul>
+<p><strong>Other Use Cases:</strong></p>
+<ul>
+<li><strong>Categorizing website traffic:</strong>  Segmenting users based on time spent on site, number of pages viewed, or other metrics.</li>
+<li><strong>Analyzing sensor data:</strong>  Grouping sensor readings into bins for easier analysis and visualization.</li>
+<li><strong>Performance monitoring:</strong> Classifying response times or error rates into different severity levels.</li>
+<li><strong>Creating histograms:</strong>  Generating histograms of data distributions using the binned values.</li>
+</ul>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/quantize_into_fixed_width_bins" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "quantize_into_fixed_width_bins",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
+
+
+
+
+
+  
+  
+
+
+
+<!-- Was this page helpful? -->
+
+
+  
+
+
+
+<!-- Comment system -->
+
+                
+              </article>
+            </div>
+          
+          
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diff --git a/bigfunctions/rare_values/index.html b/bigfunctions/rare_values/index.html
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+<h1 id="rare_values">rare_values<a class="headerlink" href="#rare_values" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_array/rare_values.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>rare_values</code> ?</summary>
+<details class="success">
+<summary>Call <code>rare_values</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>rare_values</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>rare_values</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>rare_values</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>rare_values</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>rare_values
+bigfun<span class="w"> </span>deploy<span class="w"> </span>rare_values
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>rare_values(values, frequency_threshold)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Returns <code>rare_values</code> among array of <code>values</code></p>
+<p>This function computes the frequency of each value in <code>values</code> array and returns the values which frequency is stricly below the given <code>frequency_threshold</code>.</p>
+<p>By returning rare values, this function can be used for anomaly detection in a variety of use cases.</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>Detect rare strings in an array of strings with a <code>frequency_threshold</code> of 0.2.</strong>
+<code>cherry</code> appears once for an array of 6 elements so its frequency
+is 1 / 6 ~= 0.167 &lt; 0.2.
+It is a rare string compared to the <code>frequency_threshold</code>.</p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">rare_values</span><span class="p">([</span><span class="ss">&quot;apple&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;apple&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;banana&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;banana&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;banana&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;cherry&quot;</span><span class="p">],</span><span class="w"> </span><span class="mi">0</span><span class="p">.</span><span class="mi">2</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">rare_values</span><span class="p">([</span><span class="ss">&quot;apple&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;apple&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;banana&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;banana&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;banana&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;cherry&quot;</span><span class="p">],</span><span class="w"> </span><span class="mi">0</span><span class="p">.</span><span class="mi">2</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">rare_values</span><span class="p">([</span><span class="ss">&quot;apple&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;apple&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;banana&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;banana&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;banana&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;cherry&quot;</span><span class="p">],</span><span class="w"> </span><span class="mi">0</span><span class="p">.</span><span class="mi">2</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------------+
+| rare_values |
++-------------+
+| [&#34;cherry&#34;]  |
++-------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>rare_values</code>?</summary>
+<details class="success">
+<summary>Get help using <code>rare_values</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>rare_values</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>Let's say you have a dataset of e-commerce transactions and you want to identify potentially fraudulent orders based on unusual shipping addresses.  You could use the <code>rare_values</code> function to find addresses that appear infrequently.</p>
+<p><strong>Scenario:</strong></p>
+<p>You have a table <code>orders</code> with a column <code>shipping_city</code>.  Most orders are shipped to common cities, but fraudulent orders might be shipped to less common locations.</p>
+<p><strong>Query:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">shipping_city</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your</span><span class="o">-</span><span class="n">project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">orders</span><span class="o">`</span>
+<span class="w">  </span><span class="k">WHERE</span>
+<span class="w">    </span><span class="n">shipping_city</span><span class="w"> </span><span class="k">IN</span><span class="w"> </span><span class="p">(</span>
+<span class="w">      </span><span class="k">SELECT</span>
+<span class="w">          </span><span class="o">*</span>
+<span class="w">        </span><span class="k">FROM</span>
+<span class="w">          </span><span class="n">UNARRAY</span><span class="p">(</span>
+<span class="w">            </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">rare_values</span><span class="p">(</span>
+<span class="w">              </span><span class="p">(</span>
+<span class="w">                </span><span class="k">SELECT</span>
+<span class="w">                    </span><span class="n">ARRAY_AGG</span><span class="p">(</span><span class="n">shipping_city</span><span class="p">)</span>
+<span class="w">                  </span><span class="k">FROM</span>
+<span class="w">                    </span><span class="o">`</span><span class="n">your</span><span class="o">-</span><span class="n">project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">orders</span><span class="o">`</span>
+<span class="w">              </span><span class="p">),</span>
+<span class="w">              </span><span class="mi">0</span><span class="p">.</span><span class="mi">01</span>
+<span class="w">            </span><span class="p">)</span>
+<span class="w">          </span><span class="p">)</span>
+<span class="w">    </span><span class="p">)</span>
+</code></pre></div>
+<p><strong>Explanation:</strong></p>
+<ol>
+<li><strong><code>SELECT ARRAY_AGG(shipping_city) FROM your-project.your_dataset.orders</code></strong>: This subquery aggregates all the <code>shipping_city</code> values into a single array.</li>
+<li><strong><code>bigfunctions.us.rare_values(... , 0.01)</code></strong>: This calls the <code>rare_values</code> function with the array of cities and a <code>frequency_threshold</code> of 0.01. This means any city that appears in less than 1% of the orders will be considered "rare".</li>
+<li><strong><code>SELECT * FROM UNARRAY(...)</code></strong>: This unnests the array of rare values returned by <code>rare_values</code> into individual rows.</li>
+<li><strong><code>WHERE shipping_city IN (...)</code></strong>: This filters the original <code>orders</code> table to only include rows where the <code>shipping_city</code> is present in the list of rare cities.</li>
+</ol>
+<p><strong>Result:</strong></p>
+<p>The query will return a list of <code>shipping_city</code> values that are considered rare based on the defined threshold.  You can then further investigate these orders to determine if they are potentially fraudulent.</p>
+<p><strong>Other Use Cases:</strong></p>
+<ul>
+<li><strong>Product Anomaly Detection:</strong> Identify rarely purchased products, which could indicate data entry errors, discontinued items, or sudden changes in demand.</li>
+<li><strong>User Behavior Analysis:</strong> Find users with uncommon activity patterns, which could be a sign of bots or malicious actors.</li>
+<li><strong>Error Detection in Logs:</strong>  Identify rare error messages in system logs, which might point to new or infrequent bugs.</li>
+<li><strong>Spam Detection:</strong> Find rare words or phrases used in emails or messages, which could indicate spam or phishing attempts.</li>
+</ul>
+<p>By adjusting the <code>frequency_threshold</code>, you can fine-tune the sensitivity of the rare value detection to suit your specific needs.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "rare_values",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
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+
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+
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+  
+  
+
+
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new file mode 100644
index 000000000..793569717
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+        <li class="md-nav__item">
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+    </span>
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+</li>
+      
+        <li class="md-nav__item">
+  <a href="#examples" class="md-nav__link">
+    <span class="md-ellipsis">
+      Examples
+    </span>
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+</li>
+      
+        <li class="md-nav__item">
+  <a href="#use-cases" class="md-nav__link">
+    <span class="md-ellipsis">
+      Use cases
+    </span>
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+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#spread-the-word" class="md-nav__link">
+    <span class="md-ellipsis">
+      Spread the word!
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+      
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+  
+</nav>
+                  </div>
+                </div>
+              </div>
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+              <article class="md-content__inner md-typeset">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; refresh_powerbi
+</span></p>
+<h1 id="refresh_powerbi">refresh_powerbi<a class="headerlink" href="#refresh_powerbi" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/antgiraud/" title="Author: Antoine Giraud" target="_blank">
+    <img src="https://media.licdn.com/dms/image/v2/C4D03AQG2Orctig4ycg/profile-displayphoto-shrink_200_200/profile-displayphoto-shrink_200_200/0/1532385599321?e=1733961600&v=beta&t=HTHvVZUKUhoH-U07O1tXPPuqN37EgCtGhxM_PuYFQjQ" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/trigger_event/refresh_powerbi.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>refresh_powerbi</code> ?</summary>
+<details class="success">
+<summary>Call <code>refresh_powerbi</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>refresh_powerbi</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>refresh_powerbi</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>refresh_powerbi</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>refresh_powerbi</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>refresh_powerbi
+bigfun<span class="w"> </span>deploy<span class="w"> </span>refresh_powerbi
+</code></pre></div>
+<p><strong>Requirements</strong></p>
+<p><code>refresh_powerbi</code> uses the following secrets. Get them by reading the documentation link and store them in <a href="https://console.cloud.google.com/security/secret-manager" target="_blank">Google Secret Manager</a> in the project where you deploy the function (and give Accessor role to the service account of the function):</p>
+<table>
+<thead>
+<tr>
+<th>name</th>
+<th>description</th>
+<th>documentation to get the secret</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>refresh_powerbi_rsa_private_key</code></td>
+<td>RSA Private Key used to decrypt secrets</td>
+<td><a href="" target="_blank">doc</a></td>
+</tr>
+</tbody>
+</table>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>refresh_powerbi(dataset_id, workspace_id, tenant_id, app_id, token_secret, custom_refresh_param)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Refresh a Power BI dataset (semantic model)
+by it's id <code>dataset_id</code>.</p>
+<p><strong>Use case:</strong></p>
+<blockquote>
+<p>After model refresh,
+launch <em>Power BI</em> dataset (semantic model) refresh <em>from BigQuery</em> in <em>SQL</em></p>
+</blockquote>
+<p><img alt="graph refresh power bi" src="../refresh_powerbi.png" /></p>
+<ul>
+<li>in a <a href="https://docs.getdbt.com/reference/resource-configs/pre-hook-post-hook">dbt post-hook</a></li>
+<li>in a <a href="https://cloud.google.com/dataform/docs/dataform-core?hl=fr#define-SQL">dataform post_operations</a></li>
+<li>in a <a href="https://sqlmesh.readthedocs.io/en/stable/concepts/models/sql_models/#optional-prepost-statements">SQL Mesh post-statements</a></li>
+<li>in your favorite orchestration tool</li>
+</ul>
+<p><em>Optionnal:</em></p>
+<blockquote>
+<p>on premium capacity, you can pass json argument (xmla like) to launch a custom refresh (ex: Full refresh only a given table )</p>
+</blockquote>
+<p><strong>Docs:</strong></p>
+<ul>
+<li><a href="https://learn.microsoft.com/en-us/power-bi/developer/embedded/embed-service-principal">Microsoft's doc</a> for service principal creation, token, security group affectation &amp; Fabric API to activate</li>
+<li><a href="https://learn.microsoft.com/fr-fr/rest/api/power-bi/datasets/refresh-dataset-in-group">Microsoft's doc</a> of refresh api</li>
+</ul>
+<p><strong>Encrypt your secrets</strong></p>
+<p><em>We advise NOT TO write your token in plain text in <code>token_secret</code> argument</em>.</p>
+<p>Otherwise, they will be stored in plain text in your BigQuery logs for months.</p>
+<p>Instead, you can use the following snippet to generate an encrypted version of <code>token_secret</code>
+that you can copy safely as <code>token_secret</code> argument.</p>
+<p>This public bigfunction (deployed on bigfunctions GCP project) will be able to decrypt it.
+But no one else can.</p>
+<div>
+  <input id="secret-to-encrypt" type="text" class="md-input" placeholder="a secret value">
+  <button class="md-button md-button--primary" onclick="encrypt();">Encrypt Secret</button>
+</div>
+
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsi6X6H+HVCeuuGwekTND
+StT6BfW7TCuzRmRTmbmv3T46yWtl3vtdSgIMSCzE1hdNhJSa3GQWZkO8zQWP+J2U
+Se/SOMXdmP0axAPd19brdPYUG5osu+6leiYlUcyHcl/dZDYJxrCC+yUeIM/kwsFv
+fD8JHDTE4EeMqd60+UzhIp0V54DlFrCDPjMCHEfkDC114tMPvmr4FHQ01B+lcpRd
++qO8KLV/BacQP5EWDiiuH5Q6RTRynhf+7dmUqqftRLcb6GUE3TmxQORFEBYE5STk
+hj3P4aygoUaUW+ex708tt9G7xqVLc8H5mRedTabnnmnCn5hS+DEWRo8rhBCP7SSa
+gQIDAQAB
+-----END PUBLIC KEY-----
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  if (!plainText) {
+    return;
+  }
+  const encrypted = publicKey.encrypt(plainText, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your source_config as shown in example.");
+}
+</script>
+
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Refresh of a dataset</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">refresh_powerbi</span><span class="p">(</span><span class="s1">&#39;xxx-xxx-xxx&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;xxx-xxx-xxx&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;xxx-xxx-xxx&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;xxx-xxx-xxx&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(GvVm...)&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">refresh_powerbi</span><span class="p">(</span><span class="s1">&#39;xxx-xxx-xxx&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;xxx-xxx-xxx&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;xxx-xxx-xxx&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;xxx-xxx-xxx&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(GvVm...)&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">refresh_powerbi</span><span class="p">(</span><span class="s1">&#39;xxx-xxx-xxx&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;xxx-xxx-xxx&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;xxx-xxx-xxx&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;xxx-xxx-xxx&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(GvVm...)&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------+
+| response |
++----------+
+| ok       |
++----------+
+</code>
+</pre>
+
+<p><strong>2. custom refresh (xmla like) - premium capacity only</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">refresh_powerbi</span><span class="p">(</span><span class="s1">&#39;xxx-xxx-xxx&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;xxx-xxx-xxx&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;xxx-xxx-xxx&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;xxx-xxx-xxx&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(GvVm...)&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{ &quot;type&quot;: &quot;Full&quot;, &quot;objects&quot;: [ { &quot;table&quot;: &quot;table_name&quot; } ] }&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">refresh_powerbi</span><span class="p">(</span><span class="s1">&#39;xxx-xxx-xxx&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;xxx-xxx-xxx&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;xxx-xxx-xxx&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;xxx-xxx-xxx&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(GvVm...)&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{ &quot;type&quot;: &quot;Full&quot;, &quot;objects&quot;: [ { &quot;table&quot;: &quot;table_name&quot; } ] }&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">refresh_powerbi</span><span class="p">(</span><span class="s1">&#39;xxx-xxx-xxx&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;xxx-xxx-xxx&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;xxx-xxx-xxx&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;xxx-xxx-xxx&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(GvVm...)&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{ &quot;type&quot;: &quot;Full&quot;, &quot;objects&quot;: [ { &quot;table&quot;: &quot;table_name&quot; } ] }&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------+
+| response |
++----------+
+| ok       |
++----------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>refresh_powerbi</code>?</summary>
+<details class="success">
+<summary>Get help using <code>refresh_powerbi</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>refresh_powerbi</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A common use case for the <code>refresh_powerbi</code> function is automating the refresh of a Power BI dataset after data in its connected BigQuery tables has been updated.</p>
+<p><strong>Scenario:</strong> Imagine you have a BigQuery data warehouse that is used as a source for a Power BI dashboard. You have a daily ETL process that updates several tables in BigQuery. After this process completes, you want to ensure that the Power BI dataset is refreshed so that the dashboard reflects the latest data.</p>
+<p><strong>Implementation:</strong> You could use an orchestration tool like Airflow, Cloud Composer, or Cloud Functions to schedule the ETL process and the subsequent Power BI dataset refresh.  After the ETL tasks have successfully completed, a final task would call the <code>refresh_powerbi</code> function.  This function would trigger the refresh of the Power BI dataset using the provided credentials and parameters.</p>
+<p><strong>Example (using Airflow):</strong></p>
+<div class="highlight"><pre><span></span><code><span class="kn">from</span><span class="w"> </span><span class="nn">airflow</span><span class="w"> </span><span class="kn">import</span> <span class="n">DAG</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">airflow.providers.google.cloud.operators.bigquery</span><span class="w"> </span><span class="kn">import</span> <span class="n">BigQueryInsertJobOperator</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">datetime</span><span class="w"> </span><span class="kn">import</span> <span class="n">datetime</span>
+
+<span class="k">with</span> <span class="n">DAG</span><span class="p">(</span>
+    <span class="n">dag_id</span><span class="o">=</span><span class="s2">&quot;refresh_powerbi_example&quot;</span><span class="p">,</span>
+    <span class="n">start_date</span><span class="o">=</span><span class="n">datetime</span><span class="p">(</span><span class="mi">2023</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">26</span><span class="p">),</span>
+    <span class="n">schedule_interval</span><span class="o">=</span><span class="s2">&quot;@daily&quot;</span><span class="p">,</span>
+    <span class="n">catchup</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+<span class="p">)</span> <span class="k">as</span> <span class="n">dag</span><span class="p">:</span>
+    <span class="c1"># ETL tasks (e.g., loading data into BigQuery)</span>
+    <span class="n">etl_task_1</span> <span class="o">=</span> <span class="n">BigQueryInsertJobOperator</span><span class="p">(</span>
+        <span class="n">task_id</span><span class="o">=</span><span class="s2">&quot;etl_task_1&quot;</span><span class="p">,</span>
+        <span class="n">configuration</span><span class="o">=</span><span class="p">{</span>
+            <span class="s2">&quot;query&quot;</span><span class="p">:</span> <span class="p">{</span>
+                <span class="s2">&quot;query&quot;</span><span class="p">:</span> <span class="s2">&quot;your_etl_query_1&quot;</span><span class="p">,</span>
+                <span class="s2">&quot;useLegacySql&quot;</span><span class="p">:</span> <span class="kc">False</span><span class="p">,</span>
+            <span class="p">}</span>
+        <span class="p">},</span>
+    <span class="p">)</span>
+
+    <span class="n">etl_task_2</span> <span class="o">=</span> <span class="n">BigQueryInsertJobOperator</span><span class="p">(</span>
+        <span class="n">task_id</span><span class="o">=</span><span class="s2">&quot;etl_task_2&quot;</span><span class="p">,</span>
+        <span class="n">configuration</span><span class="o">=</span><span class="p">{</span>
+            <span class="s2">&quot;query&quot;</span><span class="p">:</span> <span class="p">{</span>
+                <span class="s2">&quot;query&quot;</span><span class="p">:</span> <span class="s2">&quot;your_etl_query_2&quot;</span><span class="p">,</span>
+                <span class="s2">&quot;useLegacySql&quot;</span><span class="p">:</span> <span class="kc">False</span><span class="p">,</span>
+            <span class="p">}</span>
+        <span class="p">},</span>
+    <span class="p">)</span>
+
+
+    <span class="c1"># Refresh Power BI dataset after ETL completes</span>
+    <span class="n">refresh_powerbi_task</span> <span class="o">=</span> <span class="n">BigQueryInsertJobOperator</span><span class="p">(</span>
+        <span class="n">task_id</span><span class="o">=</span><span class="s2">&quot;refresh_powerbi&quot;</span><span class="p">,</span>
+        <span class="n">configuration</span><span class="o">=</span><span class="p">{</span>
+            <span class="s2">&quot;query&quot;</span><span class="p">:</span> <span class="p">{</span>
+                <span class="s2">&quot;query&quot;</span><span class="p">:</span> <span class="sa">f</span><span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">                    SELECT bigfunctions.</span><span class="si">{</span><span class="n">your_region</span><span class="si">}</span><span class="s2">.refresh_powerbi(</span>
+<span class="s2">                        &#39;</span><span class="si">{</span><span class="n">your_dataset_id</span><span class="si">}</span><span class="s2">&#39;,</span>
+<span class="s2">                        &#39;</span><span class="si">{</span><span class="n">your_workspace_id</span><span class="si">}</span><span class="s2">&#39;,</span>
+<span class="s2">                        &#39;</span><span class="si">{</span><span class="n">your_tenant_id</span><span class="si">}</span><span class="s2">&#39;,</span>
+<span class="s2">                        &#39;</span><span class="si">{</span><span class="n">your_app_id</span><span class="si">}</span><span class="s2">&#39;,</span>
+<span class="s2">                        &#39;ENCRYPTED_SECRET(</span><span class="si">{</span><span class="n">your_encrypted_token</span><span class="si">}</span><span class="s2">)&#39;,</span>
+<span class="s2">                        NULL</span>
+<span class="s2">                    );</span>
+<span class="s2">                &quot;&quot;&quot;</span><span class="p">,</span>
+                <span class="s2">&quot;useLegacySql&quot;</span><span class="p">:</span> <span class="kc">False</span><span class="p">,</span>
+            <span class="p">}</span>
+        <span class="p">},</span>
+    <span class="p">)</span>
+
+
+    <span class="p">[</span><span class="n">etl_task_1</span><span class="p">,</span> <span class="n">etl_task_2</span><span class="p">]</span> <span class="o">&gt;&gt;</span> <span class="n">refresh_powerbi_task</span>
+</code></pre></div>
+<p>Replace the placeholder values with your actual configuration. This setup ensures that the Power BI dataset is automatically refreshed after the ETL process finishes, keeping the dashboard up-to-date.  This automation simplifies data management and provides users with the most current insights.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/refresh_powerbi" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "refresh_powerbi",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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new file mode 100644
index 000000000..6ff814942
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+<h1 id="refresh_tableau">refresh_tableau<a class="headerlink" href="#refresh_tableau" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/trigger_event/refresh_tableau.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>refresh_tableau</code> ?</summary>
+<details class="success">
+<summary>Call <code>refresh_tableau</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>refresh_tableau</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>refresh_tableau</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>refresh_tableau</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>refresh_tableau</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>refresh_tableau
+bigfun<span class="w"> </span>deploy<span class="w"> </span>refresh_tableau
+</code></pre></div>
+<p><strong>Requirements</strong></p>
+<p><code>refresh_tableau</code> uses the following secrets. Get them by reading the documentation link and store them in <a href="https://console.cloud.google.com/security/secret-manager" target="_blank">Google Secret Manager</a> in the project where you deploy the function (and give Accessor role to the service account of the function):</p>
+<table>
+<thead>
+<tr>
+<th>name</th>
+<th>description</th>
+<th>documentation to get the secret</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>refresh_tableau_rsa_private_key</code></td>
+<td>RSA Private Key used to decrypt secrets</td>
+<td><a href="" target="_blank">doc</a></td>
+</tr>
+</tbody>
+</table>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>refresh_tableau(workbook_or_datasource_title, site, server, token_name, token_secret)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Refresh a tableau datasource or workbook
+named <code>workbook_or_datasource_title</code>.</p>
+<p><strong>Use case:</strong></p>
+<blockquote>
+<p>After model refresh,
+launch <strong>tableau</strong> datasource / workbook refresh <strong>from BigQuery</strong> in <strong>SQL</strong></p>
+</blockquote>
+<p><img alt="graph refresh tableau" src="../refresh_tableau.png" /></p>
+<ul>
+<li>in a <a href="https://docs.getdbt.com/reference/resource-configs/pre-hook-post-hook">dbt post-hook</a></li>
+<li>in a <a href="https://cloud.google.com/dataform/docs/dataform-core?hl=fr#define-SQL">dataform post_operations</a></li>
+<li>in a <a href="https://sqlmesh.readthedocs.io/en/stable/concepts/models/sql_models/#optional-prepost-statements">SQL Mesh post-statements</a></li>
+<li>in your favorite orchestration tool</li>
+</ul>
+<p><strong>Docs</strong></p>
+<ul>
+<li><a href="https://help.tableau.com/current/server/en-us/security_personal_access_tokens.htm">Tableau's doc</a> for creating a personnal access token on tableau server (cloud or onprem) for api usage</li>
+</ul>
+<p><strong>Encrypt your secrets</strong></p>
+<p><em>We advise NOT TO write your token in plain text in <code>token_secret</code> argument</em>.</p>
+<p>Otherwise, they will be stored in plain text in your BigQuery logs for months.</p>
+<p>Instead, you can use the following snippet to generate an encrypted version of <code>token_secret</code>
+that you can copy safely as <code>token_secret</code> argument.</p>
+<p>This public bigfunction (deployed on bigfunctions GCP project) will be able to decrypt it.
+But no one else can.</p>
+<div>
+  <input id="secret-to-encrypt" type="text" class="md-input" placeholder="a secret value">
+  <button class="md-button md-button--primary" onclick="encrypt();">Encrypt Secret</button>
+</div>
+
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsi6X6H+HVCeuuGwekTND
+StT6BfW7TCuzRmRTmbmv3T46yWtl3vtdSgIMSCzE1hdNhJSa3GQWZkO8zQWP+J2U
+Se/SOMXdmP0axAPd19brdPYUG5osu+6leiYlUcyHcl/dZDYJxrCC+yUeIM/kwsFv
+fD8JHDTE4EeMqd60+UzhIp0V54DlFrCDPjMCHEfkDC114tMPvmr4FHQ01B+lcpRd
++qO8KLV/BacQP5EWDiiuH5Q6RTRynhf+7dmUqqftRLcb6GUE3TmxQORFEBYE5STk
+hj3P4aygoUaUW+ex708tt9G7xqVLc8H5mRedTabnnmnCn5hS+DEWRo8rhBCP7SSa
+gQIDAQAB
+-----END PUBLIC KEY-----
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  if (!plainText) {
+    return;
+  }
+  const encrypted = publicKey.encrypt(plainText, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your source_config as shown in example.");
+}
+</script>
+
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">refresh_tableau</span><span class="p">(</span><span class="s1">&#39;My Great Workbook&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;site_name&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;eu-west-1a.online.tableau.com&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;token_name&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(GvVm...)&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">refresh_tableau</span><span class="p">(</span><span class="s1">&#39;My Great Workbook&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;site_name&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;eu-west-1a.online.tableau.com&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;token_name&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(GvVm...)&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">refresh_tableau</span><span class="p">(</span><span class="s1">&#39;My Great Workbook&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;site_name&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;eu-west-1a.online.tableau.com&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;token_name&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(GvVm...)&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------+
+| response |
++----------+
+| ok       |
++----------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>refresh_tableau</code>?</summary>
+<details class="success">
+<summary>Get help using <code>refresh_tableau</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>refresh_tableau</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A common use case for the <code>refresh_tableau</code> function is automating the refresh of Tableau dashboards after underlying data has been updated.</p>
+<p><strong>Scenario:</strong> Imagine a company that uses BigQuery to store sales data and Tableau to visualize this data in dashboards.  They have a daily ETL process that updates the sales data in BigQuery.  They want their Tableau dashboards to reflect this updated data automatically.</p>
+<p><strong>Implementation using <code>refresh_tableau</code>:</strong></p>
+<ol>
+<li>
+<p><strong>Tableau Setup:</strong>  A personal access token is created in Tableau Server with appropriate permissions to refresh the target datasource or workbook.</p>
+</li>
+<li>
+<p><strong>BigQuery Implementation:</strong> The <code>refresh_tableau</code> function is called within a BigQuery script, scheduled to run after the daily ETL process completes. This script would look something like this (using the US region example):</p>
+</li>
+</ol>
+<div class="highlight"><pre><span></span><code><span class="c1">-- Assume the ETL process has just finished updating sales data.</span>
+
+<span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">refresh_tableau</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;Sales Dashboard&#39;</span><span class="p">,</span><span class="w">  </span><span class="c1">-- Replace with the actual workbook/datasource name</span>
+<span class="w">    </span><span class="s1">&#39;site_name&#39;</span><span class="p">,</span><span class="w">        </span><span class="c1">-- Replace with the Tableau site name</span>
+<span class="w">    </span><span class="s1">&#39;eu-west-1a.online.tableau.com&#39;</span><span class="p">,</span><span class="w"> </span><span class="c1">-- Replace with your Tableau server address</span>
+<span class="w">    </span><span class="s1">&#39;token_name&#39;</span><span class="p">,</span><span class="w">       </span><span class="c1">-- Replace with your token name</span>
+<span class="w">    </span><span class="s1">&#39;ENCRYPTED_SECRET(GvVm...)&#39;</span><span class="w"> </span><span class="c1">-- Replace with your encrypted token secret</span>
+<span class="p">);</span>
+</code></pre></div>
+<ol>
+<li><strong>Orchestration (Optional):</strong>  A workflow orchestration tool like Cloud Composer or Cloud Functions could be used to manage the dependencies between the ETL process and the BigQuery script. The orchestration tool would ensure that the <code>refresh_tableau</code> function is called only after the ETL process has successfully completed.</li>
+</ol>
+<p><strong>Benefits:</strong></p>
+<ul>
+<li><strong>Automation:</strong> Eliminates the need for manual refreshes, saving time and ensuring data consistency.</li>
+<li><strong>Data Freshness:</strong>  Dashboards always reflect the latest data.</li>
+<li><strong>Integration:</strong> Seamlessly integrates with BigQuery ETL processes.</li>
+<li><strong>Centralized Management:</strong> Tableau refresh logic is managed within BigQuery, simplifying administration.</li>
+</ul>
+<p>This automation ensures that business users always have access to the most up-to-date insights in their Tableau dashboards without any manual intervention.  The encrypted secret provides a secure way to manage the Tableau access token within the BigQuery environment.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/refresh_tableau" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "refresh_tableau",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
+
+
+
+
+
+  
+  
+
+
+
+<!-- Was this page helpful? -->
+
+
+  
+
+
+
+<!-- Comment system -->
+
+                
+              </article>
+            </div>
+          
+          
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diff --git a/bigfunctions/remove_accents/index.html b/bigfunctions/remove_accents/index.html
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index 000000000..5114ce1c8
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+<h1 id="remove_accents">remove_accents<a class="headerlink" href="#remove_accents" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
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+  <a href="https://www.linkedin.com/company/esmoz/" title="Author: Sid Ali" target="_blank">
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/remove_accents.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>remove_accents</code> ?</summary>
+<details class="success">
+<summary>Call <code>remove_accents</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>remove_accents</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>remove_accents</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>remove_accents</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>remove_accents</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>remove_accents
+bigfun<span class="w"> </span>deploy<span class="w"> </span>remove_accents
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>remove_accents(str)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Remove accents</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">remove_accents</span><span class="p">(</span><span class="s1">&#39;Voilà !&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">remove_accents</span><span class="p">(</span><span class="s1">&#39;Voilà !&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">remove_accents</span><span class="p">(</span><span class="s1">&#39;Voilà !&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------------+
+| cleaned_string |
++----------------+
+| Voila !        |
++----------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>remove_accents</code>?</summary>
+<details class="success">
+<summary>Get help using <code>remove_accents</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>remove_accents</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A use case for the <code>remove_accents</code> function is to standardize text data for searching, indexing, or comparison.  For example, if you have a database of customer names with accents and you want to make it easier to search for names regardless of whether the user includes accents in their query, you can use this function.</p>
+<p><strong>Scenario:</strong></p>
+<p>You have a table of customer names in BigQuery, some of which contain accents:</p>
+<p>| customer_name |
+|---|---|
+| José Pérez |
+| François Dupont |
+| Anna Müller |</p>
+<p>You want to be able to search for "Jose Perez" and still find "José Pérez".</p>
+<p><strong>Query:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="o">*</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">your_table</span>
+<span class="k">WHERE</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">your_region</span><span class="p">.</span><span class="n">remove_accents</span><span class="p">(</span><span class="n">customer_name</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">your_region</span><span class="p">.</span><span class="n">remove_accents</span><span class="p">(</span><span class="s1">&#39;Jose Perez&#39;</span><span class="p">);</span>
+</code></pre></div>
+<p>(Remember to replace <code>your_region</code> with the appropriate BigQuery region for your data, e.g., <code>us</code>, <code>eu</code>, <code>us-central1</code>, etc.)</p>
+<p>This query will remove accents from both the stored customer names and the search query, allowing you to find matches even if the accents are not typed precisely.</p>
+<p><strong>Other Use Cases:</strong></p>
+<ul>
+<li><strong>Data Cleaning:</strong> Removing accents can be a part of a broader data cleaning process to standardize text and remove inconsistencies.</li>
+<li><strong>Natural Language Processing (NLP):</strong>  Accents can sometimes interfere with NLP tasks like text classification or sentiment analysis. Removing them can improve the accuracy of these models.</li>
+<li><strong>Generating slugs or URL-friendly strings:</strong> Accents can be problematic in URLs. Removing them can create cleaner and more readable slugs.</li>
+<li><strong>Matching data from different sources:</strong> If you're combining data from multiple sources that might have different conventions for accents, removing them can help standardize the data and improve matching accuracy.</li>
+</ul>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/remove_accents" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
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+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "remove_accents",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
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+    </a>
+  
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diff --git a/bigfunctions/remove_extra_whitespaces/index.html b/bigfunctions/remove_extra_whitespaces/index.html
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; remove_extra_whitespaces
+</span></p>
+<h1 id="remove_extra_whitespaces">remove_extra_whitespaces<a class="headerlink" href="#remove_extra_whitespaces" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/company/redata/" title="Author: re_data" target="_blank">
+    <img src="https://media.licdn.com/dms/image/C4E0BAQFYSyHBVMp96w/company-logo_200_200/0/1625304367962?e=1689206400&v=beta&t=Cf5CM1rLK19z_X7Z5ORKTg_G39XpU482TSJQvtpu5nc" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/remove_extra_whitespaces.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>remove_extra_whitespaces</code> ?</summary>
+<details class="success">
+<summary>Call <code>remove_extra_whitespaces</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>remove_extra_whitespaces</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>remove_extra_whitespaces</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>remove_extra_whitespaces</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>remove_extra_whitespaces</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>remove_extra_whitespaces
+bigfun<span class="w"> </span>deploy<span class="w"> </span>remove_extra_whitespaces
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>remove_extra_whitespaces(str)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Remove unwanted whitespaces
+<em>(inspired from <a href="https://github.com/re-data/dbt-re-data/blob/main/macros/public/cleaning/clean_additional_whitespace.sql">re_data dbt repo</a>)</em></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">remove_extra_whitespaces</span><span class="p">(</span><span class="s1">&#39;Hi   Madison  and Mateusz!\n How are you doing?&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">remove_extra_whitespaces</span><span class="p">(</span><span class="s1">&#39;Hi   Madison  and Mateusz!\n How are you doing?&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">remove_extra_whitespaces</span><span class="p">(</span><span class="s1">&#39;Hi   Madison  and Mateusz!\n How are you doing?&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------------------------------------+
+| cleaned_string                             |
++--------------------------------------------+
+| Hi Madison and Mateusz! How are you doing? |
++--------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>remove_extra_whitespaces</code>?</summary>
+<details class="success">
+<summary>Get help using <code>remove_extra_whitespaces</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>remove_extra_whitespaces</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You have a table of user-submitted comments where some users may have accidentally or intentionally added extra spaces within their text. This can affect analysis and presentation.  You want to normalize the comments by removing extra spaces.</p>
+<p><strong>Example Table:</strong></p>
+<table>
+<thead>
+<tr>
+<th>comment_id</th>
+<th>comment_text</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1</td>
+<td>"  This is   a  comment  .   "</td>
+</tr>
+<tr>
+<td>2</td>
+<td>"Another    comment."</td>
+</tr>
+<tr>
+<td>3</td>
+<td>"  Yet another       comment.  "</td>
+</tr>
+</tbody>
+</table>
+<p><strong>Query using <code>remove_extra_whitespaces</code>:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">comment_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">remove_extra_whitespaces</span><span class="p">(</span><span class="n">comment_text</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">cleaned_comment_text</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">your_comments_table</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Resulting Table:</strong></p>
+<table>
+<thead>
+<tr>
+<th>comment_id</th>
+<th>cleaned_comment_text</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1</td>
+<td>"This is a comment ."</td>
+</tr>
+<tr>
+<td>2</td>
+<td>"Another comment."</td>
+</tr>
+<tr>
+<td>3</td>
+<td>"Yet another comment."</td>
+</tr>
+</tbody>
+</table>
+<p>By using the <code>remove_extra_whitespaces</code> function, the extra spaces within the comments are removed, leaving only single spaces between words and removing leading/trailing spaces.  This makes the comments cleaner and easier to analyze, search, and present.  For example, if you were doing sentiment analysis or keyword extraction, removing the extra spaces would improve the accuracy of your results.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/remove_extra_whitespaces" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "remove_extra_whitespaces",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/remove_strings/index.html b/bigfunctions/remove_strings/index.html
new file mode 100644
index 000000000..2028ef5df
--- /dev/null
+++ b/bigfunctions/remove_strings/index.html
@@ -0,0 +1,1270 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction remove_strings is a BigQuery function which Remove any string of `strings_to_remove` from `string`">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/remove_strings/">
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+  /*min-width: 600px;*/
+  width: 100%;
+  height: auto;
+  margin: 0 auto;
+  display: flex;
+  align-items: stretch;
+}
+
+.hero__image img {
+  width: 100%;
+  height: 100%;
+  min-width: 0;
+}
+
+.md-button--center {
+    text-align: center;
+}
+
+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
+}
+
+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
+}
+
+.md-content li>h2 {
+    font-weight: 600;
+}
+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
+}
+
+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#remove_strings" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
+  <p style="text-align: right;">
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+    </a>
+
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+    </a>
+
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
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+    </a>
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+  </p>
+
+          </div>
+          
+        </aside>
+      
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+<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
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+    <a href="../.." title="BigFunctions" class="md-header__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
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+
+    </a>
+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
+          <span class="md-ellipsis">
+            BigFunctions
+          </span>
+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              remove_strings - BigQuery function
+            
+          </span>
+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
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+  <label class="md-search__overlay" for="__search"></label>
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+        
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+        </button>
+      </nav>
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+    </form>
+    <div class="md-search__output">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; remove_strings
+</span></p>
+<h1 id="remove_strings">remove_strings<a class="headerlink" href="#remove_strings" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/benjamin-tabet" title="Author: Benjamin Tabet" target="_blank">
+    <img src="https://taskfilescsm.s3.amazonaws.com/uploads/speaker_thumb/2022-11-0912%253A07%253A34879766-BenjaminTabet.jpg" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/remove_strings.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>remove_strings</code> ?</summary>
+<details class="success">
+<summary>Call <code>remove_strings</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>remove_strings</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>remove_strings</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>remove_strings</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>remove_strings</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>remove_strings
+bigfun<span class="w"> </span>deploy<span class="w"> </span>remove_strings
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>remove_strings(string, strings_to_remove)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Remove any string of <code>strings_to_remove</code> from <code>string</code></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">remove_strings</span><span class="p">(</span><span class="s1">&#39;I can eat candies&#39;</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;can&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;eat&#39;</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">remove_strings</span><span class="p">(</span><span class="s1">&#39;I can eat candies&#39;</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;can&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;eat&#39;</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">remove_strings</span><span class="p">(</span><span class="s1">&#39;I can eat candies&#39;</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;can&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;eat&#39;</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------------+
+| cleaned_string |
++----------------+
+| I  dies        |
++----------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>remove_strings</code>?</summary>
+<details class="success">
+<summary>Get help using <code>remove_strings</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>remove_strings</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>Let's say you have a dataset of product descriptions that are cluttered with promotional phrases like "Free Shipping!", "Limited Time Offer!", or "New Arrival!".  You want to clean these descriptions to improve text analysis or create a more uniform presentation.</p>
+<p>Here's how <code>remove_strings</code> could be used:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">product_id</span><span class="p">,</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">remove_strings</span><span class="p">(</span><span class="n">description</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;Free Shipping!&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Limited Time Offer!&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;New Arrival!&#39;</span><span class="p">])</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">cleaned_description</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">product_descriptions</span><span class="p">;</span>
+</code></pre></div>
+<p>This query would process each row in the <code>product_descriptions</code> table.  For each product, the <code>remove_strings</code> function would remove any occurrences of "Free Shipping!", "Limited Time Offer!", or "New Arrival!" from the <code>description</code> field. The result would be stored in a new column called <code>cleaned_description</code>.</p>
+<p><strong>Another example:</strong>  Imagine you have user-generated comments and want to remove common spam words or phrases.</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">comment_id</span><span class="p">,</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">remove_strings</span><span class="p">(</span><span class="n">comment_text</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;[link removed]&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;click here&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;make money fast&#39;</span><span class="p">])</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">cleaned_comment</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">user_comments</span><span class="p">;</span>
+</code></pre></div>
+<p>This would remove instances of  "[link removed]", "click here", and "make money fast" from the <code>comment_text</code>, resulting in a cleaner <code>cleaned_comment</code> field.</p>
+<p>In essence,  <code>remove_strings</code> is helpful anytime you need to remove a specific set of strings from a larger body of text for cleaning, pre-processing, or standardization purposes.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
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+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "remove_strings",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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+    </a>
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+</footer>
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+      
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+  </body>
+</html>
\ No newline at end of file
diff --git a/bigfunctions/remove_value/index.html b/bigfunctions/remove_value/index.html
new file mode 100644
index 000000000..e275f5260
--- /dev/null
+++ b/bigfunctions/remove_value/index.html
@@ -0,0 +1,1296 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction remove_value is a BigQuery function which Return an array with all values except `value`.">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/remove_value/">
+      
+      
+      
+      
+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>remove_value - BigQuery function - BigFunctions</title>
+      
+    
+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
+      
+      
+
+
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+        
+        
+        <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
+        <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Roboto:300,300i,400,400i,700,700i%7CRoboto+Mono:400,400i,700,700i&display=fallback">
+        <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
+      
+    
+    
+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
+    
+      
+
+    
+    
+    
+
+
+<meta property="og:title" content="remove_value - BigQuery function - BigFunctions" />
+<meta property="twitter:card" content="summary" />
+<meta property="twitter:title" content="remove_value - BigQuery function - BigFunctions" />
+
+
+
+<meta property="og:description" content="BigFunction remove_value is a BigQuery function which Return an array with all values except `value`." />
+
+
+<meta property="og:type" content="website" />
+
+
+<meta property="og:url" content="https://unytics.io/bigfunctions/bigfunctions/remove_value/" />
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+<meta property="og:image:type" content="image/png" />
+<meta property="og:image:width" content="2500" />
+<meta property="og:image:height" content="541" />
+<meta property="twitter:image" content="https://unytics.io/bigfunctions/assets/logo_and_name.png" />
+<meta property="twitter:image:alt" content="Supercharge BigQuery with BigFunctions" />
+
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+
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+
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+
+<style>
+.md-typeset .admonition.abstract,
+.md-typeset details.abstract {
+  border-color: rgb(43, 155, 70);
+}
+.md-typeset .abstract > .admonition-title,
+.md-typeset .abstract > summary {
+  background-color: var(--md-primary-fg-color);
+}
+.md-typeset .abstract > .admonition-title::before,
+.md-typeset .abstract > summary::before {
+  background-color: var(--md-primary-fg-color);
+  -webkit-mask-image: var(--md-admonition-icon--abstract);
+          mask-image: var(--md-admonition-icon--abstract);
+}
+
+.md-typeset__table {
+   min-width: 100%;
+}
+
+.admonition.note {
+  font-size: .8rem;
+}
+
+
+/*------- ANNOUNCEMENT BANNER -------*/
+.md-banner p {
+    line-height: 2.4!important;
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+.md-banner p a {
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+      margin: 0 10px;
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+.md-banner p a:hover {
+    color: white!important;
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+.md-typeset .md-button:hover {
+  color: var(--md-primary-bg-color);
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+  border-color: var(--md-primary-bg-color);
+}
+.md-typeset .md-button.md-button--primary:hover {
+  color: var(--md-primary-fg-color);
+  background-color: var(--md-primary-bg-color);
+  border-color: var(--md-primary-fg-color);
+}
+
+.hero__image {
+  max-width: 1000px;
+  /*min-width: 600px;*/
+  width: 100%;
+  height: auto;
+  margin: 0 auto;
+  display: flex;
+  align-items: stretch;
+}
+
+.hero__image img {
+  width: 100%;
+  height: 100%;
+  min-width: 0;
+}
+
+.md-button--center {
+    text-align: center;
+}
+
+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
+}
+
+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
+}
+
+.md-content li>h2 {
+    font-weight: 600;
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+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
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+
+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
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+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
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+          Skip to content
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+        <li class="md-nav__item">
+  <a href="#description" class="md-nav__link">
+    <span class="md-ellipsis">
+      Description
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#examples" class="md-nav__link">
+    <span class="md-ellipsis">
+      Examples
+    </span>
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+</li>
+      
+        <li class="md-nav__item">
+  <a href="#use-cases" class="md-nav__link">
+    <span class="md-ellipsis">
+      Use cases
+    </span>
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+</li>
+      
+        <li class="md-nav__item">
+  <a href="#spread-the-word" class="md-nav__link">
+    <span class="md-ellipsis">
+      Spread the word!
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+</li>
+      
+    </ul>
+  
+</nav>
+                  </div>
+                </div>
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; remove_value
+</span></p>
+<h1 id="remove_value">remove_value<a class="headerlink" href="#remove_value" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/company/esmoz/" title="Author: Sid Ali" target="_blank">
+    <img src="https://esmoz.fr/wp-content/uploads/2022/03/logo_esmoz_40x20-1.png" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_array/remove_value.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>remove_value</code> ?</summary>
+<details class="success">
+<summary>Call <code>remove_value</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>remove_value</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>remove_value</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>remove_value</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>remove_value</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>remove_value
+bigfun<span class="w"> </span>deploy<span class="w"> </span>remove_value
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>remove_value(arr, value)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Return an array with all values except <code>value</code>.</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">remove_value</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">],</span><span class="w"> </span><span class="mi">4</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">remove_value</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">],</span><span class="w"> </span><span class="mi">4</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">remove_value</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">],</span><span class="w"> </span><span class="mi">4</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------+
+| arr       |
++-----------+
+| [1, 3, 8] |
++-----------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>remove_value</code>?</summary>
+<details class="success">
+<summary>Get help using <code>remove_value</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>remove_value</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>Imagine you have a table of user preferences where each user has a list of favorite colors stored in an array. You want to remove a specific color from a user's preference list.</p>
+<p><strong>Table Schema:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">CREATE</span><span class="w"> </span><span class="k">OR</span><span class="w"> </span><span class="k">REPLACE</span><span class="w"> </span><span class="k">TABLE</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">user_preferences</span><span class="o">`</span><span class="w"> </span><span class="p">(</span>
+<span class="w">  </span><span class="n">user_id</span><span class="w"> </span><span class="n">INT64</span><span class="p">,</span>
+<span class="w">  </span><span class="n">favorite_colors</span><span class="w"> </span><span class="nb">ARRAY</span><span class="o">&lt;</span><span class="n">STRING</span><span class="o">&gt;</span>
+<span class="p">);</span>
+
+<span class="k">INSERT</span><span class="w"> </span><span class="k">INTO</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">user_preferences</span><span class="o">`</span><span class="w"> </span><span class="p">(</span><span class="n">user_id</span><span class="p">,</span><span class="w"> </span><span class="n">favorite_colors</span><span class="p">)</span><span class="w"> </span><span class="k">VALUES</span>
+<span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;red&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;blue&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;green&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;yellow&#39;</span><span class="p">]),</span>
+<span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;blue&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;green&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;purple&#39;</span><span class="p">]),</span>
+<span class="p">(</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;red&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;orange&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;yellow&#39;</span><span class="p">]);</span>
+</code></pre></div>
+<p><strong>Use Case: Removing 'blue' from user preferences:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">user_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">your_region</span><span class="p">.</span><span class="n">remove_value</span><span class="p">(</span><span class="n">favorite_colors</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;blue&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">updated_favorite_colors</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">user_preferences</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Result:</strong></p>
+<div class="highlight"><pre><span></span><code>+---------+-------------------------+
+| user_id | updated_favorite_colors |
++---------+-------------------------+
+|       1 | [&#39;red&#39;, &#39;green&#39;, &#39;yellow&#39;] |
+|       2 | [&#39;green&#39;, &#39;purple&#39;]       |
+|       3 | [&#39;red&#39;, &#39;orange&#39;, &#39;yellow&#39;] |
++---------+-------------------------+
+</code></pre></div>
+<p>This query uses the <code>remove_value</code> function to remove the color 'blue' from each user's <code>favorite_colors</code> array.  Users who didn't have 'blue' in their list remain unaffected.  Replace <code>your_region</code> with the appropriate BigQuery region for your project (e.g., <code>us</code>, <code>eu</code>, <code>us-central1</code>).</p>
+<p>Other scenarios where <code>remove_value</code> can be useful:</p>
+<ul>
+<li><strong>Product Recommendations:</strong> Removing previously purchased items from a recommendation list.</li>
+<li><strong>Inventory Management:</strong> Removing out-of-stock items from a product catalog.</li>
+<li><strong>Data Cleaning:</strong> Removing specific erroneous values from a dataset.</li>
+<li><strong>Filtering Search Results:</strong> Removing unwanted tags or categories from a search query.</li>
+<li><strong>Access Control:</strong> Removing revoked permissions from a user's access list.</li>
+</ul>
+<p>In essence, whenever you need to dynamically filter elements from an array based on their value, the <code>remove_value</code> function provides a concise and efficient solution.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/remove_value" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "remove_value",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
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+
+
+
+
+  
+  
+
+
+
+<!-- Was this page helpful? -->
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diff --git a/bigfunctions/remove_words/index.html b/bigfunctions/remove_words/index.html
new file mode 100644
index 000000000..e497d5382
--- /dev/null
+++ b/bigfunctions/remove_words/index.html
@@ -0,0 +1,1274 @@
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+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction remove_words is a BigQuery function which Remove any word of `words_to_remove` from `string`">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/remove_words/">
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+        
+        <a href="#remove_words" class="md-skip">
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+  <a href=".." style="color: silver">bigfunctions </a> &gt; remove_words
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+<h1 id="remove_words">remove_words<a class="headerlink" href="#remove_words" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/remove_words.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>remove_words</code> ?</summary>
+<details class="success">
+<summary>Call <code>remove_words</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>remove_words</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>remove_words</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>remove_words</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>remove_words</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>remove_words
+bigfun<span class="w"> </span>deploy<span class="w"> </span>remove_words
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>remove_words(string, words_to_remove)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Remove any word of <code>words_to_remove</code> from <code>string</code></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">remove_words</span><span class="p">(</span><span class="s1">&#39;I can eat candies&#39;</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;can&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;eat&#39;</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">remove_words</span><span class="p">(</span><span class="s1">&#39;I can eat candies&#39;</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;can&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;eat&#39;</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">remove_words</span><span class="p">(</span><span class="s1">&#39;I can eat candies&#39;</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;can&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;eat&#39;</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------------+
+| cleaned_string |
++----------------+
+| I  candies     |
++----------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>remove_words</code>?</summary>
+<details class="success">
+<summary>Get help using <code>remove_words</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>remove_words</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A common use case for the <code>remove_words</code> function is cleaning text data by removing stop words or unwanted terms.</p>
+<p><strong>Example: Product Review Analysis</strong></p>
+<p>Imagine you have a dataset of product reviews and you want to perform sentiment analysis.  Common words like "a," "the," "and," "is," etc. (stop words) don't contribute much to the sentiment and can even skew the analysis.  You can use <code>remove_words</code> to eliminate them:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">remove_words</span><span class="p">(</span><span class="n">review_text</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;a&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;the&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;and&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;is&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;this&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;it&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;to&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;in&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;of&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;for&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;on&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;with&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;at&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;by&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;that&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;from&#39;</span><span class="p">])</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">cleaned_review</span>
+<span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">product_reviews</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p>This query will process each <code>review_text</code> and return a <code>cleaned_review</code> with the specified stop words removed.  This cleaned text can then be used for more accurate sentiment analysis or other text processing tasks.</p>
+<p><strong>Other Use Cases:</strong></p>
+<ul>
+<li><strong>Data Preprocessing for Machine Learning:</strong> Removing irrelevant or noisy words from text data before feeding it into a machine learning model can improve performance.</li>
+<li><strong>Spam Filtering:</strong> Identifying and removing common spam words from emails or messages.</li>
+<li><strong>Content Filtering:</strong> Blocking inappropriate or offensive language from user-generated content.</li>
+<li><strong>Keyword Extraction:</strong> Removing common words to identify the most important keywords in a piece of text.</li>
+<li><strong>Search Optimization:</strong> Cleaning search queries by removing unnecessary terms.</li>
+</ul>
+<p>By customizing the <code>words_to_remove</code> array, you can tailor the <code>remove_words</code> function to various text cleaning and preprocessing tasks.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/remove_words" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "remove_words",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
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diff --git a/bigfunctions/render_handlebars_template/index.html b/bigfunctions/render_handlebars_template/index.html
new file mode 100644
index 000000000..5a3b2bb69
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+++ b/bigfunctions/render_handlebars_template/index.html
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+        <meta name="description" content="BigFunction render_handlebars_template is a BigQuery function which Render template with context using handlebars.js templating library">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; render_handlebars_template
+</span></p>
+<h1 id="render_handlebars_template">render_handlebars_template<a class="headerlink" href="#render_handlebars_template" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/render_handlebars_template.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>render_handlebars_template</code> ?</summary>
+<details class="success">
+<summary>Call <code>render_handlebars_template</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>render_handlebars_template</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>render_handlebars_template</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>render_handlebars_template</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>render_handlebars_template</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>render_handlebars_template
+bigfun<span class="w"> </span>deploy<span class="w"> </span>render_handlebars_template
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>render_handlebars_template(template, context)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Render template with context using handlebars.js templating library</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">render_handlebars_template</span><span class="p">(</span><span class="s1">&#39;Hello {{ user }}&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;user&quot;: &quot;James&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">render_handlebars_template</span><span class="p">(</span><span class="s1">&#39;Hello {{ user }}&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;user&quot;: &quot;James&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">render_handlebars_template</span><span class="p">(</span><span class="s1">&#39;Hello {{ user }}&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;user&quot;: &quot;James&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------+
+| rendered_content |
++------------------+
+| Hello James      |
++------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>render_handlebars_template</code>?</summary>
+<details class="success">
+<summary>Get help using <code>render_handlebars_template</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>render_handlebars_template</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>Let's say you have a BigQuery table with customer data, including their name and purchase history. You want to generate personalized email greetings for each customer, incorporating details from their purchase history.  The <code>render_handlebars_template</code> function makes this easy.</p>
+<p><strong>Example Scenario:</strong></p>
+<p>Your table, <code>customer_data</code>, looks like this:</p>
+<table>
+<thead>
+<tr>
+<th>customer_id</th>
+<th>customer_name</th>
+<th>last_purchase_date</th>
+<th>last_purchase_amount</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1</td>
+<td>Alice</td>
+<td>2024-03-15</td>
+<td>50.00</td>
+</tr>
+<tr>
+<td>2</td>
+<td>Bob</td>
+<td>2024-03-22</td>
+<td>100.00</td>
+</tr>
+<tr>
+<td>3</td>
+<td>Carol</td>
+<td>2024-03-29</td>
+<td>25.00</td>
+</tr>
+</tbody>
+</table>
+<p>You could use the following query:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">customer_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">render_handlebars_template</span><span class="p">(</span>
+<span class="w">        </span><span class="ss">&quot;&quot;&quot;</span>
+<span class="ss">        Hello {{customer_name}},</span>
+
+<span class="ss">        Thank you for your recent purchase on {{last_purchase_date}} for ${{last_purchase_amount}}. We appreciate your business!</span>
+<span class="ss">        &quot;&quot;&quot;</span><span class="p">,</span>
+<span class="w">        </span><span class="n">TO_JSON_STRING</span><span class="p">(</span><span class="n">STRUCT</span><span class="p">(</span><span class="n">customer_name</span><span class="p">,</span><span class="w"> </span><span class="n">last_purchase_date</span><span class="p">,</span><span class="w"> </span><span class="n">last_purchase_amount</span><span class="p">))</span>
+<span class="w">    </span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">personalized_email</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your</span><span class="o">-</span><span class="n">project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">customer_data</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p>This query would produce a table with the <code>customer_id</code> and <code>personalized_email</code>:</p>
+<table>
+<thead>
+<tr>
+<th>customer_id</th>
+<th>personalized_email</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1</td>
+<td>Hello Alice,\n\nThank you for your recent purchase on 2024-03-15 for $50.00. We appreciate your business!</td>
+</tr>
+<tr>
+<td>2</td>
+<td>Hello Bob,\n\nThank you for your recent purchase on 2024-03-22 for $100.00. We appreciate your business!</td>
+</tr>
+<tr>
+<td>3</td>
+<td>Hello Carol,\n\nThank you for your recent purchase on 2024-03-29 for $25.00. We appreciate your business!</td>
+</tr>
+</tbody>
+</table>
+<p><strong>Explanation:</strong></p>
+<ol>
+<li>
+<p><strong>Template:</strong> The first argument to <code>render_handlebars_template</code> is the template string. It uses Handlebars syntax (<code>{{variable_name}}</code>) to denote placeholders that will be replaced with actual values.</p>
+</li>
+<li>
+<p><strong>Context:</strong> The second argument is a JSON string representing the context. This provides the values for the placeholders in the template.  <code>TO_JSON_STRING(STRUCT(...))</code> is used to convert the desired columns into a JSON object.</p>
+</li>
+<li>
+<p><strong>Result:</strong> The function substitutes the values from the context into the template, generating the personalized email greeting for each customer.</p>
+</li>
+</ol>
+<p><strong>Other Use Cases:</strong></p>
+<ul>
+<li><strong>Generating dynamic reports:</strong>  Create report templates with placeholders for metrics, dates, and other data, then populate them using query results.</li>
+<li><strong>Creating custom error messages:</strong>  Craft more informative error messages by incorporating dynamic context from the data.</li>
+<li><strong>Formatting data for external APIs:</strong>  Prepare data in specific formats required by external services using templating.</li>
+</ul>
+<p>This function provides a flexible and powerful way to generate dynamic text within BigQuery, improving tasks involving personalization, reporting, and data formatting.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/render_handlebars_template" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "render_handlebars_template",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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+      <script src="../../assets/javascripts/bundle.c8b220af.min.js"></script>
+      
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/bigfunctions/render_template/index.html b/bigfunctions/render_template/index.html
new file mode 100644
index 000000000..2af084908
--- /dev/null
+++ b/bigfunctions/render_template/index.html
@@ -0,0 +1,1338 @@
+
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+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction render_template is a BigQuery function which Render template with context using nunjucks.js templating library">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/render_template/">
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+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
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+    
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+        <title>render_template - BigQuery function - BigFunctions</title>
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+    
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+              render_template - BigQuery function
+            
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; render_template
+</span></p>
+<h1 id="render_template">render_template<a class="headerlink" href="#render_template" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/render_template.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>render_template</code> ?</summary>
+<details class="success">
+<summary>Call <code>render_template</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>render_template</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>render_template</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>render_template</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>render_template</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>render_template
+bigfun<span class="w"> </span>deploy<span class="w"> </span>render_template
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>render_template(template, context)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Render template with context using nunjucks.js templating library</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">render_template</span><span class="p">(</span><span class="s1">&#39;Hello {{ user }}&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;user&quot;: &quot;James&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">render_template</span><span class="p">(</span><span class="s1">&#39;Hello {{ user }}&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;user&quot;: &quot;James&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">render_template</span><span class="p">(</span><span class="s1">&#39;Hello {{ user }}&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;user&quot;: &quot;James&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------+
+| rendered_content |
++------------------+
+| Hello James      |
++------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>render_template</code>?</summary>
+<details class="success">
+<summary>Get help using <code>render_template</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>render_template</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>Let's say you have a BigQuery table with customer data, including their name and purchase history. You want to generate personalized email greetings for each customer using a template.</p>
+<p><strong>Table Example:</strong></p>
+<table>
+<thead>
+<tr>
+<th>customer_id</th>
+<th>customer_name</th>
+<th>last_purchase_date</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1</td>
+<td>Alice</td>
+<td>2023-10-26</td>
+</tr>
+<tr>
+<td>2</td>
+<td>Bob</td>
+<td>2023-10-27</td>
+</tr>
+<tr>
+<td>3</td>
+<td>Charlie</td>
+<td>2023-10-28</td>
+</tr>
+</tbody>
+</table>
+<p><strong>Template:</strong></p>
+<div class="highlight"><pre><span></span><code>Hello {{ customer_name }},
+
+Thank you for your recent purchase on {{ last_purchase_date }}. We appreciate your business!
+
+Sincerely,
+
+The Team
+</code></pre></div>
+<p><strong>BigQuery SQL using <code>render_template</code>:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">customer_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">render_template</span><span class="p">(</span>
+<span class="w">        </span><span class="ss">&quot;&quot;&quot;</span>
+<span class="ss">        Hello {{ customer_name }},</span>
+
+<span class="ss">        Thank you for your recent purchase on {{ last_purchase_date }}. We appreciate your business!</span>
+
+<span class="ss">        Sincerely,</span>
+
+<span class="ss">        The Team</span>
+<span class="ss">        &quot;&quot;&quot;</span><span class="p">,</span>
+<span class="w">        </span><span class="n">TO_JSON_STRING</span><span class="p">(</span><span class="n">STRUCT</span><span class="p">(</span><span class="n">customer_name</span><span class="p">,</span><span class="w"> </span><span class="n">last_purchase_date</span><span class="p">))</span>
+<span class="w">    </span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">personalized_email</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">your_customer_table</span><span class="o">`</span>
+</code></pre></div>
+<p>This query will generate a new column <code>personalized_email</code> containing the rendered email greeting for each customer.  The <code>TO_JSON_STRING</code> function converts the <code>STRUCT</code> of <code>customer_name</code> and <code>last_purchase_date</code>  into a JSON string which is then used as the context for the template.</p>
+<p><strong>Result:</strong></p>
+<table>
+<thead>
+<tr>
+<th>customer_id</th>
+<th>personalized_email</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1</td>
+<td>Hello Alice,<br><br>Thank you for your recent purchase on 2023-10-26. We appreciate your business!<br><br>Sincerely,<br><br>The Team</td>
+</tr>
+<tr>
+<td>2</td>
+<td>Hello Bob,<br><br>Thank you for your recent purchase on 2023-10-27. We appreciate your business!<br><br>Sincerely,<br><br>The Team</td>
+</tr>
+<tr>
+<td>3</td>
+<td>Hello Charlie,<br><br>Thank you for your recent purchase on 2023-10-28. We appreciate your business!<br><br>Sincerely,<br><br>The Team</td>
+</tr>
+</tbody>
+</table>
+<p>This demonstrates how <code>render_template</code> can be used for dynamic content generation based on data within BigQuery, useful for various applications like personalized emails, custom reports, or dynamic SQL query generation.  You can use more advanced templating features like loops and conditional logic provided by nunjucks.js as well.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "render_template",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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\ No newline at end of file
diff --git a/bigfunctions/replace_special_characters/index.html b/bigfunctions/replace_special_characters/index.html
new file mode 100644
index 000000000..e232f1ab2
--- /dev/null
+++ b/bigfunctions/replace_special_characters/index.html
@@ -0,0 +1,1274 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction replace_special_characters is a BigQuery function which Replace most common special characters in a `string` with `replacement`">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/replace_special_characters/">
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+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
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+      
+        <title>replace_special_characters - BigQuery function - BigFunctions</title>
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+    
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+      
+    
+    
+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
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+.md-typeset .md-button.md-button--primary:hover {
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+  background-color: var(--md-primary-bg-color);
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+  align-items: stretch;
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+
+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
+}
+
+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
+}
+
+.md-content li>h2 {
+    font-weight: 600;
+}
+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
+}
+
+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#replace_special_characters" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
+  <p style="text-align: right;">
+
+    <a href="https://github.com/unytics/bigfunctions" target="_blank" rel="noopener" title="github.com" class="md-social__link">
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+    </a>
+
+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"></path></svg>
+    </a>
+
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"></path></svg>
+    </a>
+
+  </p>
+
+          </div>
+          
+        </aside>
+      
+    </div>
+    
+    
+      
+
+  
+
+<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
+  <nav class="md-header__inner md-grid" aria-label="Header">
+    <a href="../.." title="BigFunctions" class="md-header__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
+          <span class="md-ellipsis">
+            BigFunctions
+          </span>
+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              replace_special_characters - BigQuery function
+            
+          </span>
+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
+    
+    
+    
+      <label class="md-header__button md-icon" for="__search">
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+      </label>
+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
+    <form class="md-search__form" name="search">
+      <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
+      <label class="md-search__icon md-icon" for="__search">
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
+      </label>
+      <nav class="md-search__options" aria-label="Search">
+        
+        <button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
+          
+          <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"/></svg>
+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
+        <div class="md-search-result" data-md-component="search-result">
+          <div class="md-search-result__meta">
+            Initializing search
+          </div>
+          <ol class="md-search-result__list" role="presentation"></ol>
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+    </div>
+  </div>
+</div>
+    
+    
+      <div class="md-header__source">
+        <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
+  <div class="md-source__icon md-icon">
+    
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
+  </div>
+  <div class="md-source__repository">
+    unytics/bigfunctions
+  </div>
+</a>
+      </div>
+    
+  </nav>
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+<nav class="md-tabs" aria-label="Tabs" data-md-component="tabs">
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+        
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+    <div class="md-container" data-md-component="container">
+      
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+        
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+      <main class="md-main" data-md-component="main">
+        <div class="md-main__inner md-grid">
+          
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+              
+                
+              
+              <div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" hidden>
+                <div class="md-sidebar__scrollwrap">
+                  <div class="md-sidebar__inner">
+                    
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+<nav class="md-nav md-nav--primary md-nav--lifted" aria-label="Navigation" data-md-level="0">
+  <label class="md-nav__title" for="__drawer">
+    <a href="../.." title="BigFunctions" class="md-nav__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
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+  
+    <div class="md-nav__source">
+      <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+    
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; replace_special_characters
+</span></p>
+<h1 id="replace_special_characters">replace_special_characters<a class="headerlink" href="#replace_special_characters" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/company/68295200/" title="Author: Jason Tragakis" target="_blank">
+    <img src="https://www.mayainsights.com/wp-content/uploads/2021/09/mayalogo.svg" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/replace_special_characters.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>replace_special_characters</code> ?</summary>
+<details class="success">
+<summary>Call <code>replace_special_characters</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>replace_special_characters</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>replace_special_characters</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>replace_special_characters</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>replace_special_characters</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>replace_special_characters
+bigfun<span class="w"> </span>deploy<span class="w"> </span>replace_special_characters
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>replace_special_characters(string, replacement)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Replace most common special characters in a <code>string</code> with <code>replacement</code></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">replace_special_characters</span><span class="p">(</span><span class="s1">&#39;%♥!Hello!*♥#&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">replace_special_characters</span><span class="p">(</span><span class="s1">&#39;%♥!Hello!*♥#&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">replace_special_characters</span><span class="p">(</span><span class="s1">&#39;%♥!Hello!*♥#&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------------+
+| cleaned_string |
++----------------+
+| Hello          |
++----------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>replace_special_characters</code>?</summary>
+<details class="success">
+<summary>Get help using <code>replace_special_characters</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>replace_special_characters</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A use case for the <code>replace_special_characters</code> function is cleaning user-generated data before storing or processing it.  Imagine you have a website where users can submit product reviews. These reviews might contain special characters like emoticons, punctuation marks beyond the standard set, or even unintended HTML entities.  These characters can cause problems when:</p>
+<ul>
+<li><strong>Storing data in a database:</strong>  Some databases may not handle certain special characters correctly, leading to errors or data corruption.</li>
+<li><strong>Displaying data:</strong>  Special characters may not render correctly on different browsers or devices, leading to a poor user experience.</li>
+<li><strong>Performing text analysis:</strong> Special characters can interfere with natural language processing tasks like sentiment analysis or topic modeling.</li>
+</ul>
+<p>Using the <code>replace_special_characters</code> function, you could clean the user-submitted reviews before storing them in your database. For example:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">replace_special_characters</span><span class="p">(</span><span class="n">review_text</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39; &#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">cleaned_review</span>
+<span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">user_reviews</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p>This query would replace all special characters in the <code>review_text</code> column with spaces, resulting in a cleaner version of the review text that is more suitable for storage, display, and analysis.  This helps to ensure data consistency and improve the performance of downstream tasks.</p>
+<p>Here's another example, focusing on creating URL-friendly strings (slugs):</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">replace_special_characters</span><span class="p">(</span><span class="s1">&#39;This is a product title with special characters!@#$%^&amp;*()&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;-&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">url_slug</span>
+</code></pre></div>
+<p>This would output <code>This-is-a-product-title-with-special-characters-------</code>, which, after removing repeating hyphens, could be used as a URL slug.</p>
+<p>In essence, the <code>replace_special_characters</code> BigQuery function assists in data sanitization and preparation for various uses by removing or replacing characters that could otherwise cause issues.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "replace_special_characters",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
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\ No newline at end of file
diff --git a/bigfunctions/reverse_geocode/index.html b/bigfunctions/reverse_geocode/index.html
new file mode 100644
index 000000000..202e65857
--- /dev/null
+++ b/bigfunctions/reverse_geocode/index.html
@@ -0,0 +1,1305 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction reverse_geocode is a BigQuery function which Get address details at `latitude`, `longitude`">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/reverse_geocode/">
+      
+      
+      
+      
+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>reverse_geocode - BigQuery function - BigFunctions</title>
+      
+    
+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
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+        <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
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+        <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
+      
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+    display: block;
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+  .md-content .big-word {
+    font-size: 4.5rem!important;
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+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
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+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
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+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
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+        <li class="md-nav__item">
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+    <span class="md-ellipsis">
+      Description
+    </span>
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+</li>
+      
+        <li class="md-nav__item">
+  <a href="#examples" class="md-nav__link">
+    <span class="md-ellipsis">
+      Examples
+    </span>
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+</li>
+      
+        <li class="md-nav__item">
+  <a href="#use-cases" class="md-nav__link">
+    <span class="md-ellipsis">
+      Use cases
+    </span>
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+</li>
+      
+        <li class="md-nav__item">
+  <a href="#spread-the-word" class="md-nav__link">
+    <span class="md-ellipsis">
+      Spread the word!
+    </span>
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+</li>
+      
+    </ul>
+  
+</nav>
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+                </div>
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; reverse_geocode
+</span></p>
+<h1 id="reverse_geocode">reverse_geocode<a class="headerlink" href="#reverse_geocode" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/guillaume-pivette" title="Author: Guillaume Pivette" target="_blank">
+    <img src="https://cdn-images-1.medium.com/v2/resize:fit:92/1*jHdQzX82eU5lyjBYp63NqQ@2x.png" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_geo_data/reverse_geocode.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>reverse_geocode</code> ?</summary>
+<details class="success">
+<summary>Call <code>reverse_geocode</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>reverse_geocode</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>reverse_geocode</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>reverse_geocode</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>reverse_geocode</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>reverse_geocode
+bigfun<span class="w"> </span>deploy<span class="w"> </span>reverse_geocode
+</code></pre></div>
+<p><strong>Requirements</strong></p>
+<p><code>reverse_geocode</code> uses the following secrets. Get them by reading the documentation link and store them in <a href="https://console.cloud.google.com/security/secret-manager" target="_blank">Google Secret Manager</a> in the project where you deploy the function (and give Accessor role to the service account of the function):</p>
+<table>
+<thead>
+<tr>
+<th>name</th>
+<th>description</th>
+<th>documentation to get the secret</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>gmaps_api_key</code></td>
+<td>Google Maps Api Key</td>
+<td><a href="https://developers.google.com/maps/documentation/geocoding/get-api-key" target="_blank">doc</a></td>
+</tr>
+</tbody>
+</table>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>reverse_geocode(latitude, longitude)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Get address details at <code>latitude</code>, <code>longitude</code>
+using Google Maps</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">reverse_geocode</span><span class="p">(</span><span class="mi">48</span><span class="p">.</span><span class="mi">86988770000001</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">.</span><span class="mi">3079341</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">reverse_geocode</span><span class="p">(</span><span class="mi">48</span><span class="p">.</span><span class="mi">86988770000001</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">.</span><span class="mi">3079341</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">reverse_geocode</span><span class="p">(</span><span class="mi">48</span><span class="p">.</span><span class="mi">86988770000001</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">.</span><span class="mi">3079341</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| address_details                                                                                                                                                                                                                                                                                                                                                 |
++-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| {
+    &#34;address_components&#34;: [...],
+    &#34;formatted_address&#34;: &#34;1 Av. des Champs-Élysées, 75008 Paris, France&#34;,
+    &#34;geometry&#34;: {
+        &#34;location&#34;: {
+            &#34;lat&#34;: 48.86988770000001,
+            &#34;lng&#34;: 2.3079341
+        },
+        ...
+    },
+    &#34;place_id&#34;: &#34;ChIJ6499V8Rv5kcR5f9dbz3OeBI&#34;,
+    &#34;plus_code&#34;: {...},
+    &#34;types&#34;: [&#34;street_address&#34;]
+}
+ |
++-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>reverse_geocode</code>?</summary>
+<details class="success">
+<summary>Get help using <code>reverse_geocode</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>reverse_geocode</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A delivery company has a database of orders with latitude and longitude coordinates of delivery locations.  They want to enrich this data with more detailed address information for reporting, analysis, and customer service purposes.</p>
+<p>They can use the <code>reverse_geocode</code> function to get the full address details for each delivery location.  For example, if they have a delivery location with latitude 48.86988770000001 and longitude 2.3079341, they can use the following query in BigQuery:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">order_id</span><span class="p">,</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">reverse_geocode</span><span class="p">(</span><span class="n">latitude</span><span class="p">,</span><span class="w"> </span><span class="n">longitude</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">address_details</span>
+<span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">orders_table</span><span class="o">`</span>
+</code></pre></div>
+<p>This will add a new column <code>address_details</code> to the <code>orders_table</code> containing the full address information for each order, including the formatted address, address components, place ID, and more. This information can then be used to:</p>
+<ul>
+<li><strong>Improve reporting:</strong> Generate reports on deliveries by city, postal code, or other administrative area.</li>
+<li><strong>Enhance analysis:</strong> Analyze delivery patterns and optimize routes based on address details.</li>
+<li><strong>Improve customer service:</strong> Provide customer service representatives with accurate address information to resolve delivery issues.</li>
+<li><strong>Data validation:</strong> Verify the accuracy of the provided latitude and longitude coordinates.</li>
+<li><strong>Geocoding database cleanup:</strong>  Identify and correct inaccurate or incomplete address information in their database.</li>
+</ul>
+<p>Another use case could be for a real estate company that wants to analyze property values based on location details derived from latitude/longitude data.  Or, a ride-sharing service might use this function to provide drivers with more detailed pickup/dropoff location information.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "reverse_geocode",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
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diff --git a/bigfunctions/roc_auc/index.html b/bigfunctions/roc_auc/index.html
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; roc_auc
+</span></p>
+<h1 id="roc_auc">roc_auc<a class="headerlink" href="#roc_auc" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/anatolec/" title="Author: Anatole Callies" target="_blank">
+    <img src="https://ca.slack-edge.com/T01LGTNUWTE-U044NKG25GX-7469e33feefb-512" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/machine_learning/roc_auc.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>roc_auc</code> ?</summary>
+<details class="success">
+<summary>Call <code>roc_auc</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>roc_auc</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>roc_auc</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>roc_auc</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>roc_auc</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>roc_auc
+bigfun<span class="w"> </span>deploy<span class="w"> </span>roc_auc
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>roc_auc(predictions)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Returns the Area Under the Receiver Operating Characteristic Curve (a.k.a. ROC AUC)
+given a set of predicted scores and ground truth labels using the trapezoidal rule</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Random classifier</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">roc_auc</span><span class="p">((</span><span class="k">select</span><span class="w"> </span><span class="n">array_agg</span><span class="p">(</span><span class="n">struct</span><span class="p">(</span><span class="k">cast</span><span class="p">(</span><span class="n">predicted_score</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">float64</span><span class="p">),</span><span class="w"> </span><span class="n">rand</span><span class="p">()</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mi">0</span><span class="p">.</span><span class="mi">5</span><span class="p">))</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="k">unnest</span><span class="p">(</span><span class="n">generate_array</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1000</span><span class="p">))</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">predicted_score</span><span class="p">))</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">roc_auc</span><span class="p">((</span><span class="k">select</span><span class="w"> </span><span class="n">array_agg</span><span class="p">(</span><span class="n">struct</span><span class="p">(</span><span class="k">cast</span><span class="p">(</span><span class="n">predicted_score</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">float64</span><span class="p">),</span><span class="w"> </span><span class="n">rand</span><span class="p">()</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mi">0</span><span class="p">.</span><span class="mi">5</span><span class="p">))</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="k">unnest</span><span class="p">(</span><span class="n">generate_array</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1000</span><span class="p">))</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">predicted_score</span><span class="p">))</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">roc_auc</span><span class="p">((</span><span class="k">select</span><span class="w"> </span><span class="n">array_agg</span><span class="p">(</span><span class="n">struct</span><span class="p">(</span><span class="k">cast</span><span class="p">(</span><span class="n">predicted_score</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">float64</span><span class="p">),</span><span class="w"> </span><span class="n">rand</span><span class="p">()</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mi">0</span><span class="p">.</span><span class="mi">5</span><span class="p">))</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="k">unnest</span><span class="p">(</span><span class="n">generate_array</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1000</span><span class="p">))</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">predicted_score</span><span class="p">))</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------+
+| roc_auc |
++---------+
+| 0.5     |
++---------+
+</code>
+</pre>
+
+<p><strong>2. Good classifier</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">roc_auc</span><span class="p">((</span><span class="k">select</span><span class="w"> </span><span class="n">array_agg</span><span class="p">(</span><span class="n">struct</span><span class="p">(</span><span class="k">cast</span><span class="p">(</span><span class="n">predicted_score</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">float64</span><span class="p">),</span><span class="w"> </span><span class="n">predicted_score</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mi">500</span><span class="p">))</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="k">unnest</span><span class="p">(</span><span class="n">generate_array</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1000</span><span class="p">))</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">predicted_score</span><span class="p">))</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">roc_auc</span><span class="p">((</span><span class="k">select</span><span class="w"> </span><span class="n">array_agg</span><span class="p">(</span><span class="n">struct</span><span class="p">(</span><span class="k">cast</span><span class="p">(</span><span class="n">predicted_score</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">float64</span><span class="p">),</span><span class="w"> </span><span class="n">predicted_score</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mi">500</span><span class="p">))</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="k">unnest</span><span class="p">(</span><span class="n">generate_array</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1000</span><span class="p">))</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">predicted_score</span><span class="p">))</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">roc_auc</span><span class="p">((</span><span class="k">select</span><span class="w"> </span><span class="n">array_agg</span><span class="p">(</span><span class="n">struct</span><span class="p">(</span><span class="k">cast</span><span class="p">(</span><span class="n">predicted_score</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">float64</span><span class="p">),</span><span class="w"> </span><span class="n">predicted_score</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mi">500</span><span class="p">))</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="k">unnest</span><span class="p">(</span><span class="n">generate_array</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1000</span><span class="p">))</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">predicted_score</span><span class="p">))</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------+
+| roc_auc |
++---------+
+| 1.0     |
++---------+
+</code>
+</pre>
+
+<p><strong>3. Bad classifier</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">roc_auc</span><span class="p">((</span><span class="k">select</span><span class="w"> </span><span class="n">array_agg</span><span class="p">(</span><span class="n">struct</span><span class="p">(</span><span class="k">cast</span><span class="p">(</span><span class="n">predicted_score</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">float64</span><span class="p">),</span><span class="w"> </span><span class="n">predicted_score</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">500</span><span class="p">))</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="k">unnest</span><span class="p">(</span><span class="n">generate_array</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1000</span><span class="p">))</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">predicted_score</span><span class="p">))</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">roc_auc</span><span class="p">((</span><span class="k">select</span><span class="w"> </span><span class="n">array_agg</span><span class="p">(</span><span class="n">struct</span><span class="p">(</span><span class="k">cast</span><span class="p">(</span><span class="n">predicted_score</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">float64</span><span class="p">),</span><span class="w"> </span><span class="n">predicted_score</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">500</span><span class="p">))</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="k">unnest</span><span class="p">(</span><span class="n">generate_array</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1000</span><span class="p">))</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">predicted_score</span><span class="p">))</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">roc_auc</span><span class="p">((</span><span class="k">select</span><span class="w"> </span><span class="n">array_agg</span><span class="p">(</span><span class="n">struct</span><span class="p">(</span><span class="k">cast</span><span class="p">(</span><span class="n">predicted_score</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">float64</span><span class="p">),</span><span class="w"> </span><span class="n">predicted_score</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">500</span><span class="p">))</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="k">unnest</span><span class="p">(</span><span class="n">generate_array</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1000</span><span class="p">))</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">predicted_score</span><span class="p">))</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------+
+| roc_auc |
++---------+
+| 0.0     |
++---------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>roc_auc</code>?</summary>
+<details class="success">
+<summary>Get help using <code>roc_auc</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>roc_auc</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>Let's say you're building a machine learning model in BigQuery to predict customer churn for a subscription service. You've trained your model and it outputs a <code>predicted_score</code> between 0 and 1 for each customer, where higher scores indicate a higher probability of churn.  You also have the ground truth labels indicating whether each customer actually churned (<code>true</code>) or not (<code>false</code>).</p>
+<p>You can use the <code>roc_auc</code> function to evaluate the performance of your churn prediction model. Here's how:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">roc_auc</span><span class="p">(</span>
+<span class="w">    </span><span class="p">(</span>
+<span class="w">        </span><span class="k">SELECT</span>
+<span class="w">            </span><span class="n">ARRAY_AGG</span><span class="p">(</span><span class="n">STRUCT</span><span class="p">(</span><span class="n">predicted_score</span><span class="p">,</span><span class="w"> </span><span class="n">churned</span><span class="p">))</span>
+<span class="w">        </span><span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">your_predictions_table</span><span class="o">`</span>
+<span class="w">    </span><span class="p">)</span>
+<span class="p">);</span>
+</code></pre></div>
+<ul>
+<li><strong><code>your_project.your_dataset.your_predictions_table</code></strong>:  This table contains your model's predictions and the actual churn outcomes. It should have at least two columns: <code>predicted_score</code> (FLOAT64) and <code>churned</code> (BOOL).</li>
+<li><strong><code>ARRAY_AGG(STRUCT(predicted_score, churned))</code></strong>: This gathers all the predictions and labels into an array of structs, which is the required input format for the <code>roc_auc</code> function.</li>
+<li><strong><code>bigfunctions.us.roc_auc(...)</code></strong>: This calls the <code>roc_auc</code> function in the <code>us</code> region (replace with your appropriate region) with the array of structs.</li>
+</ul>
+<p>The query will return a single value representing the ROC AUC. This value will be between 0 and 1.  A higher ROC AUC indicates a better performing model:</p>
+<ul>
+<li><strong>ROC AUC = 1</strong>: Perfect classifier.</li>
+<li><strong>ROC AUC = 0.5</strong>:  No better than random guessing.</li>
+<li><strong>ROC AUC = 0</strong>:  The classifier is always wrong (predicting positive when it's negative, and vice versa).</li>
+</ul>
+<p>By calculating the ROC AUC, you can quantify how well your churn prediction model distinguishes between customers who will churn and those who won't. This allows you to compare different models, tune hyperparameters, and ultimately select the best model for deployment.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/roc_auc" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "roc_auc",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/roc_curve/index.html b/bigfunctions/roc_curve/index.html
new file mode 100644
index 000000000..fa36568f0
--- /dev/null
+++ b/bigfunctions/roc_curve/index.html
@@ -0,0 +1,1302 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction roc_curve is a BigQuery function which Returns the Receiver Operating Characteristic Curve (a.k.a. ROC Curve)">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/roc_curve/">
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+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
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+        <title>roc_curve - BigQuery function - BigFunctions</title>
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+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#roc_curve" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
+  <p style="text-align: right;">
+
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+    </a>
+
+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"></path></svg>
+    </a>
+
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"></path></svg>
+    </a>
+
+  </p>
+
+          </div>
+          
+        </aside>
+      
+    </div>
+    
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+
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+<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
+  <nav class="md-header__inner md-grid" aria-label="Header">
+    <a href="../.." title="BigFunctions" class="md-header__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
+          <span class="md-ellipsis">
+            BigFunctions
+          </span>
+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              roc_curve - BigQuery function
+            
+          </span>
+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
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+      </label>
+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
+    <form class="md-search__form" name="search">
+      <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
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+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
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+      <nav class="md-search__options" aria-label="Search">
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+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
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+            Initializing search
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+    
+    
+      <div class="md-header__source">
+        <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; roc_curve
+</span></p>
+<h1 id="roc_curve">roc_curve<a class="headerlink" href="#roc_curve" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/anatolec/" title="Author: Anatole Callies" target="_blank">
+    <img src="https://ca.slack-edge.com/T01LGTNUWTE-U044NKG25GX-7469e33feefb-512" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/machine_learning/roc_curve.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>roc_curve</code> ?</summary>
+<details class="success">
+<summary>Call <code>roc_curve</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>roc_curve</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>roc_curve</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>roc_curve</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>roc_curve</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>roc_curve
+bigfun<span class="w"> </span>deploy<span class="w"> </span>roc_curve
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>roc_curve(predictions)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Returns the Receiver Operating Characteristic Curve (a.k.a. ROC Curve)
+given a set of predicted scores and ground truth labels</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">roc_curve</span><span class="p">([(</span><span class="mi">0</span><span class="p">.</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="k">false</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">0</span><span class="p">.</span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="k">false</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">0</span><span class="p">.</span><span class="mi">35</span><span class="p">,</span><span class="w"> </span><span class="k">true</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">0</span><span class="p">.</span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="k">true</span><span class="p">)])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">roc_curve</span><span class="p">([(</span><span class="mi">0</span><span class="p">.</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="k">false</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">0</span><span class="p">.</span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="k">false</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">0</span><span class="p">.</span><span class="mi">35</span><span class="p">,</span><span class="w"> </span><span class="k">true</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">0</span><span class="p">.</span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="k">true</span><span class="p">)])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">roc_curve</span><span class="p">([(</span><span class="mi">0</span><span class="p">.</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="k">false</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">0</span><span class="p">.</span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="k">false</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">0</span><span class="p">.</span><span class="mi">35</span><span class="p">,</span><span class="w"> </span><span class="k">true</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">0</span><span class="p">.</span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="k">true</span><span class="p">)])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">
++---------------------+--------------------+
+| false_positive_rate | true_positive_rate |
++---------------------+--------------------+
+|         0.0         |         0.0        |
+|         0.0         |         0.5        |
+|         0.5         |         0.5        |
+|         0.5         |         1.0        |
+|         1.0         |         1.0        |
++---------------------+--------------------+
+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>roc_curve</code>?</summary>
+<details class="success">
+<summary>Get help using <code>roc_curve</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>roc_curve</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You're evaluating a new machine learning model designed to predict customer churn for a telecommunications company.  You have a dataset with predicted churn probabilities (output of your model) and the actual churn outcomes (true or false) for a set of customers.  You want to assess the performance of your model across different probability thresholds.  The ROC curve is a perfect tool for this.</p>
+<p>Here's how you would use the <code>roc_curve</code> BigQuery function in this scenario:</p>
+<div class="highlight"><pre><span></span><code><span class="o">#</span><span class="n">standardSQL</span>
+<span class="k">WITH</span><span class="w"> </span><span class="n">churn_predictions</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="k">SELECT</span>
+<span class="w">        </span><span class="n">customer_id</span><span class="p">,</span>
+<span class="w">        </span><span class="n">predicted_churn_probability</span><span class="p">,</span>
+<span class="w">        </span><span class="k">IF</span><span class="p">(</span><span class="n">churned</span><span class="p">,</span><span class="w"> </span><span class="k">TRUE</span><span class="p">,</span><span class="w"> </span><span class="k">FALSE</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">actual_churned</span>
+<span class="w">    </span><span class="k">FROM</span>
+<span class="w">        </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">customer_churn_data</span><span class="o">`</span>
+<span class="p">)</span>
+
+<span class="k">SELECT</span><span class="w"> </span><span class="o">*</span>
+<span class="k">FROM</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">your_region</span><span class="p">.</span><span class="n">roc_curve</span><span class="p">(</span>
+<span class="w">    </span><span class="n">ARRAY_AGG</span><span class="p">(</span>
+<span class="w">        </span><span class="n">STRUCT</span><span class="p">(</span><span class="n">predicted_churn_probability</span><span class="p">,</span><span class="w"> </span><span class="n">actual_churned</span><span class="p">)</span>
+<span class="w">    </span><span class="p">)</span>
+<span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">roc</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Explanation:</strong></p>
+<ol>
+<li>
+<p><strong><code>churn_predictions</code> CTE:</strong> This selects the customer ID, the predicted churn probability from your model, and the actual churn outcome.  The <code>IF</code> statement converts the <code>churned</code> column (presumably an integer or string) into a boolean <code>TRUE</code> or <code>FALSE</code> as required by the <code>roc_curve</code> function.</p>
+</li>
+<li>
+<p><strong><code>ARRAY_AGG</code>:</strong> This aggregates the predicted probability and actual churn outcome into an array of structs, which is the expected input format for the <code>roc_curve</code> function.</p>
+</li>
+<li>
+<p><strong><code>bigfunctions.your_region.roc_curve(...)</code>:</strong>  This calls the <code>roc_curve</code> function with the array of structs. Remember to replace <code>your_region</code> with the appropriate BigQuery region (e.g., <code>us</code>, <code>eu</code>, <code>us-central1</code>).</p>
+</li>
+<li>
+<p><strong><code>AS roc</code>:</strong> This assigns the output of the function to a table alias <code>roc</code>.</p>
+</li>
+</ol>
+<p><strong>Result and Interpretation:</strong></p>
+<p>The query will return a table with two columns: <code>false_positive_rate</code> and <code>true_positive_rate</code>.  These represent the coordinates of the ROC curve.  By plotting these points, you can visualize the trade-off between the model's sensitivity (true positive rate) and its specificity (1 - false positive rate) at various threshold settings.  A higher area under the ROC curve (AUC) indicates better model performance.</p>
+<p>This example demonstrates how <code>roc_curve</code> can be practically used to evaluate the performance of a binary classification model in a real-world business scenario. You could then use this information to choose an appropriate threshold for your model based on the desired balance between correctly identifying churned customers and minimizing false alarms.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/roc_curve" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
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+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "roc_curve",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/run_python/index.html b/bigfunctions/run_python/index.html
new file mode 100644
index 000000000..d60799ec0
--- /dev/null
+++ b/bigfunctions/run_python/index.html
@@ -0,0 +1,1498 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction run_python is a BigQuery function which Run any `python_code`.">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/run_python/">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; run_python
+</span></p>
+<h1 id="run_python">run_python<a class="headerlink" href="#run_python" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="" title="Author: Paul Marcombes with Axel Thevenot" target="_blank">
+    <img src="" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/utils/run_python.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>run_python</code> ?</summary>
+<details class="success">
+<summary>Call <code>run_python</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>run_python</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>run_python</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>run_python</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>run_python</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>run_python
+bigfun<span class="w"> </span>deploy<span class="w"> </span>run_python
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>run_python(python_code, requirements, kwargs)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Run any <code>python_code</code>.</p>
+<div class="admonition warning">
+<p class="admonition-title">For security reasons (sandboxing):</p>
+<ul>
+<li>this function is rather slow (a new python environement is created for each query). You may prefer to create a dedicated python function for your use case. You can suggest a new bigfunction <a href="https://github.com/unytics/bigfunctions/issues/new?assignees=&amp;labels=new-bigfunction&amp;projects=&amp;template=0_new_bigfunction.yaml&amp;title=%5Bnew%5D%3A+%60function_name%28argument1%2C+argument2%29%60">here</a> if you want someone to create your function.</li>
+<li>your python code won't have access to internet</li>
+<li>not all python packages can be installed</li>
+</ul>
+</div>
+<table>
+<thead>
+<tr>
+<th>Param</th>
+<th>Possible values</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>python_code</code></td>
+<td>Arbitrary python code (indented with 4 spaces).</td>
+</tr>
+<tr>
+<td><code>requirements</code></td>
+<td>requirements as you would pass them to <code>pip install</code> (separated with space). Keep note that for security reasons, not all python packages can be installed</td>
+</tr>
+<tr>
+<td><code>kwargs</code></td>
+<td>A json dict of variables. These variables will be defined and usable in your python code.</td>
+</tr>
+</tbody>
+</table>
+<details class="question">
+<summary>How sandboxing is done</summary>
+<p>The provided <code>python_code</code> will run in <a href="https://pyodide.org/">pyodide</a>:
+a python distribution which runs in a chrome headless browser.</p>
+<p>This simplifies the implementation of:</p>
+<ul>
+<li>isolation between function calls,</li>
+<li>installation of python packages,</li>
+<li>isolation from the internet.</li>
+</ul>
+<p>For every function call:</p>
+<ul>
+<li>we init a new browser context,</li>
+<li>download pyodide,</li>
+<li>install python packages</li>
+<li>run the code.</li>
+</ul>
+</details>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Basic Example</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">run_python</span><span class="p">(</span>
+<span class="w">  </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  return sum(range(10))</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="k">null</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="k">null</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">run_python</span><span class="p">(</span>
+<span class="w">  </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  return sum(range(10))</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="k">null</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="k">null</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">run_python</span><span class="p">(</span>
+<span class="w">  </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  return sum(range(10))</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="k">null</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="k">null</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------+
+| result |
++--------+
+| 45     |
++--------+
+</code>
+</pre>
+
+<p><strong>2. Some packages such as <code>pandas</code> can be installed and used.</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">run_python</span><span class="p">(</span>
+<span class="w">  </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  import pandas as pd</span>
+<span class="s1">  return pd.Series(range(10)).sum()</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;pandas&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="k">null</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">run_python</span><span class="p">(</span>
+<span class="w">  </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  import pandas as pd</span>
+<span class="s1">  return pd.Series(range(10)).sum()</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;pandas&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="k">null</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">run_python</span><span class="p">(</span>
+<span class="w">  </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  import pandas as pd</span>
+<span class="s1">  return pd.Series(range(10)).sum()</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;pandas&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="k">null</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------+
+| result |
++--------+
+| 45     |
++--------+
+</code>
+</pre>
+
+<p><strong>3. Replace <code>word</code> passed as a variable by its <a href="https://en.wikipedia.org/wiki/Word_stem">stem</a></strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">run_python</span><span class="p">(</span>
+<span class="w">  </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  import snowballstemmer</span>
+<span class="s1">  stemmer = snowballstemmer.stemmer(&#39;</span><span class="n">english</span><span class="s1">&#39;)</span>
+<span class="s1">  stems = stemmer.stemWords(text.split())</span>
+<span class="s1">  return &#39;</span><span class="w"> </span><span class="s1">&#39;.join(stems)</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;snowballstemmer&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="n">to_json</span><span class="p">(</span><span class="n">struct</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;care cared and caring&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nb">text</span>
+<span class="w">  </span><span class="p">))</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">run_python</span><span class="p">(</span>
+<span class="w">  </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  import snowballstemmer</span>
+<span class="s1">  stemmer = snowballstemmer.stemmer(&#39;</span><span class="n">english</span><span class="s1">&#39;)</span>
+<span class="s1">  stems = stemmer.stemWords(text.split())</span>
+<span class="s1">  return &#39;</span><span class="w"> </span><span class="s1">&#39;.join(stems)</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;snowballstemmer&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="n">to_json</span><span class="p">(</span><span class="n">struct</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;care cared and caring&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nb">text</span>
+<span class="w">  </span><span class="p">))</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">run_python</span><span class="p">(</span>
+<span class="w">  </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  import snowballstemmer</span>
+<span class="s1">  stemmer = snowballstemmer.stemmer(&#39;</span><span class="n">english</span><span class="s1">&#39;)</span>
+<span class="s1">  stems = stemmer.stemWords(text.split())</span>
+<span class="s1">  return &#39;</span><span class="w"> </span><span class="s1">&#39;.join(stems)</span>
+<span class="s1">  &#39;&#39;&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;snowballstemmer&#39;</span>
+<span class="w">  </span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="n">to_json</span><span class="p">(</span><span class="n">struct</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;care cared and caring&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nb">text</span>
+<span class="w">  </span><span class="p">))</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------+
+| result |
++--------+
+| go     |
++--------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>run_python</code>?</summary>
+<details class="success">
+<summary>Get help using <code>run_python</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>run_python</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>This <code>run_python</code> function allows you to execute arbitrary Python code within BigQuery.  Here's a breakdown of potential use cases and how it addresses them:</p>
+<p><strong>1. Text Preprocessing/Natural Language Processing (NLP):</strong></p>
+<ul>
+<li><strong>Stemming/Lemmatization:</strong>  The provided example demonstrates stemming words using the <code>snowballstemmer</code> library.  This is useful for NLP tasks like text analysis, where you want to reduce words to their root form (e.g., "running," "runs," "ran" become "run").  Imagine you have a BigQuery table with product reviews.  You could use <code>run_python</code> to stem the review text directly within BigQuery before feeding it into a sentiment analysis model.</li>
+<li><strong>Regular Expressions:</strong>  You can use Python's powerful <code>re</code> module for complex pattern matching and string manipulation in your data.  For instance, extract specific information from text fields, validate data formats, or clean up inconsistent data.</li>
+<li><strong>Other NLP tasks:</strong>  Tokenization, part-of-speech tagging, named entity recognition – any Python NLP library that can be installed in the sandbox can be leveraged.</li>
+</ul>
+<p><strong>2. Data Cleaning and Transformation:</strong></p>
+<ul>
+<li><strong>Custom logic:</strong> Implement data transformations that are too complex for standard SQL functions.  This could include handling missing values in a specific way, recoding variables based on complex criteria, or applying custom business rules.</li>
+<li><strong>Date/Time manipulation:</strong> Python's <code>datetime</code> module offers more flexibility than standard SQL for working with dates and times. You might use it to parse dates in unusual formats, calculate time differences, or handle time zones.</li>
+<li><strong>Numerical computations:</strong> Perform complex calculations beyond basic arithmetic, such as using the <code>math</code> or <code>NumPy</code> libraries.</li>
+</ul>
+<p><strong>3. User-Defined Functions (UDFs) with Python Flexibility:</strong></p>
+<ul>
+<li><strong>Code Reusability:</strong> While less performant than compiled UDFs, <code>run_python</code> offers a quick way to prototype and deploy UDF-like functionality without the need for separate deployment steps.</li>
+<li><strong>Complex logic encapsulation:</strong> Package up complex logic within the function, making your SQL queries cleaner and easier to understand.</li>
+</ul>
+<p><strong>4. Prototyping and Experimentation:</strong></p>
+<ul>
+<li><strong>Quick tests:</strong> Quickly test Python code snippets against your BigQuery data without leaving the BigQuery environment. This is great for exploratory data analysis or testing different transformations.</li>
+<li><strong>Library exploration:</strong>  Experiment with different Python libraries to see how they might be applied to your data.</li>
+</ul>
+<p><strong>Example: Sentiment Analysis Preprocessing</strong></p>
+<p>Let's say you have a table called <code>product_reviews</code> with a column <code>review_text</code>. You could use <code>run_python</code> to perform basic sentiment preprocessing:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">review_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">run_python</span><span class="p">(</span>
+<span class="w">      </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">      import re</span>
+<span class="s1">      from snowballstemmer import stemmer</span>
+<span class="s1">      text = re.sub(r&#39;</span><span class="p">[</span><span class="o">^</span><span class="err">\</span><span class="n">w</span><span class="err">\</span><span class="n">s</span><span class="p">]</span><span class="s1">&#39;, &#39;&#39;, text).lower()  # Remove punctuation and lowercase</span>
+<span class="s1">      stemmer_en = stemmer(&#39;</span><span class="n">english</span><span class="s1">&#39;)</span>
+<span class="s1">      stemmed_text = &#39;</span><span class="w"> </span><span class="s1">&#39;.join(stemmer_en.stemWords(text.split()))</span>
+<span class="s1">      return stemmed_text</span>
+<span class="s1">      &#39;&#39;&#39;</span><span class="p">,</span>
+<span class="w">      </span><span class="s1">&#39;re snowballstemmer&#39;</span><span class="p">,</span>
+<span class="w">      </span><span class="n">TO_JSON</span><span class="p">(</span><span class="n">STRUCT</span><span class="p">(</span><span class="n">review_text</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nb">text</span><span class="p">))</span>
+<span class="w">    </span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">processed_review_text</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">product_reviews</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p>This query removes punctuation, lowercases the text, and stems the words, preparing the <code>review_text</code> for further sentiment analysis.</p>
+<p><strong>Key Considerations:</strong></p>
+<ul>
+<li><strong>Performance:</strong>  As noted in the documentation, <code>run_python</code> is relatively slow due to the sandboxed environment.  For production-level, high-performance scenarios, consider using compiled UDFs instead.</li>
+<li><strong>Security:</strong> The sandboxed environment limits network access and available libraries for security reasons.</li>
+</ul>
+<p>This function provides a powerful way to bridge the gap between SQL and Python within BigQuery, enabling more complex data manipulation and analysis directly within your data warehouse.  However, be mindful of the performance implications and security constraints.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/run_python" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "run_python",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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diff --git a/bigfunctions/sankey_chart/index.html b/bigfunctions/sankey_chart/index.html
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; sankey_chart
+</span></p>
+<h1 id="sankey_chart">sankey_chart<a class="headerlink" href="#sankey_chart" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/explore/sankey_chart.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>sankey_chart</code> ?</summary>
+<details class="success">
+<summary>Call <code>sankey_chart</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>sankey_chart</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>sankey_chart</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>sankey_chart</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>sankey_chart</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>sankey_chart
+bigfun<span class="w"> </span>deploy<span class="w"> </span>sankey_chart
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>sankey_chart(data)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Return html with a Sankey Google chart</p>
+<details class="example">
+<summary>See the result as a data visualization in BigQuery Console!</summary>
+<p><strong>The result of this function can be vizualized as an html report directly in BigQuery Console!</strong></p>
+<ol>
+<li>Install this bookmarklet: <a href="javascript:(function()%7Blet%20isChartJsLoaded%20%3D%20false%3B%0Alet%20isGoogleChartsLoaded%20%3D%20false%3B%0Alet%20isFunnelGraphJsLoaded%20%3D%20false%3B%0A%0A%0Awindow.escapeHTML%20%3D%20function(html)%20%7B%0A%20%20if(!trustedTypes)%20%7B%0A%20%20%20%20return%20html%3B%0A%20%20%7D%0A%20%20const%20policy%20%3D%20trustedTypes.createPolicy(%22forceInner%22%2C%20%7BcreateHTML%3A%20(to_escape)%20%3D%3E%20to_escape%7D)%3B%0A%20%20return%20policy.createHTML(html)%3B%0A%7D%3B%0A%0A%0Aconst%20escapeScript%20%3D%20function(script)%20%7B%0A%20%20if(!trustedTypes)%20%7B%0A%20%20%20%20return%20script%3B%0A%20%20%7D%0A%20%20const%20policy%20%3D%20trustedTypes.createPolicy(%22forceInner%22%2C%20%7BcreateScript%3A%20(to_escape)%20%3D%3E%20to_escape%7D)%3B%0A%20%20return%20policy.createScript(script)%3B%0A%7D%3B%0A%0A%0Aconst%20setInnerHTML%20%3D%20function(elm%2C%20html)%20%7B%0A%20%20elm.innerHTML%20%3D%20window.escapeHTML(html)%3B%0A%20%20Array.from(elm.querySelectorAll('script')).forEach(%20oldScript%20%3D%3E%20%7B%0A%20%20%20%20%20%20const%20newScript%20%3D%20document.createElement('script')%3B%0A%20%20%20%20%20%20Array.from(oldScript.attributes).forEach(%20attr%20%3D%3E%20newScript.setAttribute(attr.name%2C%20attr.value)%20)%3B%0A%20%20%20%20%20%20newScript.text%20%3D%20escapeScript(oldScript.innerHTML)%3B%0A%20%20%20%20%20%20oldScript.parentNode.replaceChild(newScript%2C%20oldScript)%3B%0A%20%20%7D)%3B%0A%7D%3B%0A%0A%0Aconst%20run%20%3D%20async%20function()%20%7B%0A%20%20if%20(!isChartJsLoaded%20%7C%7C%20!isGoogleChartsLoaded%20%7C%7C%20!isFunnelGraphJsLoaded)%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20results_table_container%20%3D%20document.querySelector('bq-tab-content%3Anot(.cfc-hidden)%20bq-results-table')%3B%0A%20%20if%20(!results_table_container)%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20cells%20%3D%20results_table_container.querySelectorAll('td%20div%3Anot(.cfc-flex-container)')%3B%0A%20%20if%20(cells.length%20!%3D%3D%201)%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20cell%20%3D%20cells%5B0%5D%3B%0A%20%20const%20content%20%3D%20cell.innerText%3B%0A%20%20if%20(!content.startsWith(%22%3Chtml%22))%20%7B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20if%20(content.endsWith(%22...%22))%20%7B%0A%20%20%20%20cell.nextElementSibling.firstElementChild.click()%3B%0A%20%20%20%20return%3B%0A%20%20%7D%0A%20%20const%20html%20%3D%20%60%3Csection%20id%3D%22bf-container%22%20class%3D%22section%22%3E%24%7Bcontent%7D%3C%2Fsection%3E%60%0A%20%20setInnerHTML(results_table_container%2C%20html)%3B%0A%7D%3B%0A%0A%0Aconst%20loadBulmaCss%20%3D%20function()%20%7B%0A%20%20const%20bulma%20%3D%20document.createElement('link')%3B%0A%20%20bulma.setAttribute('rel'%2C%20'stylesheet')%3B%0A%20%20bulma.setAttribute('href'%2C%20'https%3A%2F%2Fcdn.jsdelivr.net%2Fnpm%2Fbulma%400.9.4%2Fcss%2Fbulma.min.css')%3B%0A%20%20document.head.appendChild(bulma)%3B%0A%7D%3B%0A%0A%0Aconst%20loadChartJs%20%3D%20function()%20%7B%0A%20%20fetch('https%3A%2F%2Fcdnjs.cloudflare.com%2Fajax%2Flibs%2FChart.js%2F3.9.1%2Fchart.min.js')%0A%20%20.then((response)%20%3D%3E%20response.text())%0A%20%20.then((text)%20%3D%3E%20%7B%0A%20%20%20%20const%20script%20%3D%20document.createElement('script')%3B%0A%20%20%20%20script.text%20%3D%20escapeScript(text)%3B%0A%20%20%20%20document.head.appendChild(script)%3B%0A%20%20%20%20isChartJsLoaded%20%3D%20true%3B%0A%20%20%7D)%3B%0A%7D%3B%0A%0A%0Aconst%20loadGoogleChart%20%3D%20function()%20%7B%0A%20%20fetch('https%3A%2F%2Fwww.gstatic.com%2Fcharts%2Floader.js')%0A%20%20.then((response)%20%3D%3E%20response.text())%0A%20%20.then((text)%20%3D%3E%20%7B%0A%20%20%20%20const%20script%20%3D%20document.createElement('script')%3B%0A%20%20%20%20script.text%20%3D%20escapeScript(text)%3B%0A%20%20%20%20document.head.appendChild(script)%3B%0A%20%20%20%20google.charts.load('current'%2C%20%7Bpackages%3A%20%5B'sankey'%5D%7D)%3B%0A%20%20%20%20google.charts.setOnLoadCallback(function()%20%7B%20isGoogleChartsLoaded%20%3D%20true%3B%20%7D)%3B%0A%20%20%7D)%3B%0A%7D%3B%0A%0A%0Aconst%20loadFunnelGraphJs%20%3D%20function()%20%7B%0A%20%20const%20css%20%3D%20document.createElement('link')%3B%0A%20%20css.setAttribute('rel'%2C%20'stylesheet')%3B%0A%20%20css.setAttribute('href'%2C%20'https%3A%2F%2Funpkg.com%2Ffunnel-graph-js%401.3.9%2Fdist%2Fcss%2Fmain.min.css')%3B%0A%20%20document.head.appendChild(css)%3B%0A%0A%20%20const%20css2%20%3D%20document.createElement('link')%3B%0A%20%20css2.setAttribute('rel'%2C%20'stylesheet')%3B%0A%20%20css2.setAttribute('href'%2C%20'https%3A%2F%2Funpkg.com%2Ffunnel-graph-js%401.3.9%2Fdist%2Fcss%2Ftheme.min.css')%3B%0A%20%20document.head.appendChild(css2)%3B%0A%0A%20%20fetch('https%3A%2F%2Funpkg.com%2Ffunnel-graph-js%401.3.9%2Fdist%2Fjs%2Ffunnel-graph.min.js')%0A%20%20.then((response)%20%3D%3E%20response.text())%0A%20%20.then((text)%20%3D%3E%20%7B%0A%20%20%20%20const%20regex%20%3D%20%2FinnerHTML%3D(%5Cw%2B)%2Fgi%3B%0A%20%20%20%20text%20%3D%20text.replace(regex%2C%20'innerHTML%3Dwindow.escapeHTML(%241)')%3B%0A%20%20%20%20console.log(text)%3B%0A%20%20%20%20const%20script%20%3D%20document.createElement('script')%3B%0A%20%20%20%20script.text%20%3D%20escapeScript(text)%3B%0A%20%20%20%20document.head.appendChild(script)%3B%0A%20%20%20%20isFunnelGraphJsLoaded%20%3D%20true%3B%0A%20%20%7D)%3B%0A%0A%0A%7D%0A%0AloadBulmaCss()%3B%0AloadFunnelGraphJs()%3B%0AloadChartJs()%3B%0AloadGoogleChart()%3B%0AsetInterval(run%2C%20100)%3B%7D)()%3B">bigfunctions</a> <em>(it has to be done only once)</em></li>
+<li>Open BigQuery console</li>
+<li>Click on the installed bookmarklet.<ul>
+<li>From now on, the bookmarklet code will observe the BigQuery console page.</li>
+<li>If a BigQuery result appears with a unique cell containing html content, it will be rendered.</li>
+</ul>
+</li>
+<li>You will have to click on the bookmarklet <em>again</em>:<ul>
+<li>If you refresh the Bigquery console page,</li>
+<li>If you open the BigQuery console in a new tab of your browser.</li>
+</ul>
+</li>
+<li>Run the query of the example and open the result of the latest subquery. The result will be shown as a nice html content.</li>
+</ol>
+<p><br></p>
+<p><img alt="bookmarklet usage" src="../../assets/bookmarklet_usage.gif" /></p>
+</details>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">sankey_chart</span><span class="p">([(</span><span class="s1">&#39;event1&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;event2&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">12</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="s1">&#39;event1&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;event3&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">12</span><span class="p">)])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">sankey_chart</span><span class="p">([(</span><span class="s1">&#39;event1&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;event2&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">12</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="s1">&#39;event1&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;event3&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">12</span><span class="p">)])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">sankey_chart</span><span class="p">([(</span><span class="s1">&#39;event1&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;event2&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">12</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="s1">&#39;event1&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;event3&#39;</span><span class="p">,</span><span class="w"> </span><span class="mi">12</span><span class="p">)])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<details class="question">
+<summary>Need help or Found a bug using <code>sankey_chart</code>?</summary>
+<details class="success">
+<summary>Get help using <code>sankey_chart</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>sankey_chart</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>The <code>sankey_chart</code> function is best used when you want to visualize the flow of something between different stages or categories within BigQuery. Here are some use cases:</p>
+<ul>
+<li>
+<p><strong>E-commerce Customer Journey:</strong> Track how users move through different stages of a purchase funnel (e.g., product view, add to cart, checkout, purchase).  The thickness of the flow lines in the Sankey diagram would represent the number of users transitioning between each stage, highlighting bottlenecks or drop-off points.  The input data would consist of tuples representing the source stage, destination stage, and the number of users making that transition.</p>
+</li>
+<li>
+<p><strong>Sales Lead Tracking:</strong> Visualize the progression of leads through your sales pipeline (e.g., lead generation, qualification, proposal, negotiation, closed won/lost). This helps identify stages with low conversion rates and optimize the sales process. The input data would be similar to the e-commerce example, with tuples representing the sales stage transitions and the number of leads.</p>
+</li>
+<li>
+<p><strong>Website User Flow:</strong> Analyze how users navigate through your website, from the landing page to various sections and ultimately to a desired action (e.g., signup, purchase). This allows you to identify popular paths, areas of friction, and optimize website design for better user experience. The input data would represent transitions between website pages and the number of users navigating between them.</p>
+</li>
+<li>
+<p><strong>Supply Chain Management:</strong> Track the flow of goods and materials through different stages of your supply chain.  This helps visualize dependencies, identify potential disruptions, and optimize logistics. Input data would represent movement of goods between locations or stages of production and the quantity of goods.</p>
+</li>
+<li>
+<p><strong>Financial Transactions:</strong> Visualize the flow of money between different accounts or entities. This can be used for fraud detection, financial analysis, or understanding complex financial networks. Input tuples would represent transfers between accounts and the amount transferred.</p>
+</li>
+</ul>
+<p>In each of these scenarios, the <code>sankey_chart</code> function takes the structured data from your BigQuery tables and generates an interactive HTML visualization that makes it easy to understand and analyze the flow patterns. The visualization can then be embedded in reports, dashboards, or presentations.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/sankey_chart" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "sankey_chart",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
+
+
+
+
+
+  
+  
+
+
+
+<!-- Was this page helpful? -->
+
+
+  
+
+
+
+<!-- Comment system -->
+
+                
+              </article>
+            </div>
+          
+          
+  <script>var tabs=__md_get("__tabs");if(Array.isArray(tabs))e:for(var set of document.querySelectorAll(".tabbed-set")){var labels=set.querySelector(".tabbed-labels");for(var tab of tabs)for(var label of labels.getElementsByTagName("label"))if(label.innerText.trim()===tab){var input=document.getElementById(label.htmlFor);input.checked=!0;continue e}}</script>
+
+<script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script>
+        </div>
+        
+      </main>
+      
+        
+
+<!-- Application footer -->
+<footer class="md-footer">
+  <!-- Further information -->
+  <div class="md-footer-meta md-typeset">
+    <div class="md-footer-meta__inner md-grid">
+
+      <!-- Copyright and theme information -->
+      <div style="width: 200px; margin: auto 0;">
+        <img
+          src="https://unytics.io/bigfunctions/assets/logo_and_name.png"
+          alt="bigfunctions logo"
+        >
+      </div>
+      
+        <div style="color: rgb(92, 92, 92); margin: auto 0;">
+          Built by <a href="https://unytics.io"><u>Unytics</u></a> — Copyright &copy; 2025
+        </div>
+      
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+      <!-- Social links -->
+      <div class="md-social">
+  
+    
+    
+    
+    
+      
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diff --git a/bigfunctions/send_google_chat_message/index.html b/bigfunctions/send_google_chat_message/index.html
new file mode 100644
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+<h1 id="send_google_chat_message">send_google_chat_message<a class="headerlink" href="#send_google_chat_message" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/notify/send_google_chat_message.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>send_google_chat_message</code> ?</summary>
+<details class="success">
+<summary>Call <code>send_google_chat_message</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>send_google_chat_message</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>send_google_chat_message</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>send_google_chat_message</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>send_google_chat_message</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>send_google_chat_message
+bigfun<span class="w"> </span>deploy<span class="w"> </span>send_google_chat_message
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>send_google_chat_message(message, webhook_url)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Sends <code>message</code> to google chat space
+using incoming webhook.</p>
+<blockquote>
+<p>To get the incoming <code>webhook_url</code>:</p>
+<ul>
+<li>In a web browser, open Google Chat.</li>
+<li>Go to the space to which you want to add a webhook.</li>
+<li>At the top, next to space title, click Down Arrow arrow_drop_down &gt; Apps &amp; integrations.</li>
+<li>Click Manage webhooks.</li>
+<li>If this space already has other webhooks, click Add another. Otherwise, skip this step.</li>
+<li>For Name, enter "Quickstart Webhook".</li>
+<li>For Avatar URL, enter https://developers.google.com/chat/images/chat-product-icon.png.</li>
+<li>Click SAVE.</li>
+<li>To copy the full webhook URL, click Copy.</li>
+</ul>
+</blockquote>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">send_google_chat_message</span><span class="p">(</span><span class="ss">&quot;Hello 👋 from bigfunctions!&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;YOUR_WEBHOOK_URL&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">send_google_chat_message</span><span class="p">(</span><span class="ss">&quot;Hello 👋 from bigfunctions!&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;YOUR_WEBHOOK_URL&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">send_google_chat_message</span><span class="p">(</span><span class="ss">&quot;Hello 👋 from bigfunctions!&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;YOUR_WEBHOOK_URL&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------------------------------------------------------------------------------------------+
+| response                                                                                         |
++--------------------------------------------------------------------------------------------------+
+| {
+  &#34;name&#34;: ...,
+  &#34;sender&#34;: ...,
+  &#34;createTime&#34;: ...,
+  &#34;text&#34;: &#34;Hello 👋 from bigfunctions!&#34;
+}
+ |
++--------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>send_google_chat_message</code>?</summary>
+<details class="success">
+<summary>Get help using <code>send_google_chat_message</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>send_google_chat_message</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>Here are a few use cases for the <code>send_google_chat_message</code> BigQuery function:</p>
+<p><strong>1. Data Monitoring and Alerting:</strong></p>
+<ul>
+<li><strong>Threshold breaches:</strong>  Imagine you have a BigQuery table tracking website traffic. You can schedule a query to check if traffic drops below a certain threshold. If it does, use <code>send_google_chat_message</code> to send an alert to a Google Chat space dedicated to website monitoring.  The message could include details like the current traffic level, the threshold breached, and a timestamp.</li>
+<li><strong>Data quality issues:</strong>  A scheduled query can check for data quality issues, such as null values in critical columns or inconsistencies between tables.  If a problem is detected, the function can send a notification to the data engineering team's Google Chat space.</li>
+<li><strong>Job completion status:</strong> After a long-running BigQuery job finishes (e.g., a large data import or a complex transformation), the function can send a message to the relevant team confirming completion (or failure, along with the error message).</li>
+</ul>
+<p><strong>2. Report Automation and Sharing:</strong></p>
+<ul>
+<li><strong>Daily summaries:</strong> Generate a daily summary of key business metrics from your BigQuery data and send it to a Google Chat space for management review.  The message could be formatted as a table or a short bullet-point list.</li>
+<li><strong>Weekly performance reports:</strong>  Consolidate weekly performance data and send a report to the sales team's Google Chat space, highlighting top performers, areas for improvement, and key trends.</li>
+<li><strong>Ad-hoc data insights:</strong> After running an exploratory query that reveals an interesting insight, use the function to share the finding with colleagues in a Google Chat space, along with a link to the BigQuery query.</li>
+</ul>
+<p><strong>3. Workflow Integration:</strong></p>
+<ul>
+<li><strong>Triggering downstream actions:</strong> When certain conditions are met in your BigQuery data (e.g., a new customer signs up, an order is placed), the function can send a message to a Google Chat space that integrates with other tools. This message could trigger a downstream action in another system, such as updating a CRM or sending a welcome email.</li>
+<li><strong>Human-in-the-loop processes:</strong>  Some data processes might require human intervention.  The function can be used to notify a human operator in a Google Chat space when their input is needed. The operator can then take the necessary action and update the relevant data in BigQuery.</li>
+</ul>
+<p><strong>Example (Data Monitoring):</strong></p>
+<div class="highlight"><pre><span></span><code><span class="o">#</span><span class="n">standardSQL</span>
+<span class="k">DECLARE</span><span class="w"> </span><span class="n">threshold</span><span class="w"> </span><span class="n">INT64</span><span class="w"> </span><span class="k">DEFAULT</span><span class="w"> </span><span class="mi">1000</span><span class="p">;</span>
+<span class="k">DECLARE</span><span class="w"> </span><span class="n">current_traffic</span><span class="w"> </span><span class="n">INT64</span><span class="p">;</span>
+
+<span class="k">SET</span><span class="w"> </span><span class="n">current_traffic</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="k">SELECT</span><span class="w"> </span><span class="k">COUNT</span><span class="p">(</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your</span><span class="o">-</span><span class="n">project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">website_traffic</span><span class="o">`</span><span class="w"> </span><span class="k">WHERE</span><span class="w"> </span><span class="n">_PARTITIONTIME</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">CURRENT_DATE</span><span class="p">());</span>
+
+<span class="k">IF</span><span class="w"> </span><span class="n">current_traffic</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">threshold</span><span class="w"> </span><span class="k">THEN</span>
+<span class="w">  </span><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">send_google_chat_message</span><span class="p">(</span>
+<span class="w">    </span><span class="n">FORMAT</span><span class="p">(</span><span class="ss">&quot;ALERT: Website traffic dropped below %d. Current traffic: %d&quot;</span><span class="p">,</span><span class="w"> </span><span class="n">threshold</span><span class="p">,</span><span class="w"> </span><span class="n">current_traffic</span><span class="p">),</span>
+<span class="w">    </span><span class="ss">&quot;YOUR_WEBHOOK_URL&quot;</span>
+<span class="w">  </span><span class="p">);</span>
+<span class="k">END</span><span class="w"> </span><span class="k">IF</span><span class="p">;</span>
+</code></pre></div>
+<p>This demonstrates how <code>send_google_chat_message</code> can be integrated into a SQL script to provide real-time alerts based on data in BigQuery.  You can adapt this pattern for various other use cases as needed.  Remember to replace placeholders like <code>"YOUR_WEBHOOK_URL"</code>, <code>"your-project.your_dataset.website_traffic"</code>, and adjust the logic to suit your specific requirements.  Also ensure you're calling the function from the correct regional dataset (e.g., <code>bigfunctions.us</code>, <code>bigfunctions.eu</code>).</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "send_google_chat_message",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
+
+
+
+
+
+  
+  
+
+
+
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diff --git a/bigfunctions/send_mail/index.html b/bigfunctions/send_mail/index.html
new file mode 100644
index 000000000..974cf21df
--- /dev/null
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+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
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+        <meta name="description" content="BigFunction send_mail is a BigQuery function which Sends an email">
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+      
+      
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; send_mail
+</span></p>
+<h1 id="send_mail">send_mail<a class="headerlink" href="#send_mail" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/guillaume-pivette/" title="Author: Guillaume Pivette from Neoxia" target="_blank">
+    <img src="https://cdn-images-1.medium.com/v2/resize:fit:92/1*jHdQzX82eU5lyjBYp63NqQ@2x.png" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/notify/send_mail.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>send_mail</code> ?</summary>
+<details class="success">
+<summary>Call <code>send_mail</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>send_mail</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>send_mail</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>send_mail</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>send_mail</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>send_mail
+bigfun<span class="w"> </span>deploy<span class="w"> </span>send_mail
+</code></pre></div>
+<p><strong>Requirements</strong></p>
+<p><code>send_mail</code> uses the following secrets. Get them by reading the documentation link and store them in <a href="https://console.cloud.google.com/security/secret-manager" target="_blank">Google Secret Manager</a> in the project where you deploy the function (and give Accessor role to the service account of the function):</p>
+<table>
+<thead>
+<tr>
+<th>name</th>
+<th>description</th>
+<th>documentation to get the secret</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>sendgrid_api_key</code></td>
+<td>Sendgrid API Key</td>
+<td><a href="https://docs.sendgrid.com/for-developers/sending-email/api-getting-started" target="_blank">doc</a></td>
+</tr>
+</tbody>
+</table>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>send_mail(to, subject, content, attachment_filename, attachment_content)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Sends an email
+to <code>to</code> email with <code>subject</code>, <code>content</code> and possible attachment (defined by <code>attachment_filename</code> and <code>attachment_content</code>).</p>
+<table>
+<thead>
+<tr>
+<th>Param</th>
+<th>Possible values</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>to</code></td>
+<td>One or multiple comma separated emails.<br>For instance <code>contact@unytics.io</code> or <code>contact@unytics.io, paul.marcombes@unytics.io</code></td>
+</tr>
+<tr>
+<td><code>subject</code></td>
+<td>Email subject</td>
+</tr>
+<tr>
+<td><code>content</code></td>
+<td>Can be plain text, html or <strong>markdown</strong></td>
+</tr>
+<tr>
+<td><code>attachment_filename</code></td>
+<td><code>null</code> or filename with extension such as <code>report.xlsx</code></td>
+</tr>
+<tr>
+<td><code>attachment_content</code></td>
+<td><code>null</code> or can be plain text or base64 encoded content (useful to send excel files, pdf or images)</td>
+</tr>
+</tbody>
+</table>
+<blockquote>
+<p>This function uses <a href="https://sendgrid.com/">SendGrid</a> to send the emails and <a href="https://github.com/leemunroe/responsive-html-email-template">Lee Munroe HTML template</a> for styling emails.</p>
+</blockquote>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Send email without file attached</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">send_mail</span><span class="p">(</span><span class="s1">&#39;contact@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">send_mail</span><span class="p">(</span><span class="s1">&#39;contact@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">send_mail</span><span class="p">(</span><span class="s1">&#39;contact@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------+
+| success |
++---------+
+| true    |
++---------+
+</code>
+</pre>
+
+<p><strong>2. Send email with plain text file attached</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">send_mail</span><span class="p">(</span><span class="s1">&#39;contact@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;report.csv&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;col1,col2\nval1,val2\nval3,val4&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">send_mail</span><span class="p">(</span><span class="s1">&#39;contact@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;report.csv&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;col1,col2\nval1,val2\nval3,val4&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">send_mail</span><span class="p">(</span><span class="s1">&#39;contact@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;report.csv&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;col1,col2\nval1,val2\nval3,val4&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------+
+| success |
++---------+
+| true    |
++---------+
+</code>
+</pre>
+
+<p><strong>3. Send email with excel file attached</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">send_mail</span><span class="p">(</span><span class="s1">&#39;contact@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;report.xlsx&#39;</span><span class="p">,</span><span class="w"> </span><span class="p">(</span><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">json2excel</span><span class="p">(</span><span class="s1">&#39;[{&quot;col1&quot;: &quot;val1&quot;, &quot;col2&quot;: &quot;val2&quot;}, {&quot;col1&quot;: &quot;val3&quot;, &quot;col2&quot;: &quot;val4&quot;}]&#39;</span><span class="p">)))</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">send_mail</span><span class="p">(</span><span class="s1">&#39;contact@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;report.xlsx&#39;</span><span class="p">,</span><span class="w"> </span><span class="p">(</span><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">json2excel</span><span class="p">(</span><span class="s1">&#39;[{&quot;col1&quot;: &quot;val1&quot;, &quot;col2&quot;: &quot;val2&quot;}, {&quot;col1&quot;: &quot;val3&quot;, &quot;col2&quot;: &quot;val4&quot;}]&#39;</span><span class="p">)))</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">send_mail</span><span class="p">(</span><span class="s1">&#39;contact@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;report.xlsx&#39;</span><span class="p">,</span><span class="w"> </span><span class="p">(</span><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">json2excel</span><span class="p">(</span><span class="s1">&#39;[{&quot;col1&quot;: &quot;val1&quot;, &quot;col2&quot;: &quot;val2&quot;}, {&quot;col1&quot;: &quot;val3&quot;, &quot;col2&quot;: &quot;val4&quot;}]&#39;</span><span class="p">)))</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------+
+| success |
++---------+
+| true    |
++---------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>send_mail</code>?</summary>
+<details class="success">
+<summary>Get help using <code>send_mail</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>send_mail</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>This <code>send_mail</code> function has several practical use cases within BigQuery:</p>
+<p><strong>1. Data-Driven Alerting:</strong></p>
+<p>Imagine you have a BigQuery script that monitors website traffic.  You could use <code>send_mail</code> to send an alert if traffic drops below a certain threshold.</p>
+<div class="highlight"><pre><span></span><code><span class="k">DECLARE</span><span class="w"> </span><span class="n">low_traffic_threshold</span><span class="w"> </span><span class="n">INT64</span><span class="w"> </span><span class="k">DEFAULT</span><span class="w"> </span><span class="mi">1000</span><span class="p">;</span>
+<span class="k">DECLARE</span><span class="w"> </span><span class="n">current_traffic</span><span class="w"> </span><span class="n">INT64</span><span class="p">;</span>
+
+<span class="k">SET</span><span class="w"> </span><span class="n">current_traffic</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="k">SELECT</span><span class="w"> </span><span class="k">COUNT</span><span class="p">(</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">website_traffic</span><span class="o">`</span><span class="w"> </span><span class="k">WHERE</span><span class="w"> </span><span class="n">_PARTITIONTIME</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">CURRENT_DATE</span><span class="p">());</span>
+
+<span class="k">IF</span><span class="w"> </span><span class="n">current_traffic</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">low_traffic_threshold</span><span class="w"> </span><span class="k">THEN</span>
+<span class="w">  </span><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">send_mail</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;admin@yourcompany.com&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;Low Website Traffic Alert&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="n">FORMAT</span><span class="p">(</span><span class="s1">&#39;Website traffic dropped to %d today, below the threshold of %d&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">current_traffic</span><span class="p">,</span><span class="w"> </span><span class="n">low_traffic_threshold</span><span class="p">),</span>
+<span class="w">    </span><span class="k">null</span><span class="p">,</span>
+<span class="w">    </span><span class="k">null</span>
+<span class="w">  </span><span class="p">);</span>
+<span class="k">END</span><span class="w"> </span><span class="k">IF</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>2. Report Generation and Distribution:</strong></p>
+<p>You can generate reports within BigQuery and then email them directly using this function. The example in the documentation shows converting JSON to Excel and attaching it. You could adapt this for CSV reports as well:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">send_mail</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;marketing@yourcompany.com&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;Weekly Sales Report&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;Please find attached the weekly sales report.&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;weekly_sales.csv&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="p">(</span><span class="k">SELECT</span><span class="w"> </span><span class="n">STRING_AGG</span><span class="p">(</span><span class="n">FORMAT</span><span class="p">(</span><span class="s1">&#39;%t,%t&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">product_name</span><span class="p">,</span><span class="w"> </span><span class="n">sales</span><span class="p">),</span><span class="w"> </span><span class="s1">&#39;\n&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">sales_data</span><span class="o">`</span><span class="w"> </span><span class="k">WHERE</span><span class="w"> </span><span class="n">_PARTITIONTIME</span><span class="w"> </span><span class="k">BETWEEN</span><span class="w"> </span><span class="n">DATE_SUB</span><span class="p">(</span><span class="k">CURRENT_DATE</span><span class="p">(),</span><span class="w"> </span><span class="nb">INTERVAL</span><span class="w"> </span><span class="mi">7</span><span class="w"> </span><span class="k">DAY</span><span class="p">)</span><span class="w"> </span><span class="k">AND</span><span class="w"> </span><span class="k">CURRENT_DATE</span><span class="p">())</span>
+<span class="p">);</span>
+</code></pre></div>
+<p><strong>3. Scheduled Notifications:</strong></p>
+<p>Combine <code>send_mail</code> with BigQuery's scheduled queries to automate regular email updates.  For example, send a daily summary of key metrics:</p>
+<div class="highlight"><pre><span></span><code><span class="c1">-- Scheduled Query Configuration (set in the BigQuery UI)</span>
+<span class="c1">-- Destination Table: None</span>
+<span class="c1">-- Schedule: Daily at 8:00 AM</span>
+
+<span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">send_mail</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;team@yourcompany.com&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;Daily Metrics Summary&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="n">FORMAT</span><span class="p">(</span><span class="ss">&quot;&quot;&quot;</span>
+<span class="ss">        Total users: %d</span>
+<span class="ss">        Total revenue: %f</span>
+<span class="ss">        &quot;&quot;&quot;</span><span class="p">,</span>
+<span class="w">        </span><span class="p">(</span><span class="k">SELECT</span><span class="w"> </span><span class="k">COUNT</span><span class="p">(</span><span class="k">DISTINCT</span><span class="w"> </span><span class="n">user_id</span><span class="p">)</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">user_activity</span><span class="o">`</span><span class="w"> </span><span class="k">WHERE</span><span class="w"> </span><span class="n">_PARTITIONTIME</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">CURRENT_DATE</span><span class="p">()),</span>
+<span class="w">        </span><span class="p">(</span><span class="k">SELECT</span><span class="w"> </span><span class="k">SUM</span><span class="p">(</span><span class="n">revenue</span><span class="p">)</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">transactions</span><span class="o">`</span><span class="w"> </span><span class="k">WHERE</span><span class="w"> </span><span class="n">_PARTITIONTIME</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">CURRENT_DATE</span><span class="p">())</span>
+<span class="w">    </span><span class="p">),</span>
+<span class="w">    </span><span class="k">null</span><span class="p">,</span>
+<span class="w">    </span><span class="k">null</span>
+<span class="p">);</span>
+</code></pre></div>
+<p><strong>4. User-Specific Notifications (within a script):</strong></p>
+<p>You could iterate through a result set and send customized emails to different recipients based on data in the table. For example, sending personalized product recommendations:</p>
+<div class="highlight"><pre><span></span><code><span class="k">DECLARE</span><span class="w"> </span><span class="n">done</span><span class="w"> </span><span class="nb">BOOLEAN</span><span class="w"> </span><span class="k">DEFAULT</span><span class="w"> </span><span class="k">FALSE</span><span class="p">;</span>
+<span class="k">DECLARE</span><span class="w"> </span><span class="k">current_user</span><span class="w"> </span><span class="n">STRUCT</span><span class="o">&lt;</span><span class="n">email</span><span class="w"> </span><span class="n">STRING</span><span class="p">,</span><span class="w"> </span><span class="n">recommended_product</span><span class="w"> </span><span class="n">STRING</span><span class="o">&gt;</span><span class="p">;</span>
+<span class="k">DECLARE</span><span class="w"> </span><span class="n">cur</span><span class="w"> </span><span class="k">CURSOR</span><span class="w"> </span><span class="k">FOR</span>
+<span class="w">  </span><span class="k">SELECT</span><span class="w"> </span><span class="n">user_email</span><span class="p">,</span><span class="w"> </span><span class="n">recommended_product</span>
+<span class="w">  </span><span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">product_recommendations</span><span class="o">`</span><span class="p">;</span>
+
+<span class="k">BEGIN</span>
+<span class="w">  </span><span class="k">OPEN</span><span class="w"> </span><span class="n">cur</span><span class="p">;</span>
+<span class="w">  </span><span class="n">LOOP</span>
+<span class="w">    </span><span class="k">FETCH</span><span class="w"> </span><span class="n">cur</span><span class="w"> </span><span class="k">INTO</span><span class="w"> </span><span class="k">current_user</span><span class="p">;</span>
+<span class="w">    </span><span class="k">IF</span><span class="w"> </span><span class="n">done</span><span class="w"> </span><span class="k">THEN</span>
+<span class="w">      </span><span class="n">LEAVE</span><span class="p">;</span>
+<span class="w">    </span><span class="k">END</span><span class="w"> </span><span class="k">IF</span><span class="p">;</span>
+<span class="w">    </span><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">send_mail</span><span class="p">(</span>
+<span class="w">      </span><span class="k">current_user</span><span class="p">.</span><span class="n">email</span><span class="p">,</span>
+<span class="w">      </span><span class="s1">&#39;Personalized Product Recommendation&#39;</span><span class="p">,</span>
+<span class="w">      </span><span class="n">FORMAT</span><span class="p">(</span><span class="s1">&#39;We recommend you check out: %s&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">current_user</span><span class="p">.</span><span class="n">recommended_product</span><span class="p">),</span>
+<span class="w">      </span><span class="k">null</span><span class="p">,</span>
+<span class="w">      </span><span class="k">null</span>
+<span class="w">    </span><span class="p">);</span>
+<span class="w">  </span><span class="k">END</span><span class="w"> </span><span class="n">LOOP</span><span class="p">;</span>
+<span class="w">  </span><span class="k">CLOSE</span><span class="w"> </span><span class="n">cur</span><span class="p">;</span>
+<span class="k">END</span><span class="p">;</span>
+</code></pre></div>
+<p>These are just a few examples. The flexibility of <code>send_mail</code> allows it to be integrated into various data processing workflows within BigQuery, enhancing communication and automation. Remember to choose the correct regional dataset for the <code>bigfunctions</code> project based on your BigQuery data location.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/send_mail" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "send_mail",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; send_mail_with_excel
+</span></p>
+<h1 id="send_mail_with_excel">send_mail_with_excel<a class="headerlink" href="#send_mail_with_excel" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/notify/send_mail_with_excel.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>send_mail_with_excel</code> ?</summary>
+<details class="success">
+<summary>Call <code>send_mail_with_excel</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>send_mail_with_excel</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>send_mail_with_excel</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>send_mail_with_excel</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>send_mail_with_excel</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>send_mail_with_excel
+bigfun<span class="w"> </span>deploy<span class="w"> </span>send_mail_with_excel
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>send_mail_with_excel(to, subject, content, excel_filename, table_or_view_or_query)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Sends an email with <code>table_or_view_or_query</code> data attached as excel file
+(only the first 1000 rows will be copied to the excel file)</p>
+<blockquote>
+<p>This function calls <code>json2excel</code> and <code>send_mail</code> functions.</p>
+</blockquote>
+<table>
+<thead>
+<tr>
+<th>Param</th>
+<th>Possible values</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>to</code></td>
+<td>One or multiple comma separated emails.<br>For instance <code>contact@unytics.io</code> or <code>contact@unytics.io, paul.marcombes@unytics.io</code></td>
+</tr>
+<tr>
+<td><code>subject</code></td>
+<td>Email subject</td>
+</tr>
+<tr>
+<td><code>content</code></td>
+<td>Can be plain text, html or <strong>markdown</strong></td>
+</tr>
+<tr>
+<td><code>attachment_filename</code></td>
+<td>filename with extension such as <code>report.xlsx</code></td>
+</tr>
+<tr>
+<td><code>table_or_view_or_query</code></td>
+<td>A fully qualified table or view you have permission to read or a sql query starting with <code>select</code></td>
+</tr>
+</tbody>
+</table>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">send_mail_with_excel</span><span class="p">(</span>
+<span class="w">  </span><span class="s1">&#39;contact@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;Financial Report&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  # Monthly Report from BigQuery</span>
+
+<span class="s1">  ## KPIs</span>
+
+<span class="s1">  - **MRR**: 32,343 USD</span>
+<span class="s1">  - **Churn**: 4.2 %</span>
+<span class="s1">  - **Subscriptions**: +3452</span>
+<span class="s1">  &#39;&#39;&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;report.xlsx&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;bigfunctions.eu.sales&#39;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">send_mail_with_excel</span><span class="p">(</span>
+<span class="w">  </span><span class="s1">&#39;contact@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;Financial Report&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  # Monthly Report from BigQuery</span>
+
+<span class="s1">  ## KPIs</span>
+
+<span class="s1">  - **MRR**: 32,343 USD</span>
+<span class="s1">  - **Churn**: 4.2 %</span>
+<span class="s1">  - **Subscriptions**: +3452</span>
+<span class="s1">  &#39;&#39;&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;report.xlsx&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;bigfunctions.us.sales&#39;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">send_mail_with_excel</span><span class="p">(</span>
+<span class="w">  </span><span class="s1">&#39;contact@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;Financial Report&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">  # Monthly Report from BigQuery</span>
+
+<span class="s1">  ## KPIs</span>
+
+<span class="s1">  - **MRR**: 32,343 USD</span>
+<span class="s1">  - **Churn**: 4.2 %</span>
+<span class="s1">  - **Subscriptions**: +3452</span>
+<span class="s1">  &#39;&#39;&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;report.xlsx&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;bigfunctions.europe_west1.sales&#39;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<p><a href="../send_mail_with_excel.png"><img alt="screenshot" src="../send_mail_with_excel.png" style="border: var(--md-code-bg-color) solid 1rem; margin-top: -1rem; width: 100%"></a></p>
+<details class="question">
+<summary>Need help or Found a bug using <code>send_mail_with_excel</code>?</summary>
+<details class="success">
+<summary>Get help using <code>send_mail_with_excel</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>send_mail_with_excel</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A marketing analyst wants to send a weekly performance report to their team.  They have a BigQuery table called <code>marketing.weekly_performance</code> that contains data on ad spend, impressions, clicks, conversions, and other relevant metrics.</p>
+<p><strong>Use Case:</strong></p>
+<p>Using the <code>send_mail_with_excel</code> function, the analyst can automate the process of:</p>
+<ol>
+<li><strong>Querying the BigQuery table:</strong> The <code>table_or_view_or_query</code> parameter can be set to <code>marketing.weekly_performance</code>.</li>
+<li><strong>Converting the results to an Excel file:</strong> The function automatically handles the conversion of the query results into an Excel file named, for example,  <code>weekly_report.xlsx</code>.</li>
+<li><strong>Emailing the report:</strong> The analyst can specify recipients (<code>to</code>), subject line (<code>subject</code>), and email body content (<code>content</code>). The Excel file will be attached to the email.</li>
+</ol>
+<p><strong>Example BigQuery SQL:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="o">&lt;</span><span class="n">your</span><span class="o">-</span><span class="n">region</span><span class="o">&gt;</span><span class="p">.</span><span class="n">send_mail_with_excel</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;marketing_team@company.com&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;Weekly Marketing Performance Report&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;&#39;&#39;</span>
+<span class="s1">    Hello Team,</span>
+
+<span class="s1">    Please find attached the weekly marketing performance report.</span>
+
+<span class="s1">    Regards,</span>
+<span class="s1">    Marketing Analyst</span>
+<span class="s1">    &#39;&#39;&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;weekly_report.xlsx&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;marketing.weekly_performance&#39;</span>
+<span class="p">);</span>
+</code></pre></div>
+<p><strong>Benefits:</strong></p>
+<ul>
+<li><strong>Automation:</strong> Eliminates the manual steps of querying, exporting to Excel, and emailing.</li>
+<li><strong>Time-saving:</strong> Frees up the analyst's time for more strategic tasks.</li>
+<li><strong>Consistency:</strong> Ensures that the report is delivered on time and in a consistent format.</li>
+<li><strong>Collaboration:</strong> Makes it easy to share the report with the entire marketing team.</li>
+</ul>
+<p><strong>Other potential use cases:</strong></p>
+<ul>
+<li><strong>Sales reporting:</strong> Sending daily or weekly sales figures to the sales team.</li>
+<li><strong>Financial reporting:</strong> Distributing monthly financial statements to stakeholders.</li>
+<li><strong>Customer support reporting:</strong> Sharing weekly customer support metrics with the customer support team.</li>
+<li><strong>Automated alerts:</strong> Triggering an email with relevant data when certain thresholds are met (e.g., a sudden drop in website traffic).  This would likely require integrating the function within a scheduled query or other automated workflow.</li>
+</ul>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/send_mail_with_excel" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "send_mail_with_excel",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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+</footer>
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+      
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/bigfunctions/send_mail_with_gmail/index.html b/bigfunctions/send_mail_with_gmail/index.html
new file mode 100644
index 000000000..11827147f
--- /dev/null
+++ b/bigfunctions/send_mail_with_gmail/index.html
@@ -0,0 +1,1393 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction send_mail_with_gmail is a BigQuery function which Sends an email using your gmail account">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/send_mail_with_gmail/">
+      
+      
+      
+      
+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>send_mail_with_gmail - BigQuery function - BigFunctions</title>
+      
+    
+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
+      
+      
+
+
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+    
+      
+        
+        
+        <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
+        <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Roboto:300,300i,400,400i,700,700i%7CRoboto+Mono:400,400i,700,700i&display=fallback">
+        <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
+      
+    
+    
+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
+    
+      
+
+    
+    
+    
+
+
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+<meta property="twitter:title" content="send_mail_with_gmail - BigQuery function - BigFunctions" />
+
+
+
+<meta property="og:description" content="BigFunction send_mail_with_gmail is a BigQuery function which Sends an email using your gmail account" />
+
+
+<meta property="og:type" content="website" />
+
+
+<meta property="og:url" content="https://unytics.io/bigfunctions/bigfunctions/send_mail_with_gmail/" />
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+<meta property="og:image:height" content="541" />
+<meta property="twitter:image" content="https://unytics.io/bigfunctions/assets/logo_and_name.png" />
+<meta property="twitter:image:alt" content="Supercharge BigQuery with BigFunctions" />
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+
+
+
+<style>
+.md-typeset .admonition.abstract,
+.md-typeset details.abstract {
+  border-color: rgb(43, 155, 70);
+}
+.md-typeset .abstract > .admonition-title,
+.md-typeset .abstract > summary {
+  background-color: var(--md-primary-fg-color);
+}
+.md-typeset .abstract > .admonition-title::before,
+.md-typeset .abstract > summary::before {
+  background-color: var(--md-primary-fg-color);
+  -webkit-mask-image: var(--md-admonition-icon--abstract);
+          mask-image: var(--md-admonition-icon--abstract);
+}
+
+.md-typeset__table {
+   min-width: 100%;
+}
+
+.admonition.note {
+  font-size: .8rem;
+}
+
+
+/*------- ANNOUNCEMENT BANNER -------*/
+.md-banner p {
+    line-height: 2.4!important;
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+.md-banner p a {
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+      margin: 0 10px;
+}
+.md-banner p a:hover {
+    color: white!important;
+}
+.md-banner a svg {
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+}
+
+
+/*------- HOME PAGE -------*/
+.md-typeset .md-button:hover {
+  color: var(--md-primary-bg-color);
+  background-color: var(--md-primary-fg-color);
+  border-color: var(--md-primary-bg-color);
+}
+.md-typeset .md-button.md-button--primary:hover {
+  color: var(--md-primary-fg-color);
+  background-color: var(--md-primary-bg-color);
+  border-color: var(--md-primary-fg-color);
+}
+
+.hero__image {
+  max-width: 1000px;
+  /*min-width: 600px;*/
+  width: 100%;
+  height: auto;
+  margin: 0 auto;
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+  align-items: stretch;
+}
+
+.hero__image img {
+  width: 100%;
+  height: 100%;
+  min-width: 0;
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+
+.md-button--center {
+    text-align: center;
+}
+
+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
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+
+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
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+
+.md-content li>h2 {
+    font-weight: 600;
+}
+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
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+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
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+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
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+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
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+
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+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
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+  max-width: 800px;
+  margin: auto;
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+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
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+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
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+
+
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+.text-center {
+  text-align: center;
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+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#send_mail_with_gmail" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
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+      
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+            
+            
+  <p style="text-align: right;">
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+        <li class="md-nav__item">
+  <a href="#description" class="md-nav__link">
+    <span class="md-ellipsis">
+      Description
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#encrypt-your-secrets" class="md-nav__link">
+    <span class="md-ellipsis">
+      ⚠️ Encrypt your secrets!
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#examples" class="md-nav__link">
+    <span class="md-ellipsis">
+      Examples
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#spread-the-word" class="md-nav__link">
+    <span class="md-ellipsis">
+      Spread the word!
+    </span>
+  </a>
+  
+</li>
+      
+    </ul>
+  
+</nav>
+                  </div>
+                </div>
+              </div>
+            
+          
+          
+            <div class="md-content" data-md-component="content">
+              <article class="md-content__inner md-typeset">
+                
+                  <!-- Tags -->
+
+
+<!-- Actions -->
+
+  
+  
+
+
+<!--
+  Hack: check whether the content contains a h1 headline. If it doesn't, the
+  page title (or respectively site name) is used as the main headline.
+-->
+<!--  -->
+
+<!-- Page content -->
+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; send_mail_with_gmail
+</span></p>
+<h1 id="send_mail_with_gmail">send_mail_with_gmail<a class="headerlink" href="#send_mail_with_gmail" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/notify/send_mail_with_gmail.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>send_mail_with_gmail</code> ?</summary>
+<details class="success">
+<summary>Call <code>send_mail_with_gmail</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>send_mail_with_gmail</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>send_mail_with_gmail</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>send_mail_with_gmail</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>send_mail_with_gmail</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>send_mail_with_gmail
+bigfun<span class="w"> </span>deploy<span class="w"> </span>send_mail_with_gmail
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>send_mail_with_gmail(gmail_email, gmail_app_password, to, subject, content, attachments)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Sends an email using your gmail account</p>
+<table>
+<thead>
+<tr>
+<th>Param</th>
+<th>Possible values</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>gmail_email</code></td>
+<td>The email for your gmail account</td>
+</tr>
+<tr>
+<td><code>gmail_app_password</code></td>
+<td>An App Password of your gmail account.  1.<a href="https://myaccount.google.com/apppasswords">Get an App Password</a>. ⚠️ 2. Encrypt the password wit the button below before copying it to your queries!</td>
+</tr>
+<tr>
+<td><code>to</code></td>
+<td>One or multiple comma separated emails.<br>For instance <code>contact@unytics.io</code> or <code>contact@unytics.io, paul.marcombes@unytics.io</code></td>
+</tr>
+<tr>
+<td><code>subject</code></td>
+<td>Email subject</td>
+</tr>
+<tr>
+<td><code>content</code></td>
+<td>Email content</td>
+</tr>
+<tr>
+<td><code>attachments</code></td>
+<td>json like <code>{filename: content}</code> with <code>content</code> a plain text or base64 encoded bytes (for excel, pdf, image, etc)</td>
+</tr>
+</tbody>
+</table>
+<h2 id="encrypt-your-secrets">⚠️ Encrypt your secrets!<a class="headerlink" href="#encrypt-your-secrets" title="Permanent link">¶</a></h2>
+<div class="admonition note">
+<p><em>Do NOT write secrets in plain text in your SQL queries!</em></p>
+</div>
+<p>Otherwise, anyone with access to your BigQuery logs can read them.</p>
+<p>Instead, generate an encrypted version of your secret that you can safely share.</p>
+<blockquote>
+<p><em>Enter a secret value to encrypt below along with the emails of the users who are authorized to use it.</em>
+<em>It will generate an encrypted version that you can paste into the arguments of your function (exactly like if you passed the plain text version).</em>
+<em>If a user, who is not in the auhorized users list, tries to use the encrypted version, the function will raise a permission error.</em>
+<em>Besides, the encrypted version can only be used with this function <code>send_mail_with_gmail</code>.</em></p>
+</blockquote>
+<div class="admonition example">
+<p class="admonition-title">Encrypt a secret</p>
+<p><div>
+  <input id="secret-to-encrypt" type="text" class="md-input" placeholder="secret">
+  <input id="authorized-users" type="text" class="md-input" placeholder="you@example.com">
+  <button class="md-button md-button--primary" onclick="encrypt();">Encrypt Secret</button>
+</div></p>
+</div>
+<details class="info">
+<summary>How secret encryption works</summary>
+<p>Technically, this encryption system uses the same encryption mechanism used to transfer data over the internet.
+It uses a pair of a public and private keys.</p>
+<p>The public key (contained in this web page) is used to encrypt a text.
+The corresponding private key is the only one who is able to decrypt the text.
+The private key is stored in a secret manager and is only accessible to this function.
+Thus, this function (and this function only) can decrypt it.</p>
+<p>Moreover, the function will check that the caller of the function belong to the kist of <code>authorized users</code>
+that you gave at encryption time.</p>
+<p>Thanks to this:</p>
+<ul>
+<li>Nobody but this function will be able to decrypt it.</li>
+<li>Nobody but <code>authorized users</code> can use the encrypted version in a function.</li>
+<li>No function but the function <code>send_mail_with_gmail</code> can decrypt it.</li>
+</ul>
+</details>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Send email without file attached</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">send_mail_with_gmail</span><span class="p">(</span><span class="s1">&#39;paul.marcombes@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;you@example.com&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">send_mail_with_gmail</span><span class="p">(</span><span class="s1">&#39;paul.marcombes@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;you@example.com&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">send_mail_with_gmail</span><span class="p">(</span><span class="s1">&#39;paul.marcombes@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;you@example.com&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------+
+| success |
++---------+
+| true    |
++---------+
+</code>
+</pre>
+
+<p><strong>2. Send email with plain text file attached</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">send_mail_with_gmail</span><span class="p">(</span><span class="s1">&#39;paul.marcombes@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;you@example.com&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json_object</span><span class="p">(</span><span class="s1">&#39;report.csv&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;col1,col2\nval1,val2\nval3,val4&#39;</span><span class="p">))</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">send_mail_with_gmail</span><span class="p">(</span><span class="s1">&#39;paul.marcombes@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;you@example.com&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json_object</span><span class="p">(</span><span class="s1">&#39;report.csv&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;col1,col2\nval1,val2\nval3,val4&#39;</span><span class="p">))</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">send_mail_with_gmail</span><span class="p">(</span><span class="s1">&#39;paul.marcombes@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;you@example.com&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json_object</span><span class="p">(</span><span class="s1">&#39;report.csv&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;col1,col2\nval1,val2\nval3,val4&#39;</span><span class="p">))</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------+
+| success |
++---------+
+| true    |
++---------+
+</code>
+</pre>
+
+<p><strong>3. Send email with excel file attached</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">send_mail_with_gmail</span><span class="p">(</span><span class="s1">&#39;paul.marcombes@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;you@example.com&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json_object</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;report.xlsx&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="p">(</span><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">json2excel</span><span class="p">(</span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;[{&quot;col1&quot;: &quot;val1&quot;, &quot;col2&quot;: &quot;val2&quot;}, {&quot;col1&quot;: &quot;val3&quot;, &quot;col2&quot;: &quot;val4&quot;}]&#39;</span><span class="p">))</span>
+<span class="w">  </span><span class="p">)</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">send_mail_with_gmail</span><span class="p">(</span><span class="s1">&#39;paul.marcombes@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;you@example.com&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json_object</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;report.xlsx&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="p">(</span><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">json2excel</span><span class="p">(</span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;[{&quot;col1&quot;: &quot;val1&quot;, &quot;col2&quot;: &quot;val2&quot;}, {&quot;col1&quot;: &quot;val3&quot;, &quot;col2&quot;: &quot;val4&quot;}]&#39;</span><span class="p">))</span>
+<span class="w">  </span><span class="p">)</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">send_mail_with_gmail</span><span class="p">(</span><span class="s1">&#39;paul.marcombes@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;you@example.com&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json_object</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;report.xlsx&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="p">(</span><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">json2excel</span><span class="p">(</span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;[{&quot;col1&quot;: &quot;val1&quot;, &quot;col2&quot;: &quot;val2&quot;}, {&quot;col1&quot;: &quot;val3&quot;, &quot;col2&quot;: &quot;val4&quot;}]&#39;</span><span class="p">))</span>
+<span class="w">  </span><span class="p">)</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------+
+| success |
++---------+
+| true    |
++---------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>send_mail_with_gmail</code>?</summary>
+<details class="success">
+<summary>Get help using <code>send_mail_with_gmail</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>send_mail_with_gmail</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/send_mail_with_gmail" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "send_mail_with_gmail",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/send_mail_with_sendgrid/index.html b/bigfunctions/send_mail_with_sendgrid/index.html
new file mode 100644
index 000000000..925467972
--- /dev/null
+++ b/bigfunctions/send_mail_with_sendgrid/index.html
@@ -0,0 +1,1393 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction send_mail_with_sendgrid is a BigQuery function which Sends an email using your gmail account">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/send_mail_with_sendgrid/">
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+      
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+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
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+      
+        <title>send_mail_with_sendgrid - BigQuery function - BigFunctions</title>
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+    
+    
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+      
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+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
+    
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+}
+
+.admonition.note {
+  font-size: .8rem;
+}
+
+
+/*------- ANNOUNCEMENT BANNER -------*/
+.md-banner p {
+    line-height: 2.4!important;
+}
+.md-banner p a {
+    color: var(--md-footer-fg-color--light)!important;
+      margin: 0 10px;
+}
+.md-banner p a:hover {
+    color: white!important;
+}
+.md-banner a svg {
+  max-height: 1.2rem !important;
+}
+
+
+/*------- HOME PAGE -------*/
+.md-typeset .md-button:hover {
+  color: var(--md-primary-bg-color);
+  background-color: var(--md-primary-fg-color);
+  border-color: var(--md-primary-bg-color);
+}
+.md-typeset .md-button.md-button--primary:hover {
+  color: var(--md-primary-fg-color);
+  background-color: var(--md-primary-bg-color);
+  border-color: var(--md-primary-fg-color);
+}
+
+.hero__image {
+  max-width: 1000px;
+  /*min-width: 600px;*/
+  width: 100%;
+  height: auto;
+  margin: 0 auto;
+  display: flex;
+  align-items: stretch;
+}
+
+.hero__image img {
+  width: 100%;
+  height: 100%;
+  min-width: 0;
+}
+
+.md-button--center {
+    text-align: center;
+}
+
+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
+}
+
+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
+}
+
+.md-content li>h2 {
+    font-weight: 600;
+}
+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
+}
+
+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#send_mail_with_sendgrid" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
+  <p style="text-align: right;">
+
+    <a href="https://github.com/unytics/bigfunctions" target="_blank" rel="noopener" title="github.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9M244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8M97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1m-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7m32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1m-11.4-14.7c-1.6 1-1.6 3.6 0 5.9s4.3 3.3 5.6 2.3c1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2"></path></svg>
+    </a>
+
+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"></path></svg>
+    </a>
+
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"></path></svg>
+    </a>
+
+  </p>
+
+          </div>
+          
+        </aside>
+      
+    </div>
+    
+    
+      
+
+  
+
+<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
+  <nav class="md-header__inner md-grid" aria-label="Header">
+    <a href="../.." title="BigFunctions" class="md-header__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
+          <span class="md-ellipsis">
+            BigFunctions
+          </span>
+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              send_mail_with_sendgrid - BigQuery function
+            
+          </span>
+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
+    
+    
+    
+      <label class="md-header__button md-icon" for="__search">
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+      </label>
+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
+    <form class="md-search__form" name="search">
+      <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
+      <label class="md-search__icon md-icon" for="__search">
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
+      </label>
+      <nav class="md-search__options" aria-label="Search">
+        
+        <button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
+          
+          <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"/></svg>
+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
+        <div class="md-search-result" data-md-component="search-result">
+          <div class="md-search-result__meta">
+            Initializing search
+          </div>
+          <ol class="md-search-result__list" role="presentation"></ol>
+        </div>
+      </div>
+    </div>
+  </div>
+</div>
+    
+    
+      <div class="md-header__source">
+        <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
+  <div class="md-source__icon md-icon">
+    
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
+  </div>
+  <div class="md-source__repository">
+    unytics/bigfunctions
+  </div>
+</a>
+      </div>
+    
+  </nav>
+  
+    
+      
+<nav class="md-tabs" aria-label="Tabs" data-md-component="tabs">
+  <div class="md-grid">
+    <ul class="md-tabs__list">
+      
+        
+  
+  
+  
+    <li class="md-tabs__item">
+      <a href="../.." class="md-tabs__link">
+        
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+  
+  Home
+
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+    </li>
+  
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+  
+    <li class="md-tabs__item">
+      <a href="../" class="md-tabs__link">
+        
+  
+    
+  
+  BigFunctions
+
+      </a>
+    </li>
+  
+
+      
+        
+  
+  
+  
+    <li class="md-tabs__item">
+      <a href="../../framework/" class="md-tabs__link">
+        
+  
+    
+  
+  Framework
+
+      </a>
+    </li>
+  
+
+      
+        
+  
+  
+  
+    
+    
+      <li class="md-tabs__item">
+        <a href="../../community/" class="md-tabs__link">
+          
+  
+    
+  
+  Community
+
+        </a>
+      </li>
+    
+  
+
+      
+        
+  
+  
+  
+    <li class="md-tabs__item">
+      <a href="../../blog/" class="md-tabs__link">
+        
+  
+    
+  
+  Blog
+
+      </a>
+    </li>
+  
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+      
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+  
+  
+    <li class="md-tabs__item">
+      <a href="../../chat_with_us/" class="md-tabs__link">
+        
+  
+    
+  
+  Chat with us
+
+      </a>
+    </li>
+  
+
+      
+    </ul>
+  </div>
+</nav>
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+</header>
+    
+    <div class="md-container" data-md-component="container">
+      
+      
+        
+      
+      <main class="md-main" data-md-component="main">
+        <div class="md-main__inner md-grid">
+          
+            
+              
+                
+              
+              <div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" hidden>
+                <div class="md-sidebar__scrollwrap">
+                  <div class="md-sidebar__inner">
+                    
+
+
+  
+
+
+<nav class="md-nav md-nav--primary md-nav--lifted" aria-label="Navigation" data-md-level="0">
+  <label class="md-nav__title" for="__drawer">
+    <a href="../.." title="BigFunctions" class="md-nav__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    BigFunctions
+  </label>
+  
+    <div class="md-nav__source">
+      <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
+  <div class="md-source__icon md-icon">
+    
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; send_mail_with_sendgrid
+</span></p>
+<h1 id="send_mail_with_sendgrid">send_mail_with_sendgrid<a class="headerlink" href="#send_mail_with_sendgrid" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/notify/send_mail_with_sendgrid.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>send_mail_with_sendgrid</code> ?</summary>
+<details class="success">
+<summary>Call <code>send_mail_with_sendgrid</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>send_mail_with_sendgrid</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>send_mail_with_sendgrid</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>send_mail_with_sendgrid</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>send_mail_with_sendgrid</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>send_mail_with_sendgrid
+bigfun<span class="w"> </span>deploy<span class="w"> </span>send_mail_with_sendgrid
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>send_mail_with_sendgrid(gmail_email, gmail_app_password, to, subject, content, attachments)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Sends an email using your gmail account</p>
+<table>
+<thead>
+<tr>
+<th>Param</th>
+<th>Possible values</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>gmail_email</code></td>
+<td>The email for your gmail account</td>
+</tr>
+<tr>
+<td><code>gmail_app_password</code></td>
+<td>An App Password of your gmail account.  1.<a href="https://myaccount.google.com/apppasswords">Get an App Password</a>. ⚠️ 2. Encrypt the password wit the button below before copying it to your queries!</td>
+</tr>
+<tr>
+<td><code>to</code></td>
+<td>One or multiple comma separated emails.<br>For instance <code>contact@unytics.io</code> or <code>contact@unytics.io, paul.marcombes@unytics.io</code></td>
+</tr>
+<tr>
+<td><code>subject</code></td>
+<td>Email subject</td>
+</tr>
+<tr>
+<td><code>content</code></td>
+<td>Email content</td>
+</tr>
+<tr>
+<td><code>attachments</code></td>
+<td>json like <code>{filename: content}</code> with <code>content</code> a plain text or base64 encoded bytes (for excel, pdf, image, etc)</td>
+</tr>
+</tbody>
+</table>
+<h2 id="encrypt-your-secrets">⚠️ Encrypt your secrets!<a class="headerlink" href="#encrypt-your-secrets" title="Permanent link">¶</a></h2>
+<div class="admonition note">
+<p><em>Do NOT write secrets in plain text in your SQL queries!</em></p>
+</div>
+<p>Otherwise, anyone with access to your BigQuery logs can read them.</p>
+<p>Instead, generate an encrypted version of your secret that you can safely share.</p>
+<blockquote>
+<p><em>Enter a secret value to encrypt below along with the emails of the users who are authorized to use it.</em>
+<em>It will generate an encrypted version that you can paste into the arguments of your function (exactly like if you passed the plain text version).</em>
+<em>If a user, who is not in the auhorized users list, tries to use the encrypted version, the function will raise a permission error.</em>
+<em>Besides, the encrypted version can only be used with this function <code>send_mail_with_sendgrid</code>.</em></p>
+</blockquote>
+<div class="admonition example">
+<p class="admonition-title">Encrypt a secret</p>
+<p><div>
+  <input id="secret-to-encrypt" type="text" class="md-input" placeholder="secret">
+  <input id="authorized-users" type="text" class="md-input" placeholder="you@example.com">
+  <button class="md-button md-button--primary" onclick="encrypt();">Encrypt Secret</button>
+</div></p>
+</div>
+<details class="info">
+<summary>How secret encryption works</summary>
+<p>Technically, this encryption system uses the same encryption mechanism used to transfer data over the internet.
+It uses a pair of a public and private keys.</p>
+<p>The public key (contained in this web page) is used to encrypt a text.
+The corresponding private key is the only one who is able to decrypt the text.
+The private key is stored in a secret manager and is only accessible to this function.
+Thus, this function (and this function only) can decrypt it.</p>
+<p>Moreover, the function will check that the caller of the function belong to the kist of <code>authorized users</code>
+that you gave at encryption time.</p>
+<p>Thanks to this:</p>
+<ul>
+<li>Nobody but this function will be able to decrypt it.</li>
+<li>Nobody but <code>authorized users</code> can use the encrypted version in a function.</li>
+<li>No function but the function <code>send_mail_with_sendgrid</code> can decrypt it.</li>
+</ul>
+</details>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Send email without file attached</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">send_mail_with_sendgrid</span><span class="p">(</span><span class="s1">&#39;paul.marcombes@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;you@example.com&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">send_mail_with_sendgrid</span><span class="p">(</span><span class="s1">&#39;paul.marcombes@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;you@example.com&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">send_mail_with_sendgrid</span><span class="p">(</span><span class="s1">&#39;paul.marcombes@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;you@example.com&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="k">null</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------+
+| success |
++---------+
+| true    |
++---------+
+</code>
+</pre>
+
+<p><strong>2. Send email with plain text file attached</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">send_mail_with_sendgrid</span><span class="p">(</span><span class="s1">&#39;paul.marcombes@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;you@example.com&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json_object</span><span class="p">(</span><span class="s1">&#39;report.csv&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;col1,col2\nval1,val2\nval3,val4&#39;</span><span class="p">))</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">send_mail_with_sendgrid</span><span class="p">(</span><span class="s1">&#39;paul.marcombes@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;you@example.com&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json_object</span><span class="p">(</span><span class="s1">&#39;report.csv&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;col1,col2\nval1,val2\nval3,val4&#39;</span><span class="p">))</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">send_mail_with_sendgrid</span><span class="p">(</span><span class="s1">&#39;paul.marcombes@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;you@example.com&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json_object</span><span class="p">(</span><span class="s1">&#39;report.csv&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;col1,col2\nval1,val2\nval3,val4&#39;</span><span class="p">))</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------+
+| success |
++---------+
+| true    |
++---------+
+</code>
+</pre>
+
+<p><strong>3. Send email with excel file attached</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">send_mail_with_sendgrid</span><span class="p">(</span><span class="s1">&#39;paul.marcombes@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;you@example.com&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json_object</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;report.xlsx&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="p">(</span><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">json2excel</span><span class="p">(</span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;[{&quot;col1&quot;: &quot;val1&quot;, &quot;col2&quot;: &quot;val2&quot;}, {&quot;col1&quot;: &quot;val3&quot;, &quot;col2&quot;: &quot;val4&quot;}]&#39;</span><span class="p">))</span>
+<span class="w">  </span><span class="p">)</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">send_mail_with_sendgrid</span><span class="p">(</span><span class="s1">&#39;paul.marcombes@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;you@example.com&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json_object</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;report.xlsx&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="p">(</span><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">json2excel</span><span class="p">(</span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;[{&quot;col1&quot;: &quot;val1&quot;, &quot;col2&quot;: &quot;val2&quot;}, {&quot;col1&quot;: &quot;val3&quot;, &quot;col2&quot;: &quot;val4&quot;}]&#39;</span><span class="p">))</span>
+<span class="w">  </span><span class="p">)</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">send_mail_with_sendgrid</span><span class="p">(</span><span class="s1">&#39;paul.marcombes@unytics.io&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;you@example.com&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;I love BigFunctions&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;Hey Paul, could you deploy more BigFunctions 🙏?&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json_object</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;report.xlsx&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="p">(</span><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">json2excel</span><span class="p">(</span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;[{&quot;col1&quot;: &quot;val1&quot;, &quot;col2&quot;: &quot;val2&quot;}, {&quot;col1&quot;: &quot;val3&quot;, &quot;col2&quot;: &quot;val4&quot;}]&#39;</span><span class="p">))</span>
+<span class="w">  </span><span class="p">)</span>
+<span class="w">  </span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------+
+| success |
++---------+
+| true    |
++---------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>send_mail_with_sendgrid</code>?</summary>
+<details class="success">
+<summary>Get help using <code>send_mail_with_sendgrid</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>send_mail_with_sendgrid</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/send_mail_with_sendgrid" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "send_mail_with_sendgrid",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
+
+
+
+
+
+  
+  
+
+
+
+<!-- Was this page helpful? -->
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+<!-- Comment system -->
+
+                
+              </article>
+            </div>
+          
+          
+  <script>var tabs=__md_get("__tabs");if(Array.isArray(tabs))e:for(var set of document.querySelectorAll(".tabbed-set")){var labels=set.querySelector(".tabbed-labels");for(var tab of tabs)for(var label of labels.getElementsByTagName("label"))if(label.innerText.trim()===tab){var input=document.getElementById(label.htmlFor);input.checked=!0;continue e}}</script>
+
+<script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script>
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+<!-- Application footer -->
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+  <!-- Further information -->
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+      <div style="width: 200px; margin: auto 0;">
+        <img
+          src="https://unytics.io/bigfunctions/assets/logo_and_name.png"
+          alt="bigfunctions logo"
+        >
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+      
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+          Built by <a href="https://unytics.io"><u>Unytics</u></a> — Copyright &copy; 2025
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+    </a>
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diff --git a/bigfunctions/send_slack_message/index.html b/bigfunctions/send_slack_message/index.html
new file mode 100644
index 000000000..b05bd12db
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; send_slack_message
+</span></p>
+<h1 id="send_slack_message">send_slack_message<a class="headerlink" href="#send_slack_message" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/guillaume-pivette/" title="Author: Guillaume Pivette from Neoxia" target="_blank">
+    <img src="https://cdn-images-1.medium.com/v2/resize:fit:92/1*jHdQzX82eU5lyjBYp63NqQ@2x.png" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/notify/send_slack_message.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>send_slack_message</code> ?</summary>
+<details class="success">
+<summary>Call <code>send_slack_message</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>send_slack_message</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>send_slack_message</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>send_slack_message</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>send_slack_message</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>send_slack_message
+bigfun<span class="w"> </span>deploy<span class="w"> </span>send_slack_message
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>send_slack_message(message, webhook_url)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Sends <code>message</code> to a slack channel.</p>
+<blockquote>
+<p>To get the <code>webhook_url</code> for a channel, follow this <a href="https://api.slack.com/messaging/webhooks">doc from Slack</a>.</p>
+</blockquote>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">send_slack_message</span><span class="p">(</span><span class="ss">&quot;Hello 👋 from bigfunctions!&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;YOUR_WEBHOOK_URL&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">send_slack_message</span><span class="p">(</span><span class="ss">&quot;Hello 👋 from bigfunctions!&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;YOUR_WEBHOOK_URL&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">send_slack_message</span><span class="p">(</span><span class="ss">&quot;Hello 👋 from bigfunctions!&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;YOUR_WEBHOOK_URL&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------+
+| response |
++----------+
+| ok       |
++----------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>send_slack_message</code>?</summary>
+<details class="success">
+<summary>Get help using <code>send_slack_message</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>send_slack_message</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A use case for the <code>send_slack_message</code> BigQuery function would be to <strong>alert a team on Slack when a certain threshold is met in a BigQuery table</strong>.</p>
+<p>For example, imagine you have a table monitoring website traffic, and you want to be notified if the error rate exceeds 5%.  You could schedule a query to run periodically, calculate the error rate, and use the <code>send_slack_message</code> function to send a notification if the threshold is breached:</p>
+<div class="highlight"><pre><span></span><code><span class="o">#</span><span class="n">standardSQL</span>
+<span class="k">CREATE</span><span class="w"> </span><span class="n">TEMP</span><span class="w"> </span><span class="k">FUNCTION</span><span class="w"> </span><span class="n">send_slack_message</span><span class="p">(</span><span class="n">message</span><span class="w"> </span><span class="n">STRING</span><span class="p">,</span><span class="w"> </span><span class="n">webhook_url</span><span class="w"> </span><span class="n">STRING</span><span class="p">)</span><span class="w"> </span><span class="k">RETURNS</span><span class="w"> </span><span class="n">STRING</span>
+<span class="w">  </span><span class="k">OPTIONS</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="n">library</span><span class="o">=</span><span class="ss">&quot;gs://bigfunctions-europe-west1/lib/send_slack_message-v0.0.1.js&quot;</span><span class="p">,</span>
+<span class="w">    </span><span class="n">endpoint</span><span class="o">=</span><span class="ss">&quot;https://europe-west1-bigfunctions.cloudfunctions.net/send_slack_message-v0.0.1&quot;</span><span class="w"> </span><span class="c1">-- Update to the same region as where your query is run.</span>
+<span class="w">  </span><span class="p">);</span>
+
+
+<span class="k">SELECT</span>
+<span class="w">    </span><span class="k">IF</span><span class="p">(</span><span class="n">error_rate</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mi">0</span><span class="p">.</span><span class="mi">05</span><span class="p">,</span>
+<span class="w">       </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">send_slack_message</span><span class="p">(</span><span class="n">FORMAT</span><span class="p">(</span><span class="ss">&quot;Error rate exceeded 5%%! Current rate: %f&quot;</span><span class="p">,</span><span class="w"> </span><span class="n">error_rate</span><span class="p">),</span><span class="w"> </span><span class="ss">&quot;YOUR_WEBHOOK_URL&quot;</span><span class="p">),</span>
+<span class="w">       </span><span class="s1">&#39;OK&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">notification_status</span>
+<span class="w">  </span><span class="k">FROM</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="k">SELECT</span>
+<span class="w">        </span><span class="n">COUNTIF</span><span class="p">(</span><span class="n">status_code</span><span class="w"> </span><span class="o">&gt;=</span><span class="w"> </span><span class="mi">400</span><span class="p">)</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="k">COUNT</span><span class="p">(</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">error_rate</span>
+<span class="w">      </span><span class="k">FROM</span>
+<span class="w">        </span><span class="o">`</span><span class="n">your</span><span class="o">-</span><span class="n">project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">website_traffic</span><span class="o">`</span>
+<span class="w">      </span><span class="k">WHERE</span><span class="w"> </span><span class="n">_PARTITIONTIME</span><span class="w"> </span><span class="k">BETWEEN</span><span class="w"> </span><span class="n">TIMESTAMP_SUB</span><span class="p">(</span><span class="k">CURRENT_TIMESTAMP</span><span class="p">(),</span><span class="w"> </span><span class="nb">INTERVAL</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="n">HOUR</span><span class="p">)</span><span class="w"> </span><span class="k">AND</span><span class="w"> </span><span class="k">CURRENT_TIMESTAMP</span><span class="p">()</span>
+<span class="w">  </span><span class="p">);</span>
+</code></pre></div>
+<p>This query calculates the error rate over the past hour. If the <code>error_rate</code> is greater than 0.05 (5%), it calls <code>send_slack_message</code> with a formatted message including the current error rate and sends it to the specified Slack webhook URL. Otherwise, it returns 'OK'.  You can then schedule this query to run regularly in BigQuery.</p>
+<p>Other Use Cases:</p>
+<ul>
+<li><strong>Data quality monitoring:</strong> Alert the data engineering team if a data pipeline fails or produces unexpected results (e.g., null values in a critical column).</li>
+<li><strong>Report generation notification:</strong> Send a message to a Slack channel when a scheduled report generation is complete.</li>
+<li><strong>Anomaly detection:</strong>  Notify relevant stakeholders when unusual patterns are detected in data, such as a sudden spike or drop in sales.</li>
+<li><strong>Resource usage alerts:</strong> Send notifications if BigQuery storage or compute costs exceed a defined budget.</li>
+</ul>
+<p>Remember to replace <code>"YOUR_WEBHOOK_URL"</code> with the actual webhook URL for your Slack channel and adjust the region of the <code>bigfunctions</code> dataset according to your needs. Also, consider using environment variables or a secrets management solution to securely store your webhook URL.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/send_slack_message" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "send_slack_message",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
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+  
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; send_sms
+</span></p>
+<h1 id="send_sms">send_sms<a class="headerlink" href="#send_sms" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/pascal-casteran/" title="Author: Pascal Castéran" target="_blank">
+    <img src="https://media.licdn.com/dms/image/C5603AQHZyyBya7CZSw/profile-displayphoto-shrink_200_200/0/1517520997975?e=1691020800&v=beta&t=sd9H4G4eMsnQ63UUMj8IuaMddxZ7tiuUiijWT4kmg0E" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/notify/send_sms.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>send_sms</code> ?</summary>
+<details class="success">
+<summary>Call <code>send_sms</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>send_sms</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>send_sms</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>send_sms</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>send_sms</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>send_sms
+bigfun<span class="w"> </span>deploy<span class="w"> </span>send_sms
+</code></pre></div>
+<p><strong>Requirements</strong></p>
+<p><code>send_sms</code> uses the following secrets. Get them by reading the documentation link and store them in <a href="https://console.cloud.google.com/security/secret-manager" target="_blank">Google Secret Manager</a> in the project where you deploy the function (and give Accessor role to the service account of the function):</p>
+<table>
+<thead>
+<tr>
+<th>name</th>
+<th>description</th>
+<th>documentation to get the secret</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>twilio_credentials</code></td>
+<td>Twilio credentials with following format: <YOUR_ACCOUNT_SID>:<YOUR_AUTH_TOKEN></td>
+<td><a href="https://www.twilio.com/docs/sms/api#sms-api-authentication" target="_blank">doc</a></td>
+</tr>
+</tbody>
+</table>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>send_sms(message, phone_number)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Sends <code>message</code> via SMS to <code>phone_number</code></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>To a French phone number</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">send_sms</span><span class="p">(</span><span class="ss">&quot;Hello 👋 from bigfunctions!&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;+33xxxxxxxxx&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">send_sms</span><span class="p">(</span><span class="ss">&quot;Hello 👋 from bigfunctions!&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;+33xxxxxxxxx&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">send_sms</span><span class="p">(</span><span class="ss">&quot;Hello 👋 from bigfunctions!&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;+33xxxxxxxxx&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------------------------------------------------+
+| response                                           |
++----------------------------------------------------+
+| {
+  &#34;body&#34;: &#34;Hello 👋 from bigfunctions!&#34;,
+  ...
+}
+ |
++----------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>send_sms</code>?</summary>
+<details class="success">
+<summary>Get help using <code>send_sms</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>send_sms</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A use case for the <code>send_sms</code> BigQuery function would be sending SMS notifications based on data changes or thresholds within BigQuery.</p>
+<p><strong>Scenario:</strong> An e-commerce company uses BigQuery to store order data. They want to be notified via SMS when a high-value order is placed.</p>
+<p><strong>Implementation:</strong></p>
+<ol>
+<li>
+<p><strong>BigQuery Table:</strong> The company has a table called <code>orders</code> with columns like <code>order_id</code>, <code>order_total</code>, <code>customer_phone</code>.</p>
+</li>
+<li>
+<p><strong>Scheduled Query:</strong> They create a scheduled query that runs every hour, checking for orders exceeding a certain value (e.g., $1000).</p>
+</li>
+<li>
+<p><strong><code>send_sms</code> Integration:</strong>  Within the scheduled query, they incorporate the <code>send_sms</code> function. The query would look something like this (using the <code>us</code> region as an example, adjust according to your location):</p>
+</li>
+</ol>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">send_sms</span><span class="p">(</span>
+<span class="w">        </span><span class="n">FORMAT</span><span class="p">(</span><span class="ss">&quot;High-value order placed! Order ID: %s, Total: $%f&quot;</span><span class="p">,</span><span class="w"> </span><span class="n">order_id</span><span class="p">,</span><span class="w"> </span><span class="n">order_total</span><span class="p">),</span>
+<span class="w">        </span><span class="n">customer_phone</span>
+<span class="w">    </span><span class="p">)</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">orders</span><span class="o">`</span>
+<span class="w">  </span><span class="k">WHERE</span><span class="w"> </span><span class="n">order_total</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mi">1000</span>
+<span class="w">   </span><span class="k">AND</span><span class="w"> </span><span class="n">order_placed_at</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">TIMESTAMP_SUB</span><span class="p">(</span><span class="k">CURRENT_TIMESTAMP</span><span class="p">(),</span><span class="w"> </span><span class="nb">INTERVAL</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="n">HOUR</span><span class="p">)</span><span class="w">  </span><span class="c1">-- Only check last hour&#39;s orders</span>
+</code></pre></div>
+<p><strong>How it works:</strong></p>
+<ul>
+<li>The scheduled query runs hourly.</li>
+<li>It filters for new orders placed in the last hour exceeding $1000.</li>
+<li>For each matching order, it calls the <code>send_sms</code> function.</li>
+<li>The function sends an SMS message to the <code>customer_phone</code> number with the order details.</li>
+</ul>
+<p><strong>Other use cases:</strong></p>
+<ul>
+<li><strong>Fraud detection:</strong> Send an SMS alert to a security team when unusual activity is detected.</li>
+<li><strong>Appointment reminders:</strong> Send SMS reminders to customers about upcoming appointments.</li>
+<li><strong>Low stock alerts:</strong>  Send an SMS to inventory managers when product stock falls below a threshold.</li>
+<li><strong>Service outages:</strong> Notify relevant personnel via SMS when a service outage is detected.</li>
+<li><strong>Two-factor authentication:</strong> Send a verification code via SMS for user login.</li>
+</ul>
+<p><strong>Important considerations:</strong></p>
+<ul>
+<li><strong>Cost:</strong> Be mindful of the cost of sending SMS messages, especially for high-volume scenarios.</li>
+<li><strong>Privacy:</strong> Ensure you comply with data privacy regulations related to phone numbers and user consent.</li>
+<li><strong>Error handling:</strong>  Implement error handling within your queries to manage situations where sending SMS messages fails (e.g., invalid phone numbers).  The provided documentation doesn't show the full response structure, but you should check for error codes/messages within the returned JSON.</li>
+<li><strong>Rate limiting:</strong>  Be aware of any rate limits imposed by the SMS provider used by the <code>send_sms</code> function.  You might need to implement logic to handle these limits.</li>
+<li><strong>Phone number format:</strong> Ensure phone numbers are in the correct international format (e.g., +1 for US, +44 for UK, etc.).</li>
+</ul>
+<p>By combining BigQuery's powerful data processing capabilities with the <code>send_sms</code> function, you can create real-time notification systems directly within your data warehouse.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/send_sms" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "send_sms",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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diff --git a/bigfunctions/send_teams_message/index.html b/bigfunctions/send_teams_message/index.html
new file mode 100644
index 000000000..0c04dc422
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+<script defer data-domain="unytics.io" src="https://plausible.io/js/script.js"></script>
+<script>window.plausible = window.plausible || function() { (window.plausible.q = window.plausible.q || []).push(arguments) }</script>
+
+
+
+<style>
+.md-typeset .admonition.abstract,
+.md-typeset details.abstract {
+  border-color: rgb(43, 155, 70);
+}
+.md-typeset .abstract > .admonition-title,
+.md-typeset .abstract > summary {
+  background-color: var(--md-primary-fg-color);
+}
+.md-typeset .abstract > .admonition-title::before,
+.md-typeset .abstract > summary::before {
+  background-color: var(--md-primary-fg-color);
+  -webkit-mask-image: var(--md-admonition-icon--abstract);
+          mask-image: var(--md-admonition-icon--abstract);
+}
+
+.md-typeset__table {
+   min-width: 100%;
+}
+
+.admonition.note {
+  font-size: .8rem;
+}
+
+
+/*------- ANNOUNCEMENT BANNER -------*/
+.md-banner p {
+    line-height: 2.4!important;
+}
+.md-banner p a {
+    color: var(--md-footer-fg-color--light)!important;
+      margin: 0 10px;
+}
+.md-banner p a:hover {
+    color: white!important;
+}
+.md-banner a svg {
+  max-height: 1.2rem !important;
+}
+
+
+/*------- HOME PAGE -------*/
+.md-typeset .md-button:hover {
+  color: var(--md-primary-bg-color);
+  background-color: var(--md-primary-fg-color);
+  border-color: var(--md-primary-bg-color);
+}
+.md-typeset .md-button.md-button--primary:hover {
+  color: var(--md-primary-fg-color);
+  background-color: var(--md-primary-bg-color);
+  border-color: var(--md-primary-fg-color);
+}
+
+.hero__image {
+  max-width: 1000px;
+  /*min-width: 600px;*/
+  width: 100%;
+  height: auto;
+  margin: 0 auto;
+  display: flex;
+  align-items: stretch;
+}
+
+.hero__image img {
+  width: 100%;
+  height: 100%;
+  min-width: 0;
+}
+
+.md-button--center {
+    text-align: center;
+}
+
+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
+}
+
+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
+}
+
+.md-content li>h2 {
+    font-weight: 600;
+}
+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
+}
+
+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#send_teams_message" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
+  <p style="text-align: right;">
+
+    <a href="https://github.com/unytics/bigfunctions" target="_blank" rel="noopener" title="github.com" class="md-social__link">
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+    </a>
+
+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"></path></svg>
+    </a>
+
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"></path></svg>
+    </a>
+
+  </p>
+
+          </div>
+          
+        </aside>
+      
+    </div>
+    
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+      
+
+  
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+<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
+  <nav class="md-header__inner md-grid" aria-label="Header">
+    <a href="../.." title="BigFunctions" class="md-header__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
+          <span class="md-ellipsis">
+            BigFunctions
+          </span>
+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              send_teams_message - BigQuery function
+            
+          </span>
+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
+    
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+    
+      <label class="md-header__button md-icon" for="__search">
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+      </label>
+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
+    <form class="md-search__form" name="search">
+      <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
+      <label class="md-search__icon md-icon" for="__search">
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
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+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
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+            Initializing search
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+    
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+        <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+  </div>
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+    unytics/bigfunctions
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; send_teams_message
+</span></p>
+<h1 id="send_teams_message">send_teams_message<a class="headerlink" href="#send_teams_message" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="" title="Author: Baptiste PIRAULT" target="_blank">
+    <img src="" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/notify/send_teams_message.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>send_teams_message</code> ?</summary>
+<details class="success">
+<summary>Call <code>send_teams_message</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>send_teams_message</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>send_teams_message</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>send_teams_message</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>send_teams_message</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>send_teams_message
+bigfun<span class="w"> </span>deploy<span class="w"> </span>send_teams_message
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>send_teams_message(message, webhook_url)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Sends <code>message</code> to a Microsoft Teams channel.</p>
+<blockquote>
+<p>To get the <code>webhook_url</code> for a channel, follow this <a href="https://learn.microsoft.com/en-us/microsoftteams/platform/webhooks-and-connectors/how-to/add-incoming-webhook">doc from Microsoft</a>.</p>
+</blockquote>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">send_teams_message</span><span class="p">(</span><span class="ss">&quot;Hello 👋 from bigfunctions!&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;YOUR_WEBHOOK_URL&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">send_teams_message</span><span class="p">(</span><span class="ss">&quot;Hello 👋 from bigfunctions!&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;YOUR_WEBHOOK_URL&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">send_teams_message</span><span class="p">(</span><span class="ss">&quot;Hello 👋 from bigfunctions!&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;YOUR_WEBHOOK_URL&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------+
+| response |
++----------+
+| ok       |
++----------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>send_teams_message</code>?</summary>
+<details class="success">
+<summary>Get help using <code>send_teams_message</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>send_teams_message</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A use case for the <code>send_teams_message</code> BigQuery function would be to send notifications to a Microsoft Teams channel upon the completion of a BigQuery job or when specific conditions are met in your data.</p>
+<p><strong>Scenario 1: BigQuery Job Completion Notification:</strong></p>
+<p>Imagine you have a long-running BigQuery query that aggregates daily sales data. You want to be notified in your team's channel when the job finishes.  You could create a scheduled query and then add a final step using the <code>send_teams_message</code> function.  This step would execute only after the main query completes.</p>
+<div class="highlight"><pre><span></span><code><span class="c1">-- Your main query to calculate daily sales</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="p">...</span>
+<span class="k">FROM</span><span class="w"> </span><span class="p">...</span>
+
+<span class="c1">-- Send a Teams notification when the query is done</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">send_teams_message</span><span class="p">(</span>
+<span class="w">    </span><span class="n">CONCAT</span><span class="p">(</span><span class="ss">&quot;Daily sales data aggregation complete!  Total sales: $&quot;</span><span class="p">,</span><span class="w"> </span><span class="k">SUM</span><span class="p">(</span><span class="n">daily_sales</span><span class="p">)),</span>
+<span class="w">    </span><span class="ss">&quot;YOUR_WEBHOOK_URL&quot;</span>
+<span class="p">);</span>
+</code></pre></div>
+<p><strong>Scenario 2: Anomaly Detection Alert:</strong></p>
+<p>Suppose you're monitoring website traffic and want to be alerted if traffic drops below a certain threshold. You can set up a scheduled query to check the traffic data and use <code>send_teams_message</code> to send an alert if an anomaly is detected.</p>
+<div class="highlight"><pre><span></span><code><span class="c1">-- Check for low website traffic</span>
+<span class="k">SELECT</span>
+<span class="w">    </span><span class="k">CASE</span>
+<span class="w">        </span><span class="k">WHEN</span><span class="w"> </span><span class="n">current_traffic</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">1000</span><span class="w"> </span><span class="k">THEN</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">send_teams_message</span><span class="p">(</span>
+<span class="w">            </span><span class="ss">&quot;ALERT: Website traffic is unusually low!&quot;</span><span class="p">,</span>
+<span class="w">            </span><span class="ss">&quot;YOUR_WEBHOOK_URL&quot;</span>
+<span class="w">        </span><span class="p">)</span>
+<span class="w">        </span><span class="k">ELSE</span><span class="w"> </span><span class="k">CAST</span><span class="p">(</span><span class="k">NULL</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">STRING</span><span class="p">)</span><span class="w"> </span><span class="c1">-- Do nothing if traffic is normal</span>
+<span class="w">    </span><span class="k">END</span>
+<span class="k">FROM</span>
+<span class="w">  </span><span class="p">(</span><span class="k">SELECT</span><span class="w"> </span><span class="k">COUNT</span><span class="p">(</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">current_traffic</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">website_traffic</span><span class="o">`</span><span class="w"> </span><span class="k">WHERE</span><span class="w"> </span><span class="k">timestamp</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">TIMESTAMP_SUB</span><span class="p">(</span><span class="k">CURRENT_TIMESTAMP</span><span class="p">(),</span><span class="w"> </span><span class="nb">INTERVAL</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="n">HOUR</span><span class="p">))</span>
+<span class="p">;</span>
+</code></pre></div>
+<p><strong>Scenario 3: Data Validation Notification:</strong></p>
+<p>You can use this function to notify your team about data quality issues. For example, if a data validation check fails, send a message to Teams.</p>
+<div class="highlight"><pre><span></span><code><span class="c1">-- Check for invalid records</span>
+<span class="k">SELECT</span>
+<span class="w">  </span><span class="k">CASE</span>
+<span class="w">    </span><span class="k">WHEN</span><span class="w"> </span><span class="n">invalid_records</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mi">0</span><span class="w"> </span><span class="k">THEN</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">send_teams_message</span><span class="p">(</span>
+<span class="w">        </span><span class="n">CONCAT</span><span class="p">(</span><span class="ss">&quot;Data validation failed! Found &quot;</span><span class="p">,</span><span class="w"> </span><span class="n">invalid_records</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot; invalid records.&quot;</span><span class="p">),</span>
+<span class="w">        </span><span class="ss">&quot;YOUR_WEBHOOK_URL&quot;</span>
+<span class="w">    </span><span class="p">)</span>
+<span class="w">    </span><span class="k">ELSE</span><span class="w"> </span><span class="k">CAST</span><span class="p">(</span><span class="k">NULL</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">STRING</span><span class="p">)</span>
+<span class="w">  </span><span class="k">END</span>
+<span class="k">FROM</span>
+<span class="w">  </span><span class="p">(</span><span class="k">SELECT</span><span class="w"> </span><span class="k">COUNT</span><span class="p">(</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">invalid_records</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">your_table</span><span class="o">`</span><span class="w"> </span><span class="k">WHERE</span><span class="w"> </span><span class="n">some_validation_check</span><span class="w"> </span><span class="k">IS</span><span class="w"> </span><span class="k">FALSE</span><span class="p">);</span>
+</code></pre></div>
+<p>These examples illustrate how <code>send_teams_message</code> can integrate BigQuery with Microsoft Teams for real-time notifications, allowing for proactive monitoring and faster responses to critical events. Remember to replace <code>"YOUR_WEBHOOK_URL"</code> with the actual webhook URL for your Teams channel and select the correct BigFunctions dataset based on your BigQuery region (e.g., <code>bigfunctions.eu</code>, <code>bigfunctions.asia_southeast1</code>).</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/send_teams_message" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "send_teams_message",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/sentiment_score/index.html b/bigfunctions/sentiment_score/index.html
new file mode 100644
index 000000000..6672cc838
--- /dev/null
+++ b/bigfunctions/sentiment_score/index.html
@@ -0,0 +1,1275 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction sentiment_score is a BigQuery function which Compute sentiment score of `content`">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/sentiment_score/">
+      
+      
+      
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+    
+    
+      
+        <title>sentiment_score - BigQuery function - BigFunctions</title>
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+    
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+      
+    
+    
+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
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+
+<meta property="og:description" content="BigFunction sentiment_score is a BigQuery function which Compute sentiment score of `content`" />
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+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
+}
+
+.md-content li>h2 {
+    font-weight: 600;
+}
+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
+}
+
+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
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+    <body dir="ltr">
+  
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+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#sentiment_score" class="md-skip">
+          Skip to content
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+        <aside class="md-banner">
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+            
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+    <label class="md-header__button md-icon" for="__drawer">
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+            
+              sentiment_score - BigQuery function
+            
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+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; sentiment_score
+</span></p>
+<h1 id="sentiment_score">sentiment_score<a class="headerlink" href="#sentiment_score" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/machine_learning/sentiment_score.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>sentiment_score</code> ?</summary>
+<details class="success">
+<summary>Call <code>sentiment_score</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>sentiment_score</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>sentiment_score</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>sentiment_score</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>sentiment_score</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>sentiment_score
+bigfun<span class="w"> </span>deploy<span class="w"> </span>sentiment_score
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>sentiment_score(content)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Compute sentiment score of <code>content</code></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">sentiment_score</span><span class="p">(</span><span class="s1">&#39;BigFunctions Rocks!&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">sentiment_score</span><span class="p">(</span><span class="s1">&#39;BigFunctions Rocks!&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">sentiment_score</span><span class="p">(</span><span class="s1">&#39;BigFunctions Rocks!&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------------+
+| sentiment_score |
++-----------------+
+| 0.945           |
++-----------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>sentiment_score</code>?</summary>
+<details class="success">
+<summary>Get help using <code>sentiment_score</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>sentiment_score</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A company wants to analyze customer feedback left on their website. They store the feedback text in a BigQuery table called <code>customer_feedback</code>.  They can use the <code>sentiment_score</code> function to determine the sentiment (positive, negative, or neutral) of each feedback entry.</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">feedback_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">feedback_text</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">sentiment_score</span><span class="p">(</span><span class="n">feedback_text</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">sentiment_score</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your</span><span class="o">-</span><span class="n">project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">customer_feedback</span><span class="o">`</span>
+</code></pre></div>
+<p>This query adds a new column called <code>sentiment_score</code> to the table. This score will be a numerical value indicating the sentiment.  A higher score indicates more positive sentiment, while a lower score indicates more negative sentiment.  They can then use this score to:</p>
+<ul>
+<li><strong>Identify trends:</strong> Track changes in overall customer sentiment over time.</li>
+<li><strong>Categorize feedback:</strong> Group feedback into positive, negative, and neutral categories for easier analysis.</li>
+<li><strong>Prioritize responses:</strong> Address negative feedback first to mitigate customer dissatisfaction.</li>
+<li><strong>Measure campaign effectiveness:</strong>  Analyze sentiment before and after a marketing campaign to gauge its impact.</li>
+<li><strong>Improve products/services:</strong> Identify areas where customers express negative sentiment and use that information to make improvements.</li>
+</ul>
+<p>By applying this function to their existing feedback data, the company can gain valuable insights into customer opinions and make data-driven decisions to improve their business.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/sentiment_score" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "sentiment_score",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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diff --git a/bigfunctions/sleep/index.html b/bigfunctions/sleep/index.html
new file mode 100644
index 000000000..fd88b2a56
--- /dev/null
+++ b/bigfunctions/sleep/index.html
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+      <meta name="viewport" content="width=device-width,initial-scale=1">
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+        <meta name="description" content="BigFunction sleep is a BigQuery function which Sleep during `seconds` seconds">
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+      
+      
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+<h1 id="sleep">sleep<a class="headerlink" href="#sleep" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/utils/sleep.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>sleep</code> ?</summary>
+<details class="success">
+<summary>Call <code>sleep</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>sleep</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>sleep</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>sleep</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>sleep</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>sleep
+bigfun<span class="w"> </span>deploy<span class="w"> </span>sleep
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>sleep(seconds)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Sleep during <code>seconds</code> seconds</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>Wait for 10 seconds</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">sleep</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">sleep</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">sleep</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------+
+| response |
++----------+
+| ok       |
++----------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>sleep</code>?</summary>
+<details class="success">
+<summary>Get help using <code>sleep</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>sleep</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>The <code>sleep</code> function in BigQuery can be useful in a few scenarios, primarily related to testing and managing dependencies within scripts or workflows:</p>
+<ol>
+<li>
+<p><strong>Testing BigQuery function performance:</strong> You can use <code>sleep</code> to introduce controlled delays and measure the execution time of other BigQuery functions or queries.  This allows you to benchmark performance and identify bottlenecks.</p>
+</li>
+<li>
+<p><strong>Simulating latency:</strong> In testing scenarios, you might want to simulate real-world conditions where there are delays in data processing or availability.  <code>sleep</code> can help mimic these latencies.</p>
+</li>
+<li>
+<p><strong>Managing dependencies in scripts:</strong> If you have a BigQuery script where one part needs to complete before another begins, you can use <code>sleep</code> to ensure a certain time has passed before the dependent part executes.  However, this is generally not the ideal way to handle dependencies within a BigQuery script.  BigQuery scripting features like <code>WAIT</code> clauses for <code>MERGE</code> statements or explicitly checking for job completion status offer more robust solutions.  <code>sleep</code> would be a less reliable approach as execution times can vary.</p>
+</li>
+<li>
+<p><strong>Rate limiting:</strong> If you're interacting with an external API or service via BigQuery and need to adhere to rate limits, <code>sleep</code> can be used to pause execution for a specified duration between calls.  However, dedicated rate limiting libraries or built-in functionality within the API or service itself would be preferable for more precise control.</p>
+</li>
+<li>
+<p><strong>Troubleshooting and debugging:</strong> In some cases, introducing a delay with <code>sleep</code> can be helpful for debugging timing-related issues or examining intermediate states within a complex BigQuery script.</p>
+</li>
+</ol>
+<p><strong>Example (Testing performance):</strong></p>
+<div class="highlight"><pre><span></span><code><span class="c1">-- Measure the time taken to execute a complex query</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">sleep</span><span class="p">(</span><span class="mi">5</span><span class="p">);</span><span class="w"> </span><span class="c1">-- Introduce a delay to clear the cache (less reliable, better alternatives exist)</span>
+
+<span class="k">DECLARE</span><span class="w"> </span><span class="n">start_time</span><span class="w"> </span><span class="k">TIMESTAMP</span><span class="p">;</span>
+<span class="k">SET</span><span class="w"> </span><span class="n">start_time</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">CURRENT_TIMESTAMP</span><span class="p">();</span>
+
+<span class="c1">-- Your complex query here</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="n">large_table</span><span class="w"> </span><span class="k">WHERE</span><span class="w"> </span><span class="n">some_condition</span><span class="p">;</span>
+
+<span class="k">DECLARE</span><span class="w"> </span><span class="n">end_time</span><span class="w"> </span><span class="k">TIMESTAMP</span><span class="p">;</span>
+<span class="k">SET</span><span class="w"> </span><span class="n">end_time</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">CURRENT_TIMESTAMP</span><span class="p">();</span>
+
+<span class="k">SELECT</span><span class="w"> </span><span class="n">TIMESTAMP_DIFF</span><span class="p">(</span><span class="n">end_time</span><span class="p">,</span><span class="w"> </span><span class="n">start_time</span><span class="p">,</span><span class="w"> </span><span class="k">SECOND</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">execution_time</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Caveats:</strong>  While <code>sleep</code> can be useful in limited cases, relying heavily on it within production BigQuery scripts is generally discouraged.  For dependency management, error handling, and performance optimization, using BigQuery's built-in features and best practices is more appropriate.  Using <code>sleep</code> for rate limiting is also suboptimal; dedicated rate-limiting mechanisms are more robust.  It's primarily useful for simple testing and debugging scenarios.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/sleep" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "sleep",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
+
+
+
+
+
+  
+  
+
+
+
+<!-- Was this page helpful? -->
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+<!-- Comment system -->
+
+                
+              </article>
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; sort_values
+</span></p>
+<h1 id="sort_values">sort_values<a class="headerlink" href="#sort_values" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_array/sort_values.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>sort_values</code> ?</summary>
+<details class="success">
+<summary>Call <code>sort_values</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>sort_values</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>sort_values</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>sort_values</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>sort_values</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>sort_values
+bigfun<span class="w"> </span>deploy<span class="w"> </span>sort_values
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>sort_values(arr)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Return sorted array (ascending)</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">sort_values</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">sort_values</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">sort_values</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------+
+| sorted_array |
++--------------+
+| [1, 3, 4]    |
++--------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>sort_values</code>?</summary>
+<details class="success">
+<summary>Get help using <code>sort_values</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>sort_values</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A use case for the <code>sort_values</code> function is preparing data for aggregation or other operations where the order of elements within an array matters.</p>
+<p><strong>Scenario:</strong> You have a table storing the daily sales for different products, and you want to find the median sales value for each product over a week.</p>
+<p><strong>Table:</strong></p>
+<table>
+<thead>
+<tr>
+<th>product_id</th>
+<th>daily_sales</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1</td>
+<td>[10, 12, 8, 15, 11, 9, 13]</td>
+</tr>
+<tr>
+<td>2</td>
+<td>[5, 7, 6, 8, 4, 9, 10]</td>
+</tr>
+<tr>
+<td>3</td>
+<td>[20, 18, 22, 19, 21, 17, 23]</td>
+</tr>
+</tbody>
+</table>
+<p><strong>Query:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">product_id</span><span class="p">,</span>
+<span class="w">    </span><span class="p">(</span>
+<span class="w">        </span><span class="k">SELECT</span>
+<span class="w">            </span><span class="k">CAST</span><span class="p">(</span><span class="n">daily_sales</span><span class="p">[</span><span class="k">OFFSET</span><span class="p">(</span><span class="k">CAST</span><span class="p">(</span><span class="n">ARRAY_LENGTH</span><span class="p">(</span><span class="n">daily_sales</span><span class="p">)</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">INT64</span><span class="p">))]</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">BIGNUMERIC</span><span class="p">)</span>
+<span class="w">        </span><span class="k">FROM</span>
+<span class="w">            </span><span class="k">UNNEST</span><span class="p">([</span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">YOUR_REGION</span><span class="p">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">daily_sales</span><span class="p">)])</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">daily_sales</span>
+<span class="w">    </span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">median_sales</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">your_table</span><span class="o">`</span>
+</code></pre></div>
+<p><strong>Explanation:</strong></p>
+<ol>
+<li><strong><code>bigfunctions.YOUR_REGION.sort_values(daily_sales)</code></strong>: This sorts the <code>daily_sales</code> array in ascending order for each product.  Replace <code>YOUR_REGION</code> with your BigQuery region (e.g., <code>us</code>, <code>eu</code>, <code>us-central1</code>).</li>
+<li><strong><code>UNNEST(...) AS daily_sales</code></strong>: This unnests the sorted array, creating a separate row for each daily sales value. However, since we're putting it inside a subquery and immediately re-aggregating it, we're using UNNEST here as a trick to access elements of the now-sorted array by index.</li>
+<li><strong><code>ARRAY_LENGTH(daily_sales) / 2</code></strong>: This calculates the middle index of the sorted array.</li>
+<li><strong><code>daily_sales[OFFSET(CAST(... AS INT64))]</code></strong>: This retrieves the element at the calculated middle index, effectively giving you the median value. We cast to INT64 because ARRAY_LENGTH returns an INT64 and OFFSET requires an INT64.</li>
+<li><strong><code>CAST(... AS BIGNUMERIC)</code></strong>:  This is just to handle potential overflow if your sales numbers are very large.  Adjust the data type as needed for your data.</li>
+</ol>
+<p>By sorting the array first, you can easily find the median value using the array's middle index.  This wouldn't be reliable with the unsorted data.  Similar logic could be used to calculate other quantiles or perform operations sensitive to the order of elements within the array.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "sort_values",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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diff --git a/bigfunctions/sort_values_desc/index.html b/bigfunctions/sort_values_desc/index.html
new file mode 100644
index 000000000..14d18f3ab
--- /dev/null
+++ b/bigfunctions/sort_values_desc/index.html
@@ -0,0 +1,1282 @@
+
+<!doctype html>
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+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
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+        <meta name="description" content="BigFunction sort_values_desc is a BigQuery function which Return sorted array (descending)">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; sort_values_desc
+</span></p>
+<h1 id="sort_values_desc">sort_values_desc<a class="headerlink" href="#sort_values_desc" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_array/sort_values_desc.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>sort_values_desc</code> ?</summary>
+<details class="success">
+<summary>Call <code>sort_values_desc</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>sort_values_desc</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>sort_values_desc</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>sort_values_desc</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>sort_values_desc</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>sort_values_desc
+bigfun<span class="w"> </span>deploy<span class="w"> </span>sort_values_desc
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>sort_values_desc(arr)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Return sorted array (descending)</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">sort_values_desc</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">sort_values_desc</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">sort_values_desc</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------+
+| sorted_array |
++--------------+
+| [4, 3, 1]    |
++--------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>sort_values_desc</code>?</summary>
+<details class="success">
+<summary>Get help using <code>sort_values_desc</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>sort_values_desc</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You have a table of product sales with columns like <code>product_id</code> and <code>sales_amount</code>.  You want to find the top 3 products by sales in descending order. You can use <code>sort_values_desc</code> within an aggregation to achieve this:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">product_id</span>
+<span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">your_sales_table</span><span class="o">`</span>
+<span class="k">GROUP</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="n">product_id</span>
+<span class="k">ORDER</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">YOUR_REGION</span><span class="p">.</span><span class="n">sort_values_desc</span><span class="p">(</span><span class="n">ARRAY_AGG</span><span class="p">(</span><span class="n">sales_amount</span><span class="p">))</span><span class="w"> </span><span class="k">DESC</span>
+<span class="k">LIMIT</span><span class="w"> </span><span class="mi">3</span>
+</code></pre></div>
+<p><strong>Explanation:</strong></p>
+<ol>
+<li><strong><code>ARRAY_AGG(sales_amount)</code></strong>:  For each <code>product_id</code>, this gathers all the <code>sales_amount</code> values into an array.</li>
+<li><strong><code>sort_values_desc(...)</code></strong>: This sorts the array of sales amounts in descending order.  The highest sales amount will now be the first element in each array.</li>
+<li><strong><code>ORDER BY ... DESC</code></strong>: This orders the <code>product_id</code> groups based on the sorted sales amount arrays in descending order. Since the largest sales amount is the first element of each array after sorting, ordering by the array itself (descending) effectively orders by the highest sales amount.</li>
+<li><strong><code>LIMIT 3</code></strong>: This returns only the top 3 <code>product_id</code>s based on the ordering.</li>
+</ol>
+<p><strong>Another Use Case (Data Cleaning):</strong></p>
+<p>Imagine you have a table with a column containing lists of dates (perhaps representing important events related to a customer). These date lists might be in any order. You want to consistently store these dates in descending chronological order.  You could use <code>sort_values_desc</code>:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">customer_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">YOUR_REGION</span><span class="p">.</span><span class="n">sort_values_desc</span><span class="p">(</span><span class="n">dates_array</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">sorted_dates</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">your_customer_table</span><span class="o">`</span>
+</code></pre></div>
+<p>This would update or create a new column <code>sorted_dates</code> with the dates arranged from most recent to oldest.</p>
+<p>Remember to replace <code>YOUR_REGION</code> with the appropriate BigQuery region (e.g., <code>us</code>, <code>eu</code>, <code>asia-northeast1</code>, etc.) that corresponds to your dataset's location.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/sort_values_desc" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
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+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "sort_values_desc",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/sql_to_flatten_json_column/index.html b/bigfunctions/sql_to_flatten_json_column/index.html
new file mode 100644
index 000000000..2b3d52287
--- /dev/null
+++ b/bigfunctions/sql_to_flatten_json_column/index.html
@@ -0,0 +1,1362 @@
+
+<!doctype html>
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+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction sql_to_flatten_json_column is a BigQuery function which Generate the SQL to flatten a json `column`">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/sql_to_flatten_json_column/">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; sql_to_flatten_json_column
+</span></p>
+<h1 id="sql_to_flatten_json_column">sql_to_flatten_json_column<a class="headerlink" href="#sql_to_flatten_json_column" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/paul-marcombes" title="Author: Paul Marcombes" target="_blank">
+    <img src="https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_json/sql_to_flatten_json_column.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>sql_to_flatten_json_column</code> ?</summary>
+<details class="success">
+<summary>Call <code>sql_to_flatten_json_column</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>sql_to_flatten_json_column</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>sql_to_flatten_json_column</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>sql_to_flatten_json_column</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>sql_to_flatten_json_column</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>sql_to_flatten_json_column
+bigfun<span class="w"> </span>deploy<span class="w"> </span>sql_to_flatten_json_column
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>sql_to_flatten_json_column(data, fully_qualified_column)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Generate the SQL to flatten a json <code>column</code>
+into multiple flat columns.</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Example with a temp table. Copy the code in your BigQuery console &amp; run it!</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">create</span><span class="w"> </span><span class="n">temp</span><span class="w"> </span><span class="k">table</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;created_at&quot;: &quot;2022-01-01&quot;, &quot;user&quot;: {&quot;name&quot;: &quot;James&quot;}}&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">data</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;user&quot;: {&quot;friends&quot;: [&quot;Jack&quot;, &quot;Peter&quot;]}}&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">data</span>
+
+<span class="p">);</span>
+
+<span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">sql_to_flatten_json_column</span><span class="p">(</span><span class="k">data</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;sample_data.data&#39;</span><span class="p">)</span>
+<span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">create</span><span class="w"> </span><span class="n">temp</span><span class="w"> </span><span class="k">table</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;created_at&quot;: &quot;2022-01-01&quot;, &quot;user&quot;: {&quot;name&quot;: &quot;James&quot;}}&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">data</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;user&quot;: {&quot;friends&quot;: [&quot;Jack&quot;, &quot;Peter&quot;]}}&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">data</span>
+
+<span class="p">);</span>
+
+<span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">sql_to_flatten_json_column</span><span class="p">(</span><span class="k">data</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;sample_data.data&#39;</span><span class="p">)</span>
+<span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">create</span><span class="w"> </span><span class="n">temp</span><span class="w"> </span><span class="k">table</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;created_at&quot;: &quot;2022-01-01&quot;, &quot;user&quot;: {&quot;name&quot;: &quot;James&quot;}}&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">data</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;user&quot;: {&quot;friends&quot;: [&quot;Jack&quot;, &quot;Peter&quot;]}}&#39;</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">data</span>
+
+<span class="p">);</span>
+
+<span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">sql_to_flatten_json_column</span><span class="p">(</span><span class="k">data</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;sample_data.data&#39;</span><span class="p">)</span>
+<span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| sql                                                                                                                                                                                                                                       |
++-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| select
+    *,
+    cast(json_value(`data`, &#39;$.created_at&#39;) as date) as created_at,
+    json_extract(`data`, &#39;$.user.friends&#39;) as user__friends,
+    cast(json_value(`data`, &#39;$.user.name&#39;) as string) as user__name,
+  from `sample_data`
+ |
++-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<p><strong>2. Get SQL to flatten column <code>data</code> of your table <code>project.dataset.table</code></strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">sql_to_flatten_json_column</span><span class="p">(</span><span class="k">data</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;project.dataset.table.data&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">sql_to_flatten_json_column</span><span class="p">(</span><span class="k">data</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;project.dataset.table.data&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">sql_to_flatten_json_column</span><span class="p">(</span><span class="k">data</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;project.dataset.table.data&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------------------------------------------------------+
+| sql                                                   |
++-------------------------------------------------------+
+| select
+    *,
+    ...
+  from `project.dataset.table`
+ |
++-------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>sql_to_flatten_json_column</code>?</summary>
+<details class="success">
+<summary>Get help using <code>sql_to_flatten_json_column</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>sql_to_flatten_json_column</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You have a BigQuery table containing a JSON column called <code>data</code>, and you want to analyze specific fields within these JSON objects.  Instead of repeatedly using <code>JSON_EXTRACT</code> or <code>JSON_VALUE</code> in your queries, you can use <code>sql_to_flatten_json_column</code> to generate a SQL query that extracts all the JSON fields into separate columns.  This makes subsequent analysis easier and potentially more performant.</p>
+<p><strong>Use Case Example:</strong></p>
+<p>Let's say you have a table called <code>website_events</code> with a JSON column named <code>event_details</code>:</p>
+<div class="highlight"><pre><span></span><code>Table: website_events
+Columns: event_id (INT64), event_timestamp (TIMESTAMP), event_details (STRING)
+
+Sample Data:
+1, 2024-10-26 10:00:00, &#39;{&quot;eventType&quot;: &quot;pageview&quot;, &quot;pageUrl&quot;: &quot;/home&quot;, &quot;userId&quot;: &quot;123&quot;}&#39;
+2, 2024-10-26 10:01:00, &#39;{&quot;eventType&quot;: &quot;click&quot;, &quot;elementId&quot;: &quot;button1&quot;, &quot;userId&quot;: &quot;456&quot;}&#39;
+</code></pre></div>
+<p>You want to analyze the <code>eventType</code>, <code>pageUrl</code> (when available), and <code>userId</code> for all events.</p>
+<p><strong>Steps:</strong></p>
+<ol>
+<li><strong>Generate the flattening SQL:</strong></li>
+</ol>
+<p>In the BigQuery console, run the following query, replacing <code>&lt;your-project-id&gt;.&lt;your-dataset&gt;.website_events</code> with the fully qualified table name and choosing the appropriate BigFunctions dataset for your region (e.g., <code>bigfunctions.us</code> for US, <code>bigfunctions.eu</code> for EU, etc.):</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="o">&lt;</span><span class="n">your</span><span class="o">-</span><span class="n">region</span><span class="o">&gt;</span><span class="p">.</span><span class="n">sql_to_flatten_json_column</span><span class="p">(</span><span class="n">event_details</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&lt;your-project-id&gt;.&lt;your-dataset&gt;.website_events.event_details&#39;</span><span class="p">);</span>
+</code></pre></div>
+<ol>
+<li><strong>Execute the generated SQL:</strong>  The output of the above query will be a new SQL query that flattens the JSON.  It will look something like this:</li>
+</ol>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="o">*</span><span class="p">,</span>
+<span class="w">    </span><span class="k">CAST</span><span class="p">(</span><span class="n">JSON_VALUE</span><span class="p">(</span><span class="o">`</span><span class="n">event_details</span><span class="o">`</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;$.eventType&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">STRING</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">eventType</span><span class="p">,</span>
+<span class="w">    </span><span class="n">JSON_VALUE</span><span class="p">(</span><span class="o">`</span><span class="n">event_details</span><span class="o">`</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;$.pageUrl&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">pageUrl</span><span class="p">,</span>
+<span class="w">    </span><span class="k">CAST</span><span class="p">(</span><span class="n">JSON_VALUE</span><span class="p">(</span><span class="o">`</span><span class="n">event_details</span><span class="o">`</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;$.userId&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">STRING</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">userId</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`&lt;</span><span class="n">your</span><span class="o">-</span><span class="n">project</span><span class="o">-</span><span class="n">id</span><span class="o">&gt;</span><span class="p">.</span><span class="o">&lt;</span><span class="n">your</span><span class="o">-</span><span class="n">dataset</span><span class="o">&gt;</span><span class="p">.</span><span class="n">website_events</span><span class="o">`</span>
+</code></pre></div>
+<ol>
+<li><strong>Copy and run the generated SQL:</strong> This final query will give you a table with individual columns for  <code>eventType</code>, <code>pageUrl</code>, and <code>userId</code>.</li>
+</ol>
+<p><strong>Benefits:</strong></p>
+<ul>
+<li><strong>Simplified Queries:</strong> Instead of constantly extracting JSON fields in every query, you have dedicated columns, making your queries cleaner and easier to read.</li>
+<li><strong>Potential Performance Improvement:</strong> BigQuery can sometimes optimize queries against flattened data better than queries with repeated JSON extractions.</li>
+<li><strong>Data Exploration:</strong>  Flattening the JSON makes it easier to explore the data in the BigQuery UI and identify all the fields present in the JSON data.</li>
+</ul>
+<p>This approach is especially useful when you need to analyze the JSON data repeatedly or when the JSON structure is complex and contains numerous nested fields.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "sql_to_flatten_json_column",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
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diff --git a/bigfunctions/sum_values/index.html b/bigfunctions/sum_values/index.html
new file mode 100644
index 000000000..61ad7d8d7
--- /dev/null
+++ b/bigfunctions/sum_values/index.html
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+  max-height: 1.2rem !important;
+}
+
+
+/*------- HOME PAGE -------*/
+.md-typeset .md-button:hover {
+  color: var(--md-primary-bg-color);
+  background-color: var(--md-primary-fg-color);
+  border-color: var(--md-primary-bg-color);
+}
+.md-typeset .md-button.md-button--primary:hover {
+  color: var(--md-primary-fg-color);
+  background-color: var(--md-primary-bg-color);
+  border-color: var(--md-primary-fg-color);
+}
+
+.hero__image {
+  max-width: 1000px;
+  /*min-width: 600px;*/
+  width: 100%;
+  height: auto;
+  margin: 0 auto;
+  display: flex;
+  align-items: stretch;
+}
+
+.hero__image img {
+  width: 100%;
+  height: 100%;
+  min-width: 0;
+}
+
+.md-button--center {
+    text-align: center;
+}
+
+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
+}
+
+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
+}
+
+.md-content li>h2 {
+    font-weight: 600;
+}
+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
+}
+
+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
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+
+
+
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+  margin-top: -20px!important;
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+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
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+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
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+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; sum_values
+</span></p>
+<h1 id="sum_values">sum_values<a class="headerlink" href="#sum_values" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/benjamin-tabet" title="Author: Benjamin Tabet" target="_blank">
+    <img src="https://taskfilescsm.s3.amazonaws.com/uploads/speaker_thumb/2022-11-0912%253A07%253A34879766-BenjaminTabet.jpg" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_array/sum_values.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>sum_values</code> ?</summary>
+<details class="success">
+<summary>Call <code>sum_values</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>sum_values</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>sum_values</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>sum_values</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>sum_values</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>sum_values
+bigfun<span class="w"> </span>deploy<span class="w"> </span>sum_values
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>sum_values(arr)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Return the sum of array values</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">sum_values</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">sum_values</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">sum_values</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------+
+| value |
++-------+
+| 8     |
++-------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>sum_values</code>?</summary>
+<details class="success">
+<summary>Get help using <code>sum_values</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>sum_values</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You have a table of customer orders, and each order contains an array of item prices. You want to calculate the total value of each order.</p>
+<p><strong>Table Schema (Example):</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">CREATE</span><span class="w"> </span><span class="k">OR</span><span class="w"> </span><span class="k">REPLACE</span><span class="w"> </span><span class="k">TABLE</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">orders</span><span class="o">`</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="p">(</span>
+<span class="w">  </span><span class="k">SELECT</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">order_id</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">10</span><span class="p">.</span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">25</span><span class="p">.</span><span class="mi">00</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">.</span><span class="mi">99</span><span class="p">]</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">item_prices</span><span class="w"> </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span>
+<span class="w">  </span><span class="k">SELECT</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">order_id</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">150</span><span class="p">.</span><span class="mi">00</span><span class="p">,</span><span class="w"> </span><span class="mi">12</span><span class="p">.</span><span class="mi">75</span><span class="p">]</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">item_prices</span><span class="w"> </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span>
+<span class="w">  </span><span class="k">SELECT</span><span class="w"> </span><span class="mi">3</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">order_id</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="mi">5</span><span class="p">.</span><span class="mi">00</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">.</span><span class="mi">00</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">.</span><span class="mi">00</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">.</span><span class="mi">00</span><span class="p">]</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">item_prices</span>
+<span class="p">);</span>
+</code></pre></div>
+<p><strong>Query using <code>sum_values</code>:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">order_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">sum_values</span><span class="p">(</span><span class="n">item_prices</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">total_order_value</span><span class="w">  </span><span class="c1">-- Replace &#39;us&#39; with your region</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">orders</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Result:</strong></p>
+<div class="highlight"><pre><span></span><code>+---------+-----------------+
+| order_id | total_order_value |
++---------+-----------------+
+|       1 |            41.49 |
+|       2 |           162.75 |
+|       3 |            20.00 |
++---------+-----------------+
+</code></pre></div>
+<p>This use case demonstrates how <code>sum_values</code> simplifies the process of summing elements within an array, eliminating the need for more complex SQL involving unnest and aggregate functions.  It's a very practical application for e-commerce, inventory management, and other scenarios where you need to work with arrays of numeric values.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "sum_values",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/timestamp_from_unix_date_time/index.html b/bigfunctions/timestamp_from_unix_date_time/index.html
new file mode 100644
index 000000000..fca345f40
--- /dev/null
+++ b/bigfunctions/timestamp_from_unix_date_time/index.html
@@ -0,0 +1,1321 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
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+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction timestamp_from_unix_date_time is a BigQuery function which Interprets `unix_date_time` as the number of `date_time_part` since `1970-01-01 00:00:00 UTC`.">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/timestamp_from_unix_date_time/">
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+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#timestamp_from_unix_date_time" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
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+    </a>
+
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+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"></path></svg>
+    </a>
+
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
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+    </a>
+
+  </p>
+
+          </div>
+          
+        </aside>
+      
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+  <nav class="md-header__inner md-grid" aria-label="Header">
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+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
+          <span class="md-ellipsis">
+            BigFunctions
+          </span>
+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              timestamp_from_unix_date_time - BigQuery function
+            
+          </span>
+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
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+      </label>
+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
+    <form class="md-search__form" name="search">
+      <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
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+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
+      </label>
+      <nav class="md-search__options" aria-label="Search">
+        
+        <button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
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+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
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+            Initializing search
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+    
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+        <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+        
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+              
+                
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+              <div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" hidden>
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+      <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; timestamp_from_unix_date_time
+</span></p>
+<h1 id="timestamp_from_unix_date_time">timestamp_from_unix_date_time<a class="headerlink" href="#timestamp_from_unix_date_time" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/axel-thevenot/" title="Author: Axel Thevenot" target="_blank">
+    <img src="https://avatars.githubusercontent.com/u/39374103?v=4" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/utils/timestamp_from_unix_date_time.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>timestamp_from_unix_date_time</code> ?</summary>
+<details class="success">
+<summary>Call <code>timestamp_from_unix_date_time</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>timestamp_from_unix_date_time</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>timestamp_from_unix_date_time</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>timestamp_from_unix_date_time</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>timestamp_from_unix_date_time</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>timestamp_from_unix_date_time
+bigfun<span class="w"> </span>deploy<span class="w"> </span>timestamp_from_unix_date_time
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>timestamp_from_unix_date_time(unix_date_time, date_time_part)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Interprets <code>unix_date_time</code> as the number of <code>date_time_part</code> since <code>1970-01-01 00:00:00 UTC</code>.
+Truncates higher levels of precision by rounding down to the beginning of the <code>date_time_part</code>.</p>
+<table>
+<thead>
+<tr>
+<th>Param</th>
+<th>Possible values</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>date_time_part</code></td>
+<td><code>MICROSECOND</code>, <code>MILLISECOND</code>, <code>SECOND</code>, <code>MINUTE</code>, <code>HOUR</code>, <code>DAY</code>, <code>WEEK</code>, <code>WEEK(MONDAY)</code>, <code>WEEK(TUESDAY)</code>, <code>WEEK(WEDNESDAY)</code>, <code>WEEK(THURSDAY)</code>, <code>WEEK(FRIDAY)</code>, <code>WEEK(SATURDAY)</code>, <code>WEEK(SUNDAY)</code>, <code>MONTH</code>, <code>QUARTER</code>, <code>YEAR</code></td>
+</tr>
+</tbody>
+</table>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">timestamp_from_unix_date_time</span><span class="p">(</span><span class="mi">31</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;YEAR&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">timestamp_from_unix_date_time</span><span class="p">(</span><span class="mi">31</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;YEAR&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">timestamp_from_unix_date_time</span><span class="p">(</span><span class="mi">31</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;YEAR&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------------------------+
+| from_unix               |
++-------------------------+
+| 2001-01-01 00:00:00 UTC |
++-------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>timestamp_from_unix_date_time</code>?</summary>
+<details class="success">
+<summary>Get help using <code>timestamp_from_unix_date_time</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>timestamp_from_unix_date_time</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You have a table storing Unix timestamps (integers representing seconds since 1970-01-01 00:00:00 UTC). You want to convert these timestamps into BigQuery TIMESTAMP format, but at different levels of granularity.  Here are a few use cases:</p>
+<ul>
+<li><strong>Analyzing data by year:</strong> You have event data with Unix timestamps and you want to analyze trends year by year.  You can use <code>timestamp_from_unix_date_time(unix_timestamp, 'YEAR')</code> to truncate the timestamps to the beginning of each year, then group your data by this truncated timestamp.</li>
+</ul>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">  </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">timestamp_from_unix_date_time</span><span class="p">(</span><span class="n">event_timestamp</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;YEAR&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">event_year</span><span class="p">,</span>
+<span class="w">  </span><span class="k">COUNT</span><span class="p">(</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">event_count</span>
+<span class="k">FROM</span>
+<span class="w">  </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">your_table</span><span class="o">`</span>
+<span class="k">GROUP</span><span class="w"> </span><span class="k">BY</span>
+<span class="w">  </span><span class="n">event_year</span>
+<span class="k">ORDER</span><span class="w"> </span><span class="k">BY</span>
+<span class="w">  </span><span class="n">event_year</span><span class="p">;</span>
+</code></pre></div>
+<ul>
+<li><strong>Generating reports by month:</strong>  You want to create monthly reports based on user activity. You have user activity timestamps stored as Unix timestamps. Use <code>timestamp_from_unix_date_time(unix_timestamp, 'MONTH')</code>  to get the beginning of the month for each activity, and then aggregate data accordingly.</li>
+</ul>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">  </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">timestamp_from_unix_date_time</span><span class="p">(</span><span class="n">activity_timestamp</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;MONTH&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">activity_month</span><span class="p">,</span>
+<span class="w">  </span><span class="k">COUNT</span><span class="p">(</span><span class="k">DISTINCT</span><span class="w"> </span><span class="n">user_id</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">active_users</span>
+<span class="k">FROM</span>
+<span class="w">  </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">user_activity</span><span class="o">`</span>
+<span class="k">GROUP</span><span class="w"> </span><span class="k">BY</span>
+<span class="w">  </span><span class="n">activity_month</span>
+<span class="k">ORDER</span><span class="w"> </span><span class="k">BY</span>
+<span class="w">  </span><span class="n">activity_month</span><span class="p">;</span>
+</code></pre></div>
+<ul>
+<li><strong>Data bucketing/aggregation:</strong> You want to group events into hourly buckets. You can use <code>timestamp_from_unix_date_time(unix_timestamp, 'HOUR')</code> to truncate timestamps to the beginning of each hour, enabling easy grouping and aggregation.</li>
+</ul>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">  </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">timestamp_from_unix_date_time</span><span class="p">(</span><span class="n">event_timestamp</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;HOUR&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">event_hour</span><span class="p">,</span>
+<span class="w">  </span><span class="k">SUM</span><span class="p">(</span><span class="n">event_value</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">total_value</span>
+<span class="k">FROM</span>
+<span class="w">  </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">events</span><span class="o">`</span>
+<span class="k">GROUP</span><span class="w"> </span><span class="k">BY</span>
+<span class="w">  </span><span class="n">event_hour</span>
+<span class="k">ORDER</span><span class="w"> </span><span class="k">BY</span>
+<span class="w">  </span><span class="n">event_hour</span><span class="p">;</span>
+</code></pre></div>
+<ul>
+<li><strong>Simplifying date comparisons:</strong>  Sometimes, you only care about the date part of a timestamp.  Using <code>timestamp_from_unix_date_time(unix_timestamp, 'DAY')</code> effectively converts the Unix timestamp to a date, allowing for straightforward date comparisons without dealing with the time component.</li>
+</ul>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="o">*</span>
+<span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">events</span><span class="o">`</span>
+<span class="k">WHERE</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">timestamp_from_unix_date_time</span><span class="p">(</span><span class="n">event_timestamp</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;DAY&#39;</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">&#39;2024-03-15&#39;</span><span class="p">;</span>
+</code></pre></div>
+<p>These examples demonstrate the flexibility of the function to handle different levels of time granularity based on the <code>date_time_part</code> argument, enabling a variety of time-based analysis and reporting tasks. Remember to replace  <code>your_project.your_dataset.your_table</code> with your actual table information and the correct regional dataset for <code>bigfunctions</code>.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
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+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/timestamp_from_unix_date_time" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "timestamp_from_unix_date_time",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/timestamp_to_unix_date_time/index.html b/bigfunctions/timestamp_to_unix_date_time/index.html
new file mode 100644
index 000000000..32f567be4
--- /dev/null
+++ b/bigfunctions/timestamp_to_unix_date_time/index.html
@@ -0,0 +1,1307 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
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+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction timestamp_to_unix_date_time is a BigQuery function which Returns the number of `date_time_part` since `1970-01-01 00:00:00 UTC`.">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/timestamp_to_unix_date_time/">
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+        <title>timestamp_to_unix_date_time - BigQuery function - BigFunctions</title>
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+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#timestamp_to_unix_date_time" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
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+    </a>
+
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+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"></path></svg>
+    </a>
+
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
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+    </a>
+
+  </p>
+
+          </div>
+          
+        </aside>
+      
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+<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
+  <nav class="md-header__inner md-grid" aria-label="Header">
+    <a href="../.." title="BigFunctions" class="md-header__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
+          <span class="md-ellipsis">
+            BigFunctions
+          </span>
+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              timestamp_to_unix_date_time - BigQuery function
+            
+          </span>
+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
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+      </label>
+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
+    <form class="md-search__form" name="search">
+      <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
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+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
+      </label>
+      <nav class="md-search__options" aria-label="Search">
+        
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+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
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+            Initializing search
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+          <ol class="md-search-result__list" role="presentation"></ol>
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+    
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+        <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+        
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+    <div class="md-container" data-md-component="container">
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+      <main class="md-main" data-md-component="main">
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+              
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+              
+              <div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" hidden>
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+      <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+  <a href=".." style="color: silver">bigfunctions </a> &gt; timestamp_to_unix_date_time
+</span></p>
+<h1 id="timestamp_to_unix_date_time">timestamp_to_unix_date_time<a class="headerlink" href="#timestamp_to_unix_date_time" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/axel-thevenot/" title="Author: Axel Thevenot" target="_blank">
+    <img src="https://avatars.githubusercontent.com/u/39374103?v=4" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/utils/timestamp_to_unix_date_time.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>timestamp_to_unix_date_time</code> ?</summary>
+<details class="success">
+<summary>Call <code>timestamp_to_unix_date_time</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>timestamp_to_unix_date_time</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>timestamp_to_unix_date_time</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>timestamp_to_unix_date_time</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>timestamp_to_unix_date_time</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>timestamp_to_unix_date_time
+bigfun<span class="w"> </span>deploy<span class="w"> </span>timestamp_to_unix_date_time
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>timestamp_to_unix_date_time(timestamp_expression, date_time_part)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Returns the number of <code>date_time_part</code> since <code>1970-01-01 00:00:00 UTC</code>.
+Truncates higher levels of precision by rounding down to the beginning of the <code>date_time_part</code>.</p>
+<table>
+<thead>
+<tr>
+<th>Param</th>
+<th>Possible values</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>date_time_part</code></td>
+<td><code>MICROSECOND</code>, <code>MILLISECOND</code>, <code>SECOND</code>, <code>MINUTE</code>, <code>HOUR</code>, <code>DAY</code>, <code>WEEK</code>, <code>WEEK(MONDAY)</code>, <code>WEEK(TUESDAY)</code>, <code>WEEK(WEDNESDAY)</code>, <code>WEEK(THURSDAY)</code>, <code>WEEK(FRIDAY)</code>, <code>WEEK(SATURDAY)</code>, <code>WEEK(SUNDAY)</code>, <code>MONTH</code>, <code>QUARTER</code>, <code>YEAR</code></td>
+</tr>
+</tbody>
+</table>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">timestamp_to_unix_date_time</span><span class="p">(</span><span class="k">timestamp</span><span class="p">(</span><span class="ss">&quot;2001-01-01&quot;</span><span class="p">),</span><span class="w"> </span><span class="ss">&quot;YEAR&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">timestamp_to_unix_date_time</span><span class="p">(</span><span class="k">timestamp</span><span class="p">(</span><span class="ss">&quot;2001-01-01&quot;</span><span class="p">),</span><span class="w"> </span><span class="ss">&quot;YEAR&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">timestamp_to_unix_date_time</span><span class="p">(</span><span class="k">timestamp</span><span class="p">(</span><span class="ss">&quot;2001-01-01&quot;</span><span class="p">),</span><span class="w"> </span><span class="ss">&quot;YEAR&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------+
+| unix_value |
++------------+
+| 31         |
++------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>timestamp_to_unix_date_time</code>?</summary>
+<details class="success">
+<summary>Get help using <code>timestamp_to_unix_date_time</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>timestamp_to_unix_date_time</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p><strong>Use Case 1: Event Time Difference Calculation</strong></p>
+<p>Imagine you have a table of events with timestamps, and you want to calculate the time elapsed between events in a specific unit (e.g., days, hours, minutes).  <code>timestamp_to_unix_date_time</code> can help achieve this.</p>
+<p><div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">event_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">event_timestamp</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">YOUR_REGION</span><span class="p">.</span><span class="n">timestamp_to_unix_date_time</span><span class="p">(</span><span class="n">event_timestamp</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;SECOND&#39;</span><span class="p">)</span><span class="w"> </span><span class="o">-</span>
+<span class="w">        </span><span class="n">LAG</span><span class="p">(</span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">YOUR_REGION</span><span class="p">.</span><span class="n">timestamp_to_unix_date_time</span><span class="p">(</span><span class="n">event_timestamp</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;SECOND&#39;</span><span class="p">))</span><span class="w"> </span><span class="n">OVER</span><span class="w"> </span><span class="p">(</span><span class="n">PARTITION</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="n">user_id</span><span class="w"> </span><span class="k">ORDER</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="n">event_timestamp</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">time_difference_seconds</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="n">your_event_table</span>
+</code></pre></div>
+This query calculates the difference in seconds between consecutive events for each user. You can change 'SECOND' to 'MINUTE', 'HOUR', 'DAY', etc., depending on the desired unit.</p>
+<p><strong>Use Case 2: Bucketing Events by Time Intervals</strong></p>
+<p>You might want to group events into specific time intervals for analysis, such as hourly, daily, or weekly buckets.  <code>timestamp_to_unix_date_time</code> allows you to generate bucket identifiers.</p>
+<p><div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">event_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">event_timestamp</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">YOUR_REGION</span><span class="p">.</span><span class="n">timestamp_to_unix_date_time</span><span class="p">(</span><span class="n">event_timestamp</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;HOUR&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">hour_bucket</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="n">your_event_table</span>
+</code></pre></div>
+This query assigns each event to an hourly bucket based on its timestamp.  Events within the same hour will have the same <code>hour_bucket</code> value.  You can then use this <code>hour_bucket</code> for aggregation or filtering.</p>
+<p><strong>Use Case 3: Data Retention Policies</strong></p>
+<p>For implementing data retention policies, you can use <code>timestamp_to_unix_date_time</code> to identify data older than a specific period.</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="o">*</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="n">your_data_table</span>
+<span class="k">WHERE</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">YOUR_REGION</span><span class="p">.</span><span class="n">timestamp_to_unix_date_time</span><span class="p">(</span><span class="k">CURRENT_TIMESTAMP</span><span class="p">(),</span><span class="w"> </span><span class="s1">&#39;DAY&#39;</span><span class="p">)</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">YOUR_REGION</span><span class="p">.</span><span class="n">timestamp_to_unix_date_time</span><span class="p">(</span><span class="n">data_timestamp</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;DAY&#39;</span><span class="p">)</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mi">30</span><span class="w">  </span><span class="c1">-- Delete data older than 30 days</span>
+</code></pre></div>
+<p>This query selects data older than 30 days. You can modify the condition and integrate it into a DELETE statement to automatically remove old data.</p>
+<p><strong>Use Case 4: Simplified Date Arithmetic</strong></p>
+<p>Sometimes you need to perform date arithmetic but don't want to deal with complexities of date and timestamp functions. Converting to Unix time can simplify these calculations. For example, adding 7 days to a timestamp becomes as simple as adding 7 * 24 * 60 * 60 to the Unix timestamp representation.</p>
+<p><strong>Important Note:</strong> Remember to replace <code>YOUR_REGION</code> with the appropriate BigQuery region (e.g., <code>us</code>, <code>eu</code>, <code>us-central1</code>) where you are running your query.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/timestamp_to_unix_date_time" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "timestamp_to_unix_date_time",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
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+
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+
+
+
+  
+  
+
+
+
+<!-- Was this page helpful? -->
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+<!-- Comment system -->
+
+                
+              </article>
+            </div>
+          
+          
+  <script>var tabs=__md_get("__tabs");if(Array.isArray(tabs))e:for(var set of document.querySelectorAll(".tabbed-set")){var labels=set.querySelector(".tabbed-labels");for(var tab of tabs)for(var label of labels.getElementsByTagName("label"))if(label.innerText.trim()===tab){var input=document.getElementById(label.htmlFor);input.checked=!0;continue e}}</script>
+
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+        </div>
+        
+      </main>
+      
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+        <img
+          src="https://unytics.io/bigfunctions/assets/logo_and_name.png"
+          alt="bigfunctions logo"
+        >
+      </div>
+      
+        <div style="color: rgb(92, 92, 92); margin: auto 0;">
+          Built by <a href="https://unytics.io"><u>Unytics</u></a> — Copyright &copy; 2025
+        </div>
+      
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+    </a>
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+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"/></svg>
+    </a>
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+    
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
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+    </a>
+  
+</div>
+    </div>
+  </div>
+</footer>
+      
+    </div>
+    <div class="md-dialog" data-md-component="dialog">
+      <div class="md-dialog__inner md-typeset"></div>
+    </div>
+    
+    
+    <script id="__config" type="application/json">{"base": "../..", "features": ["tabs", "content.tabs.link", "content.code.copy", "navigation.path", "navigation.tabs", "navigation.tabs.sticky", "navigation.tracking", "navigation.indexes", "navigation.hide"], "search": "../../assets/javascripts/workers/search.f8cc74c7.min.js", "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}}</script>
+    
+    
+      <script src="../../assets/javascripts/bundle.c8b220af.min.js"></script>
+      
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/bigfunctions/translate/index.html b/bigfunctions/translate/index.html
new file mode 100644
index 000000000..998ad34c9
--- /dev/null
+++ b/bigfunctions/translate/index.html
@@ -0,0 +1,1263 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction translate is a BigQuery function which Translate `text` into `target_language`">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/translate/">
+      
+      
+      
+      
+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>translate - BigQuery function - BigFunctions</title>
+      
+    
+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
+      
+      
+
+
+    
+    
+      
+    
+    
+      
+        
+        
+        <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
+        <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Roboto:300,300i,400,400i,700,700i%7CRoboto+Mono:400,400i,700,700i&display=fallback">
+        <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
+      
+    
+    
+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
+    
+      
+
+    
+    
+    
+
+
+<meta property="og:title" content="translate - BigQuery function - BigFunctions" />
+<meta property="twitter:card" content="summary" />
+<meta property="twitter:title" content="translate - BigQuery function - BigFunctions" />
+
+
+
+<meta property="og:description" content="BigFunction translate is a BigQuery function which Translate `text` into `target_language`" />
+
+
+<meta property="og:type" content="website" />
+
+
+<meta property="og:url" content="https://unytics.io/bigfunctions/bigfunctions/translate/" />
+
+
+
+<meta property="og:image" content="https://unytics.io/bigfunctions/assets/logo_and_name.png" />
+<meta property="og:image:type" content="image/png" />
+<meta property="og:image:width" content="2500" />
+<meta property="og:image:height" content="541" />
+<meta property="twitter:image" content="https://unytics.io/bigfunctions/assets/logo_and_name.png" />
+<meta property="twitter:image:alt" content="Supercharge BigQuery with BigFunctions" />
+
+
+
+<script defer data-domain="unytics.io" src="https://plausible.io/js/script.js"></script>
+<script>window.plausible = window.plausible || function() { (window.plausible.q = window.plausible.q || []).push(arguments) }</script>
+
+
+
+<style>
+.md-typeset .admonition.abstract,
+.md-typeset details.abstract {
+  border-color: rgb(43, 155, 70);
+}
+.md-typeset .abstract > .admonition-title,
+.md-typeset .abstract > summary {
+  background-color: var(--md-primary-fg-color);
+}
+.md-typeset .abstract > .admonition-title::before,
+.md-typeset .abstract > summary::before {
+  background-color: var(--md-primary-fg-color);
+  -webkit-mask-image: var(--md-admonition-icon--abstract);
+          mask-image: var(--md-admonition-icon--abstract);
+}
+
+.md-typeset__table {
+   min-width: 100%;
+}
+
+.admonition.note {
+  font-size: .8rem;
+}
+
+
+/*------- ANNOUNCEMENT BANNER -------*/
+.md-banner p {
+    line-height: 2.4!important;
+}
+.md-banner p a {
+    color: var(--md-footer-fg-color--light)!important;
+      margin: 0 10px;
+}
+.md-banner p a:hover {
+    color: white!important;
+}
+.md-banner a svg {
+  max-height: 1.2rem !important;
+}
+
+
+/*------- HOME PAGE -------*/
+.md-typeset .md-button:hover {
+  color: var(--md-primary-bg-color);
+  background-color: var(--md-primary-fg-color);
+  border-color: var(--md-primary-bg-color);
+}
+.md-typeset .md-button.md-button--primary:hover {
+  color: var(--md-primary-fg-color);
+  background-color: var(--md-primary-bg-color);
+  border-color: var(--md-primary-fg-color);
+}
+
+.hero__image {
+  max-width: 1000px;
+  /*min-width: 600px;*/
+  width: 100%;
+  height: auto;
+  margin: 0 auto;
+  display: flex;
+  align-items: stretch;
+}
+
+.hero__image img {
+  width: 100%;
+  height: 100%;
+  min-width: 0;
+}
+
+.md-button--center {
+    text-align: center;
+}
+
+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
+}
+
+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
+}
+
+.md-content li>h2 {
+    font-weight: 600;
+}
+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
+}
+
+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
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+  </head>
+  
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+    <body dir="ltr">
+  
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+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; translate
+</span></p>
+<h1 id="translate">translate<a class="headerlink" href="#translate" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/floriancaringi/" title="Author: Florian Caringi" target="_blank">
+    <img src="https://pbs.twimg.com/profile_images/1264658685755887621/Dlp36ch__400x400.jpg" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/translate.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>translate</code> ?</summary>
+<details class="success">
+<summary>Call <code>translate</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>translate</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>translate</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>translate</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>translate</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>translate
+bigfun<span class="w"> </span>deploy<span class="w"> </span>translate
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>translate(text, target_language)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Translate <code>text</code> into <code>target_language</code></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="k">translate</span><span class="p">(</span><span class="ss">&quot;Salut 👋 Florian. Merci d&#39;avoir contribué !&quot;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;en&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="k">translate</span><span class="p">(</span><span class="ss">&quot;Salut 👋 Florian. Merci d&#39;avoir contribué !&quot;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;en&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="k">translate</span><span class="p">(</span><span class="ss">&quot;Salut 👋 Florian. Merci d&#39;avoir contribué !&quot;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;en&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------------------------------------------+
+| translated_text                           |
++-------------------------------------------+
+| Hello 👋 Florian. Thanks for contributing! |
++-------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>translate</code>?</summary>
+<details class="success">
+<summary>Get help using <code>translate</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>translate</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A company has a database of customer reviews in various languages. They want to analyze the sentiment of these reviews but their sentiment analysis tool only works on English text.  They can use the <code>translate</code> function within BigQuery to translate all reviews into English before processing them with the sentiment analysis tool.</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">review_id</span><span class="p">,</span><span class="w"> </span><span class="n">sentiment</span><span class="p">(</span><span class="n">bigfunctions</span><span class="p">.</span><span class="o">&lt;</span><span class="n">region</span><span class="o">&gt;</span><span class="p">.</span><span class="k">translate</span><span class="p">(</span><span class="n">review_text</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;en&#39;</span><span class="p">))</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">sentiment_score</span>
+<span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">project</span><span class="p">.</span><span class="n">dataset</span><span class="p">.</span><span class="n">reviews</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p>Replacing <code>&lt;region&gt;</code> with the appropriate BigQuery region for their dataset (e.g., <code>us</code>, <code>eu</code>, <code>europe-west1</code>).  This query translates each <code>review_text</code> into English and then calculates the sentiment score using the hypothetical <code>sentiment</code> function. This allows the company to perform sentiment analysis on all reviews regardless of the original language.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/translate" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "translate",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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\ No newline at end of file
diff --git a/bigfunctions/translated_month_name/index.html b/bigfunctions/translated_month_name/index.html
new file mode 100644
index 000000000..38dca1cd5
--- /dev/null
+++ b/bigfunctions/translated_month_name/index.html
@@ -0,0 +1,1338 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction translated_month_name is a BigQuery function which Get `translated_month_name`">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/translated_month_name/">
+      
+      
+      
+      
+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>translated_month_name - BigQuery function - BigFunctions</title>
+      
+    
+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
+      
+      
+
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+    
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+    
+    
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+
+<meta property="og:title" content="translated_month_name - BigQuery function - BigFunctions" />
+<meta property="twitter:card" content="summary" />
+<meta property="twitter:title" content="translated_month_name - BigQuery function - BigFunctions" />
+
+
+
+<meta property="og:description" content="BigFunction translated_month_name is a BigQuery function which Get `translated_month_name`" />
+
+
+<meta property="og:type" content="website" />
+
+
+<meta property="og:url" content="https://unytics.io/bigfunctions/bigfunctions/translated_month_name/" />
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+
+
+<meta property="og:image" content="https://unytics.io/bigfunctions/assets/logo_and_name.png" />
+<meta property="og:image:type" content="image/png" />
+<meta property="og:image:width" content="2500" />
+<meta property="og:image:height" content="541" />
+<meta property="twitter:image" content="https://unytics.io/bigfunctions/assets/logo_and_name.png" />
+<meta property="twitter:image:alt" content="Supercharge BigQuery with BigFunctions" />
+
+
+
+<script defer data-domain="unytics.io" src="https://plausible.io/js/script.js"></script>
+<script>window.plausible = window.plausible || function() { (window.plausible.q = window.plausible.q || []).push(arguments) }</script>
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+
+.hero__image {
+  max-width: 1000px;
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+}
+
+.hero__image img {
+  width: 100%;
+  height: 100%;
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+}
+
+.md-button--center {
+    text-align: center;
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+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
+}
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+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
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+.md-content li>h2 {
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+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
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+}
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+  margin: auto;
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+.md-typeset .max-width-800.md\:two-columns>ul>li {
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+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#translated_month_name" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
+  <p style="text-align: right;">
+
+    <a href="https://github.com/unytics/bigfunctions" target="_blank" rel="noopener" title="github.com" class="md-social__link">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; translated_month_name
+</span></p>
+<h1 id="translated_month_name">translated_month_name<a class="headerlink" href="#translated_month_name" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="" title="Author: Farida SADOUN" target="_blank">
+    <img src="" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_date/translated_month_name.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>translated_month_name</code> ?</summary>
+<details class="success">
+<summary>Call <code>translated_month_name</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>translated_month_name</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>translated_month_name</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>translated_month_name</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>translated_month_name</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>translated_month_name
+bigfun<span class="w"> </span>deploy<span class="w"> </span>translated_month_name
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>translated_month_name(date, language)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Get <code>translated_month_name</code>
+in targeted <code>language</code></p>
+<p><code>language</code> has locale format such as <code>fr</code>, <code>fr_FR</code>, <code>fr_BE</code>, etc.</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">translated_month_name</span><span class="p">(</span><span class="s1">&#39;2022-05-01&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;es&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">translated_month_name</span><span class="p">(</span><span class="s1">&#39;2022-05-01&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;es&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">translated_month_name</span><span class="p">(</span><span class="s1">&#39;2022-05-01&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;es&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------------------+
+| translated_month_name |
++-----------------------+
+| mayo                  |
++-----------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>translated_month_name</code>?</summary>
+<details class="success">
+<summary>Get help using <code>translated_month_name</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>translated_month_name</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A company has a table of sales data with a date column. They want to create a report that displays the month name in different languages based on the user's locale.  They can use the <code>translated_month_name</code> function to achieve this.</p>
+<p><strong>Example Scenario:</strong></p>
+<p>The company operates in France and Spain.  They have a BigQuery table called <code>sales</code> with columns <code>date</code> and <code>sales_amount</code>.</p>
+<div class="highlight"><pre><span></span><code><span class="k">CREATE</span><span class="w"> </span><span class="k">OR</span><span class="w"> </span><span class="k">REPLACE</span><span class="w"> </span><span class="k">TABLE</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">sales</span><span class="o">`</span><span class="w"> </span><span class="k">AS</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="nb">DATE</span><span class="p">(</span><span class="s1">&#39;2023-01-15&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="nb">date</span><span class="p">,</span><span class="w"> </span><span class="mi">1200</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">sales_amount</span><span class="w"> </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="nb">DATE</span><span class="p">(</span><span class="s1">&#39;2023-02-20&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="nb">date</span><span class="p">,</span><span class="w"> </span><span class="mi">1500</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">sales_amount</span><span class="w"> </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="nb">DATE</span><span class="p">(</span><span class="s1">&#39;2023-03-10&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="nb">date</span><span class="p">,</span><span class="w"> </span><span class="mi">1800</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">sales_amount</span><span class="w"> </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="nb">DATE</span><span class="p">(</span><span class="s1">&#39;2023-04-05&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="nb">date</span><span class="p">,</span><span class="w"> </span><span class="mi">1100</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">sales_amount</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Query for French Users:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">translated_month_name</span><span class="p">(</span><span class="nb">date</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;fr&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">month_name_fr</span><span class="p">,</span>
+<span class="w">    </span><span class="n">sales_amount</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">sales</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Result:</strong></p>
+<table>
+<thead>
+<tr>
+<th>month_name_fr</th>
+<th>sales_amount</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>janvier</td>
+<td>1200</td>
+</tr>
+<tr>
+<td>février</td>
+<td>1500</td>
+</tr>
+<tr>
+<td>mars</td>
+<td>1800</td>
+</tr>
+<tr>
+<td>avril</td>
+<td>1100</td>
+</tr>
+</tbody>
+</table>
+<p><strong>Query for Spanish Users:</strong></p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">translated_month_name</span><span class="p">(</span><span class="nb">date</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;es&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">month_name_es</span><span class="p">,</span>
+<span class="w">    </span><span class="n">sales_amount</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">sales</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p><strong>Result:</strong></p>
+<table>
+<thead>
+<tr>
+<th>month_name_es</th>
+<th>sales_amount</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>enero</td>
+<td>1200</td>
+</tr>
+<tr>
+<td>febrero</td>
+<td>1500</td>
+</tr>
+<tr>
+<td>marzo</td>
+<td>1800</td>
+</tr>
+<tr>
+<td>abril</td>
+<td>1100</td>
+</tr>
+</tbody>
+</table>
+<p>This allows the company to generate reports tailored to different language preferences without needing complex case statements or separate tables for each language.  The <code>translated_month_name</code> function simplifies the process of localizing date information. Remember to replace <code>your_project.your_dataset</code> and the region prefix (e.g. <code>eu</code>, <code>us</code>) as needed.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "translated_month_name",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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diff --git a/bigfunctions/translated_weekday_name/index.html b/bigfunctions/translated_weekday_name/index.html
new file mode 100644
index 000000000..b71bf90db
--- /dev/null
+++ b/bigfunctions/translated_weekday_name/index.html
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; translated_weekday_name
+</span></p>
+<h1 id="translated_weekday_name">translated_weekday_name<a class="headerlink" href="#translated_weekday_name" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="" title="Author: Farida SADOUN" target="_blank">
+    <img src="" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_date/translated_weekday_name.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>translated_weekday_name</code> ?</summary>
+<details class="success">
+<summary>Call <code>translated_weekday_name</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>translated_weekday_name</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>translated_weekday_name</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>translated_weekday_name</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>translated_weekday_name</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>translated_weekday_name
+bigfun<span class="w"> </span>deploy<span class="w"> </span>translated_weekday_name
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>translated_weekday_name(date, language)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Get <code>translated_weekday_name</code>
+in targeted <code>language</code></p>
+<p><code>language</code> has locale format such as <code>fr</code>, <code>fr_FR</code>, <code>fr_BE</code>, etc.</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">translated_weekday_name</span><span class="p">(</span><span class="s1">&#39;2023-06-02&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;fr&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">translated_weekday_name</span><span class="p">(</span><span class="s1">&#39;2023-06-02&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;fr&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">translated_weekday_name</span><span class="p">(</span><span class="s1">&#39;2023-06-02&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;fr&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------------------------+
+| translated_weekday_name |
++-------------------------+
+| vendredi                |
++-------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>translated_weekday_name</code>?</summary>
+<details class="success">
+<summary>Get help using <code>translated_weekday_name</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>translated_weekday_name</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A company has a database of customer orders with timestamps. They want to generate reports based on the day of the week, but need the reports to be localized for different regions.</p>
+<p>For example, they might want to generate a report showing the total sales for each day of the week in French for their French-speaking customers, and a separate report in Spanish for their Spanish-speaking customers.</p>
+<p>Using the <code>translated_weekday_name</code> function, they can achieve this easily. They can query their order data, extract the weekday from the timestamp, and then use the function to translate the weekday name into the desired language.  A simplified example in BigQuery SQL (assuming the dataset is in the EU region) would be:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">translated_weekday_name</span><span class="p">(</span><span class="k">EXTRACT</span><span class="p">(</span><span class="nb">DATE</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">order_timestamp</span><span class="p">),</span><span class="w"> </span><span class="s1">&#39;fr&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">french_weekday</span><span class="p">,</span>
+<span class="w">    </span><span class="k">SUM</span><span class="p">(</span><span class="n">order_total</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">total_sales</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">your_orders_table</span><span class="o">`</span>
+<span class="w">  </span><span class="k">GROUP</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">  </span><span class="k">ORDER</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="mi">1</span>
+</code></pre></div>
+<p>This would output a table showing the total sales for each day of the week, with the weekday name translated into French. They could then repeat the query with a different language code (e.g., 'es' for Spanish) to generate a localized report for a different region.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/translated_weekday_name" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "translated_weekday_name",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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index 000000000..38dc3709d
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+++ b/bigfunctions/upload_table_to_gsheet/index.html
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+      
+        <li class="md-nav__item">
+  <a href="#description" class="md-nav__link">
+    <span class="md-ellipsis">
+      Description
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#examples" class="md-nav__link">
+    <span class="md-ellipsis">
+      Examples
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#use-cases" class="md-nav__link">
+    <span class="md-ellipsis">
+      Use cases
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#spread-the-word" class="md-nav__link">
+    <span class="md-ellipsis">
+      Spread the word!
+    </span>
+  </a>
+  
+</li>
+      
+    </ul>
+  
+</nav>
+                  </div>
+                </div>
+              </div>
+            
+          
+          
+            <div class="md-content" data-md-component="content">
+              <article class="md-content__inner md-typeset">
+                
+                  <!-- Tags -->
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+<!-- Actions -->
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+  
+  
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+<!--
+  Hack: check whether the content contains a h1 headline. If it doesn't, the
+  page title (or respectively site name) is used as the main headline.
+-->
+<!--  -->
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+<!-- Page content -->
+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; upload_table_to_gsheet
+</span></p>
+<h1 id="upload_table_to_gsheet">upload_table_to_gsheet<a class="headerlink" href="#upload_table_to_gsheet" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/shivamsingh012/" title="Author: Shivam Singh" target="_blank">
+    <img src="https://media.licdn.com/dms/image/D4D03AQERv0qwECH0DA/profile-displayphoto-shrink_200_200/0/1675233460732?e=1686182400&v=beta&t=HqngiSx5zd4llZStwf3L0k2T_pE8qvnEj7NguWNJTOo" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/export/upload_table_to_gsheet.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>upload_table_to_gsheet</code> ?</summary>
+<details class="success">
+<summary>Call <code>upload_table_to_gsheet</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>upload_table_to_gsheet</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>upload_table_to_gsheet</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>upload_table_to_gsheet</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>upload_table_to_gsheet</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>upload_table_to_gsheet
+bigfun<span class="w"> </span>deploy<span class="w"> </span>upload_table_to_gsheet
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>upload_table_to_gsheet(table_or_view_or_query, max_rows, spreadsheet_url, worksheet_name, write_mode)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Upload data from <code>table_or_view_or_query</code> to Google Sheet
+(maximum <code>max_rows</code> rows will be uploaded).</p>
+<blockquote>
+<ol>
+<li>💡 For this to work, share your Google Sheet in edit mode to <code>749389685934-compute@developer.gserviceaccount.com</code></li>
+<li><code>write_mode</code> controls what is done if a worksheet with <code>worksheet_name</code> already exists. It must be one of:<ul>
+<li><code>write_truncate</code>: if the sheet already exists, it will be recreated.</li>
+<li><code>write_append</code>: if the sheet already exists, data will be appended to it.</li>
+<li><code>raise_error</code>:  if the sheet already exists, an error will be raised.</li>
+<li><code>do_nothing</code>:  if the sheet already exists, nothing will be done.</li>
+<li><code>null</code>: same as <code>write_truncate</code></li>
+</ul>
+</li>
+</ol>
+</blockquote>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. upload 1000 rows from a table</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">upload_table_to_gsheet</span><span class="p">(</span>
+<span class="w">  </span><span class="s1">&#39;bigfunctions.eu.sales&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="mi">1000</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;https://docs.google.com/spreadsheets/d/xxxxxxxxx&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;my worksheet&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;write_truncate&#39;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">upload_table_to_gsheet</span><span class="p">(</span>
+<span class="w">  </span><span class="s1">&#39;bigfunctions.us.sales&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="mi">1000</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;https://docs.google.com/spreadsheets/d/xxxxxxxxx&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;my worksheet&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;write_truncate&#39;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">upload_table_to_gsheet</span><span class="p">(</span>
+<span class="w">  </span><span class="s1">&#39;bigfunctions.europe_west1.sales&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="mi">1000</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;https://docs.google.com/spreadsheets/d/xxxxxxxxx&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;my worksheet&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;write_truncate&#39;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<p><a href="../upload_table_to_gsheet.png"><img alt="screenshot" src="../upload_table_to_gsheet.png" style="border: var(--md-code-bg-color) solid 1rem; margin-top: -1rem; width: 100%"></a></p>
+<p><strong>2. with a query</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">upload_table_to_gsheet</span><span class="p">(</span>
+<span class="w">  </span><span class="s1">&#39;(select 1 as foo)&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="k">null</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;https://docs.google.com/spreadsheets/d/xxxxxxxxx&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;my worksheet&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;write_truncate&#39;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">upload_table_to_gsheet</span><span class="p">(</span>
+<span class="w">  </span><span class="s1">&#39;(select 1 as foo)&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="k">null</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;https://docs.google.com/spreadsheets/d/xxxxxxxxx&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;my worksheet&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;write_truncate&#39;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">upload_table_to_gsheet</span><span class="p">(</span>
+<span class="w">  </span><span class="s1">&#39;(select 1 as foo)&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="k">null</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;https://docs.google.com/spreadsheets/d/xxxxxxxxx&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;my worksheet&#39;</span><span class="p">,</span><span class="w"> </span>
+<span class="w">  </span><span class="s1">&#39;write_truncate&#39;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<details class="question">
+<summary>Need help or Found a bug using <code>upload_table_to_gsheet</code>?</summary>
+<details class="success">
+<summary>Get help using <code>upload_table_to_gsheet</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>upload_table_to_gsheet</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>Here are a few use cases for the <code>upload_table_to_gsheet</code> function:</p>
+<p><strong>1. Reporting and Sharing Data:</strong></p>
+<ul>
+<li><strong>Regular Reporting:</strong>  A marketing team could use this function to automatically export weekly or monthly website traffic data from a BigQuery table to a Google Sheet. This sheet could then be used for reporting, visualization, and sharing with stakeholders who may not have direct access to BigQuery.</li>
+<li><strong>Ad-hoc Data Extracts:</strong>  A business analyst might need to quickly extract a subset of customer data for a specific analysis.  They could use <code>upload_table_to_gsheet</code> to pull the relevant data into a Google Sheet for easier manipulation and sharing with collaborators.</li>
+<li><strong>Data Sharing with External Parties:</strong> You might need to share data with a client or partner who doesn't have access to your BigQuery project. Exporting the data to a Google Sheet offers a simple and accessible way to share information.</li>
+</ul>
+<p><strong>2. Collaboration and Data Entry:</strong></p>
+<ul>
+<li><strong>Collaborative Data Editing:</strong>  A team working on a project might use a Google Sheet as a central hub for data entry and review.  <code>upload_table_to_gsheet</code> could be used to seed the sheet with initial data from BigQuery, allowing the team to build upon it collaboratively.</li>
+<li><strong>Collecting Feedback:</strong> You could upload survey results from BigQuery to a Google Sheet to facilitate collaborative analysis and discussion among team members.</li>
+</ul>
+<p><strong>3. Data Integration and Transformation:</strong></p>
+<ul>
+<li><strong>Preprocessing Data for Other Tools:</strong>  Some tools and applications might not have direct integration with BigQuery. Exporting data to a Google Sheet can serve as an intermediary step, allowing you to format and prepare the data for import into those tools.</li>
+<li><strong>Manual Data Cleansing and Enrichment:</strong> While BigQuery is powerful for data transformation, sometimes manual cleaning or enrichment is necessary. Exporting data to a Google Sheet provides a user-friendly interface for making such adjustments.</li>
+</ul>
+<p><strong>4. Small-Scale Data Backup:</strong></p>
+<ul>
+<li><strong>Backing Up Important Tables:</strong> For relatively small tables, <code>upload_table_to_gsheet</code> can be a simple way to create a backup copy in a different format.  However, for large datasets, BigQuery's native backup and recovery mechanisms are more suitable.</li>
+</ul>
+<p><strong>Example Scenario:</strong></p>
+<p>An e-commerce company uses BigQuery to store sales data. Every Monday, the marketing team needs a report of the previous week's sales by product category. They could schedule a query to calculate this data and then use <code>upload_table_to_gsheet</code> to automatically export the results to a designated Google Sheet. This automates the reporting process and makes the data readily available for analysis and visualization.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/upload_table_to_gsheet" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "upload_table_to_gsheet",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
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+</footer>
+      
+    </div>
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+      
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/bigfunctions/upload_to_gsheet/index.html b/bigfunctions/upload_to_gsheet/index.html
new file mode 100644
index 000000000..cb96b4d65
--- /dev/null
+++ b/bigfunctions/upload_to_gsheet/index.html
@@ -0,0 +1,1308 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction upload_to_gsheet is a BigQuery function which Upload `data` (a json array of objects) to a Google Sheet">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/upload_to_gsheet/">
+      
+      
+      
+      
+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>upload_to_gsheet - BigQuery function - BigFunctions</title>
+      
+    
+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
+      
+      
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+        
+        <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
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+        <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
+      
+    
+    
+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
+    
+      
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+    
+
+
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+<meta property="twitter:title" content="upload_to_gsheet - BigQuery function - BigFunctions" />
+
+
+
+<meta property="og:description" content="BigFunction upload_to_gsheet is a BigQuery function which Upload `data` (a json array of objects) to a Google Sheet" />
+
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+<meta property="og:type" content="website" />
+
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+<meta property="og:url" content="https://unytics.io/bigfunctions/bigfunctions/upload_to_gsheet/" />
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+
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+
+<style>
+.md-typeset .admonition.abstract,
+.md-typeset details.abstract {
+  border-color: rgb(43, 155, 70);
+}
+.md-typeset .abstract > .admonition-title,
+.md-typeset .abstract > summary {
+  background-color: var(--md-primary-fg-color);
+}
+.md-typeset .abstract > .admonition-title::before,
+.md-typeset .abstract > summary::before {
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+.admonition.note {
+  font-size: .8rem;
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+
+
+/*------- ANNOUNCEMENT BANNER -------*/
+.md-banner p {
+    line-height: 2.4!important;
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+      margin: 0 10px;
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+.md-banner p a:hover {
+    color: white!important;
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+.md-typeset .md-button.md-button--primary:hover {
+  color: var(--md-primary-fg-color);
+  background-color: var(--md-primary-bg-color);
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+
+.hero__image {
+  max-width: 1000px;
+  /*min-width: 600px;*/
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+}
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+  width: 100%;
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+    text-align: center;
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+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
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+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
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+.md-content li>h2 {
+    font-weight: 600;
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+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
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+img.gray-scale {
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+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
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+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
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+  margin: auto;
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+.md-typeset .max-width-800.md\:two-columns>ul>li {
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+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
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+
+
+
+.mt-neg {
+  margin-top: -20px!important;
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+
+/*------- HERO -------*/
+.hero {
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+  margin: 3rem auto;
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+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
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+}
+
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+
+/*------- FROM MEDIUM SCREEN -------*/
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+    font-size: 3rem!important;
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+  .md-content .big-word {
+    font-size: 4.5rem!important;
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+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
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+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
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+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#upload_to_gsheet" class="md-skip">
+          Skip to content
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+            
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+        <li class="md-nav__item">
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+    <span class="md-ellipsis">
+      Description
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#examples" class="md-nav__link">
+    <span class="md-ellipsis">
+      Examples
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#use-cases" class="md-nav__link">
+    <span class="md-ellipsis">
+      Use cases
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#spread-the-word" class="md-nav__link">
+    <span class="md-ellipsis">
+      Spread the word!
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+  
+</li>
+      
+    </ul>
+  
+</nav>
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+                </div>
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; upload_to_gsheet
+</span></p>
+<h1 id="upload_to_gsheet">upload_to_gsheet<a class="headerlink" href="#upload_to_gsheet" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/shivamsingh012/" title="Author: Shivam Singh" target="_blank">
+    <img src="https://media.licdn.com/dms/image/D4D03AQERv0qwECH0DA/profile-displayphoto-shrink_200_200/0/1675233460732?e=1686182400&v=beta&t=HqngiSx5zd4llZStwf3L0k2T_pE8qvnEj7NguWNJTOo" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/export/upload_to_gsheet.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>upload_to_gsheet</code> ?</summary>
+<details class="success">
+<summary>Call <code>upload_to_gsheet</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>upload_to_gsheet</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>upload_to_gsheet</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>upload_to_gsheet</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>upload_to_gsheet</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>upload_to_gsheet
+bigfun<span class="w"> </span>deploy<span class="w"> </span>upload_to_gsheet
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>upload_to_gsheet(data, spreadsheet_url, worksheet_name, write_mode)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Upload <code>data</code> (a json array of objects) to a Google Sheet
+in <code>write_mode</code>.</p>
+<blockquote>
+<ol>
+<li>💡 For this to work, share your Google Sheet in edit mode to <code>749389685934-compute@developer.gserviceaccount.com</code></li>
+<li><code>write_mode</code> controls what is done if a worksheet with <code>worksheet_name</code> already exists. It must be one of:<ul>
+<li><code>write_truncate</code>: if the sheet already exists, it will be recreated.</li>
+<li><code>write_append</code>: if the sheet already exists, data will be appended to it.</li>
+<li><code>raise_error</code>:  if the sheet already exists, an error will be raised.</li>
+<li><code>do_nothing</code>:  if the sheet already exists, nothing will be done.</li>
+<li><code>null</code>: same as <code>write_truncate</code></li>
+</ul>
+</li>
+</ol>
+</blockquote>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">upload_to_gsheet</span><span class="p">(</span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;[{&quot;col1&quot;: &quot;row1&quot;, &quot;col2&quot;: 1}, {&quot;col1&quot;: &quot;row2&quot;, &quot;col2&quot;: 2}]&#39;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;https://docs.google.com/spreadsheets/d/xxxxxxxxx&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;my worksheet&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;write_truncate&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">upload_to_gsheet</span><span class="p">(</span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;[{&quot;col1&quot;: &quot;row1&quot;, &quot;col2&quot;: 1}, {&quot;col1&quot;: &quot;row2&quot;, &quot;col2&quot;: 2}]&#39;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;https://docs.google.com/spreadsheets/d/xxxxxxxxx&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;my worksheet&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;write_truncate&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">upload_to_gsheet</span><span class="p">(</span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;[{&quot;col1&quot;: &quot;row1&quot;, &quot;col2&quot;: 1}, {&quot;col1&quot;: &quot;row2&quot;, &quot;col2&quot;: 2}]&#39;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;https://docs.google.com/spreadsheets/d/xxxxxxxxx&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;my worksheet&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;write_truncate&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+---------------+
+| result        |
++---------------+
+| DATA_UPLOADED |
++---------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>upload_to_gsheet</code>?</summary>
+<details class="success">
+<summary>Get help using <code>upload_to_gsheet</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>upload_to_gsheet</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A marketing team wants to analyze the performance of their recent social media campaigns. They have the campaign data stored in a BigQuery table. To share this data with non-technical stakeholders who primarily use Google Sheets, they can utilize the <code>upload_to_gsheet</code> function.</p>
+<p>Here's a breakdown of the use case:</p>
+<ol>
+<li>
+<p><strong>Data Preparation in BigQuery:</strong> The marketing team creates a BigQuery query to aggregate the relevant campaign data, such as campaign name, impressions, clicks, conversions, and cost.  Let's assume the query results in a table named <code>campaign_performance</code>.</p>
+</li>
+<li>
+<p><strong>Converting to JSON:</strong>  They use BigQuery's <code>TO_JSON_STRING</code> function to convert the results of the <code>campaign_performance</code> table into a JSON array of objects, where each object represents a row of campaign data.</p>
+</li>
+</ol>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">TO_JSON_STRING</span><span class="p">(</span><span class="n">t</span><span class="p">)</span>
+<span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">project</span><span class="p">.</span><span class="n">dataset</span><span class="p">.</span><span class="n">campaign_performance</span><span class="o">`</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">t</span><span class="p">;</span>
+</code></pre></div>
+<ol>
+<li><strong>Uploading to Google Sheets:</strong> They use the <code>upload_to_gsheet</code> function within BigQuery to upload this JSON data directly to a designated Google Sheet.</li>
+</ol>
+<p><div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">upload_to_gsheet</span><span class="p">(</span>
+<span class="w">    </span><span class="p">(</span>
+<span class="w">        </span><span class="k">SELECT</span><span class="w"> </span><span class="n">TO_JSON_STRING</span><span class="p">(</span><span class="n">t</span><span class="p">)</span>
+<span class="w">        </span><span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">project</span><span class="p">.</span><span class="n">dataset</span><span class="p">.</span><span class="n">campaign_performance</span><span class="o">`</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">t</span>
+<span class="w">    </span><span class="p">),</span>
+<span class="w">    </span><span class="s1">&#39;https://docs.google.com/spreadsheets/d/YOUR_SPREADSHEET_ID&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;Campaign Performance&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;write_truncate&#39;</span>
+<span class="p">);</span>
+</code></pre></div>
+   This code snippet does the following:
+    * Calls the <code>upload_to_gsheet</code> function from the appropriate regional dataset (e.g., <code>bigfunctions.us</code>).
+    * Passes the JSON string generated in the subquery as the <code>data</code> argument.
+    * Provides the URL of the target Google Sheet, replacing <code>YOUR_SPREADSHEET_ID</code> with the actual ID.
+    * Specifies the worksheet name as 'Campaign Performance'.
+    * Uses the <code>write_truncate</code> mode to overwrite the sheet if it already exists, ensuring they always have the latest data.  Alternatively, they could use <code>write_append</code> to add new data to the existing sheet.</p>
+<ol>
+<li><strong>Sharing and Analysis in Google Sheets:</strong> The Google Sheet is then shared with the non-technical stakeholders, who can easily access, visualize, and analyze the campaign performance data within their familiar spreadsheet environment.  They can create charts, pivot tables, and use other Google Sheets features to gain insights.</li>
+</ol>
+<p>This process automates the data transfer from BigQuery to Google Sheets, ensuring that stakeholders have up-to-date campaign performance data readily available for analysis and decision-making. It bridges the gap between technical data storage and non-technical data consumption, enabling broader access to critical business information.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/upload_to_gsheet" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "upload_to_gsheet",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
+
+
+
+
+
+  
+  
+
+
+
+<!-- Was this page helpful? -->
+
+
+  
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+<!-- Comment system -->
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+                
+              </article>
+            </div>
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diff --git a/bigfunctions/upsert/index.html b/bigfunctions/upsert/index.html
new file mode 100644
index 000000000..3447745ad
--- /dev/null
+++ b/bigfunctions/upsert/index.html
@@ -0,0 +1,1355 @@
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+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction upsert is a BigQuery function which Merges `query_or_table_or_view` into the `destination_table`.">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/upsert/">
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+        <title>upsert - BigQuery function - BigFunctions</title>
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+  <a href=".." style="color: silver">bigfunctions </a> &gt; upsert
+</span></p>
+<h1 id="upsert">upsert<a class="headerlink" href="#upsert" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/utils/upsert.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>upsert</code> ?</summary>
+<details class="success">
+<summary>Call <code>upsert</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>upsert</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>upsert</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>upsert</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>upsert</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>upsert
+bigfun<span class="w"> </span>deploy<span class="w"> </span>upsert
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>upsert(query_or_table_or_view, destination_table, insertion_mode, primary_keys, recency_field)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Merges <code>query_or_table_or_view</code> into the <code>destination_table</code>.</p>
+<p>A record is identified by its <code>primary_keys</code>. A unique combination of those fields is a unique record.
+Before the merging operation, the records are identified and deduplicated according to the <code>primary_keys</code>.
+If <code>recency_field</code> is filled then the last record version is kept else it is chosen arbitrarily.</p>
+<table>
+<thead>
+<tr>
+<th>Param</th>
+<th>Possible values</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>query_or_table_or_view</code></td>
+<td>Can be a fully qualified table or view <code>(&lt;project-id&gt;.)?&lt;dataset_id&gt;.&lt;table_or_view_name&gt;</code>. <br> Can also be a plain query in BigQuery Standard SQL.</td>
+</tr>
+<tr>
+<td><code>destination_table</code></td>
+<td>Must be a fully qualified table <code>(&lt;project-id&gt;.)?&lt;dataset_id&gt;.&lt;table_or_view_name&gt;</code>.</td>
+</tr>
+<tr>
+<td><code>insertion_mode</code></td>
+<td>Three insertion mode are available:<ul><li> <code>"insert_only"</code>: existing records in <code>query_or_table_or_view</code> and not existing in <code>destination_table</code> are inserted. Deletion and update are not possible. </li><li> <code>"delta"</code>: same as <code>insert_only</code> with the updatable records. Records existing both in <code>query_or_table_or_view</code> and in  <code>destination_table</code> are updated. If <code>recency_field</code> is filled, only the most recent version from source and destination is kept. </li><li> <code>"full"</code>: same as <code>delta</code> with the deletable records. Records not existing in <code>query_or_table_or_view</code> and existing in <code>destination_table</code> are deleted. </li> </ul></td>
+</tr>
+<tr>
+<td><code>primary_keys</code></td>
+<td>Combination of field identifying a record. If <code>primary_keys = []</code>, every row will be considered as a unique record.</td>
+</tr>
+<tr>
+<td><code>recency_field</code></td>
+<td>Orderable field (ie. <code>timestamp</code>, <code>integer</code>, ...) to identify the relative frechness of a record version.</td>
+</tr>
+</tbody>
+</table>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Merge tables in delta mode</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">upsert</span><span class="p">(</span><span class="s1">&#39;dataset_id.source_table_or_view&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;dataset_id.destination_table&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;delta&#39;</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">],</span><span class="w"> </span><span class="s1">&#39;timestamp_field&#39;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">upsert</span><span class="p">(</span><span class="s1">&#39;dataset_id.source_table_or_view&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;dataset_id.destination_table&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;delta&#39;</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">],</span><span class="w"> </span><span class="s1">&#39;timestamp_field&#39;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">upsert</span><span class="p">(</span><span class="s1">&#39;dataset_id.source_table_or_view&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;dataset_id.destination_table&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;delta&#39;</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">],</span><span class="w"> </span><span class="s1">&#39;timestamp_field&#39;</span><span class="p">);</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<p><strong>2. Merge from query in full</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">upsert</span><span class="p">(</span><span class="s1">&#39;select * from dataset_id.source_table_or_view where filter_field = true&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;dataset_id.destination_table&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;full&#39;</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">],</span><span class="w"> </span><span class="k">null</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">upsert</span><span class="p">(</span><span class="s1">&#39;select * from dataset_id.source_table_or_view where filter_field = true&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;dataset_id.destination_table&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;full&#39;</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">],</span><span class="w"> </span><span class="k">null</span><span class="p">);</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">call</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">upsert</span><span class="p">(</span><span class="s1">&#39;select * from dataset_id.source_table_or_view where filter_field = true&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;dataset_id.destination_table&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;full&#39;</span><span class="p">,</span><span class="w"> </span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">],</span><span class="w"> </span><span class="k">null</span><span class="p">);</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<details class="question">
+<summary>Need help or Found a bug using <code>upsert</code>?</summary>
+<details class="success">
+<summary>Get help using <code>upsert</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>upsert</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>Let's illustrate the <code>upsert</code> function with a concrete use case: managing a product catalog in BigQuery.</p>
+<p><strong>Scenario:</strong> You have a BigQuery table called <code>product_catalog</code> that stores information about your products.  You receive regular updates about product information from various sources, and you need to efficiently update your <code>product_catalog</code> table with these changes.</p>
+<p><strong>Table Schema (product_catalog):</strong></p>
+<ul>
+<li><code>product_id</code> (STRING): Unique identifier for each product (primary key)</li>
+<li><code>name</code> (STRING): Product name</li>
+<li><code>price</code> (NUMERIC): Product price</li>
+<li><code>description</code> (STRING): Product description</li>
+<li><code>last_updated</code> (TIMESTAMP): Timestamp indicating the last update time</li>
+</ul>
+<p><strong>Update Data:</strong> You receive a new batch of product updates in another table or as the result of a query. This data may contain new products, updates to existing products, or even information about products that need to be removed.</p>
+<p><strong>Use Case Examples:</strong></p>
+<p><strong>1. Delta Update (Insert and Update):</strong></p>
+<p>You want to insert new products and update existing ones based on the latest information.  You use the <code>delta</code> insertion mode and the <code>last_updated</code> field to determine the most recent record.</p>
+<div class="highlight"><pre><span></span><code><span class="k">CALL</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="o">&lt;</span><span class="n">your</span><span class="o">-</span><span class="n">region</span><span class="o">&gt;</span><span class="p">.</span><span class="n">upsert</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;dataset_id.product_updates&#39;</span><span class="p">,</span><span class="w">  </span><span class="c1">-- Source table with updates</span>
+<span class="w">    </span><span class="s1">&#39;dataset_id.product_catalog&#39;</span><span class="p">,</span><span class="w"> </span><span class="c1">-- Destination table</span>
+<span class="w">    </span><span class="s1">&#39;delta&#39;</span><span class="p">,</span><span class="w">                      </span><span class="c1">-- Insertion mode</span>
+<span class="w">    </span><span class="p">[</span><span class="s1">&#39;product_id&#39;</span><span class="p">],</span><span class="w">              </span><span class="c1">-- Primary key</span>
+<span class="w">    </span><span class="s1">&#39;last_updated&#39;</span><span class="w">               </span><span class="c1">-- Recency field</span>
+<span class="p">);</span>
+</code></pre></div>
+<p>This will:</p>
+<ul>
+<li><strong>Insert:</strong>  Any new products (based on <code>product_id</code>) found in <code>product_updates</code> that are not present in <code>product_catalog</code>.</li>
+<li><strong>Update:</strong> For products with matching <code>product_id</code> in both tables, the values in <code>product_catalog</code> will be updated with the values from <code>product_updates</code> if the <code>last_updated</code> timestamp in <code>product_updates</code> is more recent.</li>
+</ul>
+<p><strong>2. Full Merge (Insert, Update, and Delete):</strong></p>
+<p>You want to perform a complete synchronization of your product catalog. This means inserting new products, updating existing ones, and <em>deleting</em> products that are no longer present in the source data. You use the <code>full</code> insertion mode.</p>
+<div class="highlight"><pre><span></span><code><span class="k">CALL</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="o">&lt;</span><span class="n">your</span><span class="o">-</span><span class="n">region</span><span class="o">&gt;</span><span class="p">.</span><span class="n">upsert</span><span class="p">(</span>
+<span class="w">    </span><span class="c1">-- Query that selects active products from a larger dataset</span>
+<span class="w">    </span><span class="s1">&#39;SELECT * FROM dataset_id.all_products WHERE active = TRUE&#39;</span><span class="p">,</span>
+<span class="w">    </span><span class="s1">&#39;dataset_id.product_catalog&#39;</span><span class="p">,</span><span class="w"> </span><span class="c1">-- Destination table</span>
+<span class="w">    </span><span class="s1">&#39;full&#39;</span><span class="p">,</span><span class="w">                      </span><span class="c1">-- Insertion mode</span>
+<span class="w">    </span><span class="p">[</span><span class="s1">&#39;product_id&#39;</span><span class="p">],</span><span class="w">              </span><span class="c1">-- Primary key</span>
+<span class="w">    </span><span class="s1">&#39;last_updated&#39;</span><span class="w">               </span><span class="c1">-- Recency field</span>
+<span class="p">);</span>
+</code></pre></div>
+<p>This will:</p>
+<ul>
+<li><strong>Insert:</strong> New products.</li>
+<li><strong>Update:</strong> Existing products with more recent data.</li>
+<li><strong>Delete:</strong> Products present in <code>product_catalog</code> but not returned by the source query (meaning they are no longer active).</li>
+</ul>
+<p><strong>3. Insert Only:</strong></p>
+<p>If you only want to insert new products without updating existing ones:</p>
+<div class="highlight"><pre><span></span><code><span class="k">CALL</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="o">&lt;</span><span class="n">your</span><span class="o">-</span><span class="n">region</span><span class="o">&gt;</span><span class="p">.</span><span class="n">upsert</span><span class="p">(</span>
+<span class="w">    </span><span class="s1">&#39;dataset_id.new_products&#39;</span><span class="p">,</span><span class="w">    </span><span class="c1">-- Source table with new products</span>
+<span class="w">    </span><span class="s1">&#39;dataset_id.product_catalog&#39;</span><span class="p">,</span><span class="w"> </span><span class="c1">-- Destination table</span>
+<span class="w">    </span><span class="s1">&#39;insert_only&#39;</span><span class="p">,</span><span class="w">                </span><span class="c1">-- Insertion mode</span>
+<span class="w">    </span><span class="p">[</span><span class="s1">&#39;product_id&#39;</span><span class="p">],</span><span class="w">              </span><span class="c1">-- Primary key</span>
+<span class="w">    </span><span class="k">NULL</span><span class="w">                         </span><span class="c1">-- No recency field needed for insert only</span>
+<span class="p">);</span>
+</code></pre></div>
+<p>These examples demonstrate how the <code>upsert</code> function simplifies the process of merging data into a BigQuery table, handling various update scenarios with a single function call.  Remember to replace <code>&lt;your-region&gt;</code> with the appropriate BigQuery region (e.g., <code>us</code>, <code>eu</code>, <code>us-central1</code>).</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/upsert" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "upsert",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/url_decode/index.html b/bigfunctions/url_decode/index.html
new file mode 100644
index 000000000..6de1ce8d3
--- /dev/null
+++ b/bigfunctions/url_decode/index.html
@@ -0,0 +1,1279 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction url_decode is a BigQuery function which Decode `url_encoded_string`">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/url_decode/">
+      
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+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>url_decode - BigQuery function - BigFunctions</title>
+      
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+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
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+        <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
+      
+    
+    
+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
+    
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+<meta property="og:title" content="url_decode - BigQuery function - BigFunctions" />
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+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
+    <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#url_decode" class="md-skip">
+          Skip to content
+        </a>
+      
+    </div>
+    <div data-md-component="announce">
+      
+        <aside class="md-banner">
+          <div class="md-banner__inner md-grid md-typeset">
+            
+            
+  <p style="text-align: right;">
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+    </a>
+
+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"></path></svg>
+    </a>
+
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
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+    </a>
+
+  </p>
+
+          </div>
+          
+        </aside>
+      
+    </div>
+    
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+<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
+  <nav class="md-header__inner md-grid" aria-label="Header">
+    <a href="../.." title="BigFunctions" class="md-header__button md-logo" aria-label="BigFunctions" data-md-component="logo">
+      
+  <img src="../../assets/logo.png" alt="logo">
+
+    </a>
+    <label class="md-header__button md-icon" for="__drawer">
+      
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
+    </label>
+    <div class="md-header__title" data-md-component="header-title">
+      <div class="md-header__ellipsis">
+        <div class="md-header__topic">
+          <span class="md-ellipsis">
+            BigFunctions
+          </span>
+        </div>
+        <div class="md-header__topic" data-md-component="header-topic">
+          <span class="md-ellipsis">
+            
+              url_decode - BigQuery function
+            
+          </span>
+        </div>
+      </div>
+    </div>
+    
+    
+      <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
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+      </label>
+      <div class="md-search" data-md-component="search" role="dialog">
+  <label class="md-search__overlay" for="__search"></label>
+  <div class="md-search__inner" role="search">
+    <form class="md-search__form" name="search">
+      <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
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+        
+        <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
+      </label>
+      <nav class="md-search__options" aria-label="Search">
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+        </button>
+      </nav>
+      
+    </form>
+    <div class="md-search__output">
+      <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
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+            Initializing search
+          </div>
+          <ol class="md-search-result__list" role="presentation"></ol>
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+</div>
+    
+    
+      <div class="md-header__source">
+        <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+      <a href="https://github.com/unytics/bigfunctions" title="Go to repository" class="md-source" data-md-component="source">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; url_decode
+</span></p>
+<h1 id="url_decode">url_decode<a class="headerlink" href="#url_decode" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://stackoverflow.com/users/5221944/mikhail-berlyant" title="Credits: Mikhail Berlyant" target="_blank">
+    <img src="https://i.stack.imgur.com/iqXab.png?s=256&g=1" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/url_decode.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>url_decode</code> ?</summary>
+<details class="success">
+<summary>Call <code>url_decode</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>url_decode</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>url_decode</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>url_decode</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>url_decode</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>url_decode
+bigfun<span class="w"> </span>deploy<span class="w"> </span>url_decode
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>url_decode(url_encoded_string)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Decode <code>url_encoded_string</code>
+<em>(inspired from <a href="https://stackoverflow.com/questions/13831391/bigquery-url-decode">this stackoverflow solution</a>)</em></p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">url_decode</span><span class="p">(</span><span class="s1">&#39;http%3A%2F%2Fwww.example.com%2Fhello%3Fv%3D12345&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">url_decode</span><span class="p">(</span><span class="s1">&#39;http%3A%2F%2Fwww.example.com%2Fhello%3Fv%3D12345&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">url_decode</span><span class="p">(</span><span class="s1">&#39;http%3A%2F%2Fwww.example.com%2Fhello%3Fv%3D12345&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------------------------------+
+| string                               |
++--------------------------------------+
+| http://www.example.com/hello?v=12345 |
++--------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>url_decode</code>?</summary>
+<details class="success">
+<summary>Get help using <code>url_decode</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>url_decode</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>You have a table in BigQuery that stores URLs, but some of these URLs are URL-encoded (meaning special characters are replaced with percent signs followed by hexadecimal codes). You want to decode these URLs to their original, readable form.</p>
+<p><strong>Example Scenario:</strong></p>
+<p>Let's say you have a table named <code>website_traffic</code> with a column called <code>encoded_url</code>.  This column contains URL-encoded strings like this:</p>
+<div class="highlight"><pre><span></span><code>&#39;https%3A%2F%2Fwww.example.com%2Fproducts%3Fid%3D123%26source%3Dgoogle&#39;
+</code></pre></div>
+<p>You can use the <code>url_decode</code> function to decode these URLs within a query:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">url_decode</span><span class="p">(</span><span class="n">encoded_url</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">decoded_url</span>
+<span class="k">FROM</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">website_traffic</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p>This query would produce a result set with a <code>decoded_url</code> column containing the properly decoded URLs:</p>
+<div class="highlight"><pre><span></span><code>https://www.example.com/products?id=123&amp;source=google
+</code></pre></div>
+<p><strong>Use Cases:</strong></p>
+<ul>
+<li><strong>Log Analysis:</strong> Web server logs often store URLs in a URL-encoded format.  Decoding them makes the logs more human-readable and easier to analyze.</li>
+<li><strong>Data Cleaning:</strong>  If you have URL data from different sources, some might be encoded and some might not.  Using <code>url_decode</code> ensures consistency in your data.</li>
+<li><strong>Reporting:</strong>  Presenting decoded URLs in reports makes the information clearer and more understandable for stakeholders.</li>
+<li><strong>Data Integration:</strong> If you're integrating data from a system that provides URL-encoded URLs, you'll need to decode them before storing or processing them in BigQuery.</li>
+</ul>
+<p>In essence, whenever you encounter URL-encoded strings in your BigQuery data and need to work with the actual URLs, the <code>url_decode</code> function becomes indispensable.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
+bC9tD/0ZkXYdXzPHcJT0dOFHIV6wpLr2i251NAIDTI4CV1afqhxU313f5Wrw+pYa
+eUh2/v6KtvmLRQb3P4EUytQF7pBYx8kRGMLvmFja5Gg8Xj3XhXXsdjUkmAYumRDl
+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "url_decode",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
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+  
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diff --git a/bigfunctions/validate_address/index.html b/bigfunctions/validate_address/index.html
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; validate_address
+</span></p>
+<h1 id="validate_address">validate_address<a class="headerlink" href="#validate_address" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/guillaume-pivette" title="Author: Guillaume Pivette" target="_blank">
+    <img src="https://cdn-images-1.medium.com/v2/resize:fit:92/1*jHdQzX82eU5lyjBYp63NqQ@2x.png" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_geo_data/validate_address.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>validate_address</code> ?</summary>
+<details class="success">
+<summary>Call <code>validate_address</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>validate_address</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>validate_address</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>validate_address</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>validate_address</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>validate_address
+bigfun<span class="w"> </span>deploy<span class="w"> </span>validate_address
+</code></pre></div>
+<p><strong>Requirements</strong></p>
+<p><code>validate_address</code> uses the following secrets. Get them by reading the documentation link and store them in <a href="https://console.cloud.google.com/security/secret-manager" target="_blank">Google Secret Manager</a> in the project where you deploy the function (and give Accessor role to the service account of the function):</p>
+<table>
+<thead>
+<tr>
+<th>name</th>
+<th>description</th>
+<th>documentation to get the secret</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>gmaps_api_key</code></td>
+<td>Google Maps Api Key</td>
+<td><a href="https://developers.google.com/maps/documentation/geocoding/get-api-key" target="_blank">doc</a></td>
+</tr>
+</tbody>
+</table>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>validate_address(address)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Validate <code>address</code> using Google Maps</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Correct address</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">validate_address</span><span class="p">(</span><span class="s1">&#39;1 Avenue des Champs-Élysées, 75008 Paris, France&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">validate_address</span><span class="p">(</span><span class="s1">&#39;1 Avenue des Champs-Élysées, 75008 Paris, France&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">validate_address</span><span class="p">(</span><span class="s1">&#39;1 Avenue des Champs-Élysées, 75008 Paris, France&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| validation_result                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |
++----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| {&#39;result&#39;: {&#39;verdict&#39;: {&#39;inputGranularity&#39;: &#39;PREMISE&#39;,
+  &#39;validationGranularity&#39;: &#39;PREMISE&#39;,
+  &#39;geocodeGranularity&#39;: &#39;PREMISE&#39;,
+  &#39;addressComplete&#39;: True},
+  &#39;address&#39;: {&#39;formattedAddress&#39;: &#39;1 Avenue des Champs-Élysées, 75008 Paris, France&#39;,
+  ...},
+  &#39;geocode&#39;: {&#39;location&#39;: {&#39;latitude&#39;: 48.8698877, &#39;longitude&#39;: 2.3079341},
+  ...,
+  &#39;bounds&#39;: {&#39;low&#39;: {&#39;latitude&#39;: 48.8698877, &#39;longitude&#39;: 2.3079341},
+    &#39;high&#39;: {&#39;latitude&#39;: 48.8698877, &#39;longitude&#39;: 2.3079341}},
+  ...}},
+&#39;responseId&#39;: ...}
+ |
++----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<p><strong>2. Address with inference</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">validate_address</span><span class="p">(</span><span class="s1">&#39;1 Avenue des Champs-Élysées, 75008 Paris, France&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">validate_address</span><span class="p">(</span><span class="s1">&#39;1 Avenue des Champs-Élysées, 75008 Paris, France&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">validate_address</span><span class="p">(</span><span class="s1">&#39;1 Avenue des Champs-Élysées, 75008 Paris, France&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| validation_result                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
++------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| {&#39;result&#39;: {&#39;verdict&#39;: {&#39;inputGranularity&#39;: &#39;PREMISE&#39;,
+  &#39;validationGranularity&#39;: &#39;PREMISE&#39;,
+  &#39;geocodeGranularity&#39;: &#39;PREMISE&#39;,
+  &#39;addressComplete&#39;: True,
+  &#39;hasUnconfirmedComponents&#39;: True,
+  &#39;hasInferredComponents&#39;: True},
+  &#39;address&#39;: {
+    &#39;formattedAddress&#39;: &#39;1 Avenue des Champs-Élysées, 75008 Paris, France&#39;,
+    &#39;addressComponents&#39;: [
+      {&#39;componentName&#39;: {&#39;text&#39;: &#39;1&#39;, &#39;languageCode&#39;: &#39;fr&#39;},
+        &#39;componentType&#39;: &#39;street_number&#39;,
+        &#39;confirmationLevel&#39;: &#39;CONFIRMED&#39;},
+      {&#39;componentName&#39;: {&#39;text&#39;: &#39;rue des champs elysees&#39;, &#39;languageCode&#39;: &#39;fr&#39;},
+        &#39;componentType&#39;: &#39;route&#39;,
+        &#39;confirmationLevel&#39;: &#39;UNCONFIRMED_BUT_PLAUSIBLE&#39;},
+      ...,]
+    &#39;unconfirmedComponentTypes&#39;: [&#39;route&#39;]}
+  &#39;geocode&#39;: {&#39;location&#39;: {&#39;latitude&#39;: 48.8698877, &#39;longitude&#39;: 2.3079341},
+  ...,
+  &#39;bounds&#39;: {&#39;low&#39;: {&#39;latitude&#39;: 48.8698877, &#39;longitude&#39;: 2.3079341},
+    &#39;high&#39;: {&#39;latitude&#39;: 48.8698877, &#39;longitude&#39;: 2.3079341}},
+  ...}},
+&#39;responseId&#39;: ...}
+ |
++------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<p><strong>3. Route granularity</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">validate_address</span><span class="p">(</span><span class="s1">&#39;Avenue des Champs-Élysées, 75008 Paris, France&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">validate_address</span><span class="p">(</span><span class="s1">&#39;Avenue des Champs-Élysées, 75008 Paris, France&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">validate_address</span><span class="p">(</span><span class="s1">&#39;Avenue des Champs-Élysées, 75008 Paris, France&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| validation_result                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        |
++------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+| {&#39;result&#39;: {&#39;verdict&#39;: {inputGranularity&#39;: &#39;ROUTE&#39;,
+  &#39;validationGranularity&#39;: &#39;ROUTE&#39;,
+  &#39;geocodeGranularity&#39;: &#39;ROUTE&#39;},
+  &#39;address&#39;: {
+    &#39;formattedAddress&#39;: &#39;Avenue des Champs-Élysées, 75008 Paris, France&#39;,
+    &#39;addressComponents&#39;: [
+      {&#39;componentName&#39;: {&#39;text&#39;: &#39;Avenue des Champs-Élysées&#39;,
+        &#39;languageCode&#39;: &#39;fr&#39;},
+        &#39;componentType&#39;: &#39;route&#39;,
+        &#39;confirmationLevel&#39;: &#39;CONFIRMED&#39;},
+      ...,]
+    &#39;missingComponentTypes&#39;: [&#39;street_number&#39;]}
+  &#39;geocode&#39;: {&#39;location&#39;: {&#39;latitude&#39;: 48.8729602, &#39;longitude&#39;: 2.2978526},
+  ...,
+  &#39;bounds&#39;: {&#39;low&#39;: {&#39;latitude&#39;: 48.8655318, &#39;longitude&#39;: 2.2952047},
+    &#39;high&#39;: {&#39;latitude&#39;: 48.8748338, &#39;longitude&#39;: 2.3200376}},
+  ...}},
+&#39;responseId&#39;: ...}
+ |
++------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>validate_address</code>?</summary>
+<details class="success">
+<summary>Get help using <code>validate_address</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>validate_address</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A practical use case for the <code>validate_address</code> function is cleaning and standardizing address data in a customer database.</p>
+<p>Imagine you have a large table of customer data in BigQuery, including a column with their addresses.  These addresses might have been entered manually or collected from various sources, leading to inconsistencies like:</p>
+<ul>
+<li><strong>Different formats:</strong> "123 Main St", "123 Main Street", "123 Main St.", etc.</li>
+<li><strong>Typos:</strong> "123 Main Sreet", "124 Main St", etc.</li>
+<li><strong>Missing information:</strong> Some addresses might be missing city, state, or zip code.</li>
+</ul>
+<p>You can use the <code>validate_address</code> function within a BigQuery query to process these addresses and improve their quality:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">original_address</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">validate_address</span><span class="p">(</span><span class="n">original_address</span><span class="p">).</span><span class="k">result</span><span class="p">.</span><span class="n">address</span><span class="p">.</span><span class="n">formattedAddress</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">standardized_address</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">validate_address</span><span class="p">(</span><span class="n">original_address</span><span class="p">).</span><span class="k">result</span><span class="p">.</span><span class="n">verdict</span><span class="p">.</span><span class="n">validationGranularity</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">validation_granularity</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">validate_address</span><span class="p">(</span><span class="n">original_address</span><span class="p">).</span><span class="k">result</span><span class="p">.</span><span class="n">verdict</span><span class="p">.</span><span class="n">geocodeGranularity</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">geocode_granularity</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">your_customer_table</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p>This query will:</p>
+<ol>
+<li><strong>Standardize the format:</strong> The <code>formattedAddress</code> field in the function's output will provide a consistent format for all valid addresses.</li>
+<li><strong>Correct minor errors:</strong> The function can often correct typos and infer missing information.</li>
+<li><strong>Identify invalid addresses:</strong> By checking the <code>validationGranularity</code> and <code>geocodeGranularity</code>, you can identify addresses that are completely invalid or only partially valid (e.g., only the street is valid).  You can then flag these addresses for manual review or further investigation.</li>
+</ol>
+<p>This standardized and validated address data can then be used for various purposes, such as:</p>
+<ul>
+<li><strong>Geocoding:</strong> Accurately map customer locations for visualizations or analyses.</li>
+<li><strong>Logistics:</strong> Optimize delivery routes and calculate shipping costs.</li>
+<li><strong>Marketing:</strong> Target specific geographic areas with advertising campaigns.</li>
+<li><strong>Data integration:</strong>  Improve the accuracy and consistency of data when integrating with other systems.</li>
+</ul>
+<p>By using the <code>validate_address</code> function, you can significantly enhance the quality and usability of your customer address data.  This leads to more accurate analyses, improved operational efficiency, and better business decisions.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/validate_address" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
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+  }
+  if (!authorizedUsers) {
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+  }
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+    authorized_users: authorizedUsers,
+    function: "validate_address",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
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+}
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diff --git a/bigfunctions/weighted_average/index.html b/bigfunctions/weighted_average/index.html
new file mode 100644
index 000000000..0021ee6f2
--- /dev/null
+++ b/bigfunctions/weighted_average/index.html
@@ -0,0 +1,1310 @@
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+        <meta name="description" content="BigFunction weighted_average is a BigQuery function which Returns the weigthed average elements.">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/weighted_average/">
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+        <li class="md-nav__item">
+  <a href="#description" class="md-nav__link">
+    <span class="md-ellipsis">
+      Description
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#examples" class="md-nav__link">
+    <span class="md-ellipsis">
+      Examples
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#use-cases" class="md-nav__link">
+    <span class="md-ellipsis">
+      Use cases
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#spread-the-word" class="md-nav__link">
+    <span class="md-ellipsis">
+      Spread the word!
+    </span>
+  </a>
+  
+</li>
+      
+    </ul>
+  
+</nav>
+                  </div>
+                </div>
+              </div>
+            
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+              <article class="md-content__inner md-typeset">
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; weighted_average
+</span></p>
+<h1 id="weighted_average">weighted_average<a class="headerlink" href="#weighted_average" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://www.linkedin.com/in/axel-thevenot/" title="Author: Axel Thevenot" target="_blank">
+    <img src="https://avatars.githubusercontent.com/u/39374103?v=4" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_numeric/weighted_average.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>weighted_average</code> ?</summary>
+<details class="success">
+<summary>Call <code>weighted_average</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>weighted_average</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>weighted_average</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>weighted_average</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>weighted_average</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>weighted_average
+bigfun<span class="w"> </span>deploy<span class="w"> </span>weighted_average
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>weighted_average(element, weight)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Returns the weigthed average elements.</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>Calculate average unit price</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">with</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="mi">10</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">grade</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">ponderation</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="mi">13</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">grade</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">ponderation</span>
+
+<span class="p">)</span>
+
+
+<span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">weighted_average</span><span class="p">(</span><span class="n">grade</span><span class="p">,</span><span class="w"> </span><span class="n">ponderation</span><span class="p">)</span>
+<span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">with</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="mi">10</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">grade</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">ponderation</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="mi">13</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">grade</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">ponderation</span>
+
+<span class="p">)</span>
+
+
+<span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">weighted_average</span><span class="p">(</span><span class="n">grade</span><span class="p">,</span><span class="w"> </span><span class="n">ponderation</span><span class="p">)</span>
+<span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">with</span><span class="w"> </span><span class="n">sample_data</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="p">(</span>
+
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="mi">10</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">grade</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">ponderation</span>
+<span class="w">  </span><span class="k">union</span><span class="w"> </span><span class="k">all</span>
+<span class="w">  </span><span class="k">select</span><span class="w"> </span><span class="mi">13</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">grade</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">ponderation</span>
+
+<span class="p">)</span>
+
+
+<span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">weighted_average</span><span class="p">(</span><span class="n">grade</span><span class="p">,</span><span class="w"> </span><span class="n">ponderation</span><span class="p">)</span>
+<span class="k">from</span><span class="w"> </span><span class="n">sample_data</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------------------+
+| weighted_average |
++------------------+
+| 12               |
++------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>weighted_average</code>?</summary>
+<details class="success">
+<summary>Get help using <code>weighted_average</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>weighted_average</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A teacher wants to calculate the weighted average grade for a student.  The student has two grades:</p>
+<ul>
+<li><strong>Quiz:</strong> Grade = 10, Weight = 1 (Quizzes are worth less)</li>
+<li><strong>Exam:</strong> Grade = 13, Weight = 2 (Exams are worth more)</li>
+</ul>
+<p>Using the <code>weighted_average</code> function, the calculation would be:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="err">{</span><span class="n">region</span><span class="err">}</span><span class="p">.</span><span class="n">weighted_average</span><span class="p">(</span><span class="n">grade</span><span class="p">,</span><span class="w"> </span><span class="n">weight</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">weighted_average</span>
+<span class="k">FROM</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="k">SELECT</span><span class="w"> </span><span class="mi">10</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">grade</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">weight</span><span class="w"> </span><span class="k">UNION</span><span class="w"> </span><span class="k">ALL</span>
+<span class="w">    </span><span class="k">SELECT</span><span class="w"> </span><span class="mi">13</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">grade</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">weight</span>
+<span class="p">);</span>
+</code></pre></div>
+<p>This would return 12, as shown in the example.  The exam grade (13) contributes more to the final average because it has a higher weight.</p>
+<p><strong>Other use cases:</strong></p>
+<ul>
+<li><strong>Calculating average stock prices:</strong> Where <code>element</code> is the price of the stock and <code>weight</code> is the number of shares held at that price.</li>
+<li><strong>Determining the weighted average cost of capital:</strong> Where <code>element</code> is the cost of each type of capital (debt, equity, etc.) and <code>weight</code> is the proportion of each type of capital in the company's capital structure.</li>
+<li><strong>Computing the weighted average of customer satisfaction scores:</strong> Where <code>element</code> is the satisfaction score and <code>weight</code> is the number of customers who gave that score.</li>
+<li><strong>Creating a composite index from multiple indicators:</strong> Where <code>element</code> is the value of each indicator and <code>weight</code> reflects the importance of each indicator in the overall index.  For instance, a happiness index could be created weighting factors like GDP per capita, life expectancy, and social support.</li>
+</ul>
+<p>In essence, anytime you need an average where some elements contribute more than others, the <code>weighted_average</code> function is useful.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/weighted_average" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
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+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "weighted_average",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
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+
+
+
+
+  
+  
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+
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+<!-- Was this page helpful? -->
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diff --git a/bigfunctions/xml2json/index.html b/bigfunctions/xml2json/index.html
new file mode 100644
index 000000000..463cf8816
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+<h1 id="xml2json">xml2json<a class="headerlink" href="#xml2json" title="Permanent link">¶</a></h1>
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/convert_data_format/xml2json.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>xml2json</code> ?</summary>
+<details class="success">
+<summary>Call <code>xml2json</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>xml2json</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>xml2json</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>xml2json</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>xml2json</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>xml2json
+bigfun<span class="w"> </span>deploy<span class="w"> </span>xml2json
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>xml2json(xml)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Returns JSON as a string for given XML string</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">xml2json</span><span class="p">(</span><span class="s1">&#39;&lt;a&gt;&lt;b&gt;foo&lt;/b&gt;&lt;/a&gt;&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">xml2json</span><span class="p">(</span><span class="s1">&#39;&lt;a&gt;&lt;b&gt;foo&lt;/b&gt;&lt;/a&gt;&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">xml2json</span><span class="p">(</span><span class="s1">&#39;&lt;a&gt;&lt;b&gt;foo&lt;/b&gt;&lt;/a&gt;&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-------------------+
+| json              |
++-------------------+
+| {&#34;a&#34;:{&#34;b&#34;:&#34;foo&#34;}} |
++-------------------+
+</code>
+</pre>
+
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">xml2json</span><span class="p">(</span><span class="s1">&#39;&lt;a&gt;&lt;/a&gt;&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">xml2json</span><span class="p">(</span><span class="s1">&#39;&lt;a&gt;&lt;/a&gt;&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">xml2json</span><span class="p">(</span><span class="s1">&#39;&lt;a&gt;&lt;/a&gt;&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+----------+
+| json     |
++----------+
+| {&#34;a&#34;:&#34;&#34;} |
++----------+
+</code>
+</pre>
+
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">xml2json</span><span class="p">(</span><span class="s1">&#39;&lt;a&gt;&lt;/a&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">xml2json</span><span class="p">(</span><span class="s1">&#39;&lt;a&gt;&lt;/a&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">xml2json</span><span class="p">(</span><span class="s1">&#39;&lt;a&gt;&lt;/a&#39;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+------+
+| json |
++------+
+| null |
++------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>xml2json</code>?</summary>
+<details class="success">
+<summary>Get help using <code>xml2json</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>xml2json</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>Let's say you have a BigQuery table that stores product information, but some of that information is stored in XML format within a string column.  You want to analyze this data using BigQuery's powerful SQL capabilities, but working directly with XML in SQL can be cumbersome.  The <code>xml2json</code> function provides a solution.</p>
+<p><strong>Scenario:</strong></p>
+<p>Your table <code>products</code> has columns like <code>product_id</code>, <code>product_name</code>, and <code>product_details</code>. The <code>product_details</code> column contains XML data like this:</p>
+<div class="highlight"><pre><span></span><code><span class="nt">&lt;product_details&gt;</span>
+<span class="w">  </span><span class="nt">&lt;color&gt;</span>Red<span class="nt">&lt;/color&gt;</span>
+<span class="w">  </span><span class="nt">&lt;size&gt;</span>Large<span class="nt">&lt;/size&gt;</span>
+<span class="w">  </span><span class="nt">&lt;price&gt;</span>25.99<span class="nt">&lt;/price&gt;</span>
+<span class="nt">&lt;/product_details&gt;</span>
+</code></pre></div>
+<p><strong>Use Case with <code>xml2json</code>:</strong></p>
+<p>You can use <code>xml2json</code> to convert the XML data into JSON within your SQL query, making it easier to access specific elements:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">product_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">product_name</span><span class="p">,</span>
+<span class="w">    </span><span class="n">JSON_VALUE</span><span class="p">(</span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">xml2json</span><span class="p">(</span><span class="n">product_details</span><span class="p">),</span><span class="w"> </span><span class="s1">&#39;$.product_details.color&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">color</span><span class="p">,</span>
+<span class="w">    </span><span class="n">JSON_VALUE</span><span class="p">(</span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">xml2json</span><span class="p">(</span><span class="n">product_details</span><span class="p">),</span><span class="w"> </span><span class="s1">&#39;$.product_details.size&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="k">size</span><span class="p">,</span>
+<span class="w">    </span><span class="k">CAST</span><span class="p">(</span><span class="n">JSON_VALUE</span><span class="p">(</span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">xml2json</span><span class="p">(</span><span class="n">product_details</span><span class="p">),</span><span class="w"> </span><span class="s1">&#39;$.product_details.price&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="nb">NUMERIC</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">price</span>
+<span class="k">FROM</span>
+<span class="w">    </span><span class="n">products</span><span class="p">;</span>
+</code></pre></div>
+<p>This query uses <code>xml2json</code> to convert the <code>product_details</code> XML into a JSON string.  Then, <code>JSON_VALUE</code> extracts the <code>color</code>, <code>size</code>, and <code>price</code> values using JSONPath expressions. This transforms the XML data into a more manageable format for analysis within BigQuery.</p>
+<p><strong>Other Potential Use Cases:</strong></p>
+<ul>
+<li><strong>Data Transformation for downstream applications:</strong>  Convert XML data to JSON before exporting it to other systems that work better with JSON.</li>
+<li><strong>Simplifying complex XML structures:</strong>  Transform complex, nested XML into a flatter JSON structure for easier querying and reporting.</li>
+<li><strong>API Integration:</strong> If an API returns data in XML format,  <code>xml2json</code> can be used to convert the response into JSON within BigQuery for analysis.</li>
+<li><strong>Log Processing:</strong>  If log files are stored in XML format, this function can convert them to JSON for easier parsing and analysis within BigQuery.</li>
+</ul>
+<p>By converting XML to JSON within BigQuery using <code>xml2json</code>, you unlock the power of BigQuery's JSON functions and make complex XML data more accessible for analysis and processing.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/xml2json" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
+UuPfAKme5R2Y4FqtJVSzplCmZc2/274eanIGi6BZ+kHOoc+eJTOEi3Wzp/EQ77iG
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+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "xml2json",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
+
+
+
+
+
+
+  
+  
+
+
+
+<!-- Was this page helpful? -->
+
+
+  
+
+
+
+<!-- Comment system -->
+
+                
+              </article>
+            </div>
+          
+          
+  <script>var tabs=__md_get("__tabs");if(Array.isArray(tabs))e:for(var set of document.querySelectorAll(".tabbed-set")){var labels=set.querySelector(".tabbed-labels");for(var tab of tabs)for(var label of labels.getElementsByTagName("label"))if(label.innerText.trim()===tab){var input=document.getElementById(label.htmlFor);input.checked=!0;continue e}}</script>
+
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diff --git a/bigfunctions/xml_extract/index.html b/bigfunctions/xml_extract/index.html
new file mode 100644
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+<h1 id="xml_extract">xml_extract<a class="headerlink" href="#xml_extract" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
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+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_string/xml_extract.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>xml_extract</code> ?</summary>
+<details class="success">
+<summary>Call <code>xml_extract</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>xml_extract</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>xml_extract</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>xml_extract</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>xml_extract</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>xml_extract
+bigfun<span class="w"> </span>deploy<span class="w"> </span>xml_extract
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>xml_extract(xml, x_path)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Returns content extracted from XML from given XPATH</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<p><strong>1. Only one element for the xpath</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">xml_extract</span><span class="p">(</span><span class="ss">&quot;&lt;customer&gt;&lt;name&gt;John Doe&lt;/name&gt;&lt;/customer&gt;&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;/customer/name&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">xml_extract</span><span class="p">(</span><span class="ss">&quot;&lt;customer&gt;&lt;name&gt;John Doe&lt;/name&gt;&lt;/customer&gt;&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;/customer/name&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">xml_extract</span><span class="p">(</span><span class="ss">&quot;&lt;customer&gt;&lt;name&gt;John Doe&lt;/name&gt;&lt;/customer&gt;&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;/customer/name&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------------+
+| extracted_value |
++-----------------+
+| [&#34;John Doe&#34;]    |
++-----------------+
+</code>
+</pre>
+
+<p><strong>2. Multiple elements for the xpath</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">EU</label><label for="__tabbed_2_2">US</label><label for="__tabbed_2_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">xml_extract</span><span class="p">(</span><span class="ss">&quot;&lt;customer&gt;&lt;name&gt;John Doe&lt;/name&gt;&lt;name&gt;Jane Doe&lt;/name&gt;&lt;/customer&gt;&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;/customer/name&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">xml_extract</span><span class="p">(</span><span class="ss">&quot;&lt;customer&gt;&lt;name&gt;John Doe&lt;/name&gt;&lt;name&gt;Jane Doe&lt;/name&gt;&lt;/customer&gt;&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;/customer/name&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">xml_extract</span><span class="p">(</span><span class="ss">&quot;&lt;customer&gt;&lt;name&gt;John Doe&lt;/name&gt;&lt;name&gt;Jane Doe&lt;/name&gt;&lt;/customer&gt;&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;/customer/name&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+--------------------------+
+| extracted_value          |
++--------------------------+
+| [&#34;John Doe&#34;, &#34;Jane Doe&#34;] |
++--------------------------+
+</code>
+</pre>
+
+<p><strong>3. Incorrect xpath</strong></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">EU</label><label for="__tabbed_3_2">US</label><label for="__tabbed_3_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">xml_extract</span><span class="p">(</span><span class="ss">&quot;&lt;customer&gt;&lt;name&gt;John Doe&lt;/name&gt;&lt;/customer&gt;&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;/customer/na&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">xml_extract</span><span class="p">(</span><span class="ss">&quot;&lt;customer&gt;&lt;name&gt;John Doe&lt;/name&gt;&lt;/customer&gt;&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;/customer/na&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">xml_extract</span><span class="p">(</span><span class="ss">&quot;&lt;customer&gt;&lt;name&gt;John Doe&lt;/name&gt;&lt;/customer&gt;&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;/customer/na&quot;</span><span class="p">)</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------------+
+| extracted_value |
++-----------------+
+| null            |
++-----------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>xml_extract</code>?</summary>
+<details class="success">
+<summary>Get help using <code>xml_extract</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>xml_extract</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>Let's say you have a BigQuery table called <code>product_catalog</code> that stores product information, including an XML description field. The XML data might look like this:</p>
+<div class="highlight"><pre><span></span><code><span class="nt">&lt;product&gt;</span>
+<span class="w">  </span><span class="nt">&lt;name&gt;</span>Awesome<span class="w"> </span>Gadget<span class="nt">&lt;/name&gt;</span>
+<span class="w">  </span><span class="nt">&lt;features&gt;</span>
+<span class="w">    </span><span class="nt">&lt;feature&gt;</span>Long<span class="w"> </span>battery<span class="w"> </span>life<span class="nt">&lt;/feature&gt;</span>
+<span class="w">    </span><span class="nt">&lt;feature&gt;</span>Waterproof<span class="nt">&lt;/feature&gt;</span>
+<span class="w">  </span><span class="nt">&lt;/features&gt;</span>
+<span class="w">  </span><span class="nt">&lt;price</span><span class="w"> </span><span class="na">currency=</span><span class="s">&quot;USD&quot;</span><span class="nt">&gt;</span>99.99<span class="nt">&lt;/price&gt;</span>
+<span class="nt">&lt;/product&gt;</span>
+</code></pre></div>
+<p><strong>Use Case 1: Extracting Feature List</strong></p>
+<p>You want to analyze the most common product features. You can use <code>xml_extract</code> to pull out all the features into an array:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">product_id</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">xml_extract</span><span class="p">(</span><span class="n">xml_description</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;/product/features/feature&#39;</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">features</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="n">product_catalog</span><span class="p">;</span>
+</code></pre></div>
+<p>This query would return a table with <code>product_id</code> and a <code>features</code> column containing an array of strings, like <code>["Long battery life", "Waterproof"]</code>. You can then unnest this array for further analysis.</p>
+<p><strong>Use Case 2: Finding Products within a Price Range</strong></p>
+<p>You want to find all products priced between $50 and $100. You can use <code>xml_extract</code> to extract the price and then filter based on its value:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">product_id</span><span class="p">,</span>
+<span class="w">    </span><span class="k">CAST</span><span class="p">(</span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">xml_extract</span><span class="p">(</span><span class="n">xml_description</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;/product/price&#39;</span><span class="p">)[</span><span class="k">OFFSET</span><span class="p">(</span><span class="mi">0</span><span class="p">)]</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">BIGNUMERIC</span><span class="p">)</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">price</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="n">product_catalog</span>
+<span class="w">  </span><span class="k">WHERE</span><span class="w"> </span><span class="k">CAST</span><span class="p">(</span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">xml_extract</span><span class="p">(</span><span class="n">xml_description</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;/product/price&#39;</span><span class="p">)[</span><span class="k">OFFSET</span><span class="p">(</span><span class="mi">0</span><span class="p">)]</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">BIGNUMERIC</span><span class="p">)</span><span class="w"> </span><span class="k">BETWEEN</span><span class="w"> </span><span class="mi">50</span><span class="w"> </span><span class="k">AND</span><span class="w"> </span><span class="mi">100</span><span class="p">;</span>
+</code></pre></div>
+<p>This query extracts the price, casts it to a numeric type (important!), and then filters the results.  The <code>[OFFSET(0)]</code> is used since <code>xml_extract</code> returns an array, even for single elements.</p>
+<p><strong>Use Case 3:  Checking for a Specific Feature</strong></p>
+<p>You want to find all products that have the "Waterproof" feature.</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">product_id</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="n">product_catalog</span>
+<span class="w">  </span><span class="k">WHERE</span><span class="w"> </span><span class="s1">&#39;Waterproof&#39;</span><span class="w"> </span><span class="k">IN</span><span class="w"> </span><span class="p">(</span>
+<span class="w">    </span><span class="k">SELECT</span><span class="w"> </span><span class="n">feature</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="k">UNNEST</span><span class="p">(</span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">xml_extract</span><span class="p">(</span><span class="n">xml_description</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;/product/features/feature&#39;</span><span class="p">))</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">feature</span>
+<span class="w">  </span><span class="p">);</span>
+</code></pre></div>
+<p>This query uses <code>UNNEST</code> to turn the array of features into individual rows and then filters based on the presence of "Waterproof".</p>
+<p>These are just a few examples.  The key takeaway is that <code>xml_extract</code> allows you to query and analyze data embedded within XML structures stored in your BigQuery tables without needing complex string manipulation or external tools.  This makes working with XML data in BigQuery significantly easier. Remember to replace <code>bigfunctions.us</code> with the appropriate dataset for your BigQuery region.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
+<p><a class="md-button" href="https://www.linkedin.com/sharing/share-offsite/?url=https://unytics.io/bigfunctions/bigfunctions/xml_extract" target="_blank">Share on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a>
+<a class="md-button md-button--primary" href="https://github.com/unytics/bigfunctions" target="_blank">Add a <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25"/></svg></span> on <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<!-------------------------------------
+SCRIPT TO HANDLE SECRET ENCRYPTION SNIPPET
+-------------------------------------->
+<script src="https://cdn.jsdelivr.net/npm/node-forge@1.0.0/dist/forge.min.js"></script>
+<script>
+const pem = `
+-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAsgotixwX/WsbKxeT3sef
+z6acpTomZEYOBJzIRLtcHyxzyMEuMN9iYF32l4t6K70b+38mLIO7K6LkZj/nnhrF
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+HkUeB62F+TO1oOfTrwBAKRh8WfHJOyfDJyNw1EndZ4bz28ODxth4r+phaaSE+53y
+WQIDAQAB
+-----END PUBLIC KEY-----
+
+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "xml_extract",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
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\ No newline at end of file
diff --git a/bigfunctions/z_scores/index.html b/bigfunctions/z_scores/index.html
new file mode 100644
index 000000000..5fe986208
--- /dev/null
+++ b/bigfunctions/z_scores/index.html
@@ -0,0 +1,1283 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunction z_scores is a BigQuery function which Compute `z_scores`">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/bigfunctions/z_scores/">
+      
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+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>z_scores - BigQuery function - BigFunctions</title>
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+    
+      <link rel="stylesheet" href="../../assets/stylesheets/main.8608ea7d.min.css">
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+      
+    
+    
+    <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
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+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
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+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
+    <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
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+    </a>
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+<p><span style="color: silver; position: relative; top: -1rem">
+  <a href=".." style="color: silver">bigfunctions </a> &gt; z_scores
+</span></p>
+<h1 id="z_scores">z_scores<a class="headerlink" href="#z_scores" title="Permanent link">¶</a></h1>
+<div style="position: relative; top: -4rem; margin-bottom:  -2rem; text-align: right; z-index: 9999;">
+
+  <a href="https://linkedin.com/in/julienawonga" title="Author: Julien Awonga" target="_blank">
+    <img src="https://media.licdn.com/dms/image/D4E03AQFf9Qpnl0adhg/profile-displayphoto-shrink_400_400/0/1690023383639?e=1721260800&v=beta&t=StL_M-62Xv8rvUaHFxdFu4kCnKr-tSm7PDMkjKn72L8" alt="author photo" width="32" style=" border-radius: 50% !important">
+  </a>
+
+  <a href="https://github.com/unytics/bigfunctions/tree/main/bigfunctions/transform_array/z_scores.yaml" title="Edit on GitHub" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 24 24"><path fill="#5d6cc0" d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/></svg></a>
+</div>
+
+<details class="note">
+<summary>Call or Deploy <code>z_scores</code> ?</summary>
+<details class="success">
+<summary>Call <code>z_scores</code> directly</summary>
+<p><strong>The easiest way to use bigfunctions</strong></p>
+<ul>
+<li><code>z_scores</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li>
+<li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li>
+<li><em>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</em></li>
+</ul>
+<p><strong>Public BigFunctions Datasets</strong></p>
+<table>
+<thead>
+<tr>
+<th>Region</th>
+<th>Dataset</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>eu</code></td>
+<td><code>bigfunctions.eu</code></td>
+</tr>
+<tr>
+<td><code>us</code></td>
+<td><code>bigfunctions.us</code></td>
+</tr>
+<tr>
+<td><code>europe-west1</code></td>
+<td><code>bigfunctions.europe_west1</code></td>
+</tr>
+<tr>
+<td><code>asia-east1</code></td>
+<td><code>bigfunctions.asia_east1</code></td>
+</tr>
+<tr>
+<td>...</td>
+<td>...</td>
+</tr>
+</tbody>
+</table>
+</details>
+<details class="success">
+<summary>Deploy <code>z_scores</code> in your project</summary>
+<p><strong>Why deploy?</strong></p>
+<ul>
+<li>You may prefer to deploy <code>z_scores</code> in your own project to build and manage your own catalog of functions.</li>
+<li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li>
+<li>Get started by reading <a href="../../framework/">the framework page </a></li>
+</ul>
+<p><strong>Deployment</strong></p>
+<p><code>z_scores</code> function can be deployed with:</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+bigfun<span class="w"> </span>get<span class="w"> </span>z_scores
+bigfun<span class="w"> </span>deploy<span class="w"> </span>z_scores
+</code></pre></div>
+</details>
+</details>
+<h2 id="description">Description<a class="headerlink" href="#description" title="Permanent link">¶</a></h2>
+<p><strong>Signature</strong></p>
+<div class="highlight"><pre><span></span><code>z_scores(arr)
+</code></pre></div>
+<p><strong>Description</strong></p>
+<p>Compute <code>z_scores</code>
+for each value of <code>arr</code> array.</p>
+<p>The <a href="https://en.wikipedia.org/wiki/Standard_score">Z-Score</a> is the number of standard deviations by which the value is above or below the mean value.</p>
+<h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">¶</a></h2>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">EU</label><label for="__tabbed_1_2">US</label><label for="__tabbed_1_3">europe-west1</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">eu</span><span class="p">.</span><span class="n">z_scores</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">us</span><span class="p">.</span><span class="n">z_scores</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">])</span>
+</code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">europe_west1</span><span class="p">.</span><span class="n">z_scores</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">])</span>
+</code></pre></div>
+</div>
+</div>
+</div>
+<pre style="margin-top: -1rem;">
+<code style="padding-top: 0px; padding-bottom: 0px;">+-----------------------------------+
+| z_scores                          |
++-----------------------------------+
+| [-1.414, -0.707, 0, 0.707, 1.414] |
++-----------------------------------+
+</code>
+</pre>
+
+<details class="question">
+<summary>Need help or Found a bug using <code>z_scores</code>?</summary>
+<details class="success">
+<summary>Get help using <code>z_scores</code></summary>
+<p>The community can help! Engage the conversation on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a></p>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+<details class="success">
+<summary>Report a bug about <code>z_scores</code></summary>
+<p>If the function does not work as expected, please</p>
+<ul>
+<li><a href="https://github.com/unytics/bigfunctions/issues/new/choose">report a bug</a> so that it can be improved.</li>
+<li>or open the discussion with the community on <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a>.</li>
+</ul>
+<p><strong>We also provide <a href="../../chat_with_us/">professional suppport</a></strong>.</p>
+</details>
+</details>
+<h2 id="use-cases">Use cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h2>
+<p>A use case for the <code>z_scores</code> function is to identify outliers in a dataset.  Let's imagine you have a table of website session durations in seconds:</p>
+<div class="highlight"><pre><span></span><code><span class="k">CREATE</span><span class="w"> </span><span class="k">OR</span><span class="w"> </span><span class="k">REPLACE</span><span class="w"> </span><span class="k">TABLE</span><span class="w"> </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">session_durations</span><span class="o">`</span><span class="w"> </span><span class="k">AS</span>
+<span class="k">SELECT</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="k">UNNEST</span><span class="p">([</span>
+<span class="w">    </span><span class="mi">10</span><span class="p">,</span><span class="w"> </span><span class="mi">25</span><span class="p">,</span><span class="w"> </span><span class="mi">30</span><span class="p">,</span><span class="w"> </span><span class="mi">35</span><span class="p">,</span><span class="w"> </span><span class="mi">40</span><span class="p">,</span><span class="w"> </span><span class="mi">45</span><span class="p">,</span><span class="w"> </span><span class="mi">50</span><span class="p">,</span><span class="w"> </span><span class="mi">55</span><span class="p">,</span><span class="w"> </span><span class="mi">60</span><span class="p">,</span><span class="w"> </span><span class="mi">300</span><span class="p">,</span><span class="w"> </span><span class="mi">65</span><span class="p">,</span><span class="w"> </span><span class="mi">70</span><span class="p">,</span><span class="w"> </span><span class="mi">75</span><span class="p">,</span><span class="w"> </span><span class="mi">80</span><span class="p">,</span><span class="w"> </span><span class="mi">85</span>
+<span class="p">])</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">session_duration</span><span class="p">;</span>
+</code></pre></div>
+<p>You suspect that the session duration of 300 seconds is an outlier.  You can use <code>z_scores</code> to confirm this:</p>
+<div class="highlight"><pre><span></span><code><span class="k">SELECT</span>
+<span class="w">    </span><span class="n">session_duration</span><span class="p">,</span>
+<span class="w">    </span><span class="n">bigfunctions</span><span class="p">.</span><span class="n">your_region</span><span class="p">.</span><span class="n">z_scores</span><span class="p">(</span><span class="n">ARRAY_AGG</span><span class="p">(</span><span class="n">session_duration</span><span class="p">)</span><span class="w"> </span><span class="n">OVER</span><span class="w"> </span><span class="p">())</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">z_score</span>
+<span class="w">  </span><span class="k">FROM</span>
+<span class="w">    </span><span class="o">`</span><span class="n">your_project</span><span class="p">.</span><span class="n">your_dataset</span><span class="p">.</span><span class="n">session_durations</span><span class="o">`</span><span class="p">;</span>
+</code></pre></div>
+<p>Replace <code>your_region</code> with your BigQuery region (e.g., <code>us</code>, <code>eu</code>, <code>us_central1</code>).</p>
+<p>This query will calculate the z-score for each session duration.  The session with a duration of 300 seconds will likely have a z-score significantly higher than other sessions (above 2 or 3, depending on your data distribution), indicating it's an outlier.  You could then filter based on the z-score to identify and potentially remove or further investigate these outlier sessions.</p>
+<p>Other use cases include:</p>
+<ul>
+<li><strong>Standardizing data:</strong>  Transforming data to have a mean of 0 and a standard deviation of 1, useful for comparing variables measured on different scales.</li>
+<li><strong>Anomaly detection:</strong> Similar to outlier detection, but in a time-series context, identifying unusual fluctuations in metrics.</li>
+<li><strong>Machine learning preprocessing:</strong>  Many machine learning algorithms benefit from standardized input data.</li>
+<li><strong>Ranking and scoring:</strong>  Z-scores can provide a relative ranking of items based on their performance compared to the average.  For example, ranking students based on their test scores.</li>
+</ul>
+<p>Remember to choose the correct BigQuery region for the <code>bigfunctions</code> dataset based on where your data resides.</p>
+<h2 id="spread-the-word">Spread the word!<a class="headerlink" href="#spread-the-word" title="Permanent link">¶</a></h2>
+<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p>
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+`;
+
+const publicKey = forge.pki.publicKeyFromPem(pem);
+
+
+function encrypt() {
+  const plainText = document.getElementById('secret-to-encrypt').value;
+  const authorizedUsers = document.getElementById('authorized-users').value;
+  if (!plainText) {
+    return;
+  }
+  if (!authorizedUsers) {
+    return;
+  }
+  const plainObj = {
+    secret: plainText,
+    authorized_users: authorizedUsers,
+    function: "z_scores",
+  };
+  const plainObjAsString = JSON.stringify(plainObj);
+  const encrypted = publicKey.encrypt(plainObjAsString, 'RSA-OAEP', {
+    md: forge.md.sha256.create(),
+    mgf1: { md: forge.md.sha256.create() }
+  });
+  const encryptedB64 = forge.util.encode64(encrypted);
+  navigator.clipboard.writeText(`ENCRYPTED_SECRET(${encryptedB64})`);
+  alert("Successfully copied the encrypted secret in clipboard.\n\nPaste it in your query as shown in examples.");
+}
+</script>
+
+<!-- Source file information -->
+
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+  
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\ No newline at end of file
diff --git a/blog/2025-01-30_linkedin_posts.json b/blog/2025-01-30_linkedin_posts.json
new file mode 100644
index 000000000..b793845c3
--- /dev/null
+++ b/blog/2025-01-30_linkedin_posts.json
@@ -0,0 +1,53689 @@
+[{
+    "type": "text",
+    "isRepost": false,
+    "urn": "urn:li:activity:7289945363237543936",
+    "url": "https://www.linkedin.com/posts/paul-marcombes_in-2025-analytics-engineers-will-build-data-apps-activity-7289945363237543936-GCiT?utm_source=combined_share_message&utm_medium=member_desktop",
+    "timeSincePosted": "1d",
+    "shareUrn": "urn:li:share:7288336441644888065",
+    "text": "In 2025, Analytics Engineers will build Data-Apps\n\n\n𝐓𝐞𝐜𝐡𝐧𝐨𝐥𝐨𝐠𝐢𝐞𝐬 𝐦𝐚𝐤𝐞 𝐫𝐨𝐥𝐞𝐬 𝐜𝐡𝐚𝐧𝐠𝐞.  \n\nSince the rise of cloud data-warehouses and the birth of dbt, data engineers don’t do data transform anymore. SQL speaking people do: the analytics engineers. \n\nWith the rise of generative AI, analytics engineers may build data-apps too. \n\nThis is the reasoning of Marcus with who I got a great conversation last week. \n\n\n𝐈𝐭 𝐫𝐞𝐬𝐨𝐧𝐚𝐭𝐞𝐝 𝐰𝐢𝐭𝐡 𝐦𝐲 𝐨𝐰𝐧 𝐜𝐨𝐧𝐯𝐢𝐜𝐭𝐢𝐨𝐧𝐬. \n\nBut while Marcus was thinking of analytics engineers making streamlit apps, I think there is space again for SQL. \n\nEvidence  tagline “Build polished data apps with SQL” goes exactly in that direction. Archie’s team is inspiring. \n\n\n𝐈𝐧 2025, 𝐈 𝐡𝐨𝐩𝐞 𝐭𝐨 𝐦𝐚𝐤𝐞 𝐦𝐲 𝐨𝐰𝐧 𝐜𝐨𝐧𝐭𝐫𝐢𝐛𝐮𝐭𝐢𝐨𝐧 with a data-apps framework - for data activation - made for SQL users. \n\n𝘐𝘧 𝘺𝘰𝘶’𝘳𝘦 𝘪𝘯𝘵𝘦𝘳𝘦𝘴𝘵𝘦𝘥 𝘪𝘯 𝘥𝘢𝘵𝘢-𝘢𝘱𝘱𝘴 𝘵𝘰𝘰, 𝘭𝘦𝘢𝘷𝘦 𝘮𝘦 𝘢 𝘮𝘦𝘴𝘴𝘢𝘨𝘦, 𝘐’𝘥 𝘭𝘰𝘷𝘦 𝘵𝘰 𝘩𝘢𝘷𝘦 𝘢 𝘤𝘩𝘢𝘵!\n\n\nWhat’s your take on this? \n\nWill SQL users build data-apps? \n\nWhat for?",
+    "attributes": [
+      {
+        "start": 352,
+        "length": 6,
+        "type": "PROFILE_MENTION",
+        "profile": {
+          "firstName": "Marcus",
+          "lastName": "Wong",
+          "occupation": "Data Consultant for PE Portfolio Companies | Open for conversations! | Vancouver / Toronto Low Key Data Happy Hour Organizer",
+          "id": "177595688",
+          "publicId": "wongmarcus",
+          "trackingId": "QsYKnWJZQOmYG/Bsb7Szjw==",
+          "profileId": "ACoAAAqV5SgBc6BPhTtcQitbgmSK3MR7Fj-gojQ",
+          "picture": "https://media.licdn.com/dms/image/v2/D5603AQF076YtTpgbLA/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1708968249029?e=1743638400&v=beta&t=e4BkUN93ARrorZ8ZmHBY1KblEM4dlnGxe2py0euD0aI",
+          "backgroundImage": "https://media.licdn.com/dms/image/v2/D5616AQGjmlYiqQ7Ohg/profile-displaybackgroundimage-shrink_200_800/profile-displaybackgroundimage-shrink_200_800/0/1667839682024?e=1743638400&v=beta&t=fzBBoWAB4eFO-jDyAHRpCmeqgnHzIgumc5Vlf4I_GXc"
+        }
+      },
+      {
+        "start": 565,
+        "length": 8,
+        "type": "COMPANY_NAME",
+        "company": {
+          "name": "Evidence",
+          "universalName": "evidence-dev",
+          "trackingId": "NE6HZ+71S4eyfwH3v8lIWw==",
+          "active": true,
+          "showcase": false,
+          "entityUrn": "urn:li:fs_miniCompany:79819393",
+          "logoUrl": "https://media.licdn.com/dms/image/v2/D560BAQEi0-l3QXWDTA/company-logo_200_200/company-logo_200_200/0/1694122950526/evidence_dev_logo?e=1746057600&v=beta&t=CDKfWyTo0V5nJBfcYhgu5k1haQ1ngMhhqvhQM4cF8tY"
+        }
+      },
+      {
+        "start": 651,
+        "length": 6,
+        "type": "PROFILE_MENTION",
+        "profile": {
+          "firstName": "Archie",
+          "lastName": "Sarre Wood",
+          "occupation": "Building Evidence.dev",
+          "id": "222245357",
+          "publicId": "archiesarrewood",
+          "trackingId": "QTX5tYwQS2ieEEpRsOtYkw==",
+          "profileId": "ACoAAA0_Me0BL3L88oF8TL2tXFXk5AarO9GNs4Y",
+          "picture": "https://media.licdn.com/dms/image/v2/D5603AQGR1MQ6hwh1hw/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1696357560314?e=1743638400&v=beta&t=mD2NhByERdCCIn18JdFDu2_vL6xTvtenXOL8DD-o9b8",
+          "backgroundImage": "https://media.licdn.com/dms/image/v2/D5616AQGdaU5I6e8CUQ/profile-displaybackgroundimage-shrink_200_800/profile-displaybackgroundimage-shrink_200_800/0/1694459355584?e=1743638400&v=beta&t=eoKhnXPQJQ85ChdeJ_IO4nkYh4mVEq3SrRvy3Cxp1-Y"
+        }
+      }
+    ],
+    "comments": [
+      {
+        "time": 1738116910821,
+        "link": "https://www.linkedin.com/feed/update/urn:li:activity:7289945363237543936?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7289945363237543936%2C7290190711520432129%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287290190711520432129%2Curn%3Ali%3Aactivity%3A7289945363237543936%29",
+        "text": "Data apps that enable data activation sounds like a power move",
+        "entities": [],
+        "pinned": false,
+        "originalLanguage": "English",
+        "author": {
+          "firstName": "Aaron",
+          "lastName": "Pitt",
+          "occupation": "Digital Strategist | Success Engineer | Performance with a Purpose | Marketing Data Analytics",
+          "id": "261004827",
+          "publicId": "pittaaron",
+          "trackingId": "uOuRTEU0SHiXodjALaxcVQ==",
+          "profileId": "ACoAAA-OnhsBcfVT7LDl8--S0yMlbC9cvoh9hjc",
+          "picture": "https://media.licdn.com/dms/image/v2/D4E03AQFyEQgZvabpfA/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1688041991702?e=1743638400&v=beta&t=Jt_YK0FbhkMmlYZ7DFJ8pozorVhESc__KMneumEG86E",
+          "backgroundImage": "https://media.licdn.com/dms/image/v2/C4E16AQH63jdtfvAPBw/profile-displaybackgroundimage-shrink_200_800/profile-displaybackgroundimage-shrink_200_800/0/1579120513324?e=1743638400&v=beta&t=Ls_MPkpIyZ7rDa-boBwGGkQupmLxUUeZOdizxqujUlY",
+          "distance": "DISTANCE_1"
+        }
+      },
+      {
+        "time": 1738112544751,
+        "link": "https://www.linkedin.com/feed/update/urn:li:activity:7289945363237543936?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7289945363237543936%2C7290172398899720192%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287290172398899720192%2Curn%3Ali%3Aactivity%3A7289945363237543936%29",
+        "text": "There’s essentially a massive divide between everyday businesses and tech firms in BI adoption. Data apps for smaller scale and closer to source is probably the one of the next interesting directions to go in so evey smb can have their own analytics as well as departments within a company.",
+        "entities": [],
+        "pinned": false,
+        "originalLanguage": "English",
+        "author": {
+          "firstName": "Tom",
+          "lastName": "Mac",
+          "occupation": "Ex-Revolut, JP Morgan",
+          "id": "666457693",
+          "publicId": "tom-m-651241167",
+          "trackingId": "2niU9iT8SkCtTEdyj7/VcQ==",
+          "profileId": "ACoAACe5Vl0BLjwNuhdBfPGU15NsqLY6hiNIaOA",
+          "picture": "https://media.licdn.com/dms/image/v2/D4D03AQHbJhUmwJLfHA/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1691154995912?e=1743638400&v=beta&t=nqbJecGHpJfgDkwxLPx7-93W5g7jbyv0q0mkqVFpMdQ",
+          "distance": "DISTANCE_1"
+        }
+      },
+      {
+        "time": 1738107201218,
+        "link": "https://www.linkedin.com/feed/update/urn:li:activity:7289945363237543936?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7289945363237543936%2C7290149986497933314%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287290149986497933314%2Curn%3Ali%3Aactivity%3A7289945363237543936%29",
+        "text": "Do you know how much things I did in SQL: sending satellite,  migrating from internal legacies to GCP, building unified source of truth for insurance companies just to name a few.",
+        "entities": [],
+        "pinned": false,
+        "originalLanguage": "English",
+        "author": {
+          "firstName": "Marta",
+          "lastName": "Fajlhauer",
+          "occupation": "🚀Data Science (Analytics Engineer) Consultancy EU & UK - Full stack",
+          "id": "529242542",
+          "publicId": "martafajlhauer",
+          "trackingId": "eqjW5j00RcqawCT+Gb80+A==",
+          "profileId": "ACoAAB-Lma4BAZvuiX1RFRNPTOQJJD1Qo-gKLJg",
+          "picture": "https://media.licdn.com/dms/image/v2/D4E03AQFZI3bDYTmm5w/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1696852944452?e=1743638400&v=beta&t=U1Hyh15EKAwz6y23v5Ow0S-vkHDFqEnc4bVWCnGAFdY",
+          "backgroundImage": "https://media.licdn.com/dms/image/v2/D4E16AQGChXhf96SNpA/profile-displaybackgroundimage-shrink_200_800/profile-displaybackgroundimage-shrink_200_800/0/1696858923420?e=1743638400&v=beta&t=Jer111WJqdQubhbX1Lucx7FO7zdIL3KUAtc1ggebq44",
+          "distance": "DISTANCE_1"
+        }
+      },
+      {
+        "time": 1738106207635,
+        "link": "https://www.linkedin.com/feed/update/urn:li:activity:7289945363237543936?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7289945363237543936%2C7290145819108773889%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287290145819108773889%2Curn%3Ali%3Aactivity%3A7289945363237543936%29",
+        "text": "which query engines will power these data apps 👀 ",
+        "entities": [],
+        "pinned": false,
+        "originalLanguage": "English",
+        "author": {
+          "firstName": "Kyle",
+          "lastName": "Cheung",
+          "occupation": "❄️ co-founder & ceo | Run Snowflake queries on DuckDB, save up to 70%",
+          "id": "240981544",
+          "publicId": "cheung-kyle",
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+    "text": "A while ago, I wanted a daily Slack update on which kind of content was most viewed yesterday. It's nothing serious, but it's still fun and something that motivates me in the morning.\n\nLuckily, I had just recorded a hands-on session with Paul Marcombes about BigFunctions. And we discussed exactly this use case and did a quick demo. So I got it up and running in just 5 minutes.\n\nI just published an introduction to BigFunctions (blog and video) - an open-source project that enables analysts to automate data workflows directly from SQL.\n\nKey takeaways:\n- Deploy pre-built functions in 5 minutes to GCP\n- Send data-driven notifications to Slack\n- Enrich data with API responses and AI without engineering support\n- Seamless integration with dbt\n\nThe best part? It's all SQL-native. No infrastructure management needed.\n\nLink in comments or just click on \"Visit my website\" under my name.",
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+        "text": "Thank you so much Timo. 🙌 I am impressed by the blog post you wrote. \n\nIt has been a real pleasure to have this chat. I am looking forward to others.\n\nhttps://timodechau.com/from-sql-to-slack-automating-data-workflows-with-big-functions/",
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+    "text": "📢 I'm pleased to share the latest article by Benoit Pimpaud about BigFunctions! \n\nHis article, \"Beyond SQL as a Pure Database Syntax,\" really captures what we're trying to achieve.\n\nI'm happy with this article because it highlights:\n\n•  SQL's limitations for complex analytics.\n•  How BigFunctions improves reusability and workflow by bringing functionality and composability to SQL.\n•  How it supports a separation of concerns for data teams.\n\nYou can read the full article here: https://lnkd.in/eAdEAs9r\n\n\nHave a nice day!",
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+        "text": "Thanks for your contributions in building the BigQuery ecosystem. Let's have a chat",
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+        "text": "One day this will be a real photo 😂\nStill amazing work and plan ! 😍",
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+        "text": "Wishing you all the best Paul Marcombes",
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+    "text": "Unifying Analytics Platform: what if you could have one tool to load, transform and activate data?\n\n𝘐 𝘩𝘢𝘥 𝘢 𝘨𝘳𝘦𝘢𝘵 𝘵𝘢𝘭𝘬 𝘵𝘩𝘪𝘴 𝘮𝘰𝘳𝘯𝘪𝘯𝘨 𝘸𝘪𝘵𝘩 Burak, 𝘊𝘌𝘖 𝘰𝘧 Bruin 𝘢𝘵 DATANOSCO 𝘱𝘰𝘥𝘤𝘢𝘴𝘵 𝘧𝘳𝘰𝘮 Stéphane.\n\n\nBurak shared his vision to bring an all-in-one data-platform through bruin. \n\nHere are key elements:\n\n1/ 𝐍𝐎 𝐧𝐨-𝐜𝐨𝐝𝐞! \nBruin is code and configuration-based first. It's built around standards to fasten development. It makes it versionable in git and easily extensible.\n\n2/ 𝐀𝐥𝐥-𝐢𝐧-𝐨𝐧𝐞 𝐜𝐡𝐚𝐧𝐠𝐞𝐬 𝐞𝐯𝐞𝐫𝐲𝐭𝐡𝐢𝐧𝐠\nBruin can provide templates to get started loading some data from a specific source up to making the data transforms in a opinionated way. If you had to mix different tools, the user experience would be much less fluid. What's more, this considerably reduces the amount of gluing required for data engineers.\n\n3/ 𝐁𝐮𝐢𝐥𝐭 𝐨𝐧 𝐨𝐩𝐞𝐧-𝐬𝐨𝐮𝐫𝐜𝐞\nBruin team created ingestr, a wrapper above dlt from dltHub to ingest data from any data-warehouse. Building above top open-source data tools makes bruin benefits from the data-community to get fast and on top. Giving back to open-source is part of the deal.\n\n\nThanks a lot Stéphane for the invitation to your podcast! Burak, I will be follow what you build with attention!",
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+        "text": "Et voilà. Talk is online ! Thank you Burak & Paul for this live conversation. \nhttps://www.linkedin.com/events/bruin-all-in-onedataingestion-t7284884611518660608/theater/",
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+      "text": "All-in-one data-platform with configuration files. Why I love Bruin vision:\n\n𝟏/ 𝐌𝐨𝐝𝐞𝐫𝐧-𝐃𝐚𝐭𝐚-𝐒𝐭𝐚𝐜𝐤 𝐥𝐢𝐦𝐢𝐭𝐚𝐭𝐢𝐨𝐧𝐬\nModern-data-stack brought data tooling for any data service:\n\n- Fivetran for ingestion. \n- dbt Labs for transform.\n- Hightouch for activation. \n- Prefect for orchestration\n- SYNQ for reliability\n- CastorDoc for catalog\n\nThis has been seen as a revolution. \nWhatever your need, there's a tool for it.\n\nBUT is also led to a common criticism. \n\n👉 You still need to choose, understand, buy and manage all of these tools from different vendors. 🤦‍♂️\n\n\n𝟐/ 𝐇𝐞𝐥𝐥𝐨 𝐚𝐥𝐥-𝐢𝐧-𝐨𝐧𝐞 𝐝𝐚𝐭𝐚-𝐩𝐥𝐚𝐭𝐟𝐨𝐫𝐦𝐬\nThat's when all-in-one data-platforms came in.\nY42 brings a one-stop-shop for companies to handle their data-platforms. \n\nProblem solved!\n\nBUT, y42 only runs inside y42.\n\n👉 Hello vendor lock-in. 🤦‍♂️\n\n\n𝟑/ 𝐁𝐫𝐮𝐢𝐧: 𝐭𝐡𝐞 𝐧𝐞𝐰 𝐩𝐥𝐚𝐲𝐞𝐫 𝐢𝐧 𝐭𝐡𝐞 𝐠𝐚𝐦𝐞\nThat's when Bruin entered the game. \n\nThey provide a all-in-one data-platform with ingestion, SQL transform, python jobs (for custom load, transform or activation), and orchestration.\n\nIt works locally, it's mostly open-source, and you can run it everywhere. \n\nDid I mention it also comes with a VS code extension to streamline development?\n\nI am impressed about what they built in a year.  \n\n\nDo you share my enthusiasm? Why not?",
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+          "text": "Must read in the same topic: \"from data-engineer to yaml engineer\" from Julien Hurault\n\nhttps://juhache.substack.com/p/from-data-engineer-to-yaml-engineer-ed2",
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+        {
+          "time": 1736331152504,
+          "link": "https://www.linkedin.com/feed/update/urn:li:activity:7282697551185645568?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7282697551185645568%2C7282700698268446720%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287282700698268446720%2Curn%3Ali%3Aactivity%3A7282697551185645568%29",
+          "text": "Must read in the same topic: \"the rise of the declarative data stack\" from Simon Späti:\n\nhttps://www.rilldata.com/blog/the-rise-of-the-declarative-data-stack\n",
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+          "text": "One thing that existing semi-closed source all in one platforms (also like Keboola) are doing but it is not mentioned here:\n\nThey bring opinionated ways of doing things and often break the status quo in this space - new tools are created on a daily basis but they do cement the dependency of the whole company on the data team.\n\nThe current tooling is often heavy code-only. Whereas this is a good thing for version control, quality assurance etc, it blocks the rest of the company to do a slight work in it, and resorts them to be more or less passive users of the BI tools.\n\nWhenever I have seen a successful broader use of new data tools - it was when they introduced more user-friendly ways to do things, like widgets and interactive elements in Hex or Deepnote for instance. Those are good examples of attempts to make things user friendly.\n\nI do salute to any new kid in the block in the data tooling space, especially when its pushing the data platform vision, though I am missing a revolutionary approach here to make using data simpler, rather then never ending coding in python and YAML hell.\n\nI think we still have a long road to go to have simplified ways of doing things and reach a true democratization of the data within companies. 🤞 ",
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+            "firstName": "Martin",
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+          "text": "Never heard of Bruin! Will have to take a look",
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+            "firstName": "Yuki",
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+          "text": "Thanks for the support! We're glad you share our vision.\nWe care deeply about open-source and building in the open.\n\nAnd thanks for highlighting the VS Code extension—developer experience is super important to us, and we're always working to make it better.\n\nAlso the link to the open-source repo:\nhttps://github.com/bruin-data/bruin",
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+          "text": "Seems like what Meltano and Arch are doing, no?",
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+            "firstName": "Noel",
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+          "text": "tu a pu essayer la plateforme toi meme Paul Marcombes ? ",
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+    "text": "I am honored to get such high praise from the creator of BigFunctions!\n\nThanks a lot for the kind words Paul, great to see our vision fits into what you would expect to see as well. \n\nWe are really excited for this year, as a lot of the stuff we have been building will go public!",
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+        "text": "s/fivetran/DLT and it’d be perfect",
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+        "text": "Bruin definitely packs a punch but again, it appears that orchestration is built only into the cloud version of Bruin. I  looked at integrating Bruin with Dagster or Mage but was pressed for time.\n\nIt also appears Bruin CLI does not ship with any observability tool and we would have to rely on Bruin cloud for that. \n\nI didn't really test Bruin too deeply though. I was trying to compare its basic features with SQLMesh.",
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+        "text": "One thing that existing semi-closed source all in one platforms (also like Keboola) are doing but it is not mentioned here:\n\nThey bring opinionated ways of doing things and often break the status quo in this space - new tools are created on a daily basis but they do cement the dependency of the whole company on the data team.\n\nThe current tooling is often heavy code-only. Whereas this is a good thing for version control, quality assurance etc, it blocks the rest of the company to do a slight work in it, and resorts them to be more or less passive users of the BI tools.\n\nWhenever I have seen a successful broader use of new data tools - it was when they introduced more user-friendly ways to do things, like widgets and interactive elements in Hex or Deepnote for instance. Those are good examples of attempts to make things user friendly.\n\nI do salute to any new kid in the block in the data tooling space, especially when its pushing the data platform vision, though I am missing a revolutionary approach here to make using data simpler, rather then never ending coding in python and YAML hell.\n\nI think we still have a long road to go to have simplified ways of doing things and reach a true democratization of the data within companies. 🤞 ",
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+        "text": "Never heard of Bruin! Will have to take a look",
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+        "text": "Seems like what Meltano and Arch are doing, no?",
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+        "text": "Thanks for the support! We're glad you share our vision.\nWe care deeply about open-source and building in the open.\n\nAnd thanks for highlighting the VS Code extension—developer experience is super important to us, and we're always working to make it better.\n\nAlso the link to the open-source repo:\nhttps://github.com/bruin-data/bruin",
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+        "text": "tu a pu essayer la plateforme toi meme Paul Marcombes ? ",
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+        "link": "https://www.linkedin.com/feed/update/urn:li:activity:7282697551185645568?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7282697551185645568%2C7282700698268446720%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287282700698268446720%2Curn%3Ali%3Aactivity%3A7282697551185645568%29",
+        "text": "Must read in the same topic: \"the rise of the declarative data stack\" from Simon Späti:\n\nhttps://www.rilldata.com/blog/the-rise-of-the-declarative-data-stack\n",
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+        "time": 1736331077066,
+        "link": "https://www.linkedin.com/feed/update/urn:li:activity:7282697551185645568?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7282697551185645568%2C7282700381858529280%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287282700381858529280%2Curn%3Ali%3Aactivity%3A7282697551185645568%29",
+        "text": "Must read in the same topic: \"from data-engineer to yaml engineer\" from Julien Hurault\n\nhttps://juhache.substack.com/p/from-data-engineer-to-yaml-engineer-ed2",
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+    "text": "How to stay fast in a bigger company? Here's what I learnt during the last decade:\n\nI started working 13 years ago in medical imaging. \nWe were 5 people in the company. \nWe built ultrasound scanners from end to end. \nI was impressed by our speed compared to our competitors.\n\nIt was because we were small. \nUs, engineers, were in direct contact with doctors. \nWe were able to discover their problems in the morning and ship solutions in the afternoon.\n\nAt that time I thought that competitors with hundreds of employees were unlucky. \nThey would never be as fast as us. \nTheir flow from idea to delivery contained too numerous asphixying steps.\n\nThis was before I came to Nickel. \n\n\n👉 At Nickel, I realized that you can be 900 employees and still be fast.\n\nOne way is to get autonomous teams \nwhile respecting big companies requirements. \n\nOne key for this is to create a FRAMEWORK which:\n\n✅ is a space of trust in which teams can make their own decisions. \n✅ defines guidelines and standards (security, compliance, brand, etc.). \n✅ defines boundaries that limit teams inter-dependencies.\n✅ comes with platform tools & platform teams to go faster while harmonizing the work. \n\n\nFor example:\n\n❌ BAD ➜ teams depend on CENTRAL BOTTLENECK committees for validation of everything. Even minor initiatives.\n\n✅ GOOD ➜ security team gives you the autonomy to build stuff while helping you to follow cybersecurity standards. \n\n👉 AVOID bottlenecks & EMPOWER people within a FRAMEWORK.\n\n\nI may give details of how we did for Nickel data people in a next post. \nStay tuned.\n\n\nI wish you a Happy New Year!",
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+        "text": "Nickel Paul Marcombes 😉 !",
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+        "text": "Excellent REX ! Comment avez-vous réussi à faire accepter ce framework chez Nickel ? Et selon vous, un tel framework aurait-il été pertinent dans votre première entreprise de 5 personnes ? Hâte de lire la suite sur la data ! Bonne année ! 🚀",
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+        "text": "Nothing to add!\n\nNickel:\nThe power and security of a large company with the speed of a very small company\n\nCongrats on all you have done and continue to do in this incredible company.",
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+        "text": "Très Intéressant. \nCette approche permettrai un fonctionnement beaucoup plus réactif et dynamique dans les équipes et entre les équipes.  Cela permettrai de réduire le TTM.\n\n- Il faut aussi définir les outils de reporting et monitoring pour réaliser un suivi sur la production. \n- Communiquer sur les livraisons peut-être via des notifications.\n\nBonne année.",
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+        "text": "What you have made the last years to give more autnomy to your teams is really impressive !",
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+          "firstName": "Axel",
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+        "text": "Great idea, which Boiling Insights is pushing forward and beyond: www.boilinginsights.com",
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+        "text": "This is awesome! Can it only work with GCP data sources, or can it be used on a local/on-prem data source?",
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+        "text": "Clearly this will be big for BI people. \nMy opinion is that we still need drag & drop tools for Static BI to avoid excluding analysts who don’t code. \nI am sure this trend will be completely ignored by companies like Gartner in their reports because it’s bad for business (theirs and editors) : this has the potential to free a big part of the industry from this ridiculously expensive per user pricing model.",
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+        "text": "i see this being useful fastening the process up even more",
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+        "text": "You might want to check out psi-dash https://github.com/predsci/psidash which is a python library that will generate similar reports from a yaml file. You can obviously use pandas to read the parquet file.",
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+        "text": "Thanks for sharing Mozaik!\nWhile I follow the features of evidence closely I haven't ran into any use case yet where I thought: that's what I need now!\nHave you found any real life application?",
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+    "text": "GA4 data is known to be hard to explore in BigQuery. But this will change:\n\n\nAli Izadi built dozens of handy SQL queries to cover areas like 𝗲𝘃𝗲𝗻𝘁, 𝘀𝗲𝘀𝘀𝗶𝗼𝗻, 𝗮𝗻𝗱 𝘂𝘀𝗲𝗿 𝘀𝗰𝗼𝗽𝗲 𝗮𝗻𝗮𝗹𝘆𝘀𝗶𝘀, 𝙚𝙘𝙤𝙢𝙢𝙚𝙧𝙘𝙚 𝙢𝙚𝙩𝙧𝙞𝙘𝙨, 𝙩𝙧𝙖𝙛𝙛𝙞𝙘 𝙖𝙩𝙩𝙧𝙞𝙗𝙪𝙩𝙞𝙤𝙣, 𝙖𝙣𝙙 𝙚𝙫𝙚𝙣 𝙎𝙀𝙊 𝙖𝙣𝙙 𝘼𝙙𝙨.\n\nIt's free, it's open source. It's available in 'Bigquery-GA4-Queries' GitHub repo. \n\n\nWe built together with Ali an integration of 'Bigquery-GA4-Queries' on bigfunctions.\n\nBy calling a bigfunction, you will automatically create all the queries of the GitHub repo as table functions in your GCP project.\n\n\nWe hope it will make it even easier to get started with these awesome queries. \n\nLinks are in comments. Please add a star to Ali's repo if you want to support his work.",
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+        "text": "This is great, thank you!",
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+        "text": "Reason why I use Analytics Canvas and their SQL builder for answering complex questions. \n\nThe longer I use GA4 the more I setup the questions I want to answer more granularly via GTM in GA4 in the first place so I don't need BigQuery unless the site has a lot of data, long look back windows (YoYoY) or complex attribution situations. \n\nMost sites don't need this for 90% of actions them end up taking with their data honestly. ",
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+        "text": "Great work, thank you!",
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+        "text": "Love to see things like this from the community! Awesome work guys!",
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+        "text": "This looks really useful! Thanks for sharing Paul Marcombes and Ali Izadi. \nFYI Tarquin Hellier Philip Kennedy Linh Dang Perkins",
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+    "text": "Mkdocs or docusaurus to build your data documentation website?\n\n\nBoth tools are used by millions of developers everyday to deploy their documentation website. \n\nWhich one to choose?\n\n\n➜  It depends if your a pythonist or a front end engineer. \n\n\nWith docusaurus you can mix mardown with react components. It brings huge possibilities in an elegant mannner. \n\nBut if you’re not a front end engineer but a pythonist you will find docusaurus over complicated and would rather stick with mkdocs (using Mkdocs material or readthedoc themes). \n\n\n\n☝ I feel the same for bi as code tools. \n\nObservable and evidence.dev look absolutely awesome to me. \n\nBut as a pythonist I think we can do simpler. \n\nI am even considering making bi as code  with a simple mkdocs plugin. \n\nWould you be interested? \n\nAm I wrong with the above thoughts?",
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+        "text": "https://github.com/microsoft/markitdown. Makes it easy to convert office docs (favoured by business folk) to markdown (loved by techies). You can then deploy via GitHub pages e.g https://deytalytics.github.io/dataproductpoc-docs/",
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+        "text": "Docusaurus is miles ahead of mkdocs for any site of sufficient complexity, we use it for Dagster which is in Python but a little react is not hard at all to write.\n\nIf you think bi as code is simple I would doubt you’ve spent enough time writing software or using BI tools. I’d never want to create a UI in Python.",
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+        "text": "It makes sense but why not go with Streamlit  ?\nIf you're looking for a Pythonic tool to do BI as code, it's seems to be a simple solution.",
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+        "text": "We use Sphinx and rst markup to create our docs website using the DataOps pattern.\n\nI think there is a massive gap in the BI as Code space.\n\nBut ......\n\nMost BI as code tools always look ugly (just like most doc sites) and I think that is one of the biggest barriers to adoption.\n\nIf you could truly mash the BI as code pattern with beautiful theming and layout templates then it might be a winner.",
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+        "text": "All of these options are better than confluence.",
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+    "url": "https://www.linkedin.com/posts/paul-marcombes_geocode-an-address-in-bigquery-using-datagouvfr-activity-7273316555021549569-O7Sh?utm_source=combined_share_message&utm_medium=member_desktop",
+    "timeSincePosted": "1mo",
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+    "text": "Geocode an address in bigquery using data.gouv.fr\n\nYou want to get the latitude and longitude from an address for:\n\n-  finding the nearest point of sale for a customer.\n-  visualizing you sales on a map\n-  doing geo data analysis \n\n\nNow, it's easier than ever to do so directly in BigQuery. \n\nKévin from EFFIDIC  created a function today that geocode addresses using an open api from data.gouv.fr. 👏 \n\nLink in comment.",
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+        "text": "Wait... So I can't just \"db.locations.find({ \"address.country\": \"France\" });\" ??",
+        "entities": [],
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+        "originalLanguage": "English",
+        "author": {
+          "firstName": "Francesco",
+          "lastName": "Baldissera",
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+        "link": "https://www.linkedin.com/feed/update/urn:li:activity:7273316555021549569?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7273316555021549569%2C7273339482446217217%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287273339482446217217%2Curn%3Ali%3Aactivity%3A7273316555021549569%29",
+        "text": "This is gold. Assuming it only works for French addresses?",
+        "entities": [],
+        "pinned": false,
+        "originalLanguage": "English",
+        "author": {
+          "firstName": "Aaron",
+          "lastName": "Pitt",
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+        "link": "https://www.linkedin.com/feed/update/urn:li:activity:7273316555021549569?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7273316555021549569%2C7273333659586154496%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287273333659586154496%2Curn%3Ali%3Aactivity%3A7273316555021549569%29",
+        "text": "Vincent BODIN",
+        "entities": [
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+            "length": 13,
+            "type": "PROFILE_MENTION",
+            "profile": {
+              "firstName": "Vincent",
+              "lastName": "BODIN",
+              "occupation": "Lysta, co-founder",
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+        "author": {
+          "firstName": "Edouard",
+          "lastName": "Tabary",
+          "occupation": "Lysta, co-founder",
+          "id": "295474085",
+          "publicId": "edouard-tabary-b45b5382",
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+          "profileId": "ACoAABGck6UBAalneTiQDGL4xJmX0hbyxlOelXM",
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+      {
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+        "link": "https://www.linkedin.com/feed/update/urn:li:activity:7273316555021549569?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7273316555021549569%2C7273329328409526272%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287273329328409526272%2Curn%3Ali%3Aactivity%3A7273316555021549569%29",
+        "text": "👍do we have an estimate of the allowed request limits per hour/day from the api?",
+        "entities": [],
+        "pinned": false,
+        "originalLanguage": "English",
+        "author": {
+          "firstName": "Yoann",
+          "lastName": "Boudon",
+          "occupation": "Chief Data & Analytics Officer",
+          "id": "188150563",
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+        }
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+        "link": "https://www.linkedin.com/feed/update/urn:li:activity:7273316555021549569?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7273316555021549569%2C7273326167175090176%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287273326167175090176%2Curn%3Ali%3Aactivity%3A7273316555021549569%29",
+        "text": "Can I also get the location(City), based on IP address?",
+        "entities": [],
+        "pinned": false,
+        "originalLanguage": "English",
+        "author": {
+          "firstName": "Rahul",
+          "lastName": "D.",
+          "occupation": "Senior Data Analyst at AlphaSense | AWS, Tableau, dbt | COEP'19",
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+          "distance": "DISTANCE_2"
+        }
+      },
+      {
+        "time": 1734095362088,
+        "link": "https://www.linkedin.com/feed/update/urn:li:activity:7273316555021549569?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7273316555021549569%2C7273323113583370242%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287273323113583370242%2Curn%3Ali%3Aactivity%3A7273316555021549569%29",
+        "text": "Well done Sylvain Tacquet EFFIDIC 👏 ",
+        "entities": [
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+            "length": 15,
+            "type": "PROFILE_MENTION",
+            "profile": {
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+            }
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+            }
+          }
+        ],
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+        "author": {
+          "firstName": "Pierre",
+          "lastName": "Comalada",
+          "occupation": "Lead Data Engineer",
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+          "distance": "DISTANCE_1"
+        }
+      },
+      {
+        "time": 1734095036672,
+        "link": "https://www.linkedin.com/feed/update/urn:li:activity:7273316555021549569?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7273316555021549569%2C7273321748694020096%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287273321748694020096%2Curn%3Ali%3Aactivity%3A7273316555021549569%29",
+        "text": "ask_ai is even more interesting 😊 ",
+        "entities": [],
+        "pinned": false,
+        "originalLanguage": "English",
+        "author": {
+          "firstName": "Christian",
+          "lastName": "Pohlmann",
+          "occupation": "Data & AI in Google Cloud",
+          "id": "31794166",
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+          "profileId": "ACoAAAHlI_YBxLGwGMlvwMrFLn7n3IiM_8pqKFc",
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+          "distance": "DISTANCE_1"
+        }
+      },
+      {
+        "time": 1734094826394,
+        "link": "https://www.linkedin.com/feed/update/urn:li:activity:7273316555021549569?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7273316555021549569%2C7273320866719875072%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287273320866719875072%2Curn%3Ali%3Aactivity%3A7273316555021549569%29",
+        "text": "On apprend ainsi qu'il y a 1.6 km entre l'Elysée et Matignon ! Awesome !",
+        "entities": [],
+        "pinned": false,
+        "originalLanguage": "French",
+        "author": {
+          "firstName": "Sébastien",
+          "lastName": "Monnier",
+          "occupation": "Data Marketing Specialist",
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+          "distance": "DISTANCE_2"
+        }
+      },
+      {
+        "time": 1734094723251,
+        "link": "https://www.linkedin.com/feed/update/urn:li:activity:7273316555021549569?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7273316555021549569%2C7273320434106851328%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287273320434106851328%2Curn%3Ali%3Aactivity%3A7273316555021549569%29",
+        "text": "We did this earlier, only time it sort of fails is when we have a edge or border cases. When the lat-long is closer to neighbour city/state than its own city’s midpoint or data point.\n\nIn few cases it changed country as well. But still good to have with bit scratchy than nothing in hand",
+        "entities": [],
+        "pinned": false,
+        "originalLanguage": "English",
+        "author": {
+          "firstName": "Pranit",
+          "lastName": "Sherkar",
+          "occupation": "Founder & CEO @warehows.ai | Ex Telescope AI Founding Team| Ex Fractal| Expert in Building Data Products | Upwork Top Rated + Consultant | Python, LLMs, GenAI Apps,DBT, SQL, Data Warehouse, Data Analytics",
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+          "distance": "DISTANCE_1"
+        }
+      },
+      {
+        "time": 1734094162357,
+        "link": "https://www.linkedin.com/feed/update/urn:li:activity:7273316555021549569?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7273316555021549569%2C7273318081546924032%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287273318081546924032%2Curn%3Ali%3Aactivity%3A7273316555021549569%29",
+        "text": "Thanks for having me today Sylvain Tacquet Nicolas Vandenbergue ☆ Effidic EFFIDIC. \nAnd of course, 👏 to Kévin JEAN for doing live coding in front of 12 people 😲! ",
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+    "text": "Introducing the SQL Declarative-Data-Stack! \n\n\nModern Data Stack have tools to do everything with data. \n\nEverything EXCEPT custom stuff.\n\n➜ you end up with a ton of python scripts floating around. \n\n\nKestra aims to solve this. \n\nThey propose a central tool to orchestrate your jobs in a declarative way. \n\n\nWe propose ANOTHER way.\n\nWe propose you simply use dbt instead (or sqlmesh or dataform).\n\nIt means all your jobs must be callable from SQL. \n\nWhich is easy nowadays. \n\nAs data-warehouses natively do python callable from SQL.\n\n\nWhat if you could easily build :\n\n-  a catalog \n-  of advanced functions\n-  callable by anyone from SQL\n-  & defined in a declarative manner\n\n?\n\n\nSay hi to the SQL Declarative-Data-Stack!\n\n\nWhat's your opinion on this? \n\nWould you be ready to do everything from SQL? \n\nIf not, Why?",
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+        "text": "Totalement en phase avec l'idée de généraliser les transformations en SQL 👍 . C'est Personnellement, ce que je pousse depuis des années d'ailleurs.\nCertes, le langage n'est pas parfait mais son manque de formalisme le rend aussi plus accessible, universel et partageable par tout type de profil, IT, Data, Métiers.\n\nA l'époque, le principal défaut des ETL historiques (DataStage, Talend, PowerCenter et d'autres...) était précisément qu'il fallait jongler entre le SQL dans les bases de données et les boites + flèches dès que l'on en sortait. Cela conduisait à des implémentations techniques de règles métiers plus ou moins farfelues en fonction des besoins de performance.\n\nSparkSQL a été l'une des premières implémentation à changer cela et d'autres, comme dbt, SQLMesh, DuckDB, ont suivi depuis. Ça va dans le sens de l'histoire et de la démocratisation de l'accès aux données 😊 .",
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+        "text": "If you know SQL, you know enough! great stuff, keep rocking",
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+        "text": "Making complex stuff simpler with one SQL interface is a lifesaver for companies with just a few data engineers",
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+        "text": "Super, mais à la place de code python je pousserai l’utilisation de DLT-hub pour être quasi full Déclaratif",
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+        "text": "You do not even need DBT.",
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+        "text": "Maxime Monnin, elle te rappelle pas un truc cette stack ? ",
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+        "text": "I mean, I still don't like SQL. But since it is inevitable - that looks intriguing. Maybe not PBI at the right. I think we need to catch up again.",
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+    "text": "I aim to build and define the data stack with a \"single function\", including the entire data engineering lifecycle, starting up a full #declarativedatastack. \n\n```\nrun_stack(\n  serve(\n    template='github://covid/covid_dashboard.md',\n    data=transform(\n      {\n        'groupby': 'country',\n        'aggregate': {\n          'cases': 'sum',\n          'deaths': 'sum'\n        }\n      },\n      ingest(\n        source='duckdb',\n        query='SELECT * FROM \"s3://coviddata/covid_*.parquet\"'\n      )\n    )\n  )\n)\n```\n\nI'm thinking something like this (images attached). The \"engine\" is basically only transpiling from config to the actual data stack with multiple adapters— e.g., dbt, SDF, SQLMesh for `transform()`.\n\nI can't help but think about DWH Automation (DWA). \n\n> Config = template\n> Engine = DWA\n> DDS = generated SQLs\n\nIf you were to implement a declarative data stack engine (DDSE), would you focus on the *one-time* generation of a data stack (second image attached) or the continuous update?\n\nWhat I mean is, would you fix or update configs/templates as DWA did or the artifacts (SQL, YAMLs) without touching the generated code? \n\nAny thoughts? 🤔 Gregor Zeiler, Jan Kaul, Matthew Kosovec and others in my network?",
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+        "text": "Thanks, everyone, for the comments and discussions. Part 3, based on these initial thoughts and discussion, is out now. I hope you enjoy, and feedback is very welcome https://www.linkedin.com/posts/sspaeti_generate-separate-test-activity-7276189833285308416-3wZg?utm_source=share&utm_medium=member_desktop\n\nDirect link: https://www.rilldata.com/blog/designing-a-declarative-data-stack-from-theory-to-practice",
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+        "text": "I am uilding something like this with UI == IaC == ”deployment”. Git branches. Plus, Data Profiles, that capture your work over known data sources up to the medallion arch with charts on top.",
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+        "text": "Amazing! A few weeks ago, I started exploring declarative concepts for designing orchestration processes, thinking of it as a random idea for Sketch Airflow DAGs (https://dag-sketch.com).\n\nThen I came across your article on Declarative Stack and gained a much clearer understanding of declarative programming. (It definitely opened my mind to different possibilities.)\n\nIt’s definitely the way forward. Managing data stack components with an agnostic framework feels like a true game changer! ",
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+        "text": "This is exactly what I've been looking for.\n",
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+        "text": "if the generated config/code is intended for manual modification, it is scaffolding. a declarative engine should reduce surface area the users need to touch.\n\nwhile this is a great mental model making everything code-first, the main challenge is still the developer experience and feedback loop when making changes to the logic.",
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+        "text": "Hey Simon Späti!\n\nThis looks interesting for simple use cases and point-to-point solutions, but I would encourage you to take the thoughts further and think about how this would scale out to thousands of integrations and/or transformations.\n\nYou are offloading the transform to sub-processors (like dbt, SDF, SQLMesh) but how are you planning to manage cross-dependencies between functions? The frameworks you mentioned are all imperative/procedural at their core. As you dig in - I think you will see this quickly becomes building an orchestration platform because you have one sub-element that is non-declarative in your framework's stack (see Dagster).\n\nHow will your transpiler work? Are you going to build a SQL generator to map from your declarative object model within transform({}) to well-formed SQL, broken down intelligently into multiple models to balance code cleanliness and performance? Will it be human-readable and easy to debug?\n\nFinally - and probably most importantly - how is your declarative stack definition going to interface with LLM code generation? Will this structure make translating natural language into good architecture easier? This new \"user\" of code frameworks will arguable become the most important.",
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+        "text": "This is a great discussion, Simon!\nTo answer your question: I would focus on continuous updating.\n\nThe reason for me is simple and just like the old DWA days.\nIf the entire lifecycle is not supported and automated, the effect is reduced to a one-time effect. I.e. little benefit and savings.\n\nAnother very important reason for me is that the declarative datastack is the basis for natural language data engineering to work.\nNatural language data engineering (AI powered, AI copiloted, AI...) is what companies absolutely need. Data engineering for everyone in the company.\n\nSimon, I would love to talk about this.",
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+        "text": "I think having \"Pipelines as Code\", similar to Infrastructure as Code, is really valuable. That means you also have to update the artifacts according to the code changes. \n\nThis way you always have a complete understanding of how your pipelines are currently running.\n\nAnd in addition you can have CI/CD, where you push your pipeline code to a GitHub repo and the pipeline is automatically tested and deployed.",
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+        "text": "At this point, just use SQL? Kinda joking, kinda not, this actually exists but I think it crashed and burned https://iasql.com/ ",
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+        "text": "Yeah this is similar to Orchestra",
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+        "text": "interesting; \n- a simple flask server rendering data in data-store using the kind as resource name.\n\n- an sql hook posting dbt model to datastore to keep data in sync.\n",
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+        "text": "Are you doing the same events as me? Or it's me that do the same as you? 🤣 ",
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+    "text": "Expose your dbt models as an api with a simple dbt hook. \n\nThis morning with Hachem LATRACH from Nickel  we were at API Days Paris. \n\nWe explained several use cases where YOU WANT to expose your dbt models as an api. \n\n\nWe demonstrated how you can build a:\n\n-  scalable (millions of requests / s), \n-  serverless, \n-  low latency (milliseconds) \n\ndata-api on top of dbt models by a simple sql line in dbt configuration. \n\nInterested?\n\nAdd a comment and if we get enough we will post our slides.",
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+        "text": "That sounds interesting indeed :)",
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+        "text": "Super interesting! I can see the value here for large organizations.",
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+        "text": "نشهدلك أنت و بول",
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+        "text": "interesting,  i'm curious to understand what is this hook ? is it assigning  and endpoint \"/model-x\", returning all the \"model-x\" data ? \nOr a full api with authentification, different endpoints to get different data scopes from the same model ? ",
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+        "text": "Super interested ! Thanks Paul Marcombes :)",
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+        "text": "Joel Wolfinger this would've helped back in the day...",
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+        "text": "Can you elaborate on the use case? When to use it? To solve which challenges?",
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+        "text": "Unlock of the week! Thanks Balazs Vajna",
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+        "text": "any idea how to get this data with country specific\n",
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+    "text": "Speaking with data-people is always full of surprises. \n\nI like to chat with data-people from anywhere to get inspiration for my work or my side projects. \n\nToday at lunchtime was fun. \n\nI was talking to Olivier Lemasle about data marketing and we ended up live-coding a function to integrate google trends into your data-warehouse. \n\n\nWhat do you do for your lunchtimes?",
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+        "text": "How are you avoiding limits here if you want a lot of keywords? Ie. A 100?\n\nWe have tried a lot, reverse engineering and tried the python library pytrends as well but I can never get a reliable data stream up and running from google trends",
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+        "text": "Very cool, sounds like an awesome lunch-time! :)\n\nThis seems to suffer from the exact same problems as pytrends does though (which makes sense since it uses pytrends of course). \nNamely that it is difficult to make use of at any serious scale because of the very strict rate limiting. I did manage to call the function successfully a few times but most requests give the good old 429 TooManyRequestsError.\nWhich of course is neither this function or pytrends fault, but rather that Google are pretty good at blocking scraping activity here.\n\nCurious to hear from anyone who succesfully extracts large amounts of data from Google trends, without an elaborate proxy/client switching setup preferably :D\n",
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+        "text": "great- thanks you",
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+        "text": "This is amazing 🤩",
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+        "text": "Goooood",
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+        "author": {
+          "firstName": "Alex",
+          "lastName": "Ignatenko",
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+        "text": "Wow Christmas came early this year 👀",
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+          "lastName": "Terraefilius",
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+        "text": "Let's hope bountiful crowds will follow the trend, Paul Marcombes!",
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+        "text": "Paul Marcombes For our users the extension is a real game changer. I’m sure BigFunctions users will thank you for this 😊 Thanks for the mention!",
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+    "text": "Self-served data-analysts are much more impactful. Here’s why: \n\n\nWe often talk about self-service analytics. \n\nIt’s a way to democratize data access in a company. It focuses on all people. \n\nBut we forget to think about self-service for data-analysts. \n\nCompany people used to be dependent on data-analysts to access data. Self-service analytics changed that. \n\nData-analysts are still dependent on data-engineers to do their job. Self-service for data-analysts change that.  \n\nWhat if data engineers became data-platform engineers, building a catalog of tools that the data-analysts could pick to achieve their job?\n\nSelf-served data-analysts would not be dependent anymore. \n\nIt would open much more scalability to answer data needs. \n\nIt would foster creativity. \n\nIt would boost data activation. \n\n\nWhat’s your opinion on this?\n\n\n———\n\nBigFunctions was built to reach self-served data analysts. It provides them a catalog of services to do everything they need from SQL.",
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+        "text": "This is kind of how I used to think about Kestra too. Could it be a way for there to be infra where an analyst could just make a simple YAML PR and set up a pipeline to get data they need into the data warehouse on schedule, using a standard method.",
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+    "text": "Text to SQL may not be the answer for self service analytics. \n\n\nText to SQL is great as a coding assistant for Data Analysts. \n\nBut it won’t help for business people to get trusted data answers. \n\n\nThe problem is that SQL can be quite complex. The LLM has too much freedom. It can generate incorrect stuff too easily. \n\nIt’s OK for a coding assistant. The data analyst will fix it and iterate. It is not acceptable for a CEO. \n\nYou have to constrain stuff. \n\n\nWe can make the LLM generate requests on a semantic layer instead of SQL. \n\n\nAnother way would be to have a set of templated queries with parameters. \n\nThe LLM would choose among the templates and guess the correct parameter values. \n\nFor example: \n\n- A template sql query could be the select of an aggregate of a metric over time with a breakdown on a dimension. \n\n- Parameters would be the table name, the aggregate function, the metric and the dimension.\n\n\nThanks David Jayatillake  & Naim Kosayyer for opening my eyes on this at Forward Data Conference.",
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+        "text": "Great vision! But I see a weak point in that usually business wants a new feature in analysis as soon as possible due to time-to-market. But \na) it takes time for a consistent semantic model to be broaden, agreed and deployed \nb) LLM on new features works not so well until it learns",
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+        "text": "Totally agree. SQL is one of those languages that intrinsically carry a ton of hidden context. As stated, the complexity of the data makes it very difficult to condense it down into a text to sql environment (and I'm making a presumption that text to sql is an AI assisted utility to generate sql). For example, some tables may carry a column called Active, but that's one aspect of their status, because you also or alternatively need to look at a date field and it's relationship to another date or perhaps \"today's\" date. ",
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+        "text": "Fully agreed. It starts with the simple situation that the user (sometimes even data people) don't know how to explain exactly what they want. Iteration is almost always needed when working with data + business users. Looking forward to see what's next",
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+        "text": "we're starting to look into our use cases for it. great work.",
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+        "text": "Bravo Paul!",
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+        "text": "Love the bigfun command 🙌",
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+        "text": "Great to see it worked well 😍 \nBut it is easy with such a good framework 💪 ",
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+    "text": "It’s been 2 years I publish on LinkedIn. But I never introduced myself. 5 things you don’t know about me:\n\n1. I am father of 3 children of age 3, 8 and 10. \n\n2. I started gymnastics 2 months ago. It feels like die and retry. It’s fun. \n\n3. I lived one year in China. I worked in a machine learning research lab. It felt like pressing the pause button. \n\n4. I need to escape one weekend a year. I take a night train. With my bike. And I ride for 48h. \n\n5. My dream is to build data apps, quit my job and make a living from it.",
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+        "text": "Keep posting!",
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+        "text": "That's a really nice introduction! I'm so surprised because I also started gymnastics recently. Before reading from you I thought I'm the only crazy guy doing this in his thirties! 🤸",
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+        "text": "Paul, this is an awesome introduction. What kind of data app would you want to build? ",
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+        "text": "Thanks for sharing Paul. \nCome build with us (us = ambitious and naïve tech/ data entrepreneurs). If you can survive 3 children you can survive entrepreneurial experience 😂",
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+        "text": "Great getting to know you better! Living in China sounds wild, and the biking trips are pure inspiration. About your dream… what would your first data app be? 👀",
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+        "text": "Yeah! SDF seems to be doing some interesting stuff too.\nThese new tools are all in all a net positive for data people",
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+        "text": "Stephen Dobson Mark Singleton Abigail Harrison Tristan Robinson Adam Jones George Marlow Paul Morris Kelly Heys FYI to do your own research as well please. I have been open about my views on SQLMesh and where it fits with the #OMOP and #SDE work that I oversee, having worked with #dbt for 2 years now. \n\nBut #SQLMesh and DuckDB are two technologies that should be a vital part of NHS BI tooling especially as more organisations look towards cloud migration and managing costs, multiple database engines and collaboration become critically important.",
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+        "text": "We hope that in a few years, the story wouldn't repeat itself with sqlmesh becoming the next dbt...",
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+        "text": "How to solve the chicken & egg problem of having not enough adoption because the community is too little?\n\nI'd argue that for +80% of use cases, the struggles sqlmesh solves are not critical or even relevant. And because of its huge community, you have packages, integrations, and learning content on pretty much everything with dbt.\n\nSimilar to pandas vs polars etc.",
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+        "text": "Thanks for posting, competition is great. dbt is getting expensive, and maybe they will not focus too much on dbt-core in the future.\n\nBut what we really want is a platform embracing all best practices from the developer experience, I dont think dbt is doing that, its a lot of work arounds, but of course native integration to Git is what got them so popular.\n\nLooking forward to trying out SQLMesh :-)",
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+        "text": "tout est dit",
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+        "text": "Paul Marcombes, Starlake may be another challenger. It provides, as Unytics mentionned, a declarative way to implement data pipeline through YAML files and can help you create a data pipeline in minutes from data extraction to data transformation via data ingestion. It orchestrates your pipeline via estblished orchestrators (Airflow and Dagster currently but you are able to create your own template in order to fit your owns). On top of that, you have a decent UI that does more than a simple YAML text editor available (https://www.linkedin.com/posts/hayssams_effortlessly-load-transform-and-orchestrate-activity-7252695394634076160-kh5j?utm_source=share&utm_medium=member_desktop). All elements are open-sourced. Would you give it a try and add it to your comparison ?",
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+        "text": "Interesting to observe if the 'quantity = quality' theory will apply in this case, ... ;)\n\nhttps://www.linkedin.com/posts/stephaneheckel_postgresql-dbt-kafka-activity-7241373792193720322-NOm_",
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+        "text": "C'est super utile et rapide ! Well done 👏 ",
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+        "text": "BigFunctions capabilities never disappoints",
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+        "text": "Excellent travail ! Possible d'appeler avec un URI d'un fichier dans GCS ?",
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+        "text": "demo with a tricky french csv #postalCodes #laPoste\njust pass options/args that Ibis will pass to DuckDB read_csv",
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+    "text": "Extract Webpage Data with SQL 🌐!\n\n\nGet structured data.\n\nDirectly from webpages. \n\nInto your data-warehouse. \n\nUsing a prompt embedded in a SQL query.\n\n\nHello SQL superpowers 😲...\n\n\n➡️ Copy and run the query in comments. It's all you need.\n\n\n#bigquery #bigfunctions #googlecloud #dataengineering",
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+        "text": "Great post Paul Marcombes  congrats\n\nGreat thanks also to Bigquery to offer a nice array/record column type \nAccording to store nested fields on RAW tables\nFantastic to deal with clear DDL  contract on storage (ingestion tools) \n\nThis feature doesn't exist on Azure SQL  Database and Microsoft Fabric Warehouse...a leak for me\n\nOn Snowflake ? I don't know.. hopping",
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+    "text": "I just tried the brand new 𝐂𝐨𝐧𝐯𝐞𝐫𝐬𝐚𝐭𝐢𝐨𝐧𝐚𝐥 𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬 from Looker Studio. Here's 👇 what I learnt \n\nAll BI teams are working hard to enable users to get insights from natural language questions.\n\nLooker Studio is no exception. Here's what I learnt trying their new Conversational Analytics UI:\n\n\n𝐆𝐞𝐭𝐭𝐢𝐧𝐠 𝐛𝐞𝐭𝐭𝐞𝐫!\n➡️  It works great to explore a table\n➡️  𝘏𝘰𝘸 𝘸𝘢𝘴 𝘵𝘩𝘪𝘴 𝘤𝘢𝘭𝘤𝘶𝘭𝘢𝘵𝘦𝘥? exposes very clearly how AI provided the answer and quikly gives you trust in the answer. \n➡️  𝘐𝘯𝘴𝘪𝘨𝘩𝘵𝘴 exposes result interpretation in natural language which is great to copy paste in a presentation\n➡️  𝘘𝘶𝘦𝘴𝘵𝘪𝘰𝘯𝘴 𝘚𝘶𝘨𝘨𝘦𝘴𝘵𝘪𝘰𝘯𝘴 are interested to get started\n➡️  𝘚𝘶𝘨𝘨𝘦𝘴𝘵𝘪𝘰𝘯𝘴 𝘧𝘰𝘳 𝘳𝘦𝘧𝘰𝘳𝘮𝘶𝘭𝘢𝘵𝘪𝘰𝘯 work very well\n\n\n𝐓𝐡𝐞𝐫𝐞'𝐬 𝐬𝐭𝐢𝐥𝐥 𝐚 𝐥𝐨𝐭 𝐭𝐨 𝐝𝐨\n➡️  Charts are limited. I found no way for the Agent to result a chart showing the evolution of a metric with a break down on a dimension. Quite restricting for an analysis...\n➡️  Agent can give you a precise information contained in the table. But forget about asking advanced stuff such as making a feature impact analysis or compare distribution of a metric between two periods. \n➡️  Actually it can only answer one unique result at a time. You cannot generate multiple charts at once with analysis by different dimensions. \n\n\n𝐒𝐡𝐨𝐮𝐥𝐝 𝐈 𝐮𝐬𝐞 𝐋𝐨𝐨𝐤𝐞𝐫 𝐒𝐭𝐮𝐝𝐢𝐨 𝐂𝐨𝐧𝐯𝐞𝐫𝐬𝐚𝐭𝐢𝐨𝐧𝐚𝐥 𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬?\n➡️  I think it is already an interesting tool to expose some prepared data to end users who are not proficient in SQL nor dashboarding\n➡️  But if you're a data analyst you would prefer to use BigQuery Canvas which enables to tune your queries and better manage the flow between questions & answers. \n\n\n𝐒𝐡𝐨𝐮𝐥𝐝 𝐈 𝐥𝐨𝐨𝐤 𝐟𝐨𝐫 𝐨𝐭𝐡𝐞𝐫 𝐭𝐨𝐨𝐥𝐬?\nThe improvement of these tools to enable advanced analysis use cases is just a matter of time. You should definitely keep an eye on what's coming to be ready when it comes. \n\nI won't we surprised if open-source wins. \n\nIf you're more from engineering here are two tools you want to have a look at:\n- #Lida from Microsoft to automate charts from data. \n- #opendataqna from Google to query your database in natural language. \n\n\n𝐖𝐡𝐚𝐭'𝐬 𝐲𝐨𝐮 𝐩𝐥𝐚𝐧 𝐢𝐧 𝐲𝐨𝐮𝐫 𝐜𝐨𝐦𝐩𝐚𝐧𝐲?\n\n\n#conversationalanalytics #bigquery #lookerstudio #genai\n\nPhoto by Guilherme Stecanella on Unsplash",
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+        "text": "Hi Paul, did you encounter hallucinations-related issues?",
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+        "text": "Thank you, Paul, for this analysis. We are also launching tests on the subject, and this gives us some points to consider.",
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+        "text": "Paul Marcombes Interesting, the compare functionality is a struggle across all models I tried, not just gemini. It feels like too much for the model to figure out.\nThe way I handled it in my previous startup was to have a \"compare to period\" variables in the function calling schema and then return the 2 periods data to the model in a single pass. So everything like % differences is ready for the model to just visualize.",
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+        "text": "Kanchana Patlolla thanks for letting me know about open data qna from your linkedin post. I will definitely follow its evolution 🙌 ",
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+        "text": "Sean Zinsmeister I am following your content on Looker Studio. Thanks for sharing 🙌 . I just tried Conversational Analytics. And here ⬆ is what I learnt.",
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+        "text": "The timbres of the voices are well chosen, the intonation is excellent, ... the result is quite magical",
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+        "text": "crazy!",
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+        "text": "Juste insane.\nEt le vocal fry 😂",
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+        "text": "Amazing 😍",
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+        "text": "I tried it with long boring papers and some news websites. It works well. Useful tool.",
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+        "text": "What do you think of this audio Christophe Blefari Robin Conquet Timo Dechau?",
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+    "text": "The stuff no one will tell you about running a data team:\n \n1. You'll might need to say NO to more stuff\n2. You can say NO to more stuff\n3. You should say NO to more stuff \n4. You have to say NO to more stuff \n5. You will fail if you don't say NO to more stuff \n\nEveryone thinks they need to please everyone when they take on a role in data.\n\nIn reality, you need to get really great at saying NO to low-value requests.\n\nOtherwise, your team will be a low-value team.\n\n__\n\nAs a data leader this is your most important job.\n\nFind the high-value stuff, and say NO to everything else.",
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+        "text": "Spot on Ethan Aaron! 👍",
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+        "text": "High value targets",
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+        "text": "I agree and wonder if anyone here has any resources or recommendations on how to do this effectively without alienating your customers?",
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+        "text": "Ethan Aaron If the company doesn’t have a culture for hearing some sort of No with a request for more information then this becomes extremely difficult.  \n\nIf there’s not support for No and there are some that say no, they will get penalized for doing the right thing.",
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+        "text": "Absolutely agree. Need to understand your resources, and appreciate the value added to the company. Avoid doing the projects that might save someone 10 minutes a week to pull their report, when automating it will take 2 weeks of developer time.\n\nAlso, using gold standard reporting data sets, and making almost all requests for new reports stand on them, with variations added last mile, avoids having to to build custom transforms for every report. Spending time in carefully selecting and designing your downstream tables/transforms will save you a lot of time.",
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+        "text": "A former boss of mine told me not to say no nor yes. He told me to say that I could not look into this at this time due to conflicting ongoing initiatives and that I would look into the request when possible. Meaning most requesters would find another way to get what they wanted some other way. The idea is that you said no in a non-confrontational way.",
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+        "text": "I only wish I could attend. All the best Paul.",
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+    "text": "Stop struggling with nested JSON in BigQuery! 🤼‍♂️ Flatten your data 🚀\n\n𝐓𝐢𝐫𝐞𝐝 𝐨𝐟 𝐞𝐧𝐝𝐥𝐞𝐬𝐬𝐥𝐲 𝐧𝐚𝐯𝐢𝐠𝐚𝐭𝐢𝐧𝐠 𝐧𝐞𝐬𝐭𝐞𝐝 𝐟𝐢𝐞𝐥𝐝𝐬 𝐢𝐧 𝐲𝐨𝐮𝐫 𝐉𝐒𝐎𝐍 𝐝𝐚𝐭𝐚? 😩\nYou're not alone. It's like searching for a needle in a haystack...made of objects and arrays! 🤯\n\n\n𝐁𝐮𝐭 𝐰𝐡𝐚𝐭 𝐢𝐟 𝐈 𝐭𝐨𝐥𝐝 𝐲𝐨𝐮 𝐭𝐡𝐞𝐫𝐞'𝐬 𝐚 𝐛𝐞𝐭𝐭𝐞𝐫 𝐰𝐚𝐲? 🎉\nIntroducing the new BigQuery function 𝘴𝘲𝘭_𝘵𝘰_𝘧𝘭𝘢𝘵𝘵𝘦𝘯_𝘫𝘴𝘰𝘯_𝘤𝘰𝘭𝘶𝘮𝘯 which parses your json column, guesses the json schema and generates a SQL query to execute to flatten the json column. \n\n\n✨ Say goodbye to nested chaos: Transform complex JSON structures into easy-to-manage flat tables. \n✨ Query with confidence: Easily access any field without writing convoluted nested queries. \n✨ Boost your productivity: Spend less time wrangling data and more time extracting insights\n\nReady to ditch the JSON struggle?\n➡️  Function doc: https://lnkd.in/g8DBbwgD\n\n𝘉𝘪𝘨𝘍𝘶𝘯𝘤𝘵𝘪𝘰𝘯𝘴 𝘪𝘴 𝘧𝘶𝘭𝘭𝘺 𝘰𝘱𝘦𝘯-𝘴𝘰𝘶𝘳𝘤𝘦 𝘢𝘯𝘥 𝘧𝘶𝘯𝘤𝘵𝘪𝘰𝘯𝘴 𝘢𝘳𝘦 𝘢𝘷𝘢𝘪𝘭𝘢𝘣𝘭𝘦 𝘰𝘯 𝘺𝘰𝘶𝘳 𝘎𝘊𝘗 𝘱𝘳𝘰𝘫𝘦𝘤𝘵 𝘸𝘪𝘵𝘩𝘰𝘶𝘵 𝘪𝘯𝘴𝘵𝘢𝘭𝘭.\n\n#bigquery #bigfunctions #googlecloud",
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+    "text": "Loading data into BigQuery should be as simple as a SQL query 👅 !\n\nAirbyte built awesome open-source connectors to move data into your warehouse. \n\n\n𝘞𝘩𝘢𝘵 𝘪𝘧 𝘸𝘦 𝘤𝘰𝘶𝘭𝘥 𝘳𝘶𝘯 𝘵𝘩𝘦𝘮 𝘷𝘪𝘢 𝘢 𝘴𝘪𝘮𝘱𝘭𝘦 𝘚𝘘𝘓 𝘲𝘶𝘦𝘳𝘺? \n\n\nThat's what this function does. You can get data from any public GitHub Repo into your BigQuery project (no install required). It uses Airbyte Github connector under the hood. \n\nThis could work for any Airbyte python connectors. \n\nImagine that all you needed was an SQL query to obtain data from any source 😲\n\n𝘞𝘩𝘪𝘤𝘩 𝘴𝘰𝘶𝘳𝘤𝘦 𝘴𝘩𝘰𝘶𝘭𝘥 𝘸𝘦 𝘱𝘳𝘪𝘰𝘳𝘪𝘵𝘪𝘻𝘦?\n\n\nFunction documentation in comments.\n\n\n#bigquery #airbyte #bigfunctions #googlecloud #dataengineering",
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+        "text": "terrific!",
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+        "text": "Hi  Paul \n\nGreat post as usual,  congrats\n\nFantastic, we can ingest a raw table directly on our bigquery SQL  query using an airbyte source  name \n\nMay I ask please 2 questions \n\n1) Is the  service account  used   as Programatic service account  on the function ? According   to reach the Git repository (implicitely)  & the Bigquery DATASET   (explicit access) ? \n\n1) Is there please , another  BIG function  allowing to use  our own Airbyte source streams descriptions ?  <== on a private Git repository  ? 😁 \n Exp :  Mycompagny/airbyte )\n\nManage our own Service account for access ",
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+          "firstName": "👉 Christophe",
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+        "text": "This is cool!",
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+        "text": "Oh, cool! How does it find the data in the repo (is it always in the same place)? Apologies if this is a stupid question.",
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+    "text": "Build your own catalog of BigQuery functions 🌌\n\n\nI like this article from Jake Holmquist ☁️ as it describes the two sides of bigfunctions:\n\n➡️ 𝐄𝐟𝐟𝐨𝐫𝐭𝐥𝐞𝐬𝐬 𝐚𝐜𝐜𝐞𝐬𝐬 𝐭𝐨 𝐚𝐝𝐯𝐚𝐧𝐜𝐞𝐝 𝐁𝐢𝐠𝐐𝐮𝐞𝐫𝐲 𝐟𝐮𝐧𝐜𝐭𝐢𝐨𝐧𝐬: No installation. Just new SQL power at your fingertips. 🤯\n\n➡️ 𝐁𝐮𝐢𝐥𝐝 𝐲𝐨𝐮𝐫 𝐨𝐰𝐧 𝐠𝐨𝐯𝐞𝐫𝐧𝐞𝐝 𝐟𝐮𝐧𝐜𝐭𝐢𝐨𝐧 𝐜𝐚𝐭𝐚𝐥𝐨𝐠: Empower your team with a centralized, secure, and reusable function library. 🏗️\n\n\nWhile the first side is well-known, I am not sure about the second one. \n\nYet the benefits of building a catalog of functions with BigFunctions are many:\n\n✅  Give new power to Data Analysts such as calling your company APIs\n✅  Promote consistency with a standard to define functions\n✅  Enable discoverability with a searchable web catalog\n✅  Use software engineering best practices\n\n\n🙏 Jake Holmquist ☁️\n\nhttps://lnkd.in/eJNs-6x5\n\n#bigquery #bigfunctions #googlecloud #dataengineering",
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+        "text": "a tool like Informatica would help in getting data into BigQuery. That is what we used for all our data integrations. ",
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+    "text": "It's been a while since I've been this excited about a BigQuery function! 🎢 \n\n𝐘𝐨𝐮 𝐜𝐚𝐧 𝐚𝐬𝐤 𝐚𝐧𝐲 𝐪𝐮𝐞𝐬𝐭𝐢𝐨𝐧 𝐭𝐨 𝐭𝐡𝐞 𝐮𝐬𝐞𝐫 𝐫𝐞𝐯𝐢𝐞𝐰𝐬 𝐨𝐟 𝐚𝐧 𝐚𝐩𝐩 (𝐟𝐫𝐨𝐦 𝐭𝐡𝐞 𝐚𝐩𝐩 𝐬𝐭𝐨𝐫𝐞). 😮\n\n1️⃣  The last 500 reviews are downloaded on the fly from the app store site\n2️⃣  A prompt is generated from your question and the reviews\n3️⃣  Gemini AI gives you insights into what our customers think.\n\n𝐓𝐫𝐲 𝐢𝐭! \nIt works on your BigQuery without install. 🤗\n\n𝐀 𝐠𝐨𝐥𝐝 𝐦𝐢𝐧𝐞 𝐨𝐟 𝐢𝐧𝐬𝐢𝐠𝐡𝐭𝐬\nCustomer reviews are often an under-exploited in data-analysis. \nWith this function, BigQuery truely unify data-analysis between structured and unstructured data.\n\n\n𝐃𝐨𝐜𝐮𝐦𝐞𝐧𝐭𝐚𝐭𝐢𝐨𝐧 --> https://lnkd.in/eg4BcfGZ\n𝐆𝐢𝐭𝐇𝐮𝐛 --> https://lnkd.in/emfVXKjJ\n\n𝘉𝘪𝘨𝘍𝘶𝘯𝘤𝘵𝘪𝘰𝘯𝘴 𝘪𝘴 𝘧𝘶𝘭𝘭𝘺 𝘰𝘱𝘦𝘯-𝘴𝘰𝘶𝘳𝘤𝘦. 𝘈𝘯𝘺 𝘴𝘵𝘢𝘳 𝘪𝘴 𝘥𝘦𝘦𝘱𝘭𝘺 𝘢𝘱𝘱𝘳𝘦𝘤𝘪𝘢𝘵𝘦𝘥. ⭐\n\n\n#bigquery #bigfunctions #dataanalysis #AI #gemini",
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+        "text": "Brilliant! I was able to play around with some functions, but some functions like generate_sql give me an error.\nAm I doing anything wrong? I tried to play around with a few ways of using quotes.",
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+        "text": "What a great idea! No installation or copy-paste code needed. Just call the function. Love it! You got my ⭐️",
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+        "text": "Whoa cool, i’ll have to try it",
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+        "text": "Great job Paul Marcombes. Could we extend to ask questions to any user reviews or textual content in BigQuery? ",
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+        "text": "This is super crazy good. Juliana Jackson you might like this.",
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+        "text": "Paul Marcombes Does PyAirbyte still require a running Airbyte instance? Or can you run it with just the python module?",
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+        "text": "Hugo Salaun Olivier Marguillard on discutait hier de connecteur custom dans GCP et Cloud Run job, ca pourrait justement faire le job PyAirbyte pour notre projet, non ? ",
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+    "text": "What is a Staff Analytics-Engineer and why we need them? \n\n\n𝐄𝐦𝐛𝐞𝐝 𝐝𝐚𝐭𝐚-𝐩𝐞𝐨𝐩𝐥𝐞 𝐢𝐧 𝐭𝐞𝐚𝐦𝐬 𝐭𝐨 𝐬𝐜𝐚𝐥𝐞\n\nOne way to scale data analysis is to 𝘦𝘮𝘣𝘦𝘥 𝘥𝘢𝘵𝘢 𝘱𝘦𝘰𝘱𝘭𝘦 𝘪𝘯 𝘵𝘦𝘢𝘮𝘴, tribes, domains. You give them the autonomy on the whole data chain including transforms.\n\nBecause teams are autonomous to collect data, transform it and expose it to others, 𝘺𝘰𝘶 𝘢𝘷𝘰𝘪𝘥 𝘵𝘩𝘦 𝘣𝘰𝘵𝘵𝘭𝘦𝘯𝘦𝘤𝘬 of depending on a central data-team for these tasks. It then gets easier to scale. \n\n\n𝐁𝐮𝐭 𝐝𝐨𝐢𝐧𝐠 𝐬𝐨, 𝐲𝐨𝐮 𝐜𝐫𝐞𝐚𝐭𝐞 𝐚 𝐫𝐢𝐬𝐤. \n\nData people in teams could come to work differently, with different tools. This can lead to silos with less shareable knowledge. It may become hard to maintain and not optimal. \n\n\n𝐎𝐧𝐞 𝐰𝐚𝐲 𝐭𝐨 𝐬𝐨𝐥𝐯𝐞 𝐭𝐡𝐚𝐭 𝐢𝐬 𝐭𝐨 𝐛𝐮𝐢𝐥𝐝 𝐝𝐚𝐭𝐚 𝐠𝐮𝐢𝐥𝐝𝐬\n\nGuilds are communities of data people with shared interests such as analytics engineering to share knowledge, tools code and practices. \n\nWhile guilds are great you may want to have people working full time to improve practices. \n\n\n𝐓𝐡𝐞 𝐒𝐭𝐚𝐟𝐟 𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬 𝐄𝐧𝐠𝐢𝐧𝐞𝐞𝐫 𝐑𝐨𝐥𝐞\n\nWe had a great talk last week from Martin Lang et Dimitri Antakly from Decathlon Digital who introduced their role: Staff Analytics Engineer.\n\n\nThe Staff Analytics-Engineer is in the central data team and:\n\n✅  Takes a step back to improve the analytics engineering practices\n✅  Animates the community of data-people working on transforms\n✅  Helps data-people and Provides guidelines\n✅  Tests new tools\n\nMartin and Dimitri gave a great example of their added value: \n\nThey identified a problem of re-work between tribes and they (with the community) decided to create a shared dbt zone with shared transforms between the sources and the tribes transforms.\n\n\n🙏 Martin and Dimitri for this very inspiring talk.\n🙏 Stéphane Heckel from DATANOSCO for organizing this great Modern-Data Stack conference\n🙏 Criteo for hosting the conference\n\n\n#datanalytics #analyticsengineering #dataengineering",
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+        "text": "Romain Marsal Arthur Thévenet The post I talked you about :)",
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+        "text": "I could imagine, at a (relatively) smaller org, an existing guild member serving in this capacity alongside their embedded responsibilities—perhaps even rotating like a department chair—rather than a FT role.",
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+        "text": "Interesting, that was what I trying to do with data analytics and I had to explain all the time why it was the best way to give them the opportunity to build their code using data policy and follow the best data practices on Data Lakehouse.",
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+        "text": "Thanks for sharing! Staff engineers are often the glue to dissolve the frontiers of teams. ",
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+        "text": "So useful !!",
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+        "text": "Thanks Wu Jiaxun Trevor Bergeron Sandeep Karmarkar Tim Swast Ivan Santa Maria Filho for working on Bigframes 🙌 ",
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+    "text": "Get the Country of an IP address in BigQuery 🌐👀\n\n\n𝐄𝐱𝐞𝐜𝐮𝐭𝐞 𝐭𝐡𝐢𝐬 𝐪𝐮𝐞𝐫𝐲 𝐢𝐧 𝐲𝐨𝐮𝐫 𝐁𝐢𝐠𝐐𝐮𝐞𝐫𝐲 :\n\nselect bigfunctions.eu.ip2country('152.216.7.110')\n\nIt will tell you the IP address is from the 'US'\n\n\n✅ This is just one of 100+ functions of BigFunctions 😲\n✅ BigFunctions is fully open-source! 🤗\n✅ You like it? Star the GitHub! ⭐\n\nGitHub: https://lnkd.in/emfVXKjJ\n\n\nIP address data powered by ipinfo.io\n\n#bigquery #bigfunctions #gcp #dataengineering #dataanalytics #googlecloud",
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+        "text": "Look interesting! thanks for sharing",
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+        "text": "It was an honor being part of this webinar. Thank you for your insight, Paul ! ",
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+        "text": "Stéphane Heckel ",
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+        "text": "It was an honor to have you at this webinar Paul Marcombes . Airbyte serverless makes sens in a lot of projects. At Modeo we will work together and contribute to this project to make it even greater! Thank you again 👌🏽",
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+        "text": "Thanks 🙌 for the shoutout Alex Ignatenko",
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+    "text": "Extract info from a phone number in BigQuery 📱👀\n\n\n𝐄𝐱𝐞𝐜𝐮𝐭𝐞 𝐭𝐡𝐢𝐬 𝐪𝐮𝐞𝐫𝐲 𝐢𝐧 𝐲𝐨𝐮𝐫 𝐁𝐢𝐠𝐐𝐮𝐞𝐫𝐲 :\n\nselect bigfunctions.eu.phone_number_info('+33123456789', null)\n\nand you'll get:\n\n✅  if the phone number is valid\n✅  its country\n✅  its type: fixed or mobile\n\n\nBigFunctions is fully open-source! \nYou like it? Star it!\n\nhttps://lnkd.in/emfVXKjJ\n\n#bigquery #bigfunctions #gcp #dataengineering #dataanalytics  #googlecloud",
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+        "text": "This is great, thank you",
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+        "text": "Hello! In a project, we are using the \"libphonenumber-csharp\" nuget. Is it the same logic? do we have the same result? \n\nThanks",
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+        "text": "That's a big SAVE. Thanks for sharing it! ",
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+        "text": "Interesting. Thanks for sharing",
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+        "text": "Awesome!",
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+        "text": "Thanks for article. The decision to build or buy depends on the company's unique requirements and resources. It makes sens for specific company to build their own data catalogs to ensure customization and integration. However, it’s observed that the DMS market is becoming more and more open with flexible solutions user-oriented 🙏.",
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+        "text": "Mihaela S.",
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+        "text": "Merci Paul Marcombes pour cet éclairage intéressant sur la gouvernance et la diffusion d'une culture orientée.data.",
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+        "text": "When choosing to \"build\" your data catalog, are you planning to start it from scratch or to use an existing open source framework such as Amundsen or DataHub?",
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+        "author": {
+          "firstName": "Mathieu",
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+        "link": "https://www.linkedin.com/feed/update/urn:li:activity:7133393773518053376?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7133393773518053376%2C7133517864006774784%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287133517864006774784%2Curn%3Ali%3Aactivity%3A7133393773518053376%29",
+        "text": "Hi Paul,\nIs there a replay of your talk available ?\n\nI'm not sure it's a question of lack of functionality: are you going to build a new  dashboarding tool if the vendors don't offer one or two specific features you need?  Did Looker offer all the features you needed at the time you chose it ?\n\nI think the \"build or buy\" question is more a question of mentality and company capacity: not all companies have the skills to build a product. \n\nPersonally, I believe there are actually 3 options for the data catalog (or other tool):\n- build from scratch (risky but tailor-made, quite expensive in the short term, good ROI on the long term), \n- build from open source software such as Datahub or admundsen (customized but with maintenance constraints)\n- buy (safe and not necessarily too expensive, but may only meet x% of your needs)\nWhat do you think ?",
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+        "text": "Data catalog and Lineage is a graph problem and most of the vendors in the market doesn't support it. I would go for a build. 👍",
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+        "text": "Great having you at our C2C event, Paul Marcombes ! Looking forward to the next time! 😎\n\nMy best regards from Greece! ",
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+        "text": "Good perspective. Data catalog is in the top 3 on my list to evaluate on buy vs build come 2024.",
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+    "text": "Here’s what I do when I can’t find a BigQuery function to solve a problem 👇\n\n\nYesterday, again, I needed to do a transform for which 𝗜 𝗰𝗼𝘂𝗹𝗱 𝗻𝗼𝘁 𝗳𝗶𝗻𝗱 𝗮𝗻𝘆 𝗻𝗮𝘁𝗶𝘃𝗲 𝗕𝗶𝗴𝗤𝘂𝗲𝗿𝘆 𝗳𝘂𝗻𝗰𝘁𝗶𝗼𝗻. 🧐 (𝘥𝘦𝘤𝘰𝘥𝘦 𝘦𝘯𝘤𝘰𝘥𝘦𝘥-𝘶𝘳𝘭 𝘲𝘶𝘦𝘳𝘺 𝘱𝘢𝘳𝘢𝘮𝘴 𝘧𝘳𝘰𝘮 𝘢 𝘭𝘰𝘨𝘴 𝘵𝘢𝘣𝘭𝘦)\n\n\n\n𝗛𝗲𝗿𝗲’𝘀 𝗵𝗼𝘄 𝗜 𝘄𝗲𝗻𝘁 : \n\n1️⃣  𝙄 𝙥𝙧𝙤𝙢𝙥𝙩𝙚𝙙 𝙜𝙚𝙣𝙚𝙧𝙖𝙩𝙞𝙫𝙚 𝘼𝙄 𝙘𝙤𝙣𝙨𝙤𝙡𝙚𝙨 𝙩𝙤 𝙜𝙚𝙣𝙚𝙧𝙖𝙩𝙚 𝙨𝙤𝙢𝙚 𝙨𝙦𝙡 𝙘𝙤𝙙𝙚. 👨‍💻\n\nUnfortunately, I failed, like often when I ask something not easy 😞. \n\n\n2️⃣  𝙄 𝙡𝙤𝙤𝙠𝙚𝙙 𝙤𝙣 𝙨𝙩𝙖𝙘𝙠𝙤𝙫𝙚𝙧𝙛𝙡𝙤𝙬 👀\n\nI felt lucky as I instantly found the answer from the brilliant Mikhail Berlyant (probably the guy who successfully answers the most questions about BigQuery). \n\n\n3️⃣  𝙄 𝙚𝙣𝙙𝙚𝙙 𝙪𝙥 𝙘𝙧𝙚𝙖𝙩𝙞𝙣𝙜 𝙖 𝙛𝙪𝙣𝙘𝙩𝙞𝙤𝙣 by following Mikhail solution💡\n\n\n👉 And  𝗜 𝗽𝘂𝗯𝗹𝗶𝘀𝗵𝗲𝗱 𝗶𝘁 𝗼𝗻 𝗕𝗶𝗴𝗙𝘂𝗻𝗰𝘁𝗶𝗼𝗻𝘀 𝘀𝗼 𝘁𝗵𝗮𝘁 𝗮𝗻𝘆𝗼𝗻𝗲 𝗰𝗮𝗻 𝗻𝗼𝘄 𝘂𝘀𝗲 𝗶𝘁. 😊\n\n\n\nJust try it yourself ⬇️: \n\nselect bigfunctions.eu.url_decode('https://lnkd.in/gPqbxUtF%2Fhello%3Fv%3D12345')\n\n\n\n𝗦𝗼 𝘄𝗲 𝗽𝗿𝗼𝗯𝗮𝗯𝗹𝘆 𝘀𝗵𝗼𝘂𝗹𝗱 𝗱𝗼 𝘁𝗵𝗶𝘀 𝗽𝗿𝗼𝗰𝗲𝘀𝘀 𝘁𝗵𝗲 𝗼𝘁𝗵𝗲𝗿 𝘄𝗮𝘆 𝗮𝗿𝗼𝘂𝗻𝗱! \n\n1️⃣ Search in BigFunctions open-source catalog. If not found: submit an issue (so that someone creates the function for you) or contribute yourself. \n\nThen no one will have to reinvent the wheel again !! 🚴\n \n\n𝗬𝗼𝘂 𝗹𝗶𝗸𝗲 𝗶𝘁? Support ⭐️ the GitHub 👉 https://lnkd.in/emfVXKjJ\n\n𝗧𝗵𝗲 𝗳𝘂𝗻𝗰𝘁𝗶𝗼𝗻 𝗱𝗼𝗰: https://lnkd.in/gHZjRg5y\n\n\n\n#bigquery #bigfunctions #dataengineering #opensource #gcp\n\nPhoto from christian buehner on unsplash",
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+        "text": "Thank you, Paul Marcombes, for the shoutout! 🙌 \n\nI'm always happy to assist the community, especially on platforms like StackOverflow, where knowledge sharing becomes paramount.\n\nIt's wonderful to see some of my solutions integrated into BigFunctions, making it more accessible to everyone. This only emphasizes the beauty of the open-source community, where collective wisdom drives innovation.\n\nI would definitely recommend checking out BigFunctions, as Paul has been doing a fantastic job in creating and curating this resource. It's an excellent way to leverage existing solutions and avoid \"reinventing the wheel.\"\n\nKeep up the great work, Paul, and I'm looking forward to contributing and collaborating more in the future! 💼🚀\n\n#BigQuery #DataEngineering #OpenSource #GCP #Collaboration",
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+        "text": "Didn’t we used to write some inline regex to this?",
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+        "text": "RISHI RAJ",
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+        "text": "𝐀𝐛𝐨𝐮𝐭 𝐆𝐞𝐧𝐞𝐫𝐚𝐭𝐢𝐯𝐞 𝐀𝐈 @Paul Marcombes 🧐 \nhow can I, \"every day\", hear that generative AI instantly gives 30% more productivity for developers and you still couldn't embrace it?? 😲  ",
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+        "text": "Nice.  Thank you.",
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+        "text": "I’d be glad to know what you think of this Mikhail Berlyant ⬆️\n\nAnd btw thanks for all the work you do on SO. I can’t count the number of times it helped me. 🙌",
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+        "text": "Amazing.... Does it also support python script like streamlit or, notebook only ?\n\nAlso does it have free public hosting like Streamlit ?? ",
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+        "text": "Thanks Khuyen Tran for sharing Mercury! You should also checkout our open-source AutoML https://github.com/mljar/mljar-supervised - it is the only AutoML in the world that is fairness aware! Happy to help if you will need additional info or help. Please contact me or Aleksandra Płońska",
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+    "text": "Introducing Airbyte-Serverless for Airbyte & Serverless lovers ❤️\n\n\nAirbyte is a must-have in your data-stack with its 𝗰𝗮𝘁𝗮𝗹𝗼𝗴 𝗼𝗳 𝗼𝗽𝗲𝗻-𝘀𝗼𝘂𝗿𝗰𝗲 𝗰𝗼𝗻𝗻𝗲𝗰𝘁𝗼𝗿𝘀 𝘁𝗼 𝗺𝗼𝘃𝗲 𝘆𝗼𝘂𝗿 𝗱𝗮𝘁𝗮 𝗳𝗿𝗼𝗺 𝗮𝗻𝘆 𝘀𝗼𝘂𝗿𝗰𝗲 𝘁𝗼 𝘆𝗼𝘂𝗿 𝗱𝗮𝘁𝗮-𝘄𝗮𝗿𝗲𝗵𝗼𝘂𝘀𝗲.\n\n\nWhen it comes to 𝗱𝗲𝗽𝗹𝗼𝘆 Airbyte you have several options:\n1️⃣ use Airbyte Cloud if you want a managed service\n2️⃣ deploy on an instance (quite easy but not robust)\n3️⃣ deploy on kubernetes (hard except if you already have a cluster running). \n\nThis leaves you no choice if you’re a serverless aficionado who likes managed services but likes deploying yourself. 🧐\n\n👉 Say hi to  𝗔𝗶𝗿𝗯𝘆𝘁𝗲𝗦𝗲𝗿𝘃𝗲𝗿𝗹𝗲𝘀𝘀  👀 !!\n\n\nAirbyte Serverless: \n❌ has NO UI \n❌ has NO database\n❌ has NO transform layer\n\nAirbyte Serverless: \n✅ is run from a CLI\n✅ is based of yaml files on git\n✅ can run on serverless compute\n\nYou’ll then have a robust and scalable solution at unbeatable cost with all benefits of cloud native serverless architectures. \n\n\n𝗖𝘂𝗿𝗶𝗼𝘂𝘀? Get started here: https://lnkd.in/eYKPJtey\n\n𝗟𝗶𝗸𝗲 𝗶𝘁? Please leave a ⭐️ on the repo! \n\n𝗝𝗼𝗶𝗻 the discussion on slack! https://lnkd.in/ezVQQMAY\n\n\n𝘞𝘢𝘳𝘯𝘪𝘯𝘨: 𝘰𝘯𝘭𝘺 𝘣𝘪𝘨𝘲𝘶𝘦𝘳𝘺 𝘢𝘯𝘥 𝘤𝘭𝘰𝘶𝘥 𝘳𝘶𝘯 𝘫𝘰𝘣 𝘢𝘳𝘦 𝘴𝘶𝘱𝘱𝘰𝘳𝘵𝘦𝘥 𝘧𝘰𝘳 𝘯𝘰𝘸 𝘢𝘴 𝘥𝘦𝘴𝘵𝘪𝘯𝘢𝘵𝘪𝘰𝘯 𝘢𝘯𝘥 𝘴𝘦𝘳𝘷𝘦𝘳𝘭𝘦𝘴𝘴 𝘤𝘰𝘮𝘱𝘶𝘵𝘦. 𝘈𝘯𝘺 𝘤𝘰𝘯𝘵𝘳𝘪𝘣𝘶𝘵𝘪𝘰𝘯 𝘪𝘴 𝘮𝘰𝘳𝘦 𝘵𝘩𝘢𝘯 𝘸𝘦𝘭𝘤𝘰𝘮𝘦. 𝘑𝘰𝘪𝘯 𝘵𝘩𝘦 𝘴𝘭𝘢𝘤𝘬 𝘧𝘰𝘳 𝘩𝘦𝘭𝘱 𝘨𝘦𝘵𝘵𝘪𝘯𝘨 𝘴𝘵𝘢𝘳𝘵𝘦𝘥. \n\n\n#airbyte #bigquery #gcp #cloudrun",
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+        "text": "Amazing Paul Marcombes 😍",
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+        "text": "Interesting use case. Definitely need to try it out.",
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+        "text": "Mehdi Ouazza, I would be very please to see how #AirbyteServerless can help for #duckdb on a local laptop. \n\nImagine the thing: 𝐨𝐧𝐞 𝐜𝐨𝐦𝐦𝐚𝐧𝐝 𝐥𝐢𝐧𝐞 𝐭𝐨 𝐢𝐧𝐠𝐞𝐬𝐭 𝐝𝐚𝐭𝐚 𝐟𝐫𝐨𝐦 `𝐚𝐧𝐲 𝐬𝐨𝐮𝐫𝐜𝐞` 𝐢𝐧𝐭𝐨 𝐝𝐮𝐜𝐤𝐝𝐛 😲 \n\nWhat do you think?",
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+        "text": "Congrats for this awesome idea Paul Marcombes !!",
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+    "text": "Introducing Airbyte-Serverless for Airbyte & Serverless lovers ❤️\n\n\nAirbyte is a must-have in your data-stack with its 𝗰𝗮𝘁𝗮𝗹𝗼𝗴 𝗼𝗳 𝗼𝗽𝗲𝗻-𝘀𝗼𝘂𝗿𝗰𝗲 𝗰𝗼𝗻𝗻𝗲𝗰𝘁𝗼𝗿𝘀 𝘁𝗼 𝗺𝗼𝘃𝗲 𝘆𝗼𝘂𝗿 𝗱𝗮𝘁𝗮 𝗳𝗿𝗼𝗺 𝗮𝗻𝘆 𝘀𝗼𝘂𝗿𝗰𝗲 𝘁𝗼 𝘆𝗼𝘂𝗿 𝗱𝗮𝘁𝗮-𝘄𝗮𝗿𝗲𝗵𝗼𝘂𝘀𝗲.\n\n\nWhen it comes to 𝗱𝗲𝗽𝗹𝗼𝘆 Airbyte you have several options:\n1️⃣ use Airbyte Cloud if you want a managed service\n2️⃣ deploy on an instance (quite easy but not robust)\n3️⃣ deploy on kubernetes (hard except if you already have a cluster running). \n\nThis leaves you no choice if you’re a serverless aficionado who likes managed services but likes deploying yourself. 🧐\n\n👉 Say hi to  𝗔𝗶𝗿𝗯𝘆𝘁𝗲𝗦𝗲𝗿𝘃𝗲𝗿𝗹𝗲𝘀𝘀  👀 !!\n\n\nAirbyte Serverless: \n❌ has NO UI \n❌ has NO database\n❌ has NO transform layer\n\nAirbyte Serverless: \n✅ is run from a CLI\n✅ is based of yaml files on git\n✅ can run on serverless compute\n\nYou’ll then have a robust and scalable solution at unbeatable cost with all benefits of cloud native serverless architectures. \n\n\n𝗖𝘂𝗿𝗶𝗼𝘂𝘀? Get started here: https://lnkd.in/eYKPJtey\n\n𝗟𝗶𝗸𝗲 𝗶𝘁? Please leave a ⭐️ on the repo! \n\n𝗝𝗼𝗶𝗻 the discussion on slack! https://lnkd.in/ezVQQMAY\n\n\n𝘞𝘢𝘳𝘯𝘪𝘯𝘨: 𝘰𝘯𝘭𝘺 𝘣𝘪𝘨𝘲𝘶𝘦𝘳𝘺 𝘢𝘯𝘥 𝘤𝘭𝘰𝘶𝘥 𝘳𝘶𝘯 𝘫𝘰𝘣 𝘢𝘳𝘦 𝘴𝘶𝘱𝘱𝘰𝘳𝘵𝘦𝘥 𝘧𝘰𝘳 𝘯𝘰𝘸 𝘢𝘴 𝘥𝘦𝘴𝘵𝘪𝘯𝘢𝘵𝘪𝘰𝘯 𝘢𝘯𝘥 𝘴𝘦𝘳𝘷𝘦𝘳𝘭𝘦𝘴𝘴 𝘤𝘰𝘮𝘱𝘶𝘵𝘦. 𝘈𝘯𝘺 𝘤𝘰𝘯𝘵𝘳𝘪𝘣𝘶𝘵𝘪𝘰𝘯 𝘪𝘴 𝘮𝘰𝘳𝘦 𝘵𝘩𝘢𝘯 𝘸𝘦𝘭𝘤𝘰𝘮𝘦. 𝘑𝘰𝘪𝘯 𝘵𝘩𝘦 𝘴𝘭𝘢𝘤𝘬 𝘧𝘰𝘳 𝘩𝘦𝘭𝘱 𝘨𝘦𝘵𝘵𝘪𝘯𝘨 𝘴𝘵𝘢𝘳𝘵𝘦𝘥. \n\n\n#airbyte #bigquery #gcp #cloudrun",
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+        "text": "Amazing Paul Marcombes 😍",
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+        "text": "Interesting use case. Definitely need to try it out.",
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+        "text": "Mehdi Ouazza, I would be very please to see how #AirbyteServerless can help for #duckdb on a local laptop. \n\nImagine the thing: 𝐨𝐧𝐞 𝐜𝐨𝐦𝐦𝐚𝐧𝐝 𝐥𝐢𝐧𝐞 𝐭𝐨 𝐢𝐧𝐠𝐞𝐬𝐭 𝐝𝐚𝐭𝐚 𝐟𝐫𝐨𝐦 `𝐚𝐧𝐲 𝐬𝐨𝐮𝐫𝐜𝐞` 𝐢𝐧𝐭𝐨 𝐝𝐮𝐜𝐤𝐝𝐛 😲 \n\nWhat do you think?",
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+        "text": "Congrats for this awesome idea Paul Marcombes !!",
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+    "text": "You probably have too many dashboards…\n\n… 𝘩𝘰𝘸 𝘥𝘰 𝘺𝘰𝘶 𝘸𝘢𝘯𝘵 𝘱𝘦𝘰𝘱𝘭𝘦 𝘵𝘰 𝘧𝘪𝘯𝘥 𝘵𝘩𝘦 𝘪𝘯𝘧𝘰𝘳𝘮𝘢𝘵𝘪𝘰𝘯 𝘵𝘩𝘦𝘺 𝘯𝘦𝘦𝘥 𝘧𝘳𝘰𝘮 𝘵𝘩𝘪𝘴 𝘰𝘷𝘦𝘳𝘤𝘳𝘰𝘸𝘥𝘦𝘥 𝘴𝘱𝘢𝘤𝘦 🧐? \n\n\nAt Nickel, since we had \"only one\" dashboard per domain, we skyrocketed data discovery at the company. 🚀\n\nWe call them 𝐬𝐮𝐩𝐞𝐫-𝐝𝐚𝐬𝐡𝐛𝐨𝐚𝐫𝐝𝐬 (🦸‍♂️) like our very few and large data-warehouse 𝐬𝐮𝐩𝐞𝐫-𝐭𝐚𝐛𝐥𝐞𝐬 (🦸‍♀️) which ease table discovery a lot. 👀\n\n\n\nHaving a unique super-dashboard for each domain: \n\n✅ eases dramatically information discovery \n✅ then reduces significantly the data questions you receive\n✅ helps you to consider it as a product and to focus on building a community of users to collect needs and improve it constantly (while striving to keep it light and well organized). \n\n\nHaving a dedicated chat channel referenced in the dashboard is not a bad idea to collect feedback and make announcements. (👏Clément Pierson). \n\n\n\nThanks Ethan Aaron  for your yesterday post which recalled me this: https://lnkd.in/eGA73qwB\n\n#lessismore #data \n\nPhoto from Michael Rivera on unsplash.",
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+        "text": "Gabriel Nunes de Campos Matheus Guedes Matheus Perdigão Roberto Alexandre Batista Jr Julia Dalmolin olha que interessante essa ideia",
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+        "text": "l'idée de chat est excellente où une personne victime d'une arnaque peut communiquer avec un opérateur du site, donnez-moi plus d'escroqueries provenant de comptes nickel",
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+        "text": "To Increase Creativity, Add Constraints. \nThanks for sharing!",
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+        "text": "Paul, this is a fascinating concept and very easy to see its applicability. \n\nWhile many organizations have an array of dashboards (which may or may not be linked to each other), your super dashboard concept consolidates all of that in one easy-to-access place. \n\nFrom what I understand, it would definitely be a more user-friendly experience, especially if the menu and navigation in the super dashboard are constructed well with the end user in mind. ",
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+        "text": "I like the idea of SUPER dashboards. I am curious to know how you maintain their user-friendliness while preventing them from becoming overwhelming with an excessive amount of information and ensuring they offer a holistic view.",
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+        "text": "Christophe Blefari Pierre de Poulpiquet j’ai pensé à vous pour écrire ce post qui fait écho à notre podcast sur le self-service analytics. Un grand moment pour moi.",
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+    "text": "Rule № 1️⃣ for reducing BigQuery costs: \n\n𝐓𝐡𝐞 𝐛𝐞𝐬𝐭 𝐝𝐚𝐭𝐚 𝐢𝐬 𝐭𝐡𝐞 𝐝𝐚𝐭𝐚 𝐲𝐨𝐮 𝐝𝐨𝐧’𝐭 𝐬𝐭𝐨𝐫𝐞!\n\n- I just deleted 3433 tables. \n- And I instantly felt way better. 🤗 \n- Wanted to share the feeling. 😁\n\n\n𝐖𝐞 𝐬𝐡𝐨𝐮𝐥𝐝 𝐍𝐎𝐓 𝐤𝐞𝐞𝐩 𝐝𝐚𝐭𝐚 𝐟𝐨𝐫 10 𝐲𝐞𝐚𝐫𝐬 𝐟𝐨𝐫 𝐚𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬 𝐩𝐮𝐫𝐩𝐨𝐬𝐞𝐬!\n𝘪𝘵'𝘴 𝘵𝘪𝘮𝘦 𝘵𝘰 𝘷𝘢𝘤𝘶𝘶𝘮 ✨!\n\n\nThen:\n1️⃣ You won't pay for storage\n2️⃣ You'll pay much less for querying\n3️⃣ Your queries will be more efficient  \n4️⃣ You'll find your useful data more easily \n\n\n\nFor this, the most effective are:\n\n1️⃣ 𝐏𝐚𝐫𝐭𝐢𝐭𝐢𝐨𝐧 𝐞𝐱𝐩𝐢𝐫𝐚𝐭𝐢𝐨𝐧 🧹\n- Our biggest table at Nickel represented 30 % of our total storage. \n- It happened that sometimes we had to fully rebuild downstream models. That hurt!\n- We felt better when we put a 120 days partition expiration on it. \n- I am sure you also have low hanging fruits.\n\n2️⃣ 𝐓𝐚𝐛𝐥𝐞 𝐞𝐱𝐩𝐢𝐫𝐚𝐭𝐢𝐨𝐧 𝐨𝐧 𝐓𝐞𝐦𝐩 𝐝𝐚𝐭𝐚𝐬𝐞𝐭𝐬 ♻️\n\n3️⃣ 𝐃𝐫𝐨𝐩 𝐭𝐚𝐛𝐥𝐞𝐬 𝐲𝐨𝐮 𝐝𝐨𝐧’𝐭 𝐫𝐞𝐚𝐝 𝐚𝐧𝐲𝐦𝐨𝐫𝐞 ✨ \n👉 This is where the 3433 tables I just deleted came from 👀\n(𝘐𝘧 𝘪𝘵 𝘪𝘴 𝘯𝘰𝘵 𝘤𝘭𝘦𝘢𝘳 𝘩𝘰𝘸 𝘵𝘰 𝘥𝘰 𝘐 𝘤𝘢𝘯 𝘦𝘹𝘱𝘭𝘢𝘪𝘯 𝘪𝘯 𝘤𝘰𝘮𝘮𝘦𝘯𝘵𝘴)\n\n\n\nDetails here https://lnkd.in/exAyPu_C\nand there https://lnkd.in/eNG4_YPy\n\n\n\nThis blog post from Tinybird inspired me to name this Rule № 1️⃣.  https://lnkd.in/eeejA-j5\n\n#bigquery #finops #gcp #googlecloud\n\nPhoto from Sandra Seitamaa on unsplash",
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+        "text": "5) - no need to spend hours to find the right table",
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+        "text": "Benjamin Cohen ",
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+        "link": "https://www.linkedin.com/feed/update/urn:li:activity:7115977007707893761?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7115977007707893761%2C7116072736170332161%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287116072736170332161%2Curn%3Ali%3Aactivity%3A7115977007707893761%29",
+        "text": "totally agree!\n\nLove this package to have period checks and spot unused tables proactively:\nhttps://github.com/rjh336/dbt-model-usage/tree/0.1.2/",
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+        "link": "https://www.linkedin.com/feed/update/urn:li:activity:7115977007707893761?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7115977007707893761%2C7116049312454742016%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287116049312454742016%2Curn%3Ali%3Aactivity%3A7115977007707893761%29",
+        "text": "This guy gets it. 👌",
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+        "pinned": false,
+        "originalLanguage": "English"
+      },
+      {
+        "time": 1696594204436,
+        "link": "https://www.linkedin.com/feed/update/urn:li:activity:7115977007707893761?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7115977007707893761%2C7116031858039037953%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287116031858039037953%2Curn%3Ali%3Aactivity%3A7115977007707893761%29",
+        "text": "Does GC store somewhere in the meta tables when a table was accessed the last time? Not just updated? Would be interesting to make a analysis on that.",
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+        "author": {
+          "firstName": "Thomas",
+          "lastName": "Symann",
+          "occupation": "📊 I help analysts to spend less time fixing, and more time analysing. 👉 Follow me for daily inspiration.",
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+        "text": "Emanuel Junior , Willian Pitter Lima ",
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+        "text": "Good hints ,thanks for sharing 🙏🏻",
+        "entities": [],
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+          "firstName": "Bilel",
+          "lastName": "BAHLAT",
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+        "text": "As long as data engineers don't start sporting manbuns, the world will be ok",
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+          "firstName": "James M.",
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+    "text": "Beware of dbt tests…. your money may disappear 💸\n\nAt Nickel, as dbt jobs costs kept rising we decided to take action. ☝️\n\nThis is when the great Rémi BENOIST  decided to gamify the thing and created our \"𝐝𝐛𝐭 𝐜𝐨𝐬𝐭 𝐤𝐢𝐥𝐥𝐢𝐧𝐠 𝐜𝐡𝐚𝐦𝐩𝐢𝐨𝐧𝐬𝐡𝐢𝐩\"! 🏆\n\n\n𝐓𝐡𝐚𝐧𝐤𝐬 𝐭𝐨 𝐡𝐢𝐬 𝐧𝐚𝐭𝐮𝐫𝐚𝐥 𝐞𝐧𝐭𝐡𝐮𝐬𝐢𝐚𝐬𝐦, periodic tips and the way he kept instilling rythm in the competition, it has been a tremendous success. \n\nAfter a quarter we had reduced our dbt run costs by 30%, had a lot of fun, and our 30 dbt contributors had reached a new level of cost awareness. 💪🚀\n\n\n𝐈𝐭 𝐰𝐚𝐬 𝐨𝐧𝐥𝐲 𝐰𝐞𝐞𝐤𝐬 𝐚𝐟𝐭𝐞𝐫 𝐭𝐡𝐞 𝐚𝐰𝐚𝐫𝐝𝐬 𝐜𝐞𝐫𝐞𝐦𝐨𝐧𝐲 that one of us walked into the office and said out loud:\n\n\"𝘞𝘢𝘪𝘵, 𝘴𝘱𝘦𝘢𝘬𝘪𝘯𝘨 𝘰𝘧 𝘥𝘣𝘵, 𝘥𝘰𝘯’𝘵 𝘥𝘣𝘵 𝘵𝘦𝘴𝘵𝘴 𝘤𝘰𝘴𝘵 𝘮𝘰𝘯𝘦𝘺?\"\n\nThe championship focused on dbt models run and looked no further. \n\nA few minutes later one replied: \n\n\"𝘞𝘦𝘭𝘭 𝘩𝘩𝘮𝘮𝘮, 𝘪𝘯𝘥𝘦𝘦𝘥… 𝘥𝘣𝘵 𝘵𝘦𝘴𝘵𝘴 𝘳𝘦𝘱𝘳𝘦𝘴𝘦𝘯𝘵 𝘩𝘢𝘭𝘧 𝘰𝘧 𝘰𝘶𝘳 𝘵𝘰𝘵𝘢𝘭 𝘥𝘣𝘵 𝘤𝘰𝘴𝘵𝘴\" 🤷‍♀️💥\n\n\n\n𝐈𝐧 𝐚 𝐬𝐢𝐧𝐠𝐥𝐞 𝐝𝐚𝐲, we could dramatically reduce dbt costs for by applying a new strategy to our testing: do not test everything everyday! Test more often the sources, less often the results of the transformations.\n\nWe learnt a lot of lessons that day. \n\nIf you need to remember one: \n𝐁𝐞𝐰𝐚𝐫𝐞 𝐨𝐟 𝐲𝐨𝐮𝐫 𝐝𝐛𝐭 𝐭𝐞𝐬𝐭𝐬 𝐜𝐨𝐬𝐭𝐬!!! 🤑\n\n\n#dbt #finops\n\nPhoto from Blake Lisk on unsplash.",
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+        "text": "I find this topic very interesting! I am a bit confused as to why dbt does not offer a summary of the cost and quantity of processed data with regard to tests. It would be extremely helpful for developers and data engineers to have this information readily available to them. Additionally, it is important to remember to track tests on your view models, as many times the tests have already been done on the models/tables pointed by the view.",
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+        "text": "Been there, done that! Another interesting approach is adding a filter to the test. Specially if your table is partitioned by ingestion time, you can test only the newest data instead of the whole table. It doesn’t apply to all tests, but it does for some and it can significantly reduce their cost.",
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+        "text": "The underlying data warehouse also makes a big difference when it comes to cost (and performance) of tests:\n\nIf it is a system where data and metadata are tightly coupled, storing column statistics in the metadata catalog (e.g. #Snowflake), then many tests, e.g., the tons of `not_null` tests, can be answered from metadata already.\nSo sometimes it's not about testing less frequently but about using a database which does a better job at answering simple (repetitive) questions.\n( BTW, this is one of the upsides of an architecture that doesn't provide the freedom of choosing a different query engine.)\n\nBackground:\nOn #Athena we added extra predicates to the tests in order to only scan the newly added partitions when running such tests. This works and reduces costs dramatically. But in busy tables this is still causing considerable costs and takes time.\nNow on Snowflake it's a bliss to have reliable column statistics available.\n\nPS: Athena v3 with Iceberg tables may improve the situation but in our PoC we concluded that this stack is too immature at the moment.",
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+        "text": "Thanks for sharing, Paul Marcombes!\nMay I ask for what kind of test where the most expensive ones? Did you see a pattern?\n\nI have a slightly different take on the test cadence however:\nI believe WHAT and WHEN to test hugely depends on your actions in case a test fails:\n\nIf a pipeline runs hourly and a test fails at 6pm. Do you do something about it right away? Or can it wait until the next morning and you just inform stakeholders? Then maybe run hourly, test once in the morning.\n\nBut for daily runs, I still see it as a necessity to inform stakeholders in the morning (does not matter if 2am, 4am or 7am) that something might be off. So I would stick to daily tests.\n\nCan you spot all issues early by just relying on source tests? I guess here it depends a bit on the business logic added later, right?",
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+        "text": "Dennis Helweg sounds like a fun competition 😁",
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+        "text": "Paul Marcombes  this post is incredible and having valuable information. 50% of cost in tests is way to HIGH. 🤨\n\nWe at Agoda have our own ETL tool and Data Validation service and do monitor the cost of Data Validation tests and it stays within single digit %. \n\nQuality is definately important, however same time we always have to aim for striking the right equilibrium between data quality and data cost, because it is pivotal for sustainable data management.",
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+        "text": "Interestingly enough, a very similar problem occurred with one of our clients. After GCP began increasing their prices, they imposed limits on daily Google BigQuery spending. Much to our client's surprise, they exhausted their daily budget by 7 a.m. the very next morning. Upon investigation, they found out that a dbt test was the primary consumer of the budget.\nWhat we've often observed with many clients is that it's not just the price of the solution they need to consider; there's also the total cost of ownership. Many times, the associated costs of using the solution are overlooked.\nIf you want to know precisely how much it costs to run every dbt model in your GCP environment, feel free to DM me. 😁 🤑 ",
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+    "text": "From 1400 $ to 1 $ a month 👉 my best BigQuery optimization 🤑\n\n𝐈𝐟 𝐲𝐨𝐮 𝐚𝐫𝐞 𝐢𝐧𝐭𝐨 𝐫𝐞𝐝𝐮𝐜𝐢𝐧𝐠 𝐁𝐢𝐠𝐐𝐮𝐞𝐫𝐲 𝐜𝐨𝐬𝐭𝐬 𝐲𝐨𝐮 𝐦𝐚𝐲 𝐡𝐚𝐯𝐞 𝐚𝐥𝐫𝐞𝐚𝐝𝐲 𝐞𝐱𝐩𝐥𝐨𝐫𝐞𝐝:\n1️⃣ partitioning your tables\n2️⃣ requiring a partition filter on these tables\n3️⃣ clustering your tables \n\n\n𝐁𝐔𝐓 𝐡𝐚𝐯𝐞 𝐲𝐨𝐮 𝐚𝐥𝐫𝐞𝐚𝐝𝐲 𝐞𝐱𝐩𝐥𝐨𝐫𝐞𝐝 𝐒𝐄𝐀𝐑𝐂𝐇 𝐈𝐍𝐃𝐄𝐗 🧐 ?\n\n\n𝐀𝐬 𝐲𝐨𝐮 𝐤𝐧𝐨𝐰, 𝐁𝐢𝐠𝐐𝐮𝐞𝐫𝐲 𝐢𝐬 𝐍𝐎𝐓 𝐝𝐞𝐬𝐢𝐠𝐧𝐞𝐝 𝐭𝐨 𝐟𝐢𝐧𝐝 𝐨𝐧𝐞 𝐫𝐨𝐰 𝐢𝐧 𝐚 𝐟𝐚𝐭 𝐭𝐚𝐛𝐥𝐞 as:\n- it will scan the entire table to find that row. \n- it will be very expensive\n- and very slow.\n\n𝐁𝐔𝐓 𝐬𝐨𝐦𝐞𝐭𝐢𝐦𝐞𝐬 𝐲𝐨𝐮 𝐫𝐞𝐚𝐥𝐥𝐲 𝐧𝐞𝐞𝐝 𝐭𝐡𝐢𝐬 𝐮𝐬𝐞 𝐜𝐚𝐬𝐞. \nYou have worked hard to consolidate a 360° view of your customers and you want to expose a dashboard to your customer care deparment so that they can look for one particular customer at a time.\n\n𝐒𝐄𝐀𝐑𝐂𝐇 𝐈𝐍𝐃𝐄𝐗 𝐞𝐧𝐚𝐛𝐥𝐞𝐬 𝐲𝐨𝐮 𝐭𝐨 𝐝𝐨 𝐞𝐱𝐚𝐜𝐭𝐥𝐲 𝐭𝐡𝐢𝐬:\n1️⃣ Create a search index on customer_id column of your table\n2️⃣ Use SEARCH bigquery function to look for the data of one customer_id.\n\n\n𝘕𝘰𝘸 𝘐 𝘤𝘢𝘯 𝘬𝘦𝘦𝘱 𝘵𝘩𝘪𝘴 𝘶𝘴𝘦 𝘤𝘢𝘴𝘦 𝘧𝘰𝘳 𝘭𝘦𝘴𝘴 𝘵𝘩𝘢𝘯 𝘵𝘩𝘦 𝘤𝘰𝘴𝘵 𝘰𝘧 𝘢 𝘤𝘶𝘱 𝘰𝘧 𝘤𝘰𝘧𝘧𝘦𝘦! ☕\n\n\nDetails here: https://lnkd.in/ez2yBpfT\nand there https://lnkd.in/eXHtWXqB\n\nWhat's more, Google is expanding indexes use cases dramatically. Read this blog post! https://lnkd.in/egHEtakw\n\n#bigquery #gcp #googlecloud #finops\n\nPhoto by Gian Cescon on Unsplash",
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+        "text": "Definitely gonna try this on Bigquery🫡",
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+        "text": "Thank you for sharing. I want to plug in that with the new Preview launch, you don't even need to use the SEARCH function for the mentioned use case; using EQUAL will also make use of the search index for better performance. Please see https://cloud.google.com/blog/products/data-analytics/bigquery-optimization-with-search-indexes-expanded-preview.",
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+    "text": "Composable CDP are dead, long live Data-Warehouse Connected Products 🔌?\n\n𝐈𝐭 𝐦𝐚𝐤𝐞𝐬 𝐧𝐨 𝐬𝐞𝐧𝐬𝐞 𝐭𝐨 𝐰𝐚𝐬𝐭𝐞 𝐞𝐟𝐟𝐨𝐫𝐭 𝐛𝐮𝐢𝐥𝐝𝐢𝐧𝐠 𝐚 360° 𝐂𝐮𝐬𝐭𝐨𝐦𝐞𝐫 𝐕𝐢𝐞𝐰 𝐬𝐞𝐯𝐞𝐫𝐚𝐥 𝐭𝐢𝐦𝐞𝐬 𝐨𝐯𝐞𝐫 𝐰𝐢𝐭𝐡 𝐬𝐞𝐯𝐞𝐫𝐚𝐥 𝐭𝐨𝐨𝐥𝐬. 🧐\n\nThat's how Composable CDP were born! \n\nYou already have a 360° view of your customer in your Data-Warehouse. Use it instead of duplicating your data again! Composable CDP are products built on top of your data-warehouse to activate its data to downstreams tools.\n\n\nBut today, more and more products announce to be 𝐝𝐚𝐭𝐚-𝐰𝐚𝐫𝐞𝐡𝐨𝐮𝐬𝐞-𝐜𝐨𝐧𝐧𝐞𝐜𝐭𝐞𝐝 🔌. \n\n\n1️⃣ Salesforce is now connected to your data-warehouse\n2️⃣ Mixpanel is now connected to your data-warehouse\n\n\n𝘈𝘳𝘦 𝘊𝘰𝘮𝘱𝘰𝘴𝘢𝘣𝘭𝘦 𝘊𝘋𝘗 𝘥𝘦𝘢𝘥 🧛? \n\nWhat do you think?\nI'd love to read your comments!\n\n\n\nSources:\n\n- Composable CDP definition from Hightouch: https://lnkd.in/eszsvUK6\n- Mixpanel connected to data-warehouse: https://lnkd.in/edq9DEk2\n- Salesforce and Snowflake real time data sharing: https://lnkd.in/eFEg-bMz",
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+        "text": "In practice,  the warehouse becomes a dumping ground for data. Instead of customer 360, one ends up having data dumps from CRMs, MAP, CDPs (event collection) etc. So now one has two copies of the same data in two places, with all the same problems of disconnected, dirty, unusable data mixed with food, actionable, valuable data. It just becomes someone else's problem now. ",
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+          "firstName": "Neelesh",
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+        "text": "I agree it’s time to exploit those warehouses and distribute products. The merch has been sitting still for too long.",
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+          "firstName": "Jérémy",
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+        "text": "True! I was just talking to a customer recently who mentioned that they computed a wrong user trait on the data warehouse and sent it to 10 different tools via Reverse ETL.\n\nNow he is stuck with cleaning up the data in all the ten different tools. These are the side effects of the \"split-brain\" problem associated with a CDP. Time to go truely native!",
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+        "text": "The Mixpanel article looks like outright BS. It's saying that you can use Mixpanel to go into the data warehouse and \"slice and dice it however you want\", to provide deeper insights. All BI tools claim to do this as well, but in fact none do, whether you can do it depends on the data model in the DWH itself. (It also mixes up terms differentiating \"analysis\" from \"BI\" - come on.)\n\nI think both these companies realised they need to make moves into the composable CDP direction, and they (especially Salesforce) made some steps in the right direction.\n\nI don't think \"composable CDP\" duplicates data anywhere. They just grab a table that already exists and load that data somewhere else.",
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+      "text": "Self-service rêve ou réalité ? 😴 / 😄\n\nC'est ce dont on a discuté avec Pierre de Poulpiquet et Paul Marcombes dans le nouvel épisode du podcast À l'heure des données.\n\nDans l'épisode on parle des définitions du self-service, des challenges organisationnel, des problèmes et des solutions technologiques avec des conseils pratiques pour arriver à créer une situation fertile au self-service dans vos entreprises.\n\nBonne écoute sur la route des vacances ☀️",
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+          "text": "Liens pour écouter :\nDeezer\nhttps://deezer.page.link/8jKLG2gbbKMq6Dke9\n\nSpotify\nhttps://open.spotify.com/episode/6fS3kdnUyKli7l03pE4l9g?si=9def9cb64f1c44c5\n\nApple Podcast\nhttps://podcasts.apple.com/fr/podcast/2-le-self-service-paul-marcombes-et-pierre-de-poulpiquet/id1695911147?i=1000623825145",
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+          "text": "Tout sur le self-service analytics ou l’autonomie dans l’analyse de données. \n\nA écouter sur la plage ou au bord de la piscine sans modération. \n\nJe retiens de cette discussion avec Christophe Blefari et Pierre de Poulpiquet :\n\n\n1️⃣ L’autonomie peut amener au chaos si chacun fait des choses dans son coin, avec des données différentes, des définitions différentes, des outils différents. \n\n2️⃣ Il semble essentiel de structurer l’approche et de centraliser les données, les transformations, les définitions. Whaly ou dbt sont top pour cela. Des personnes doivent veiller au maintien de cohérence de l’ensemble et animer la communauté des utilisateurs. \n\n3️⃣ Des super-tables (peu de tables mais larges et très bien documentées) et super-dashboards (peu de dashboards de référence mais bien fournis) permettent de centraliser la connaissance et sont un excellent moyen de limiter les mauvaises interprétations et diminuer la complexité afin de rendre autonome. Toute nouvelle connaissance devrait se matérialiser dans ces assets. Les animateurs aident chacun à faire cela: ce n’est pas naturel de faire ce travail en plus après une analyse. \n\n4️⃣ Il y a plusieurs degrés d’autonomie.",
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+          "text": "Nouveau format ? Génial comme sujet, les contributions sont quali. J'ai mis un peu de temps à comprendre que c’était ton podcast, tu ne souhaites pas garder le label Blef.fr ? ",
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+          "text": "Bravo Christophe pour le lancement de ton podcast ! Je le mets sur ma to do !! 🤩 ",
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+          "text": "quelle affiche! sympa ce format avec plusieurs contributeurs ☺️",
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+    "text": "Tout sur le self-service analytics ou l’autonomie dans l’analyse de données. \n\nA écouter sur la plage ou au bord de la piscine sans modération. \n\nJe retiens de cette discussion avec Christophe Blefari  et Pierre de Poulpiquet :\n\n\n1️⃣ L’autonomie peut amener au chaos si chacun fait des choses dans son coin, avec des données différentes, des définitions différentes, des outils différents. \n\n2️⃣ Il semble essentiel de structurer l’approche et de centraliser les données, les transformations, les définitions. Whaly ou dbt sont top pour cela. Des personnes doivent veiller au maintien de cohérence de l’ensemble et animer la communauté des utilisateurs. \n\n3️⃣ Des super-tables (peu de tables mais larges et très bien documentées) et super-dashboards (peu de dashboards de référence mais bien fournis) permettent de centraliser la connaissance et sont un excellent moyen de limiter les mauvaises interprétations et diminuer la complexité afin de rendre autonome. Toute nouvelle connaissance devrait se matérialiser dans ces assets. Les animateurs aident chacun à faire cela: ce n’est pas naturel de faire ce travail en plus après une analyse. \n\n4️⃣ Il y a plusieurs degrés d’autonomie. On peut aussi rendre les data analysts autonomes pour devenir indépendants des data engineers et activer eux mêmes les données. \n\n\nMerci Christophe Blefari et Pierre de Poulpiquet , j’ai passé un très bon moment et cela m’a pas mal inspiré. \n\nBonnes vacances! 🏖️",
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+          "text": "Richard Shenghua (升华) He I just merged your suggestion into BigFunctions repo 🚀  \n\nNow, cloud run are internal by default when deploying!\n\nDon't hesitate to submit new suggestions here: https://github.com/unytics/bigfunctions/issues/new/choose\n\nWe love to improve BigFunctions. ❤️ ",
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+          "text": "Thank you for posting this!!!!",
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+        "text": "Thanks so much for sharing Paul Marcombes this really got me excited over the weekend. \n\nIt's probably an understatement to say #bigquery Remote Functions & #bigfunctions can change how data pipelines are designed. In my opinion, this is something much bigger. The real problem it solves, is pipeline ownership issue, in the past you always need to handle the last bits to another team, let alone the issues with schedulers & latencies, most importantly, you no longer have to transfer domain knowledge to a different team. And this is all replaced with APIs calls via a SQL function. \n\nThis in my opinion, can probably save 50%+ of the leg work on between service / team integrations. A true game changer. ",
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+    "text": "Sync any dbt model into Google Sheet at `dbt run`  👌\n\nKeep your finance team updated ✅ (or any other spreadsheet-lover ❤️) !\n\nThanks to dbt post-hooks and the brand-new BigQuery function from  Shivam Singh, any BigQuery dbt model can now be uploaded to a Google Sheet at the moment it is updated. 👀\n\n\nActually, you don't event need dbt. It works in SQL ⚡. \nSo it will also work in your dataform, sqlmesh, scheduled queries, etc.\n\nJust try this in your BigQuery 👇:\n------------------------------------------------- \ncall bigfunctions.eu.upload_table_to_gsheet(\n     '(select 1 as column1)',\n      1000,\n      'YOUR_SPREADSHEET_URL',\n      'a worksheet name',\n      'write_truncate'\n);\n\n\n---\n- 𝐅𝐮𝐧𝐜𝐭𝐢𝐨𝐧 𝐃𝐨𝐜: https://lnkd.in/eJ2We3hh\n- 𝐁𝐢𝐠𝐅𝐮𝐧𝐜𝐭𝐢𝐨𝐧𝐬 is a catalog of open-source functions to supercharge BigQuery.\n\n𝑩𝒆𝒄𝒐𝒎𝒆 𝒂 𝒔𝒕𝒂𝒓𝒈𝒂𝒛𝒆𝒓! ⭐!\nA𝘥𝘥 𝘢 ⭐  𝘵𝘰 𝘵𝘩𝘦 𝘎𝘪𝘵𝘏𝘶𝘣: https://lnkd.in/emfVXKjJ\n\n\n#bigquery #bigfunctions #dataengineering #gcp",
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+        "text": "Looks great ! Any limitation regarding the volume of data ? For similar use cases we currently use \"connected sheets\", which allows you to extract data from any BigQuery table, and can be triggered through the UI and API",
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+    "text": "😲 𝐀𝐬𝐤 𝐐𝐮𝐞𝐬𝐭𝐢𝐨𝐧𝐬 𝐭𝐨 𝐁𝐢𝐠𝐐𝐮𝐞𝐫𝐲 𝐢𝐧 𝐄𝐧𝐠𝐥𝐢𝐬𝐡  !\n\n𝘌𝘷𝘦𝘳𝘺 𝘉𝘪𝘨𝘘𝘶𝘦𝘳𝘺 𝘶𝘴𝘦𝘳 𝘤𝘢𝘯 𝘕𝘖𝘞 𝘢𝘴𝘬 𝘲𝘶𝘦𝘴𝘵𝘪𝘰𝘯𝘴 𝘰𝘷𝘦𝘳 𝘵𝘩𝘦𝘪𝘳 𝘥𝘢𝘵𝘢 𝘪𝘯 𝘌𝘯𝘨𝘭𝘪𝘴𝘩.\n\nThe BigQuery function '𝘢𝘴𝘬_𝘮𝘺_𝘥𝘢𝘵𝘢' converts your English question into SQL adapted to your data and execute it. \n\nTo try it, simply execute the query written in first comment. \n(𝘯𝘰 𝘪𝘯𝘴𝘵𝘢𝘭𝘭 𝘳𝘦𝘲𝘶𝘪𝘳𝘦𝘥!)\n\n\n❓ 𝐇𝐨𝐰 𝐝𝐨𝐞𝐬 𝐢𝐭 𝐰𝐨𝐫𝐤?\n\n1️⃣ The function retrieves the table schema from INFORMATION_SCHEMA\n2️⃣ It asks a Google language model to generate the SQL code from your question and the table schema.\n3️⃣ It executes the generated query 🚀\n\n\n🐛 𝐃𝐨𝐞𝐬 𝐢𝐭 𝐚𝐥𝐰𝐚𝐲𝐬 𝐰𝐨𝐫𝐤? \nProbably not. \nYet, I noted that if the names of your columns are self-explanatory, it works very often. And if it fails, the functions gives you details why and you can adjust your question. \n\n\n➕ 𝐇𝐨𝐰 𝐜𝐚𝐧 𝐈 𝐠𝐞𝐭 𝐦𝐨𝐫𝐞 𝐢𝐧𝐟𝐨?\n-  BigFunctions is an open-source catalog of BigQuery functions. \n-  Read '𝘢𝘴𝘬_𝘮𝘺_𝘥𝘢𝘵𝘢' doc: https://lnkd.in/ePp9pYiv\n\n\n❤️ 𝐁𝐢𝐠𝐅𝐮𝐧𝐜𝐭𝐢𝐨𝐧𝐬 𝐢𝐬 𝐟𝐮𝐥𝐥𝐲 𝐎𝐩𝐞𝐧-𝐒𝐨𝐮𝐫𝐜𝐞\nIf you like it, consider adding a ⭐  on the GitHub repo, and we'll build more!\n👉 https://lnkd.in/emfVXKjJ\n\n\n#bigquery #bigfunctions #gcp #dataengineering #googlecloud",
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+        "text": "Hey Paul Marcombes  ! This function is really helpful if you want to directly use GenAI directly in Bigquery ⭐\n\nI have one question. I tried using it in a project where the Vertex AI/DuetAI APIs are disabled and no GenAI connectors available, but still the query ran fine. So, in the background what is the GCP project being used for billing?\n I checked the documentation but didn't find any answers.",
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+        "text": "salut Paul, je viens de tester \"generate_sql\" dans un de mes projets sandbox, c'est super pratique merci !\n\nmaintenant j'aimerais faire découvrir ça à un client, mais je me demande ce que ça implique en termes de sécurité, de privacy etc, tu pourrais m'aiguiller ?",
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+        "text": "May Lyn Tan check this out",
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+        "text": "Kévin BERGERON ",
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+        "text": "We tried it at carrefour, with Google Palm but also with ChatGPT. And.... it works well on table with a relatively small schema (stay in the prompt) and with simple/obvious query.\nYou can't do much complex things!!\n\nThe good news it that Google knows that flaw and private previews are coming on that topic (I registered today for one named \"LLMs + BQ\").",
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+        "text": "To try:\n1. Execute the following query in BigQuery\n2. Click on 'View Result' button on the latest executed query.\n\n👇\n\ncall bigfunctions.eu.ask_my_data(\n  'get the 3 products which generated the most revenue in 2023', \n  'bigfunctions.eu.sales'\n);\nselect * from bigfunction_result;\n",
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+    "text": "Generating PDF invoices from BigQuery  📄\n\n\n𝐘𝐨𝐮 𝐰𝐚𝐧𝐭 𝐭𝐨 𝐠𝐞𝐧𝐞𝐫𝐚𝐭𝐞 𝐏𝐃𝐅 𝐟𝐢𝐥𝐞𝐬 from BigQuery to:\n\n1️⃣ Generate custom PDF reports with data\n2️⃣ Generate customized PDF files by client\n\n\n𝐎𝐧𝐞 𝐠𝐨𝐨𝐝 𝐞𝐱𝐚𝐦𝐩𝐥𝐞 is when you need to generate monthly pdf invoices based on client consumptions. 🧐\n\n\n𝐘𝐨𝐮 𝐜𝐚𝐧 𝐧𝐨𝐰 𝐝𝐨 𝐭𝐡𝐢𝐬 𝐰𝐢𝐭𝐡 𝐨𝐧𝐞 𝐁𝐢𝐠𝐐𝐮𝐞𝐫𝐲 𝐪𝐮𝐞𝐫𝐲 👀 \nIndeed, Guillaume Pivette from Neoxia created a function to convert html (built from user data) to pdf.  🙌\n\n\n𝐓𝐡𝐞 𝐟𝐨𝐥𝐥𝐨𝐰𝐢𝐧𝐠 𝐪𝐮𝐞𝐫𝐲 will:\n1️⃣ Get an invoice as html from internet \n2️⃣ Convert it to pdf\n3️⃣ Send it to YOUR_EMAIL_ADDRESS\n\nJust try it, you'll be amazed! 😲\n(𝘪𝘵 𝘸𝘰𝘳𝘬𝘴 𝘪𝘯 𝘺𝘰𝘶𝘳 𝘰𝘸𝘯 𝘉𝘪𝘨𝘘𝘶𝘦𝘳𝘺 𝘸𝘪𝘵𝘩𝘰𝘶𝘵 𝘪𝘯𝘴𝘵𝘢𝘭𝘭)\n\n\n---\n\nselect \n  bigfunctions.eu.send_mail(\n    'YOUR_EMAIL_ADDRESS',\n    'Email from BigQuery with PDF attached',\n    '''\n    # BigQuery can send personalized emails!\n    Your PDF is attached!\n    ''',\n    'invoice.pdf',\n    (select \n      bigfunctions.eu.html2pdf(\n        bigfunctions.eu.get(\n          'https://lnkd.in/eQd7wvDX', null\n        )\n    ))\n)\n\n---\n\n(in a real world example, you would not download the html through the internet of course, but build it in BigQuery from your customer data. You can check render_string bigfunction to help you with that).\n\n\n---\n- 𝐅𝐮𝐧𝐜𝐭𝐢𝐨𝐧 𝐃𝐨𝐜: https://lnkd.in/e8KXcpeH\n- 𝐁𝐢𝐠𝐅𝐮𝐧𝐜𝐭𝐢𝐨𝐧𝐬 is a catalog of open-source functions to supercharge BigQuery.\n\n𝘠𝘰𝘶 𝘸𝘢𝘯𝘵 𝘮𝘰𝘳𝘦 𝘰𝘧 𝘵𝘩𝘦𝘴𝘦? \n𝘈𝘥𝘥 𝘢 ⭐ 𝘰𝘯 𝘎𝘪𝘵𝘏𝘶𝘣! 👉 https://lnkd.in/emfVXKjJ\n\n\n#bigquery #bigfunctions #dataengineering #gcp",
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+        "text": "Excellent stuff!",
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+        "text": "Love it ❤️. Congrats 🎊 Guillaume Pivette !",
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+    "text": "Sending 𝐒𝐥𝐚𝐜𝐤 notifications from BigQuery 💬\n\n\n👀 Guillaume Pivette from Neoxia just created a new function to send 𝐒𝐥𝐚𝐜𝐤 messages with a simple BigQuery SQL query !\n\nTry it! (no install needed)\n👉 follow the doc: https://lnkd.in/e2bTfTeS\n\n\nThis was inspired by Shivam Singh function to send messages to 𝐆𝐨𝐨𝐠𝐥𝐞 𝐂𝐡𝐚𝐭.  This shows what I really like about open-source: the power of a community 💪\n\n\n𝘗𝘭𝘦𝘢𝘴𝘦 𝘢𝘥𝘥 𝘢 ⭐ 𝘵𝘰 𝘵𝘩𝘦 𝘎𝘪𝘵𝘏𝘶𝘣 𝘪𝘧 𝘺𝘰𝘶 𝘸𝘢𝘯𝘵 𝘮𝘰𝘳𝘦 𝘰𝘧 𝘵𝘩𝘦𝘴𝘦 𝘧𝘶𝘯𝘤𝘵𝘪𝘰𝘯𝘴. \n\nGitHub: https://lnkd.in/emfVXKjJ\n\n#bigquery #bigfunctions",
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+        "text": "wow c’est dingue ! \non va utiliser ça très rapidement !",
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+        "text": "Very nice!!! 👏🏼👏🏼\nDo you know some solution for sending Teams notifications from Bigquery?",
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+    "text": "De-identifying text in BigQuery\n\n\nELT has a drawback over ETL. \n\nAs you get data without transform from your sources into you warehouse, (using fivetran, airbyte or any other modern-data-stack ingestion tool), your warehouse will contain personal data that you need to redact before exposing it to users.\n\nThis new BigQuery function from Shivam Singh that you can call without install from your project may then help you 👀. \n\n\nDocumentation Link in first comment 👇 \n\n\n#bigquery #bigfunctions",
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+        "text": "Good work Shivam Singh keep it up ...",
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+        "text": "WoW ! Awesome new bigfunction\nCongrats Paul Marcombes , @shivam",
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+    "text": "5 reasons why you want to use this #bigquery function\n\n1️⃣ Check that addresses exist\n2️⃣ Clean up typos in addresses\n3️⃣ Get address hierarchy with address components \n4️⃣ Match two addresses whose text is not strictly identical\n5️⃣ Find the nearest point of sale using latitude and longitude\n\nThis #bigfunction is available in your BigQuery project without install. Try it! (you can also redeploy it with one click). \n\nIf you like it, 🙏  add a ⭐  to the GitHub repo: https://lnkd.in/emfVXKjJ\n\n\nWhy would you use this function for?",
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+        "text": "In the geocode example the function makes a call to projects/big functions/secrets/api key etc etc how is that generated?",
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+        "text": "Very useful",
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+        "text": "Par rapport à l'API Adresse Nationale de l'État, c'est meilleur ou moins bien ? (Sachant qu'elle est gratuite) → https://adresse.data.gouv.fr/api-doc/adresse\n",
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+    "text": "ELT replaced ETL\n\nMost transformations are now performed in SQL in the data warehouse. For specific needs such as parsing xml data, however, this can be tedious.\n\n🙏 Shivam Singh for bringing this xml2json function to the #bigquery community who can use it directly, without install.\n\n#bigfunctions is open-source. Please support us by adding a ⭐ to the GitHub repo if you like it (links in first comment).",
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+        "text": "Transformations such as cleaning can indeed be performed with ETL. However, the major advantage of ELT is its agility. The benefits are significant, including the ability to use SQL, a simplified infrastructure, easy maintenance, and a shared environment for data analysts, data scientists, and others. This allows them to convince the company more effectively.\n\nDataform + bigquery = new modern ELT pipeline.",
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+        "text": "Nice ! It's lacking from BigQuery indeed, it's a nice addition for ELT pipelines",
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+        "text": "Au top Paul !\nBravo pour tout ce que tu as mis en place autour de la datas chez Nickel mais aussi ta contribution à cet écosystème 👍",
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+        "text": "Bravo Paul Marcombes et toute l'équipe ! 🚀\nNotre team Data Compliance en bénéficie tous les jours et c'est un réel plaisir ! ✌️\nMélissa Lepage Guillaume LEFAY Anna Munos Gwenaël Cochet  & Pierre Moreau",
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+    "text": "How I created an open-source repository after meeting a Himalayan climber.\n\n\nLike some of us, I have dreamed of creating a product for a long time. But every time I wanted to get started, I found an excuse not to do it. \n\nThen I met Nacer Ibn Abdeljalil, the first Moroccan to successfully climb Everest and he gave me this advice:\n\n𝘔𝘢𝘬𝘦 𝘺𝘰𝘶𝘳 𝘌𝘷𝘦𝘳𝘦𝘴𝘵 𝘱𝘶𝘣𝘭𝘪𝘤. 𝘛𝘦𝘭𝘭 𝘺𝘰𝘶𝘳 𝘳𝘦𝘭𝘢𝘵𝘪𝘷𝘦𝘴 𝘢𝘣𝘰𝘶𝘵 𝘺𝘰𝘶𝘳 𝘨𝘰𝘢𝘭. 𝘛𝘩𝘪𝘴 𝘸𝘪𝘭𝘭 𝘮𝘢𝘬𝘦 𝘺𝘰𝘶𝘳 𝘪𝘥𝘦𝘢 𝘮𝘰𝘳𝘦 𝘳𝘦𝘢𝘭 𝘢𝘯𝘥 𝘤𝘰𝘮𝘮𝘪𝘵 𝘺𝘰𝘶 𝘵𝘰 𝘺𝘰𝘶𝘳 𝘧𝘳𝘪𝘦𝘯𝘥𝘴 𝘢𝘯𝘥 𝘤𝘰𝘭𝘭𝘦𝘢𝘨𝘶𝘦𝘴.\n\n\nSo I did. And soon after, the magic happened ✨. It was like I had already started. I then decided to make it real as a side-project.\n\nI created #BigFunctions an open-source project to empower data-analysts and #bigquery  users and keep them from reinventing the wheel. I already had a lot of positive feedback from the data-community and this is already a great achievement.\n\n👉 𝘔𝘢𝘬𝘦 𝘺𝘰𝘶𝘳 𝘌𝘷𝘦𝘳𝘦𝘴𝘵 𝘱𝘶𝘣𝘭𝘪𝘤\n\n\n🙏 To help me to reach my goal of 200 stars on GitHub and make this open-source side-project a success, I'd be really thankful if you can add a ⭐ on GitHub here: https://lnkd.in/emfVXKjJ\n\n#BigFunctions website: https://lnkd.in/eBzr3wfM\n\n\n(Thanks Nacer Ibn Abdeljalil 🙏 )",
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+        "text": "C’est toi qui nous inspire",
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+        "text": "Great idea Paul ! ",
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+    "text": "🔵  𝐀𝐝𝐯𝐚𝐧𝐜𝐞𝐝 𝐉𝐬𝐨𝐧 𝐐𝐮𝐞𝐫𝐲 𝐢𝐧 𝐁𝐢𝐠𝐐𝐮𝐞𝐫𝐲  👇\n\nBigQuery native json support is nice but limited. We need more! 🚧\n\n💥 sid ali sadi from Esmoz is bringing advanced json querying to any #bigquery user through another open BigQuery function. 🧐\n\nHe managed to embed JMESPath, a reknowned multi-programming-language library for advanced json-querying, inside a BigFunction. The result is outstanding! 💚\n\n\n- BigFunction Doc: https://lnkd.in/epA9Yc4U\n- #BigFunctions GitHub: https://lnkd.in/emfVXKjJ\n- JMESPath Tutorial: https://lnkd.in/eJUtSwFB",
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+    "text": "🔵 𝐁𝐢𝐠𝐐𝐮𝐞𝐫𝐲 𝐣𝐬𝐨𝐧 𝐦𝐚𝐝𝐞 𝐞𝐚𝐬𝐲!\n\nOups he did it again! \n\nsid ali sadi from Esmoz created some very nice #bigquery functions callable by anyone from their GCP project 𝘵𝘰 𝘴𝘪𝘮𝘱𝘭𝘪𝘧𝘺 𝘫𝘴𝘰𝘯 𝘩𝘢𝘯𝘥𝘭𝘪𝘯𝘨.\n\nGreat job sid ali sadi 👏 \n\nDoc → https://lnkd.in/ePr4c6Bt\n\nYou like it? Star it! 🤗 → https://lnkd.in/emfVXKjJ\n\n#bigfunctions",
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+        "text": "Very nice ! Love to see BigFunctions growing :)",
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+        "text": "Well Done sid ali sadi 🔥 ",
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+        "text": "Unstoppable 🚀",
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+        "text": "sid ali sadi Well Done !! Great Contribution again",
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+      "url": "https://www.linkedin.com/posts/robin-conquet-3a510292_4-bonnes-raisons-de-larguer-sa-stack-data-activity-7006527736303263744-JXGf?utm_source=combined_share_message&utm_medium=member_desktop",
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+      "text": "4 bonnes raisons de larguer sa stack data.\n\nIssues de mes échanges avec les Head of Data des plus belles startups en France. 👇\n\n1) Des performances techniques basses\n\nLes temps de réponse sur les requêtes sont trop longs et ça devient compliqué de mettre en place des cas d’usage avancés (e.g. machine learning). L’implémentation d’une solution Cloud comme Snowflake ou Google Cloud Platform permet d’y pallier.\n\n2) L’impact de l’équipe Data est limité\n\nLorsque les Data Engineers sont surchargés, des outils data modernes comme Airbyte, Fivetran, DBT, etc. permettent aux Data Analysts de développer leurs pipelines en autonomie. Ce qui augmente l’impact global de l’équipe.\n\n3) Le niveau de fiabilité des données est faible\n\nIl y a des doutes sur les données et/ou des écarts entre différents dashboards. La mise en place d’un outil d’observabilité comme Sifflet permet d’identifier les problèmes de fiabilité rapidement et de les corriger de manière proactive.\n\n4) Le recrutement est complexe\n\nLes meilleurs profils souhaitent développer des compétences sur les technologies modernes. Les implémenter régulièrement permet de rester attractif pour les talents.\n\nVous voyez d’autres raisons ? Dites-moi en commentaire. 👇",
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+          "link": "https://www.linkedin.com/feed/update/urn:li:activity:7006527736303263744?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7006527736303263744%2C7006536782435471360%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287006536782435471360%2Curn%3Ali%3Aactivity%3A7006527736303263744%29",
+          "text": "Complètement d'accord Robin Conquet. 👉 𝐃𝐨𝐧𝐧𝐨𝐧𝐬 𝐥𝐞 𝐩𝐨𝐮𝐯𝐨𝐢𝐫 𝐚𝐮𝐱 𝐝𝐚𝐭𝐚-𝐚𝐧𝐚𝐥𝐲𝐬𝐭𝐬! Rendons les autonomes sur toute la chaîne (de la collecte, aux transformations sur toutes les couches, à l'exploration, à la documentation, aux tests, au déploiement d'algos, etc). \n\nC'est un peu la raison d'être de https://unytics.io/bigfunctions/ 😉 ",
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+        "text": "Congrats sid ali sadi 💪 \nAnd glad to work with you on this project Paul Marcombes !",
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+        "text": "If you wish to suggest a new function, you are very welcome to do it by creating an issue here: https://github.com/unytics/bigfunctions/issues/new\n",
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+        "text": "A big thanks to you Mickaël Andrieu as `remove_accents` function was your suggestion! \n\nKeep adding some suggestions as GitHub issues so that they can be deployed!\n",
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+      "url": "https://www.linkedin.com/posts/robert-yi_why-dbts-semantic-layer-sucks-activity-7000843143197732864-rE31?utm_source=combined_share_message&utm_medium=member_desktop",
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+      "text": "Let's talk about the dbt semantic layer. I've heard so many complaints around its shortcomings in the last week. Let's talk about why it sucks.\n\nThe punchline: it doesn't.\n\nIt's just prioritizing a product vision that makes self-service *accessible* to the entire org (rather than prioritizing self-service *depth* in the way that Looker does).\n\nWe have this tendency as technical folks to seek intellectual elegance in our technical solutions, but this seldom makes for good products. For the semantic layer, in particular, syntactical equivalence to SQL is not a requisite of the semantic layer. What matters is that it's solving problems: DRY; self-service.\n\nRead more in my latest substack post on Win With Data: https://lnkd.in/gE7hZc7q. 🙂\n\n#analytics #data #datascience",
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+          "text": "The full post:\nhttps://www.winwithdata.io/p/why-the-dbt-semantic-layer-sucks\n\nWe'll be more officially launching this newsletter soon. Subscribe to Win With Data in the meantime or our substack to get updates. 🙂",
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+          "text": "Great article Robert Yi to get a view of semantic layer strategic choices.",
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+          "text": "Awesome piece !",
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+          "text": "> The majority of non-data people will not build their own Looker explores.\n\ncouldn't agree with this more ",
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+          "text": "\"Foreign key logic doesn’t quite seem to solve the primary problems we want to solve with the semantic layer: more ergonomic definition and access. And to that end, we need business concepts to be first-class citizens\"\n\nGreat insight. For their target customers (analytics engineers), this might be the right trade-off.",
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+          "text": "Quick access links for the curious: https://www.winwithdata.io/p/why-the-dbt-semantic-layer-sucks ",
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+        "text": "Fang Liu Jagan Athreya Yun Zhang Hamza Muhammad Arain interesting community UDFs. People love array functions",
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+          "text": "For more on analytics engineering, subscribe to my weekly newsletter --> https://madisonmae.substack.com/",
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+    "text": "Totally agree with you @Madison Schott!  ➜ #opensource for #data 𝐢𝐬 𝐠𝐫𝐞𝐚𝐭 𝐭𝐨 𝐚𝐯𝐨𝐢𝐝 𝐫𝐞𝐢𝐧𝐯𝐞𝐧𝐭𝐢𝐧𝐠 𝐭𝐡𝐞 𝐰𝐡𝐞𝐞𝐥 𝐚𝐧𝐝 𝐭𝐨 𝐬𝐡𝐚𝐫𝐞 𝐞𝐟𝐟𝐨𝐫𝐭𝐬 👇 \n\nMateusz Klimek: I took the liberty of re-developing your `clean_additional_whitespaces` dbt macro as a 𝐩𝐮𝐛𝐥𝐢𝐜 𝐁𝐢𝐠𝐐𝐮𝐞𝐫𝐲 𝐟𝐮𝐧𝐜𝐭𝐢𝐨𝐧 𝐜𝐚𝐥𝐥𝐚𝐛𝐥𝐞 𝐛𝐲 𝐚𝐧𝐲𝐨𝐧𝐞 𝐰𝐢𝐭𝐡𝐨𝐮𝐭 𝐢𝐧𝐬𝐭𝐚𝐥𝐥 𝐟𝐫𝐨𝐦 𝐭𝐡𝐞𝐢𝐫 𝐁𝐢𝐠𝐐𝐮𝐞𝐫𝐲 𝐩𝐫𝐨𝐣𝐞𝐜𝐭 .\n\nTo use it, simply call from your BigQuery console:\n```\nselect bigfunctions.us.remove_extra_whitespaces('Hello  \\n   world!')\n```\nYou'll get ➜ 'Hello world!'\n\n\nDocumentation 👉 https://lnkd.in/gQw7stGU\nTo give a star on GitHub 👉 https://lnkd.in/gb7jme_V\n#bigquery #bigfunctions",
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+        "text": "Paul Marcombes That is super cool! Also, I didn't know Bigquery even allows that, do you have any reference to docs for that? 😊 Seems like a really powerful feature. ",
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+    "text": "👀 𝐖𝐡𝐚𝐭 𝐢𝐟 𝐜𝐨𝐦𝐦𝐨𝐧 𝐁𝐢𝐠𝐐𝐮𝐞𝐫𝐲 𝐟𝐮𝐧𝐜𝐭𝐢𝐨𝐧𝐬 𝐰𝐞𝐫𝐞 𝐚𝐯𝐚𝐢𝐥𝐚𝐛𝐥𝐞 𝐟𝐫𝐨𝐦 𝐚 𝐮𝐧𝐢𝐪𝐮𝐞 𝐩𝐥𝐚𝐜𝐞? \n\nLast week, a question was asked in our modern-data-stack slack-community: \n\"how do you get if a date is a public-holiday in your data-warehouse?\"\n\nI realized this is a very common question.  \n\n𝐖𝐡𝐲 𝐬𝐡𝐨𝐮𝐥𝐝 𝐚𝐥𝐥 𝐝𝐚𝐭𝐚-𝐭𝐞𝐚𝐦𝐬 𝐢𝐦𝐩𝐥𝐞𝐦𝐞𝐧𝐭 𝐭𝐡𝐞𝐢𝐫 𝐨𝐰𝐧 𝐢𝐦𝐩𝐥𝐞𝐦𝐞𝐧𝐭𝐚𝐭𝐢𝐨𝐧 𝐨𝐟 𝐬𝐮𝐜𝐡 𝐚 𝐛𝐚𝐬𝐢𝐜 𝐟𝐮𝐧𝐜𝐭𝐢𝐨𝐧? \n\nWhy not to have 𝘢 𝘤𝘰𝘮𝘮𝘰𝘯 𝘨𝘪𝘵 𝘳𝘦𝘱𝘰 𝘸𝘩𝘦𝘳𝘦 𝘢𝘭𝘭 𝘥𝘢𝘵𝘢-𝘵𝘦𝘢𝘮𝘴 𝘸𝘰𝘶𝘭𝘥 𝘤𝘰𝘯𝘵𝘳𝘪𝘣𝘶𝘵𝘦 𝘵𝘰 𝘣𝘶𝘪𝘭𝘥 𝘢 𝘤𝘰𝘮𝘮𝘰𝘯 𝘭𝘪𝘣𝘳𝘢𝘳𝘺 𝘰𝘧 𝘶𝘴𝘦𝘧𝘶𝘭 𝘧𝘶𝘯𝘤𝘵𝘪𝘰𝘯𝘴 𝘤𝘢𝘭𝘭𝘢𝘣𝘭𝘦 𝘧𝘳𝘰𝘮 𝘢𝘯𝘺 𝘉𝘪𝘨𝘘𝘶𝘦𝘳𝘺 𝘱𝘳𝘰𝘫𝘦𝘤𝘵 𝘧𝘰𝘳 𝘧𝘳𝘦𝘦?\n\n\nThis is exactly one of the reason of existence of 𝐁𝐢𝐠𝐅𝐮𝐧𝐜𝐭𝐢𝐨𝐧𝐬.\n👉 https://lnkd.in/eHQ-2spu\n\nIf you like it, support it!\n- tell us in a comment what next BigFunction should be implemented\n- add a star in our GitHub repo. This helps us a LOT!\n👉 https://lnkd.in/emfVXKjJ\n- contribute to the repo y adding your own function.\n\n#data #bigquery #opensource #bigfunctions #community",
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+        "text": "Thanks for sharing! This is awesome. I had to do the public holidays manually on a table and now I see this exists!",
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+        "text": "Congratulations Paul Marcombes !! go go go Big fonctions !",
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+    "text": "𝐄𝐭 𝐬𝐢 𝐨𝐧 𝐩𝐨𝐮𝐯𝐚𝐢𝐭 𝐯𝐨𝐢𝐫 𝐥𝐞 𝐩𝐫𝐨𝐟𝐢𝐥𝐢𝐧𝐠 𝐝𝐞𝐬 𝐝𝐨𝐧𝐧é𝐞𝐬 𝐝𝐚𝐧𝐬 𝐁𝐢𝐠𝐐𝐮𝐞𝐫𝐲 ?\n\nC'est important quand on commence un projet data de:\n- 👃 sentir les données, \n- 👀 savoir s'il y a des outliers,\n- 🌊 connaître le nombre de null,\n- 📊 avoir une idée de la distribution ?\n \n𝐂'𝐞𝐬𝐭 𝐦𝐚𝐢𝐧𝐭𝐞𝐧𝐚𝐧𝐭 𝐩𝐨𝐬𝐬𝐢𝐛𝐥𝐞 𝐝𝐞 𝐟𝐚𝐢𝐫𝐞 𝐥𝐞 𝐩𝐫𝐨𝐟𝐢𝐥𝐢𝐧𝐠 𝐝𝐞𝐬 𝐝𝐨𝐧𝐧é𝐞𝐬 𝐝𝐢𝐫𝐞𝐜𝐭𝐞𝐦𝐞𝐧𝐭 𝐝𝐚𝐧𝐬 𝐥𝐚 𝐜𝐨𝐧𝐬𝐨𝐥𝐞 𝐁𝐢𝐠𝐐𝐮𝐞𝐫𝐲!\n(sans installation, sans avoir à télécharger de donnnées, sans faire de python, sans créer de compte de service ni filer l'accès à vos données à un tiers)\n\n𝐉𝐞 𝐯𝐢𝐞𝐧𝐬 𝐝𝐞 𝐥𝐚𝐧𝐜𝐞𝐫 𝐮𝐧 𝐩𝐫𝐨𝐣𝐞𝐭 𝐨𝐩𝐞𝐧-𝐬𝐨𝐮𝐫𝐜𝐞 𝐩𝐨𝐮𝐫 𝐜𝐞𝐥𝐚 \n👉 https://lnkd.in/eBzr3wfM\n\n\n#bigquery #data #dataanalytics #dataprofiling #bigfunctions",
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+        "text": "👍  top, star, full support !! ",
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+        "text": "Projet intéressant ! Merci :) ",
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+        "text": "Pourquoi pas ? Je ne suis pas très fan de l'interface de BQ, c'est plus pour cela que pour le manque de fonctions spécifiques que je me suis désintéressé de l'outil en tant qu'explorateur.\n\nJe veux dire, on ne pourra pas recréer Metabase dans BQ de toute façon et même si on le pouvait ... à quoi bon ? 😉 ",
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diff --git a/blog/download_post_images.py b/blog/download_post_images.py
new file mode 100644
index 000000000..ebacb8e18
--- /dev/null
+++ b/blog/download_post_images.py
@@ -0,0 +1,21 @@
+import urllib.request
+
+import yaml
+
+
+def download_images(posts):
+    os.makedirs('assets/blog', exist_ok=True)
+    existing_images = os.listdir('assets/blog')
+    for post in posts:
+        if not post['images']:
+            continue
+        url = post['images'][0]
+        destination_filename = 'assets/blog/' + post['id']
+        if post['id'] in existing_images:
+            continue
+        print(destination_filename)
+        urllib.request.urlretrieve(url, destination_filename)
+        time.sleep(2)
+
+posts = yaml.safe_load(open('posts.yaml', encoding='utf-8').read())
+download_images(posts)
diff --git a/blog/generate_index.md.py b/blog/generate_index.md.py
new file mode 100644
index 000000000..4e1caa291
--- /dev/null
+++ b/blog/generate_index.md.py
@@ -0,0 +1,15 @@
+import jinja2
+import yaml
+
+template = jinja2.Template(open('index.md.template', encoding='utf-8').read())
+
+posts = yaml.safe_load(open('posts.yaml', encoding='utf-8').read())
+
+content = template.render(posts=posts)
+
+content = '\n'.join([
+    line.rstrip()
+    for line in content.splitlines()
+])
+
+open('index.md', 'w', encoding='utf-8').write(content + '\n')
diff --git a/blog/index.html b/blog/index.html
new file mode 100644
index 000000000..02aa3abc4
--- /dev/null
+++ b/blog/index.html
@@ -0,0 +1,4023 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="Blog Posts related to BigFunctions">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/blog/">
+      
+      
+        <link rel="prev" href="../community/">
+      
+      
+        <link rel="next" href="../chat_with_us/">
+      
+      
+      <link rel="icon" href="/assets/favicon.ico">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.7">
+    
+    
+      
+        <title>BigFunctions - Blog - BigFunctions</title>
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+        <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
+      
+    
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+<meta property="twitter:card" content="summary" />
+<meta property="twitter:title" content="BigFunctions - Blog - BigFunctions" />
+
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+
+<meta property="og:description" content="Blog Posts related to BigFunctions" />
+
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+<meta property="og:type" content="website" />
+
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+<meta property="og:url" content="https://unytics.io/bigfunctions/blog/" />
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+<meta property="og:image" content="https://unytics.io/bigfunctions/assets/logo_and_name.png" />
+<meta property="og:image:type" content="image/png" />
+<meta property="og:image:width" content="2500" />
+<meta property="og:image:height" content="541" />
+<meta property="twitter:image" content="https://unytics.io/bigfunctions/assets/logo_and_name.png" />
+<meta property="twitter:image:alt" content="Supercharge BigQuery with BigFunctions" />
+
+
+
+<script defer data-domain="unytics.io" src="https://plausible.io/js/script.js"></script>
+<script>window.plausible = window.plausible || function() { (window.plausible.q = window.plausible.q || []).push(arguments) }</script>
+
+
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+.md-typeset .admonition.abstract,
+.md-typeset details.abstract {
+  border-color: rgb(43, 155, 70);
+}
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+.md-typeset .abstract > summary {
+  background-color: var(--md-primary-fg-color);
+}
+.md-typeset .abstract > .admonition-title::before,
+.md-typeset .abstract > summary::before {
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+  -webkit-mask-image: var(--md-admonition-icon--abstract);
+          mask-image: var(--md-admonition-icon--abstract);
+}
+
+.md-typeset__table {
+   min-width: 100%;
+}
+
+.admonition.note {
+  font-size: .8rem;
+}
+
+
+/*------- ANNOUNCEMENT BANNER -------*/
+.md-banner p {
+    line-height: 2.4!important;
+}
+.md-banner p a {
+    color: var(--md-footer-fg-color--light)!important;
+      margin: 0 10px;
+}
+.md-banner p a:hover {
+    color: white!important;
+}
+.md-banner a svg {
+  max-height: 1.2rem !important;
+}
+
+
+/*------- HOME PAGE -------*/
+.md-typeset .md-button:hover {
+  color: var(--md-primary-bg-color);
+  background-color: var(--md-primary-fg-color);
+  border-color: var(--md-primary-bg-color);
+}
+.md-typeset .md-button.md-button--primary:hover {
+  color: var(--md-primary-fg-color);
+  background-color: var(--md-primary-bg-color);
+  border-color: var(--md-primary-fg-color);
+}
+
+.hero__image {
+  max-width: 1000px;
+  /*min-width: 600px;*/
+  width: 100%;
+  height: auto;
+  margin: 0 auto;
+  display: flex;
+  align-items: stretch;
+}
+
+.hero__image img {
+  width: 100%;
+  height: 100%;
+  min-width: 0;
+}
+
+.md-button--center {
+    text-align: center;
+}
+
+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
+}
+
+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
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+
+.md-content li>h2 {
+    font-weight: 600;
+}
+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
+}
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+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
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+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
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+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
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+  .hero p {
+    font-size: 1rem!important;
+  }
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+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+
+  </head>
+  
+  
+    <body dir="ltr">
+  
+    
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+    <label class="md-overlay" for="__drawer"></label>
+    <div data-md-component="skip">
+      
+        
+        <a href="#featured-posts" class="md-skip">
+          Skip to content
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+    </div>
+    <div data-md-component="announce">
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+  <a href="#sql-is-all-you-need" class="md-nav__link">
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+      SQL is all you need
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+      
+        <li class="md-nav__item">
+  <a href="#bridge-the-gap-between-sql-and-action" class="md-nav__link">
+    <span class="md-ellipsis">
+      Bridge the gap between SQL and action
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+  <a href="#unlock-new-use-cases" class="md-nav__link">
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+  <a href="#open-source-framework-open-source-functions" class="md-nav__link">
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+      
+        <li class="md-nav__item">
+  <a href="#beyond-sql-as-a-pure-database-syntax" class="md-nav__link">
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+      Beyond SQL as a Pure Database Syntax
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+  <a href="#benefits-of-bigfunctions-a-data-engineering-perspective" class="md-nav__link">
+    <span class="md-ellipsis">
+      Benefits of BigFunctions: A Data Engineering Perspective
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+  <a href="#bigfunctions-is-dataforms-best-friend" class="md-nav__link">
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+      SQL is all you need
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+</li>
+      
+        <li class="md-nav__item">
+  <a href="#bridge-the-gap-between-sql-and-action" class="md-nav__link">
+    <span class="md-ellipsis">
+      Bridge the gap between SQL and action
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#unlock-new-use-cases" class="md-nav__link">
+    <span class="md-ellipsis">
+      Unlock new use cases
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#open-source-framework-open-source-functions" class="md-nav__link">
+    <span class="md-ellipsis">
+      Open-Source Framework + Open-Source Functions
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#beyond-sql-as-a-pure-database-syntax" class="md-nav__link">
+    <span class="md-ellipsis">
+      Beyond SQL as a Pure Database Syntax
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#benefits-of-bigfunctions-a-data-engineering-perspective" class="md-nav__link">
+    <span class="md-ellipsis">
+      Benefits of BigFunctions: A Data Engineering Perspective
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#bigfunctions-is-dataforms-best-friend" class="md-nav__link">
+    <span class="md-ellipsis">
+      BigFunctions is dataform's best friend
+    </span>
+  </a>
+  
+</li>
+      
+    </ul>
+  
+</nav>
+                  </div>
+                </div>
+              </div>
+            
+          
+          
+            <div class="md-content" data-md-component="content">
+              <article class="md-content__inner md-typeset">
+                
+                  <!-- Tags -->
+
+
+<!-- Actions -->
+
+  
+  
+
+
+<!--
+  Hack: check whether the content contains a h1 headline. If it doesn't, the
+  page title (or respectively site name) is used as the main headline.
+-->
+<!--  -->
+
+<!-- Page content -->
+<style>
+
+.blog-posts {
+    max-width: 800px;
+    margin: auto;
+}
+
+.blog-post-abstract {
+    display: grid;
+    grid-template-columns: minmax(0, 1fr) 20%;
+    grid-column-gap: 5%;
+}
+
+.blog-post-abstract p {
+  color: rgb(38, 38, 38);
+}
+
+.blog-post-abstract p.footer, .blog-post-abstract:hover p {
+  color: rgb(92, 92, 92);
+}
+
+.blog-post-abstract img, .lg\:two-columns img {
+  margin: 2.5em 0px 0em;
+}
+
+
+</style>
+
+<div class="hero">
+<h1 id="featured-posts">Featured Posts<a class="headerlink" href="#featured-posts" title="Permanent link">¶</a></h1>
+</div>
+<div class="lg:two-columns lg:revert-items">
+<ul>
+<li>
+<h2 id="sql-is-all-you-need"><a href="https://medium.com/google-cloud/sql-is-all-you-need-77554fea90c0" target="_blank">SQL is all you need</a><a class="headerlink" href="#sql-is-all-you-need" title="Permanent link">¶</a></h2>
+<p>Tired of complex data stacks?</p>
+<p>Discover the SQL Data Stack: a new paradigm that uses SQL for data ingestion, transformation, and activation, empowering analysts and simplifying your data workflow</p>
+<p><a class="md-button" href="https://medium.com/google-cloud/sql-is-all-you-need-77554fea90c0" target="_blank">Read More <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+</li>
+<li>
+<p><img alt="post cover photo" loading="lazy" src="../assets/blog/2025-02-05_introducing_sql_data_stack.png" style=" display: block; margin-left: auto;" /></p>
+</li>
+</ul>
+</div>
+<div class="lg:two-columns ">
+<ul>
+<li>
+<h2 id="bridge-the-gap-between-sql-and-action"><a href="https://timodechau.com/from-sql-to-slack-automating-data-workflows-with-big-functions/" target="_blank">Bridge the gap between SQL and action</a><a class="headerlink" href="#bridge-the-gap-between-sql-and-action" title="Permanent link">¶</a></h2>
+<p>Automate data workflows with BigFunctions, bridging the gap between SQL and action.</p>
+<p>Trigger Slack notifications, enrich data, and integrate AI directly from BigQuery, all using SQL.</p>
+<p><a class="md-button" href="https://timodechau.com/from-sql-to-slack-automating-data-workflows-with-big-functions/" target="_blank">Read More <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+</li>
+<li>
+<p><img alt="post cover photo" loading="lazy" src="https://timodechau.com/content/images/size/w400/format/webp/2024/12/timo_square.jpeg" style=" display: block; margin-right: auto;" /></p>
+</li>
+</ul>
+</div>
+<div class="lg:two-columns lg:revert-items">
+<ul>
+<li>
+<h2 id="unlock-new-use-cases"><a href="https://www.youtube.com/watch?v=kFy78r1Iabs" target="_blank">Unlock new use cases</a><a class="headerlink" href="#unlock-new-use-cases" title="Permanent link">¶</a></h2>
+<p>Run a simple SQL query to expose
+BigQuery data to a low latency API or to send BigQuery data to any destination.</p>
+<p>Unlock:</p>
+<ol>
+<li>embedded analytics</li>
+<li>real-time feature store</li>
+<li>actions triggered by data</li>
+<li>...<em>sky is the limit</em></li>
+</ol>
+<p><a class="md-button" href="https://www.youtube.com/watch?v=kFy78r1Iabs" target="_blank">Read More <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+</li>
+<li>
+<p><img alt="post cover photo" loading="lazy" src="https://miro.medium.com/v2/resize:fit:2400/1*sQBZAcpkOhRvSe5zYudx_A.jpeg" style="width: 100%; max-width: 400px; height: auto; display: block; margin-left: auto;" /></p>
+</li>
+</ul>
+</div>
+<div class="lg:two-columns ">
+<ul>
+<li>
+<h2 id="open-source-framework-open-source-functions"><a href="https://medium.com/google-cloud/supercharge-bigquery-with-bigfunctions-2139a1bba620" target="_blank">Open-Source Framework + Open-Source Functions</a><a class="headerlink" href="#open-source-framework-open-source-functions" title="Permanent link">¶</a></h2>
+<p>This tutorial introduces BigFunctions.</p>
+<p>Learn how to access and utilize these functions directly from BigQuery to enhance data analysis capabilities without additional setup.</p>
+<p><a class="md-button" href="https://medium.com/google-cloud/supercharge-bigquery-with-bigfunctions-2139a1bba620" target="_blank">Read More <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+</li>
+<li>
+<p><img alt="post cover photo" loading="lazy" src="../assets/blog/2025-02-06_Jake_Holmquist.png" style=" display: block; margin-right: auto;" /></p>
+</li>
+</ul>
+</div>
+<div class="lg:two-columns lg:revert-items">
+<ul>
+<li>
+<h2 id="beyond-sql-as-a-pure-database-syntax"><a href="https://fromanengineersight.substack.com/p/beyond-sql-as-a-pure-database-syntax" target="_blank">Beyond SQL as a Pure Database Syntax</a><a class="headerlink" href="#beyond-sql-as-a-pure-database-syntax" title="Permanent link">¶</a></h2>
+<p>BigFunctions extends SQL, enabling composable, reusable analytics patterns.</p>
+<p>By embedding code into functions, it bridges SQL's limitations, reduces code footprint, and accelerates data insights.</p>
+<p><a class="md-button" href="https://fromanengineersight.substack.com/p/beyond-sql-as-a-pure-database-syntax" target="_blank">Read More <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+</li>
+<li>
+<p><img alt="post cover photo" loading="lazy" src="https://cdn.theorg.com/be98c465-6d08-43ad-8ef3-f43b34addfde_medium.jpg" style="width: 100%; max-width: 400px; height: auto; display: block; margin-left: auto;" /></p>
+</li>
+</ul>
+</div>
+<div class="lg:two-columns ">
+<ul>
+<li>
+<h2 id="benefits-of-bigfunctions-a-data-engineering-perspective"><a href="https://mastheadata.com/exploring-the-benefits-of-bigfunctions-for-bigquery-a-data-engineers-perspective/" target="_blank">Benefits of BigFunctions: A Data Engineering Perspective</a><a class="headerlink" href="#benefits-of-bigfunctions-a-data-engineering-perspective" title="Permanent link">¶</a></h2>
+<p>BigFunctions assists data engineers by providing them with 150+ open-source functions that are ready to go.</p>
+<p>Functions allow them to extend BigQuery functionality, improve the reusability of BigQuery queries, and ensure consistent business logic across a company’s analytical operations.</p>
+<p><a class="md-button" href="https://mastheadata.com/exploring-the-benefits-of-bigfunctions-for-bigquery-a-data-engineers-perspective/" target="_blank">Read More <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+</li>
+<li>
+<p><img alt="post cover photo" loading="lazy" src="https://cache.sessionize.com/image/0168-400o400o2-24epqXXuyWFRatd2QKMhY.jpg" style=" display: block; margin-right: auto;" /></p>
+</li>
+</ul>
+</div>
+<div class="lg:two-columns lg:revert-items">
+<ul>
+<li>
+<h2 id="bigfunctions-is-dataforms-best-friend"><a href="https://michael-scherding.medium.com/spicing-up-gcs-to-bigquery-transfers-from-dataform-with-bigfunctions-0d286e5a91c" target="_blank">BigFunctions is dataform's best friend</a><a class="headerlink" href="#bigfunctions-is-dataforms-best-friend" title="Permanent link">¶</a></h2>
+<p>With BigFunctions, <em>any task</em> can be run from SQL.</p>
+<p>So <em>any task</em> can be orchestrated by SQL orchestrators such as dataform, dbt, sqlmesh or scheduled queries.</p>
+<p><a class="md-button" href="https://michael-scherding.medium.com/spicing-up-gcs-to-bigquery-transfers-from-dataform-with-bigfunctions-0d286e5a91c" target="_blank">Read More <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+</li>
+<li>
+<p><img alt="post cover photo" loading="lazy" src="https://miro.medium.com/v2/resize:fit:2400/1*K6lBFw65lMIHIX4z7m6jPA.jpeg" style="width: 100%; max-width: 400px; height: auto; display: block; margin-left: auto;" /></p>
+</li>
+</ul>
+</div>
+<hr />
+<div class="hero">
+<h1 id="latest-posts">Latest Posts<a class="headerlink" href="#latest-posts" title="Permanent link">¶</a></h1>
+</div>
+<div class="blog-posts">
+
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_in-2025-analytics-engineers-will-build-data-apps-activity-7289945363237543936-GCiT?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>In 2025, Analytics Engineers will build Data-Apps</h3>
+
+            <p>Technologies make roles change.
+
+Since the rise of cloud data-warehouses and the birth of dbt, data engineers don’t......</p>
+
+            <p class="footer">2025-01-28 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigfunctions-activity-7288236835531591680-V3vC?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Have you met Timo?</h3>
+
+            <p>👉  To me, Timo Dechau creates some of the best content about Product Analytics.
+
+I've been following him for two......</p>
+
+            <p class="footer">2025-01-23 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2025-01-23_have_you_met_timo" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/timo-dechau_a-while-ago-i-wanted-a-daily-slack-update-activity-7288154281738661888-qSGG?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>A while ago, I wanted a daily Slack update on which kind of content was most viewed yesterday. It's nothing serious,...</h3>
+
+            <p>Luckily, I had just recorded a hands-on session with Paul Marcombes about BigFunctions. And we discussed exactly......</p>
+
+            <p class="footer">2025-01-23 • Timo Dechau</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_beyond-sql-as-a-pure-database-syntax-activity-7285925077592801280-eXXV?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>📢 I'm pleased to share the latest article by Benoit Pimpaud about BigFunctions!</h3>
+
+            <p>His article, "Beyond SQL as a Pure Database Syntax," really captures what we're trying to achieve.
+
+I'm happy with......</p>
+
+            <p class="footer">2025-01-17 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/pimpaudben_beyond-sql-as-a-pure-database-syntax-activity-7285716946547834880-TRtB?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>I recently explored SQL's limitations for analytics in a talk and in my writing, and I stand by these limits 🌶️</h3>
+
+            <p>But I recently realized that SQL's syntax isn't the real problem. The core issue lies in its underlying semantics –......</p>
+
+            <p class="footer">2025-01-16 • Benoit Pimpaud</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_whats-up-for-me-in-2025-more-open-source-activity-7285312281217753088-Eik8?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>What's up for me in 2025 👉 MORE Open-Source Data Products! 🤗</h3>
+
+            <p>🔹 2024
+In 2024, I built 4 Open-Source Data Apps:
+
+-  bigfunctions
+-  airbyte-serverless
+-  catalog-builder
+- ......</p>
+
+            <p class="footer">2025-01-15 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2025-01-15_whats_up_for_me_in_2025__more_opensource_data_prod" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_unifying-analytics-platform-what-if-you-activity-7284860745152888832-AXhL?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Unifying Analytics Platform: what if you could have one tool to load, transform and activate data?</h3>
+
+            <p>I had a great talk this morning with Burak, CEO of Bruin at DATANOSCO podcast from Stéphane.
+
+
+Burak shared his......</p>
+
+            <p class="footer">2025-01-14 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2025-01-14_unifying_analytics_platform_what_if_you_could_have" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/burakkarakan_all-in-one-data-platform-with-configuration-activity-7283080790899347456-gDLX?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>I am honored to get such high praise from the creator of BigFunctions!</h3>
+
+            <p>Thanks a lot for the kind words Paul, great to see our vision fits into what you would expect to see as well.
+
+We......</p>
+
+            <p class="footer">2025-01-09 • Burak Karakan</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_all-in-one-data-platform-with-configuration-activity-7282697551185645568-X-Io?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>All-in-one data-platform with configuration files. Why I love Bruin vision:</h3>
+
+            <p>1/ Modern-Data-Stack limitations
+Modern-data-stack brought data tooling for any data service:
+
+- Fivetran for......</p>
+
+            <p class="footer">2025-01-08 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_how-to-stay-fast-in-a-bigger-companyheres-activity-7282339879840059392-mwA4?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>How to stay fast in a bigger company? Here's what I learnt during the last decade:</h3>
+
+            <p>I started working 13 years ago in medical imaging.
+We were 5 people in the company.
+We built ultrasound scanners......</p>
+
+            <p class="footer">2025-01-07 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/sabrikaragonen_just-tried-something-really-amazing-with-ugcPost-7282078262535634945-yNHJ?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Just tried something really amazing with BigFunctions by Paul Marcombes.</h3>
+
+            <p>BigFunctions lets you use Python functions directly in BigQuery, and thanks to its prebuilt functions, you can even......</p>
+
+            <p class="footer">2025-01-06 • Sabri Karagönen</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2025-01-06_just_tried_something_really_amazing_with_bigfuncti" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/forward-data-conference_unlock-new-sql-capabilities-with-bigfunctions-activity-7280187059258986496-ImgG?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>🎯 Premier Replay de l'année : on démarre 2025 avec style !</h3>
+
+            <p>Les nouvelles capacités SQL avec BigFunctions !
+
+• Découvrez comment simplifier vos requêtes complexes
+• Explorez......</p>
+
+            <p class="footer">2025-01-01 • Forward Data Conference</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_static-bi-is-going-to-be-huge-heres-why-activity-7275408288698044416-vi6r?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Static BI is going to be huge!  Here's why I am VERY excited 🤯:</h3>
+
+            <p>Static BI is about creating interactive dashboards on top of Parquet files.
+
+It's trending since we can run duckdb......</p>
+
+            <p class="footer">2024-12-19 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-12-19_static_bi_is_going_to_be_huge__heres_why_i_am_very" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_ga4-data-is-known-to-be-hard-to-explore-in-activity-7275053475732885504-juY1?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>GA4 data is known to be hard to explore in BigQuery. But this will change:</h3>
+
+            <p>Ali Izadi built dozens of handy SQL queries to cover areas like 𝗲𝘃𝗲𝗻𝘁, 𝘀𝗲𝘀𝘀𝗶𝗼𝗻, 𝗮𝗻𝗱 𝘂𝘀𝗲𝗿 𝘀𝗰𝗼𝗽𝗲 𝗮𝗻𝗮𝗹𝘆𝘀𝗶𝘀, 𝙚𝙘𝙤𝙢𝙢𝙚𝙧𝙘𝙚......</p>
+
+            <p class="footer">2024-12-18 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-12-18_ga4_data_is_known_to_be_hard_to_explore_in_bigquer" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_how-do-you-re-use-logic-in-bigquery-i-activity-7274361367212523520-DhQO?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>How do you re-use logic in BigQuery?</h3>
+
+            <p>I often need to get the Net Promoter Score from customer surveys.
+
+
+The formula is "% promoters - %......</p>
+
+            <p class="footer">2024-12-16 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-12-16_how_do_you_reuse_logic_in_bigquery" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_mkdocs-or-docusaurus-to-build-your-data-documentation-activity-7274143684432945152-ek0W?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Mkdocs or docusaurus to build your data documentation website?</h3>
+
+            <p>Both tools are used by millions of developers everyday to deploy their documentation website.
+
+Which one to......</p>
+
+            <p class="footer">2024-12-15 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_geocode-an-address-in-bigquery-using-datagouvfr-activity-7273316555021549569-O7Sh?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Geocode an address in bigquery using data.gouv.fr</h3>
+
+            <p>You want to get the latitude and longitude from an address for:
+
+-  finding the nearest point of sale for a......</p>
+
+            <p class="footer">2024-12-13 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-12-13_geocode_an_address_in_bigquery_using_datagouvfr" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_sql-is-all-you-need-activity-7272924394576855040-5kvi?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Introducing the SQL Declarative-Data-Stack!</h3>
+
+            <p>Modern Data Stack have tools to do everything with data.
+
+Everything EXCEPT custom stuff.
+
+➜ you end up with a ton......</p>
+
+            <p class="footer">2024-12-12 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/sspaeti_declarativedatastack-ugcPost-7272906911648268288-u7sN?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>I aim to build and define the data stack with a "single function", including the entire data engineering lifecycle,...</h3>
+
+            <p>```
+run_stack(
+  serve(
+    template='github://covid/covid_dashboard.md',
+    data=transform(
+      {
+        'groupb......</p>
+
+            <p class="footer">2024-12-12 • Simon Späti</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-12-12_i_aim_to_build_and_define_the_data_stack_with_a_si" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_dbt-models-as-api-endpoints-activity-7270338616273391616-CbTS?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>How to expose dbt models as API endpoints:</h3>
+
+            <p>If your microservices could consume your dbt models with low latency, you'd unlock great use cases:
+
+⇨  content......</p>
+
+            <p class="footer">2024-12-05 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_expose-your-dbt-models-as-an-api-with-a-simple-activity-7270053513622110208-TaZT?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Expose your dbt models as an api with a simple dbt hook.</h3>
+
+            <p>This morning with Hachem LATRACH from Nickel  we were at API Days Paris.
+
+We explained several use cases where YOU......</p>
+
+            <p class="footer">2024-12-04 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-12-04_expose_your_dbt_models_as_an_api_with_a_simple_dbt" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/balazsvajna_bigquery-googletrends-searchconsole-activity-7269979999682666496-f3v7?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>These days I write a lot about getting data from various different digital platforms into BigQuery*. The GA4 native...</h3>
+
+            <p>But there is even more. BigFunctions by Unytics offers even more extremely convenient ways to bring data into......</p>
+
+            <p class="footer">2024-12-04 • Balazs Vajna</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-12-04_these_days_i_write_a_lot_about_getting_data_from_v" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_speaking-with-data-people-is-always-full-activity-7269723948416696320-2DFX?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Speaking with data-people is always full of surprises.</h3>
+
+            <p>I like to chat with data-people from anywhere to get inspiration for my work or my side projects.
+
+Today at......</p>
+
+            <p class="footer">2024-12-03 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-12-03_speaking_with_datapeople_is_always_full_of_surpris" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_i-was-impressed-by-sherloq-this-week-sherloq-activity-7268176634438893568-j6Xt?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>I was impressed by Sherloq this week.</h3>
+
+            <p>Sherloq is a tool to organize and share your SQL queries.
+
+What caught my eye is the UX:
+
+>  It feels like an......</p>
+
+            <p class="footer">2024-11-29 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-11-29_i_was_impressed_by_sherloq_this_week" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_self-served-data-analysts-are-much-more-impactful-activity-7267805672975564800-vlCQ?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Self-served data-analysts are much more impactful. Here’s why:</h3>
+
+            <p>We often talk about self-service analytics.
+
+It’s a way to democratize data access in a company. It focuses on all......</p>
+
+            <p class="footer">2024-11-28 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_text-to-sql-may-not-be-the-answer-for-self-activity-7267466431506571264-ZiVe?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Text to SQL may not be the answer for self service analytics.</h3>
+
+            <p>Text to SQL is great as a coding assistant for Data Analysts.
+
+But it won’t help for business people to get trusted......</p>
+
+            <p class="footer">2024-11-27 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigfunctions-is-a-framework-like-dbt-to-supercharge-activity-7266818186103214080-zFFk?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>BigFunctions is a framework like dbt to supercharge your data-warehouse:</h3>
+
+            <p>1/
+- functions are deployed in yaml
+- dbt models are declared in yaml/sql.
+
+2/
+- functions are tested and deployed......</p>
+
+            <p class="footer">2024-11-25 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-11-25_bigfunctions_is_a_framework_like_dbt_to_supercharg" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_its-been-2-years-i-publish-on-linkedin-activity-7266538870266114048-Xv18?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>It’s been 2 years I publish on LinkedIn. But I never introduced myself. 5 things you don’t know about me:</h3>
+
+            <p>1. I am father of 3 children of age 3, 8 and 10.
+
+2. I started gymnastics 2 months ago. It feels like die and retry.......</p>
+
+            <p class="footer">2024-11-24 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigfunctions-activity-7262007470632390656-8UJm?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Well, I’m nowhere near Kestra and their 10000+ stars,</h3>
+
+            <p>But it makes me something to have reached 600 ⭐️ with bigfunctions today 🥹
+
+Slowly but surely.
+
+Huge Thanks to the......</p>
+
+            <p class="footer">2024-11-12 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-11-12_well_im_nowhere_near_kestra_and_their_10000_stars" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_unify-batch-real-time-in-data-at-nickel-activity-7260557938962894848-PBK9?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Unify batch / real time in data 🤝</h3>
+
+            <p>At Nickel, we've built a configurable data engine:
+
+✅ that allows data analysts to deploy algorithms
+✅ in batch or......</p>
+
+            <p class="footer">2024-11-08 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_sqlmesh-vs-dbt-i-bet-for-sqlmesh-simply-activity-7260195572647624706-Iwj3?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>sqlmesh vs dbt?</h3>
+
+            <p>I bet for sqlmesh.
+
+
+Simply because sqlmesh paid product does not compete with their open-source product. It’s......</p>
+
+            <p class="footer">2024-11-07 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-11-07_sqlmesh_vs_dbt" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_la-data-en-temps-r%C3%A9el-chez-nickel-activity-7259852897339719680-dJdG?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Unifions le batch / temps réel dans la data 🤝</h3>
+
+            <p>Chez Nickel on a construit un moteur de calculs data configurable:
+
+✅  qui permet aux data-analystes de déployer des......</p>
+
+            <p class="footer">2024-11-06 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/iziday_nickel-les-avantages-dune-plateforme-de-activity-7259841611243646979-9713?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>🎧 NOUVEAU PODCAST DISPONIBLE !</h3>
+
+            <p>Dans cet épisode, nous avons le plaisir de recevoir Paul Marcombes, Head of Data chez Nickel, afin d'échanger sur la......</p>
+
+            <p class="footer">2024-11-06 • iziday</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/forward-data-conference_speaker-announcement-were-thrilled-to-activity-7256571649079095296-i8RR?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>[SPEAKER ANNOUNCEMENT] We're thrilled to announce that Paul Marcombes from Nickel will be speaking at the Forward...</h3>
+
+            <p>Paul is Head of Data at Nickel, and will how to unlock new SQL capabilities with BigFunctions, a framework for......</p>
+
+            <p class="footer">2024-10-28 • Forward Data Conference</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-10-28_speaker_announcement_were_thrilled_to_announce_tha" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/hymaia_comment-nickel-transforme-son-entreprise-activity-7255587097636474881-cjXW?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>[Replay du vendredi] Comment Nickel transforme son entreprise grâce à l'IA</h3>
+
+            <p>🚀 Paul Marcombes, Head of Data de Nickel, présente comment l'entreprise utilise l'IA pour améliorer l’expérience......</p>
+
+            <p class="footer">2024-10-25 • Hymaïa</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/antgiraud_bigfunctions-activity-7251856908347699202-2UBB?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>👨‍🔧 New BigFunctions : load_file(url, file_type, destination_table, options)</h3>
+
+            <p>> Download web file into destination_table in BigQuery with SQL
+
+Under the BigFunctions hood : DuckDB & Ibis......</p>
+
+            <p class="footer">2024-10-15 • Antoine Giraud</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-10-15__new_bigfunctions__loadfileurl_filetype_destinatio" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_do-you-have-a-lot-of-text-data-categorize-activity-7247911268727029760-4kiA?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Do you have a lot of text data? ➜ Categorize it! ✨</h3>
+
+            <p>The easiest way to get a holistic view of your text data is to categorize it.
+
+You'll instantly get:
+
+➜ the main......</p>
+
+            <p class="footer">2024-10-04 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-10-04_do_you_have_a_lot_of_text_data__categorize_it_" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_easiest-way-to-get-a-public-csv-file-into-activity-7245098813319712768-sJL3?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Easiest way to Get a Public CSV file into BigQuery 📝</h3>
+
+            <p>I had great fun to do live coding with Javier de la Torre from CARTO.
+
+Within 20 minutes we could deploy this......</p>
+
+            <p class="footer">2024-09-26 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-09-26_easiest_way_to_get_a_public_csv_file_into_bigquery" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-googlecloud-activity-7244970986381479937-CASX?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Extract Webpage Data with SQL 🌐!</h3>
+
+            <p>Get structured data.
+
+Directly from webpages.
+
+Into your data-warehouse.
+
+Using a prompt embedded in a SQL......</p>
+
+            <p class="footer">2024-09-26 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-09-26_extract_webpage_data_with_sql_" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/antgiraud_bigfunctions-powerbi-bigquery-activity-7244239220641251330-RBda?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>👨‍🔧 New contribution to BigFunctions : `refresh_powerbi`</h3>
+
+            <p>This function let you launch a PowerBI semantic model (dataset) refresh 📊
+from BigQuery in SQL
+
+Documentation here
+👉......</p>
+
+            <p class="footer">2024-09-24 • Antoine Giraud</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-09-24__new_contribution_to_bigfunctions__refreshpowerbi" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_noabrinstallabrneeded-bigfunctions-bigquery-activity-7242862602559655937-CSQU?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Converse with your User Feedbacks inside BigQuery ✨💬</h3>
+
+            <p>Gen AI features provides new dimensions for data-analysis.
+
+You can:
+- Transform any text such as user feedbacks......</p>
+
+            <p class="footer">2024-09-20 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-09-20_converse_with_your_user_feedbacks_inside_bigquery_" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_lida-opendataqna-conversationalanalytics-activity-7242134012910014465-3fUN?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>I just tried the brand new Conversational Analytics from Looker Studio. Here's 👇 what I learnt</h3>
+
+            <p>All BI teams are working hard to enable users to get insights from natural language questions.
+
+Looker Studio is no......</p>
+
+            <p class="footer">2024-09-18 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-09-18_i_just_tried_the_brand_new_conversational_analytic" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_i-am-stunned-by-the-quality-of-this-genai-activity-7240717718746730497-mUi9?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>I am stunned by the quality of this genAI created podcast 😲</h3>
+
+            <p>I just gave NotebookLM (a new tool made available by google) two urls from BigFunctions website.
+
+And here is the......</p>
+
+            <p class="footer">2024-09-14 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_data-analysis-is-structured-data-enough-activity-7240278912491028480-8U4A?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Data Analysis: Is Structured Data Enough?</h3>
+
+            <p>You can be the greatest data-analyst, you will never be able to uncover an insight for which you don't have the......</p>
+
+            <p class="footer">2024-09-13 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-09-13_data_analysis_is_structured_data_enough" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_surface-the-search-behind-the-rag-retrieval-activity-7239892809229504513-MxIu?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Surface the search behind the RAG 🔎 !</h3>
+
+            <p>Retrieval Augmented Generation is one of the best way to get started with GenAI in a company.
+
+Mathilde Gorieu made......</p>
+
+            <p class="footer">2024-09-12 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-09-12_surface_the_search_behind_the_rag__" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_lets-talk-about-nickel-genai-use-cases-at-activity-7239181414254931968-aFPz?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Let's talk about Nickel GenAI use cases at Google Paris Office!</h3>
+
+            <p>With Mathilde Gorieu we're going to share today what we've learned at Nickel while implementing several RAG use......</p>
+
+            <p class="footer">2024-09-10 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-09-10_lets_talk_about_nickel_genai_use_cases_at_google_p" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/masthead-data_bigquery-champions-level-up-your-data-activity-7232297664124514305-q54g?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>🦸 BigQuery Champions, Level Up Your Data Work with BigFunctions!</h3>
+
+            <p>Data engineers, are you tired of manually building and managing BigQuery functions?
+BigFunctions is revolutionizing......</p>
+
+            <p class="footer">2024-08-22 • Masthead Data</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-activity-7224670243372109825-hlMZ?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Refresh a Tableau Workbook with a SQL command</h3>
+
+            <p>dbt provides post-hooks.
+
+Post-hooks are SQL queries that run after model creation.
+
+Refresh_tableau is a function......</p>
+
+            <p class="footer">2024-08-01 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-08-01_refresh_a_tableau_workbook_with_a_sql_command" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/ethanaaron_the-stuff-no-one-will-tell-you-about-running-activity-7224048593538560002-dICF?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>The stuff no one will tell you about running a data team:</h3>
+
+            <p>1. You'll might need to say NO to more stuff
+2. You can say NO to more stuff
+3. You should say NO to more stuff
+4.......</p>
+
+            <p class="footer">2024-07-30 • Ethan Aaron</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-activity-7223583106891485184-U5-Y?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Put the right label to a value</h3>
+
+            <p>Available to anyone in BigQuery
+
+Thanks Bartosz Figas for this great contribution to BigFunctions.
+
+Function doc:......</p>
+
+            <p class="footer">2024-07-29 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-07-29_put_the_right_label_to_a_value" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigfunctions-airbyte-bigquery-activity-7222133476475498496-W_BK?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Load data from 250+ Sources with a single SQL query!</h3>
+
+            <p>`get_data` bigfunction is available in BigQuery.
+
+It loads data from your favorite SAAS.
+
+No install is needed.
+
+It......</p>
+
+            <p class="footer">2024-07-25 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-07-25_load_data_from_250_sources_with_a_single_sql_query" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_banktech-day-organis%C3%A9-par-finance-innovation-activity-7203679225927647232-xdKo?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>BankTech Day organisé par Finance Innovation se déroulera le 13 juin 2024 au Cloud Business Center !</h3>
+
+            <p>Je participerai à l'atelier : L'Expérience client à l’ère de la data : banques & fintechs en quête......</p>
+
+            <p class="footer">2024-06-04 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-06-04_banktech_day_organis_par_finance_innovation_se_dro" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-googlecloud-activity-7201971338377351168-DqGn?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Stop struggling with nested JSON in BigQuery! 🤼‍♂️ Flatten your data 🚀</h3>
+
+            <p>Tired of endlessly navigating nested fields in your JSON data? 😩
+You're not alone. It's like searching for a needle......</p>
+
+            <p class="footer">2024-05-30 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-05-30_stop_struggling_with_nested_json_in_bigquery__flat" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-airbyte-bigfunctions-activity-7201509980221358080-zBHb?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Loading data into BigQuery should be as simple as a SQL query 👅 !</h3>
+
+            <p>Airbyte built awesome open-source connectors to move data into your warehouse.
+
+
+What if we could run them via a......</p>
+
+            <p class="footer">2024-05-29 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-05-29_loading_data_into_bigquery_should_be_as_simple_as_" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_supercharge-bigquery-with-bigfunctions-activity-7199683895712202753-lP_-?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Build your own catalog of BigQuery functions 🌌</h3>
+
+            <p>I like this article from Jake Holmquist ☁️ as it describes the two sides of bigfunctions:
+
+➡️ Effortless access to......</p>
+
+            <p class="footer">2024-05-24 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-dataengineering-activity-7197166459716804608-DvLS?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Getting public data into BigQuery has never been easier ☀️</h3>
+
+            <p>Thanks to remote functions, you can get data from any website into BigQuery with a simple SQL query 🤗
+
+Here is an......</p>
+
+            <p class="footer">2024-05-17 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-05-17_getting_public_data_into_bigquery_has_never_been_e" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-dataanalysis-activity-7196774410429579264-M-xW?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>It's been a while since I've been this excited about a BigQuery function! 🎢</h3>
+
+            <p>You can ask any question to the user reviews of an app (from the app store). 😮
+
+1️⃣  The last 500 reviews are......</p>
+
+            <p class="footer">2024-05-16 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-05-16_its_been_a_while_since_ive_been_this_excited_about" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigfunctions-now-supports-udaf-user-defined-activity-7195744263567990785-35Kt?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Great contribution to BigFunctions 👏 Axel Thevenot.</h3>
+
+            <p>You made my day by adding support to UDAF + adding this great function.
+
+🙌
+...</p>
+
+            <p class="footer">2024-05-13 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_dataengineering-airbyte-activity-7169280585352335360-LVkv?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>I am quite excited with PyAirbyte 😲  (Airbyte connectors available from python)</h3>
+
+            <p>Airbyte (the leading open-source solution to move your data to your data-warehouse) finally released their......</p>
+
+            <p class="footer">2024-03-01 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-03-01_i_am_quite_excited_with_pyairbyte___airbyte_connec" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_datanalytics-analyticsengineering-dataengineering-activity-7160542653451816961-8PmJ?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>What is a Staff Analytics-Engineer and why we need them?</h3>
+
+            <p>Embed data-people in teams to scale
+
+One way to scale data analysis is to embed data people in teams, tribes,......</p>
+
+            <p class="footer">2024-02-06 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-02-06_what_is_a_staff_analyticsengineer_and_why_we_need_" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-dataanalysis-activity-7155903739478904832-9W9m?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>What if data-analysts could take actions themselves 🏀?</h3>
+
+            <p>We had a great presentation from Tangi Gouez and Manuel Cellier from Dashlane last week at Nickel. They told us......</p>
+
+            <p class="footer">2024-01-24 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-01-24_what_if_dataanalysts_could_take_actions_themselves" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-bigframes-activity-7155499433772666881-kkur?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>When to use BigQuery Dataframes over SQL ?</h3>
+
+            <p>Querying your BigQuery data in SQL is very natural and efficient but you want to use BigQuery Dataframes (aka......</p>
+
+            <p class="footer">2024-01-23 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2024-01-23_when_to_use_bigquery_dataframes_over_sql_" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-gcp-activity-7143510443934826497-O2bg?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Get the Country of an IP address in BigQuery 🌐👀</h3>
+
+            <p>Execute this query in your BigQuery :
+
+select bigfunctions.eu.ip2country('152.216.7.110')
+
+It will tell you the IP......</p>
+
+            <p class="footer">2023-12-21 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-12-21_get_the_country_of_an_ip_address_in_bigquery_" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_airbyte-serverless-dataengineering-activity-7141404312785604608-a-lI?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Moving data to your Data-Warehouse has never been easier 🏌‍♂️  !</h3>
+
+            <p>Every data project starts with moving data from different sources to your data-warehouse for analysis. To this end,......</p>
+
+            <p class="footer">2023-12-15 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-12-15_moving_data_to_your_datawarehouse_has_never_been_e" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/aleksandr-ignatenko_bigquery-sql-bigfunctions-activity-7141037483680591875-5PST?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>BigFunctions - steroids for BigQuery</h3>
+
+            <p>If you're not familiar with or not using BigFunctions, be sure to check out the documentation – it's worth it.......</p>
+
+            <p class="footer">2023-12-14 • Alex Ignatenko</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-12-14_bigfunctions__steroids_for_bigquery" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-dataengineering-activity-7141003906012082176-rCxd?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Testing Gemini, Google's latest AI model, from BigQuery</h3>
+
+            <p>Excited to explore Google's latest AI model, I compared Gemini with other Google AI models using the 'ask_ai'......</p>
+
+            <p class="footer">2023-12-14 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-12-14_testing_gemini_googles_latest_ai_model_from_bigque" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/axel-thevenot_bigquery-dataengineering-analytics-activity-7139876215447785472-tld3?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>BigQuery: Array Union & Array Intersect now at your fingertips! 🐣</h3>
+
+            <p>BigFunctions has just release two easy but useful functions to obtain the union and/or intersection of two......</p>
+
+            <p class="footer">2023-12-11 • Axel Thevenot</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-12-11_bigquery_array_union__array_intersect_now_at_your_" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_%F0%9D%97%A6%F0%9D%97%94%F0%9D%97%A9%F0%9D%97%98-%F0%9D%97%A7%F0%9D%97%9B%F0%9D%97%98-%F0%9D%97%97%F0%9D%97%94%F0%9D%97%A7%F0%9D%97%98-rejoignez-nous-activity-7138204518353203202-Pwuk?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Want a demo of Serverless Data Pipelines?</h3>
+
+            <p>✅  Move data with Airbyte Serverless
+✅  Transform it with dbt
+✅  Orchestrate with Google Workflows
+
+
+Airbyte is......</p>
+
+            <p class="footer">2023-12-06 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-gcp-activity-7133848847801290753--ebl?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Extract info from a phone number in BigQuery 📱👀</h3>
+
+            <p>Execute this query in your BigQuery :
+
+select bigfunctions.eu.phone_number_info('+33123456789', null)
+
+and you'll......</p>
+
+            <p class="footer">2023-11-24 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-11-24_extract_info_from_a_phone_number_in_bigquery_" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_data-catalog-is-key-for-your-data-mesh-strategy-activity-7133393773518053376-weGa?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Data catalog is key for your data-mesh strategy. Why building vs buying?</h3>
+
+            <p>I was at a (great) c2c event last night and I realized two things:
+
+1️⃣ Without a good catalog, your data-mesh......</p>
+
+            <p class="footer">2023-11-23 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-11-23_data_catalog_is_key_for_your_datamesh_strategy_why" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/google-cloud_famous-assists-lionel-messi-with-argentina-ugcPost-7128849050732244993-J8TK?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Famous assists:</h3>
+
+            <p>⚽ Lionel Messi with Argentina
+👠 Andy Sachs with Miranda Priestly
+🇺🇸 Gary Walsh with Selina Meyer
+☁️ Duet AI with......</p>
+
+            <p class="footer">2023-11-10 • Google Cloud</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-dataengineering-activity-7122832228438478848-POer?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Here’s what I do when I can’t find a BigQuery function to solve a problem 👇</h3>
+
+            <p>Yesterday, again, I needed to do a transform for which 𝗜 𝗰𝗼𝘂𝗹𝗱 𝗻𝗼𝘁 𝗳𝗶𝗻𝗱 𝗮𝗻𝘆 𝗻𝗮𝘁𝗶𝘃𝗲 𝗕𝗶𝗴𝗤𝘂𝗲𝗿𝘆 𝗳𝘂𝗻𝗰𝘁𝗶𝗼𝗻. 🧐 (decode......</p>
+
+            <p class="footer">2023-10-25 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-10-25_heres_what_i_do_when_i_cant_find_a_bigquery_functi" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/khuyen-tran-1401_if-you-want-to-build-a-web-app-seamlessly-ugcPost-7119688114297597952-CP2u?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>If you want to build a web app seamlessly within your Jupyter Notebook, use Mercury.</h3>
+
+            <p>Link to Mercury: https://lnkd.in/gpV3Sqk3
+...</p>
+
+            <p class="footer">2023-10-16 • Khuyen Tran</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_github-unyticsairbyteserverless-airbyte-activity-7118520351256391680-mRFa?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Introducing Airbyte-Serverless for Airbyte & Serverless lovers ❤️</h3>
+
+            <p>Airbyte is a must-have in your data-stack with its 𝗰𝗮𝘁𝗮𝗹𝗼𝗴 𝗼𝗳 𝗼𝗽𝗲𝗻-𝘀𝗼𝘂𝗿𝗰𝗲 𝗰𝗼𝗻𝗻𝗲𝗰𝘁𝗼𝗿𝘀 𝘁𝗼 𝗺𝗼𝘃𝗲 𝘆𝗼𝘂𝗿 𝗱𝗮𝘁𝗮 𝗳𝗿𝗼𝗺 𝗮𝗻𝘆......</p>
+
+            <p class="footer">2023-10-13 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_github-unyticsairbyteserverless-airbyte-activity-7117595324566626305-XLjT?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Introducing Airbyte-Serverless for Airbyte & Serverless lovers ❤️</h3>
+
+            <p>Airbyte is a must-have in your data-stack with its 𝗰𝗮𝘁𝗮𝗹𝗼𝗴 𝗼𝗳 𝗼𝗽𝗲𝗻-𝘀𝗼𝘂𝗿𝗰𝗲 𝗰𝗼𝗻𝗻𝗲𝗰𝘁𝗼𝗿𝘀 𝘁𝗼 𝗺𝗼𝘃𝗲 𝘆𝗼𝘂𝗿 𝗱𝗮𝘁𝗮 𝗳𝗿𝗼𝗺 𝗮𝗻𝘆......</p>
+
+            <p class="footer">2023-10-10 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_lessismore-data-activity-7117433624060116992-cqi9?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>You probably have too many dashboards…</h3>
+
+            <p>… how do you want people to find the information they need from this overcrowded space 🧐?
+
+
+At Nickel, since we had......</p>
+
+            <p class="footer">2023-10-10 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-10-10_you_probably_have_too_many_dashboards" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-finops-gcp-activity-7115977007707893761-B_SO?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Rule № 1️⃣ for reducing BigQuery costs:</h3>
+
+            <p>The best data is the data you don’t store!
+
+- I just deleted 3433 tables.
+- And I instantly felt way better. 🤗
+-......</p>
+
+            <p class="footer">2023-10-06 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-10-06_rule__1_for_reducing_bigquery_costs" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_dbt-finops-activity-7115625411715178497-H-kI?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Beware of dbt tests…. your money may disappear 💸</h3>
+
+            <p>At Nickel, as dbt jobs costs kept rising we decided to take action. ☝️
+
+This is when the great Rémi BENOIST  decided......</p>
+
+            <p class="footer">2023-10-05 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-10-05_beware_of_dbt_tests_your_money_may_disappear_" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-gcp-googlecloud-activity-7115268234395676672-GCtj?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>From 1400 $ to 1 $ a month 👉 my best BigQuery optimization 🤑</h3>
+
+            <p>If you are into reducing BigQuery costs you may have already explored:
+1️⃣ partitioning your tables
+2️⃣ requiring a......</p>
+
+            <p class="footer">2023-10-04 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-10-04_from_1400__to_1__a_month__my_best_bigquery_optimiz" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_composable-cdp-are-dead-long-live-data-warehouse-activity-7108467280665042945-oQUj?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Composable CDP are dead, long live Data-Warehouse Connected Products 🔌?</h3>
+
+            <p>It makes no sense to waste effort building a 360° Customer View several times over with several tools. 🧐
+
+That's how......</p>
+
+            <p class="footer">2023-09-15 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-09-15_composable_cdp_are_dead_long_live_datawarehouse_co" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_self-service-r%C3%AAve-ou-r%C3%A9alit%C3%A9-cest-activity-7094969227513626624-yTga?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Tout sur le self-service analytics ou l’autonomie dans l’analyse de données.</h3>
+
+            <p>A écouter sur la plage ou au bord de la piscine sans modération.
+
+Je retiens de cette discussion avec Christophe......</p>
+
+            <p class="footer">2023-08-09 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-to-datastore-via-remote-functions-activity-7086646820033945600-Kqtg?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Data-Engineering practices are changing!</h3>
+
+            <p>I love this very educational video from Richard Shenghua (升华) He which explains how a SQL query can export BigQuery......</p>
+
+            <p class="footer">2023-07-17 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-dataengineering-activity-7076847468805550080-sENE?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Expose your BigQuery data in a real-time database from `dbt` 💎</h3>
+
+            <p>BigQuery is perfect for massive calculations, but is not designed to obtain key-value data very quickly.
+
+And in the......</p>
+
+            <p class="footer">2023-06-20 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-06-20_expose_your_bigquery_data_in_a_realtime_database_f" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-dataengineering-activity-7075409796245381120-PIaU?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Run any python code in BigQuery  🐍</h3>
+
+            <p>When Axel Thevenot from Devoteam came to me and told me:
+👉 ❝ What if we had a function capable of executing any......</p>
+
+            <p class="footer">2023-06-16 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-06-16_run_any_python_code_in_bigquery__" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-dataengineering-activity-7072497509008334848-TNy6?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Sync any dbt model into Google Sheet at `dbt run`  👌</h3>
+
+            <p>Keep your finance team updated ✅ (or any other spreadsheet-lover ❤️) !
+
+Thanks to dbt post-hooks and the brand-new......</p>
+
+            <p class="footer">2023-06-08 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-06-08_sync_any_dbt_model_into_google_sheet_at_dbt_run__" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-gcp-activity-7067172657221263360-cJaZ?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>😲 Ask Questions to BigQuery in English  !</h3>
+
+            <p>Every BigQuery user can NOW ask questions over their data in English.
+
+The BigQuery function 'ask_my_data' converts......</p>
+
+            <p class="footer">2023-05-24 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-05-24__ask_questions_to_bigquery_in_english__" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-dataengineering-activity-7064560205765693440-aIbv?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Generating PDF invoices from BigQuery  📄</h3>
+
+            <p>You want to generate PDF files from BigQuery to:
+
+1️⃣ Generate custom PDF reports with data
+2️⃣ Generate customized......</p>
+
+            <p class="footer">2023-05-17 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-05-17_generating_pdf_invoices_from_bigquery__" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_palm2-bigquery-bigfunctions-activity-7062713193789300736-YU2h?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Generative AI is available in BigQuery and I just learned two things 🧠</h3>
+
+            <p>Google released new language models paLM2 this wednesday and I could not wait to add a bigquery integration. 😊
+
+👉......</p>
+
+            <p class="footer">2023-05-12 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-05-12_generative_ai_is_available_in_bigquery_and_i_just_" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-excel-report-the-easy-way-activity-7061995791602606080-hp60?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>BigQuery Excel Report in your inbox ➜ the easy way!</h3>
+
+            <p>Sending a BigQuery table as an Excel file to your team simply requires the execution of a SQL query 👀.
+
+(Thanks to......</p>
+
+            <p class="footer">2023-05-10 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-activity-7059821460420235264-jpDf?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Zero-ETL in BigQuery: there is More ➕</h3>
+
+            <p>Did you know you can query any API from BigQuery 👀?
+
+
+
+By enabling data-practitioners to query data-sources without......</p>
+
+            <p class="footer">2023-05-04 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-05-04_zeroetl_in_bigquery_there_is_more_" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-activity-7059096700816089091-8N06?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Sending Slack notifications from BigQuery 💬</h3>
+
+            <p>👀 Guillaume Pivette from Neoxia just created a new function to send Slack messages with a simple BigQuery SQL query......</p>
+
+            <p class="footer">2023-05-02 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-05-02_sending_slack_notifications_from_bigquery_" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-activity-7057647104319442944-qEzb?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Sending notifications from BigQuery 💌</h3>
+
+            <p>Sending Google Chat notifications from BigQuery has never been easier.
+
+👉 Shivam Singh created a simple BigQuery......</p>
+
+            <p class="footer">2023-04-28 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-04-28_sending_notifications_from_bigquery_" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-activity-7056559998029418496-sTRi?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Generate fake data in BigQuery</h3>
+
+            <p>While working in a non-production environment you may want to generate fake data for testing purposes.
+
+Shivam Singh......</p>
+
+            <p class="footer">2023-04-25 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-04-25_generate_fake_data_in_bigquery" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-activity-7054363025339736064-zRQf?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>De-identifying text in BigQuery</h3>
+
+            <p>ELT has a drawback over ETL.
+
+As you get data without transform from your sources into you warehouse, (using......</p>
+
+            <p class="footer">2023-04-19 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-04-19_deidentifying_text_in_bigquery" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigfunctions-data-activity-7052963262488797184-BO1B?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Celebrating 🥳 10 contributors to help data practicioners</h3>
+
+            <p>When I launched bigfunctions, an open-source product to help data analysts not reinvent the wheel, I wasn't even......</p>
+
+            <p class="footer">2023-04-15 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-04-15_celebrating__10_contributors_to_help_data_practici" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_snowflake-bigfunctions-bigquery-activity-7052364212555173889-y7aH?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Tonight I met Felipe Hoffa from snowflake</h3>
+
+            <p>Felipe Hoffa inspired me for a long time by writing content about data-warehousing and in particular:
+👉 how to......</p>
+
+            <p class="footer">2023-04-13 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-04-13_tonight_i_met_felipe_hoffa_from_snowflake" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunction-activity-7051947091337596928-FTwe?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>5 reasons why you want to use this bigquery function</h3>
+
+            <p>1️⃣ Check that addresses exist
+2️⃣ Clean up typos in addresses
+3️⃣ Get address hierarchy with address components
+4️⃣......</p>
+
+            <p class="footer">2023-04-12 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-04-12_5_reasons_why_you_want_to_use_this_bigquery_functi" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-activity-7051519957183913984-yr4J?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>ELT replaced ETL</h3>
+
+            <p>Most transformations are now performed in SQL in the data warehouse. For specific needs such as parsing xml data,......</p>
+
+            <p class="footer">2023-04-11 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-04-11_elt_replaced_etl" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_data-realtime-dataanalysts-activity-7041808042627092480-pXPO?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Les data-analysts ne devraient pas se contenter de faire des analyses de données pour obtenir des insights.</h3>
+
+            <p>@Data-Analysts,
+🚀 Impactez directement l'experience utilisateur avec des algos data. 🚀
+
+
+Je ne suis pas peu fier......</p>
+
+            <p class="footer">2023-03-15 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2023-03-15_les_dataanalysts_ne_devraient_pas_se_contenter_de_" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigfunctions-bigquery-activity-7011289613080100865-Czif?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>The modern data stack was founded to give full autonomy to data-analysts BUT we miss essential features...</h3>
+
+            <p>What if a data-analyst needs to compute the sentiment score of a customer survey comment. He would ask a......</p>
+
+            <p class="footer">2022-12-21 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2022-12-21_the_modern_data_stack_was_founded_to_give_full_aut" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigfunctions-bigquery-bigfunctions-activity-7010568101637332993-cnGD?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>How I created an open-source repository after meeting a Himalayan climber.</h3>
+
+            <p>Like some of us, I have dreamed of creating a product for a long time. But every time I wanted to get started, I......</p>
+
+            <p class="footer">2022-12-19 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2022-12-19_how_i_created_an_opensource_repository_after_meeti" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigquery-bigfunctions-activity-7009072015533854720-55Ib?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Discretize continuous value to faster Data-Analysis in bigquery</h3>
+
+            <p>To help your data-analysis you may want to discretize continuous values into bins of equal width.
+
+1️⃣ You can then......</p>
+
+            <p class="footer">2022-12-15 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2022-12-15_discretize_continuous_value_to_faster_dataanalysis" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-advanced-json-queries-activity-7008339733281918977-eblE?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>🔵  Advanced Json Query in BigQuery  👇</h3>
+
+            <p>BigQuery native json support is nice but limited. We need more! 🚧
+
+💥 sid ali sadi from Esmoz is bringing advanced......</p>
+
+            <p class="footer">2022-12-13 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-activity-7006941275996225536-ErDP?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>🔵 BigQuery json made easy!</h3>
+
+            <p>Oups he did it again!
+
+sid ali sadi from Esmoz created some very nice bigquery functions callable by anyone from......</p>
+
+            <p class="footer">2022-12-09 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2022-12-09__bigquery_json_made_easy" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigquery-bigfunctions-activity-7006666393081323520-M41Y?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>🔵 Where will this end? Yesterday, a new contributor deployed open BigQuery functions to clean up text. And...</h3>
+
+            <p>Today, another contributor deployed some more!
+
+A big Thanks 🙏 Benjamin Tabet for this contribution that will......</p>
+
+            <p class="footer">2022-12-08 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2022-12-08__where_will_this_end_yesterday_a_new_contributor_d" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_4-bonnes-raisons-de-larguer-sa-stack-data-activity-7006549739550703617-jUbE?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>👉 Donnons le pouvoir aux data-analysts!</h3>
+
+            <p>Complètement d'accord Robin Conquet.
+
+Rendons les data-analysts autonomes sur toute la chaîne (de la collecte, aux......</p>
+
+            <p class="footer">2022-12-08 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-activity-7006173879899414528-l-YR?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>🔵 BigQuery Text Cleaning and Text Comparison</h3>
+
+            <p>👀 sid ali sadi from Esmoz did a great job by adding the new `remove_accents` bigquery function callable by anyone......</p>
+
+            <p class="footer">2022-12-07 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2022-12-07__bigquery_text_cleaning_and_text_comparison" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_why-dbts-semantic-layer-sucks-activity-7001074129462255616-9SHt?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Great article Robert Yi to get a view of semantic layer strategic choices.</h3>
+
+            <p>...</p>
+
+            <p class="footer">2022-11-23 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-activity-6999355772329467904-ift0?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>🔵 BigQuery Auto Date Cleaning!</h3>
+
+            <p>Sebabrata Banerjee   (Sebo) did a great video tutorial to use regex for date cleaning 👨‍💻.
+
+What if you don't know......</p>
+
+            <p class="footer">2022-11-18 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2022-11-18__bigquery_auto_date_cleaning" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-activity-6991791325377404928-X4_C?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>🔵 BigQuery arrays made easy!</h3>
+
+            <p>I recently discovered the great 'sql-snippets' open-source repository from Taylor Brownlow from Count.
+
+I ❤️ the......</p>
+
+            <p class="footer">2022-10-28 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2022-10-28__bigquery_arrays_made_easy" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_datacleaning-sql-dbt-activity-6990801218084253696-m1RJ?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Totally agree with you @Madison Schott!  ➜ opensource for data is great to avoid reinventing the wheel and to share...</h3>
+
+            <p>Mateusz Klimek: I took the liberty of re-developing your `clean_additional_whitespaces` dbt macro as a public......</p>
+
+            <p class="footer">2022-10-25 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_%F0%9D%90%91%F0%9D%90%9E%F0%9D%90%A3%F0%9D%90%A8%F0%9D%90%A2%F0%9D%90%A0%F0%9D%90%A7%F0%9D%90%9E%F0%9D%90%B3-%F0%9D%90%A6%F0%9D%90%A8%F0%9D%90%A2-%F0%9D%90%A5%F0%9D%90%AE%F0%9D%90%A7%F0%9D%90%9D%F0%9D%90%A2-%C3%A0-%F0%9D%90%86-activity-6986619669633716224-WNUJ?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Rejoignez-moi lundi à Google Next Recap France:</h3>
+
+            <p>- si vous voulez tout savoir sur le scaling des usages data chez Nickel grâce à GCP.
+
+- si vous êtes intrigués par......</p>
+
+            <p class="footer">2022-10-14 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2022-10-14_rejoignezmoi_lundi__google_next_recap_france" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-data-activity-6985143660828844032-X5oe?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>🌐 Furcy Pin brings Graph Algorithms to BigQuery!</h3>
+
+            <p>What a pleasure to see Furcy brings the first Graph Algorithm to BigQuery as an open function callable by anyone......</p>
+
+            <p class="footer">2022-10-10 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2022-10-10__furcy_pin_brings_graph_algorithms_to_bigquery" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_data-bigquery-opensource-activity-6982620263657938945-A1QC?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>👀 What if common BigQuery functions were available from a unique place?</h3>
+
+            <p>Last week, a question was asked in our modern-data-stack slack-community:
+"how do you get if a date is a......</p>
+
+            <p class="footer">2022-10-03 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2022-10-03__what_if_common_bigquery_functions_were_available_" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_bigquery-data-dataanalytics-activity-6980085040453980161-QRwu?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Et si on pouvait voir le profiling des données dans BigQuery ?</h3>
+
+            <p>C'est important quand on commence un projet data de:
+- 👃 sentir les données,
+- 👀 savoir s'il y a des outliers,
+- 🌊......</p>
+
+            <p class="footer">2022-09-26 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="../assets/blog/2022-09-26_et_si_on_pouvait_voir_le_profiling_des_donnes_dans" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+    <a class="blog-post-abstract" href="https://www.linkedin.com/posts/paul-marcombes_ai-engineering-10-dbt-et-la-modern-data-activity-6973190711496097792-LJzC?utm_source=combined_share_message&utm_medium=member_desktop" target="_blank">
+
+        <div>
+
+            <h3>Ravi de pouvoir exposer comment dbt permet de mettre le data-warehouse cloud tel que BigQuery ou Snowflake au centre...</h3>
+
+            <p>- en rendant possible l’autonomie des data-analysts sur toute la chaîne: de l’ingestion des données à l’activation......</p>
+
+            <p class="footer">2022-09-07 • Paul Marcombes</p>
+        </div>
+
+        <div>
+
+            <img src="https://dummyimage.com/200x150/eee/eee" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+
+
+</div>
+
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+    </a>
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+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"/></svg>
+    </a>
+  
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+    
+    
+    
+      
+      
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+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
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+    </a>
+  
+</div>
+    </div>
+  </div>
+</footer>
+      
+    </div>
+    <div class="md-dialog" data-md-component="dialog">
+      <div class="md-dialog__inner md-typeset"></div>
+    </div>
+    
+    
+    <script id="__config" type="application/json">{"base": "..", "features": ["tabs", "content.tabs.link", "content.code.copy", "navigation.path", "navigation.tabs", "navigation.tabs.sticky", "navigation.tracking", "navigation.indexes", "navigation.hide"], "search": "../assets/javascripts/workers/search.f8cc74c7.min.js", "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}}</script>
+    
+    
+      <script src="../assets/javascripts/bundle.c8b220af.min.js"></script>
+      
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/blog/index.md.template b/blog/index.md.template
new file mode 100644
index 000000000..f62856060
--- /dev/null
+++ b/blog/index.md.template
@@ -0,0 +1,96 @@
+---
+title: "BigFunctions - Blog"
+description: "Blog Posts related to BigFunctions"
+hide:
+  - navigation
+  - toc
+search:
+  exclude: true
+---
+
+<style>
+
+.blog-posts {
+    max-width: 800px;
+    margin: auto;
+}
+
+.blog-post-abstract {
+    display: grid;
+    grid-template-columns: minmax(0, 1fr) 20%;
+    grid-column-gap: 5%;
+}
+
+.blog-post-abstract p {
+  color: rgb(38, 38, 38);
+}
+
+.blog-post-abstract p.footer, .blog-post-abstract:hover p {
+  color: rgb(92, 92, 92);
+}
+
+.blog-post-abstract img, .lg\:two-columns img {
+  margin: 2.5em 0px 0em;
+}
+
+
+</style>
+
+<div class="hero" markdown>
+
+# Featured Posts
+
+</div>
+
+{% for post in posts if post.is_featured %}
+<div class="lg:two-columns {{ loop.cycle('lg:revert-items', '') }}" markdown>
+
+-   ## [{{ post.title }}]({{ post.url }}){% if post.url.startswith('https://') %}{ target="_blank" }{% endif %}
+
+    {{ post.text | trim | indent(width=4) }}
+
+    [Read More :octicons-arrow-right-24:]({{ post.url }}){ .md-button{% if post.url.startswith('https://') %} target="_blank" {% endif %} }
+
+-   ![post cover photo]({{ post.image_url }}){ loading=lazy style="{{ 'width: 100%; max-width: 400px; height: auto;' if post.is_image_vertical else '' }} display: block; margin-{{ loop.cycle('left', 'right') }}: auto;" }
+
+</div>
+{% endfor %}
+
+
+---
+
+<div class="hero" markdown>
+
+# Latest Posts
+
+</div>
+
+
+
+<div class="blog-posts">
+
+
+    {% for post in posts if not post.is_featured %}
+    <a class="blog-post-abstract" href="{{ post.url }}" target="_blank">
+
+        <div>
+
+            <h3>{{ post.title | truncate(120) | trim }}</h3>
+
+            <p>{{ post.text | truncate(120) }}...</p>
+
+            <p class="footer">{{ post.date }} • {{ post.author }}</p>
+        </div>
+
+        <div>
+
+            <img src="{{ post.image_url or 'https://dummyimage.com/200x150/eee/eee' }}" loading=lazy>
+
+        </div>
+
+    </a>
+    <hr>
+
+    {% endfor %}
+
+</div>
diff --git a/blog/posts.yaml b/blog/posts.yaml
new file mode 100644
index 000000000..d1a68f18c
--- /dev/null
+++ b/blog/posts.yaml
@@ -0,0 +1,4394 @@
+# - title: "SQL Data Stack:<br>A New Paradigm for Data Platforms"
+#   url: posts/2025-02-05_introducing_the_sql_data_stack.md
+#   image_url: ../assets/blog/2025-02-05_introducing_sql_data_stack.png
+#   is_featured: true
+#   text: |
+#     Tired of complex data stacks?
+
+#     Discover the SQL Data Stack: a new paradigm that uses SQL for data ingestion, transformation, and activation, empowering analysts and simplifying your data workflow
+
+
+- title: "Bridge the gap between SQL and action"
+  url: https://timodechau.com/from-sql-to-slack-automating-data-workflows-with-big-functions/
+  image_url: https://timodechau.com/content/images/size/w400/format/webp/2024/12/timo_square.jpeg
+  is_featured: true
+  text: |
+    Automate data workflows with BigFunctions, bridging the gap between SQL and action.
+
+    Trigger Slack notifications, enrich data, and integrate AI directly from BigQuery, all using SQL.
+
+
+- title: "Unlock new use cases"
+  url: https://www.youtube.com/watch?v=kFy78r1Iabs
+  image_url: https://miro.medium.com/v2/resize:fit:2400/1*sQBZAcpkOhRvSe5zYudx_A.jpeg
+  is_image_vertical: true
+  is_featured: true
+  text: |
+    Run a simple SQL query to expose
+    BigQuery data to a low latency API or to send BigQuery data to any destination.
+
+    Unlock:
+
+    1. embedded analytics
+    2. real-time feature store
+    3. actions triggered by data
+    4. ...*sky is the limit*
+
+
+- title: "Open-Source Framework + Open-Source Functions"
+  url: https://medium.com/google-cloud/supercharge-bigquery-with-bigfunctions-2139a1bba620
+  image_url: ../assets/blog/2025-02-06_Jake_Holmquist.png
+  is_featured: true
+  text: |
+    This tutorial introduces BigFunctions.
+
+    Learn how to access and utilize these functions directly from BigQuery to enhance data analysis capabilities without additional setup.
+
+
+- title: "Beyond SQL as a Pure Database Syntax"
+  url: https://fromanengineersight.substack.com/p/beyond-sql-as-a-pure-database-syntax
+  image_url: https://cdn.theorg.com/be98c465-6d08-43ad-8ef3-f43b34addfde_medium.jpg
+  is_image_vertical: true
+  is_featured: true
+  text: |
+    BigFunctions extends SQL, enabling composable, reusable analytics patterns.
+
+    By embedding code into functions, it bridges SQL's limitations, reduces code footprint, and accelerates data insights.
+
+
+- title: "Benefits of BigFunctions: A Data Engineering Perspective"
+  url: https://mastheadata.com/exploring-the-benefits-of-bigfunctions-for-bigquery-a-data-engineers-perspective/
+  image_url: https://cache.sessionize.com/image/0168-400o400o2-24epqXXuyWFRatd2QKMhY.jpg
+  is_featured: true
+  text: |
+    BigFunctions assists data engineers by providing them with 150+ open-source functions that are ready to go.
+
+    Functions allow them to extend BigQuery functionality, improve the reusability of BigQuery queries, and ensure consistent business logic across a company’s analytical operations.
+
+
+- title: "BigFunctions is dataform's best friend"
+  url: https://michael-scherding.medium.com/spicing-up-gcs-to-bigquery-transfers-from-dataform-with-bigfunctions-0d286e5a91c
+  image_url: https://miro.medium.com/v2/resize:fit:2400/1*K6lBFw65lMIHIX4z7m6jPA.jpeg
+  is_image_vertical: true
+  is_featured: true
+  text: |
+    With BigFunctions, *any task* can be run from SQL.
+
+    So *any task* can be orchestrated by SQL orchestrators such as dataform, dbt, sqlmesh or scheduled queries.
+
+
+- id: 2025-01-28_in_2025_analytics_engineers_will_build_dataapps
+  type: text
+  title: |
+    In 2025, Analytics Engineers will build Data-Apps
+  author: Paul Marcombes
+  date: "2025-01-28"
+  url: https://www.linkedin.com/posts/paul-marcombes_in-2025-analytics-engineers-will-build-data-apps-activity-7289945363237543936-GCiT?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 40
+  reshares: 5
+  impressions: 5175
+  comments: 17
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    Technologies make roles change. 
+
+    Since the rise of cloud data-warehouses and the birth of dbt, data engineers don’t do data transform anymore. SQL speaking people do: the analytics engineers.
+
+    With the rise of generative AI, analytics engineers may build data-apps too.
+
+    This is the reasoning of Marcus with who I got a great conversation last week.
+
+
+    It resonated with my own convictions.
+
+    But while Marcus was thinking of analytics engineers making streamlit apps, I think there is space again for SQL.
+
+    Evidence  tagline “Build polished data apps with SQL” goes exactly in that direction. Archie’s team is inspiring.
+
+
+    In 2025, I hope to make my own contribution with a data-apps framework - for data activation - made for SQL users.
+
+    If you’re interested in data-apps too, leave me a message, I’d love to have a chat!
+
+
+    What’s your take on this?
+
+    Will SQL users build data-apps?
+
+    What for?
+
+- id: 2025-01-23_have_you_met_timo
+  type: image
+  title: |
+    Have you met Timo?
+  author: Paul Marcombes
+  date: "2025-01-23"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigfunctions-activity-7288236835531591680-V3vC?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 52
+  reshares: 2
+  impressions: 2750
+  comments: 8
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D5622AQEjqV3VmcrFOg/feedshare-shrink_20/B56ZSUEx1QHwA0-/0/1737651069474?e=1741219200&v=beta&t=cil5E6tPApxKovK1PP8_nEUEWO_hUR4JOK19w_v5YVY']
+  image_url: ../assets/blog/2025-01-23_have_you_met_timo
+  text: |
+    👉  To me, Timo Dechau creates some of the best content about Product Analytics.
+
+    I've been following him for two years now, and he's forged my convictions about event data.
+
+
+    Don't know Timo yet?
+
+    Read this:
+
+    ●  From Events to Activities: https://lnkd.in/gsSJWtPc
+
+    ●  Combine Mixpanel and data-warehouse data (part 1):  https://lnkd.in/gxeCTMjW
+
+    ●  Combine Mixpanel and data-warehouse data (part 2):  https://lnkd.in/g833ZNcN
+
+    ●  Sessions vs Users: https://lnkd.in/gNCae3UB
+
+
+    Today, Timo created an article about my personal open-source project: bigfunctions
+
+    To be honest, it's much much better than anything I could have written myself.
+
+    ●  From SQL to Slack: https://lnkd.in/gaWwQzZq
+
+
+    So now, I am even more thankful to you Timo! 🙌
+
+
+    Want to support Timo?
+
+    Add a ❤️ to this post & follow him!
+
+- id: 2025-01-23_a_while_ago_i_wanted_a_daily_slack_update_on_which
+  type: text
+  title: |
+    A while ago, I wanted a daily Slack update on which kind of content was most viewed yesterday. It's nothing serious, but it's still fun and something that motivates me in the morning.
+  author: Timo Dechau
+  date: "2025-01-23"
+  url: https://www.linkedin.com/posts/timo-dechau_a-while-ago-i-wanted-a-daily-slack-update-activity-7288154281738661888-qSGG?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 19
+  reshares: 2
+  impressions: null
+  comments: 6
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    Luckily, I had just recorded a hands-on session with Paul Marcombes about BigFunctions. And we discussed exactly this use case and did a quick demo. So I got it up and running in just 5 minutes.
+
+    I just published an introduction to BigFunctions (blog and video) - an open-source project that enables analysts to automate data workflows directly from SQL.
+
+    Key takeaways:
+    - Deploy pre-built functions in 5 minutes to GCP
+    - Send data-driven notifications to Slack
+    - Enrich data with API responses and AI without engineering support
+    - Seamless integration with dbt
+
+    The best part? It's all SQL-native. No infrastructure management needed.
+
+    Link in comments or just click on "Visit my website" under my name.
+
+- id: 2025-01-17__im_pleased_to_share_the_latest_article_by_benoit_
+  type: article
+  title: |
+    📢 I'm pleased to share the latest article by Benoit Pimpaud about BigFunctions!
+  author: Paul Marcombes
+  date: "2025-01-17"
+  url: https://www.linkedin.com/posts/paul-marcombes_beyond-sql-as-a-pure-database-syntax-activity-7285925077592801280-eXXV?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 9
+  reshares: 1
+  impressions: 1334
+  comments: 0
+  article_title: |
+    Beyond SQL as a Pure Database Syntax
+  article_url: https://fromanengineersight.substack.com/p/beyond-sql-as-a-pure-database-syntax
+  images: []
+  image_url: null
+  text: |
+    His article, "Beyond SQL as a Pure Database Syntax," really captures what we're trying to achieve.
+
+    I'm happy with this article because it highlights:
+
+    •  SQL's limitations for complex analytics.
+    •  How BigFunctions improves reusability and workflow by bringing functionality and composability to SQL.
+    •  How it supports a separation of concerns for data teams.
+
+    You can read the full article here: https://lnkd.in/eAdEAs9r
+
+
+    Have a nice day!
+
+- id: 2025-01-16_i_recently_explored_sqls_limitations_for_analytics
+  type: article
+  title: |
+    I recently explored SQL's limitations for analytics in a talk and in my writing, and I stand by these limits 🌶️
+  author: Benoit Pimpaud
+  date: "2025-01-16"
+  url: https://www.linkedin.com/posts/pimpaudben_beyond-sql-as-a-pure-database-syntax-activity-7285716946547834880-TRtB?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 28
+  reshares: 3
+  impressions: null
+  comments: 3
+  article_title: |
+    Beyond SQL as a Pure Database Syntax
+  article_url: https://fromanengineersight.substack.com/p/beyond-sql-as-a-pure-database-syntax
+  images: []
+  image_url: null
+  text: |
+    But I recently realized that SQL's syntax isn't the real problem. The core issue lies in its underlying semantics – how we actually interact with and understand our data
+
+    In tech (and in general), semantics often struggles to keep pace with syntax. In my latest blog post, I explore how modern tooling like Unytics BigFunctions help to bridge this crucial gap between SQL's origins and modern analytics needs
+
+- id: 2025-01-15_whats_up_for_me_in_2025__more_opensource_data_prod
+  type: image
+  title: |
+    What's up for me in 2025 👉 MORE Open-Source Data Products! 🤗
+  author: Paul Marcombes
+  date: "2025-01-15"
+  url: https://www.linkedin.com/posts/paul-marcombes_whats-up-for-me-in-2025-more-open-source-activity-7285312281217753088-Eik8?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 154
+  reshares: 2
+  impressions: 15204
+  comments: 10
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQH8p51b_4_iNg/feedshare-shrink_480/B4EZRqg54OGwAg-/0/1736953801392?e=1741219200&v=beta&t=AL5AkdGaf2x_MagHEvEkMh-n1DOPSOjbzfi6q4NtYwA']
+  image_url: ../assets/blog/2025-01-15_whats_up_for_me_in_2025__more_opensource_data_prod
+  text: |
+    🔹 2024
+    In 2024, I built 4 Open-Source Data Apps:
+
+    -  bigfunctions
+    -  airbyte-serverless
+    -  catalog-builder
+    -  data-api
+
+    They got thousands of users and I often received nice messages. I must admit it's quite satisfying 🤗 . Thanks everyone.
+
+
+    🔹 2025
+    In 2025, I want to accelerate.
+    I'd love to make a living of building Data Apps.
+
+
+    👉 If you're thinking of activating data from your data-platform to generate value, I'd love to have a chat.
+
+    I am looking for new ideas and would be happy to share mine.
+
+    Interested in a 30-minute discussion with me?
+    Send me a message! 🙌
+
+
+    Enjoy your day!
+
+- id: 2025-01-14_unifying_analytics_platform_what_if_you_could_have
+  type: image
+  title: |
+    Unifying Analytics Platform: what if you could have one tool to load, transform and activate data?
+  author: Paul Marcombes
+  date: "2025-01-14"
+  url: https://www.linkedin.com/posts/paul-marcombes_unifying-analytics-platform-what-if-you-activity-7284860745152888832-AXhL?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 49
+  reshares: 3
+  impressions: 5060
+  comments: 5
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQFdryvheLmJDQ/feedshare-shrink_480/B4EZRkGPU8GgAY-/0/1736846146512?e=1741219200&v=beta&t=lykO0pGLevl_MfhVrZpB953oAc9T0he59JaMGVB8frQ']
+  image_url: ../assets/blog/2025-01-14_unifying_analytics_platform_what_if_you_could_have
+  text: |
+    I had a great talk this morning with Burak, CEO of Bruin at DATANOSCO podcast from Stéphane.
+
+
+    Burak shared his vision to bring an all-in-one data-platform through bruin.
+
+    Here are key elements:
+
+    1/ NO no-code! 
+    Bruin is code and configuration-based first. It's built around standards to fasten development. It makes it versionable in git and easily extensible.
+
+    2/ All-in-one changes everything
+    Bruin can provide templates to get started loading some data from a specific source up to making the data transforms in a opinionated way. If you had to mix different tools, the user experience would be much less fluid. What's more, this considerably reduces the amount of gluing required for data engineers.
+
+    3/ Built on open-source
+    Bruin team created ingestr, a wrapper above dlt from dltHub to ingest data from any data-warehouse. Building above top open-source data tools makes bruin benefits from the data-community to get fast and on top. Giving back to open-source is part of the deal.
+
+
+    Thanks a lot Stéphane for the invitation to your podcast! Burak, I will be follow what you build with attention!
+
+- id: 2025-01-09_i_am_honored_to_get_such_high_praise_from_the_crea
+  type: text
+  title: |
+    I am honored to get such high praise from the creator of BigFunctions!
+  author: Burak Karakan
+  date: "2025-01-09"
+  url: https://www.linkedin.com/posts/burakkarakan_all-in-one-data-platform-with-configuration-activity-7283080790899347456-gDLX?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 39
+  reshares: 2
+  impressions: null
+  comments: 2
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    Thanks a lot for the kind words Paul, great to see our vision fits into what you would expect to see as well.
+
+    We are really excited for this year, as a lot of the stuff we have been building will go public!
+
+- id: 2025-01-08_allinone_dataplatform_with_configuration_files_why
+  type: text
+  title: |
+    All-in-one data-platform with configuration files. Why I love Bruin vision:
+  author: Paul Marcombes
+  date: "2025-01-08"
+  url: https://www.linkedin.com/posts/paul-marcombes_all-in-one-data-platform-with-configuration-activity-7282697551185645568-X-Io?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 88
+  reshares: 5
+  impressions: 17923
+  comments: 16
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    1/ Modern-Data-Stack limitations
+    Modern-data-stack brought data tooling for any data service:
+
+    - Fivetran for ingestion.
+    - dbt Labs for transform.
+    - Hightouch for activation.
+    - Prefect for orchestration
+    - SYNQ for reliability
+    - CastorDoc for catalog
+
+    This has been seen as a revolution.
+    Whatever your need, there's a tool for it.
+
+    BUT is also led to a common criticism.
+
+    👉 You still need to choose, understand, buy and manage all of these tools from different vendors. 🤦‍♂️
+
+
+    2/ Hello all-in-one data-platforms
+    That's when all-in-one data-platforms came in.
+    Y42 brings a one-stop-shop for companies to handle their data-platforms.
+
+    Problem solved!
+
+    BUT, y42 only runs inside y42.
+
+    👉 Hello vendor lock-in. 🤦‍♂️
+
+
+    3/ Bruin: the new player in the game
+    That's when Bruin entered the game.
+
+    They provide a all-in-one data-platform with ingestion, SQL transform, python jobs (for custom load, transform or activation), and orchestration.
+
+    It works locally, it's mostly open-source, and you can run it everywhere.
+
+    Did I mention it also comes with a VS code extension to streamline development?
+
+    I am impressed about what they built in a year.
+
+
+    Do you share my enthusiasm? Why not?
+
+- id: 2025-01-07_how_to_stay_fast_in_a_bigger_companyheres_what_i_l
+  type: text
+  title: |
+    How to stay fast in a bigger company? Here's what I learnt during the last decade:
+  author: Paul Marcombes
+  date: "2025-01-07"
+  url: https://www.linkedin.com/posts/paul-marcombes_how-to-stay-fast-in-a-bigger-companyheres-activity-7282339879840059392-mwA4?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 114
+  reshares: 1
+  impressions: 7639
+  comments: 8
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    I started working 13 years ago in medical imaging.
+    We were 5 people in the company.
+    We built ultrasound scanners from end to end.
+    I was impressed by our speed compared to our competitors.
+
+    It was because we were small.
+    Us, engineers, were in direct contact with doctors.
+    We were able to discover their problems in the morning and ship solutions in the afternoon.
+
+    At that time I thought that competitors with hundreds of employees were unlucky.
+    They would never be as fast as us.
+    Their flow from idea to delivery contained too numerous asphixying steps.
+
+    This was before I came to Nickel.
+
+
+    👉 At Nickel, I realized that you can be 900 employees and still be fast.
+
+    One way is to get autonomous teams
+    while respecting big companies requirements.
+
+    One key for this is to create a FRAMEWORK which:
+
+    ✅ is a space of trust in which teams can make their own decisions.
+    ✅ defines guidelines and standards (security, compliance, brand, etc.).
+    ✅ defines boundaries that limit teams inter-dependencies.
+    ✅ comes with platform tools & platform teams to go faster while harmonizing the work.
+
+
+    For example:
+
+    ❌ BAD ➜ teams depend on CENTRAL BOTTLENECK committees for validation of everything. Even minor initiatives.
+
+    ✅ GOOD ➜ security team gives you the autonomy to build stuff while helping you to follow cybersecurity standards.
+
+    👉 AVOID bottlenecks & EMPOWER people within a FRAMEWORK.
+
+
+    I may give details of how we did for Nickel data people in a next post.
+    Stay tuned.
+
+
+    I wish you a Happy New Year!
+
+- id: 2025-01-06_just_tried_something_really_amazing_with_bigfuncti
+  type: image
+  title: |
+    Just tried something really amazing with BigFunctions by Paul Marcombes.
+  author: Sabri Karagönen
+  date: "2025-01-06"
+  url: https://www.linkedin.com/posts/sabrikaragonen_just-tried-something-really-amazing-with-ugcPost-7282078262535634945-yNHJ?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 128
+  reshares: 4
+  impressions: null
+  comments: 3
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4D22AQF4Ans1buQT8g/feedshare-shrink_160/B4DZQ8jlkZHYAk-/0/1736182750703?e=1741219200&v=beta&t=XPUpcITyGMP0pKZYdTWI7uQwFMYQCfLF8wDD9LaHLik', 'https://media.licdn.com/dms/image/v2/D4D22AQEiUonvS3ZG8w/feedshare-shrink_800/B4DZQ8jlkrHUAg-/0/1736182750376?e=1741219200&v=beta&t=KuK5P3fFI37i3TgNXl9RHYDnGPDzp7MGjqAPhtKSBJw']
+  image_url: ../assets/blog/2025-01-06_just_tried_something_really_amazing_with_bigfuncti
+  text: |
+    BigFunctions lets you use Python functions directly in BigQuery, and thanks to its prebuilt functions, you can even run LLMs through SQL. It’s a great way to extend BigQuery’s capabilities without needing external tools.
+
+    In my case, I wanted to quickly get foundational details (country, city, and year of establishment) for some well-known football teams. Using the ask_ai function, I was able to send a simple prompt, get structured responses, and parse them—all within BigQuery.
+
+    This is just one example, but there’s a lot more you can do with it. It’s a practical tool that simplifies working with AI and Python in a SQL environment.
+    Big thanks to Paul for building and sharing this!
+
+- id: 2025-01-01__premier_replay_de_lanne__on_dmarre_2025_avec_styl
+  type: article
+  title: |
+    🎯 Premier Replay de l'année : on démarre 2025 avec style !
+  author: Forward Data Conference
+  date: "2025-01-01"
+  url: https://www.linkedin.com/posts/forward-data-conference_unlock-new-sql-capabilities-with-bigfunctions-activity-7280187059258986496-ImgG?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 17
+  reshares: 1
+  impressions: null
+  comments: 0
+  article_title: |
+    Unlock new SQL capabilities with BigFunctions !
+  article_url: https://youtu.be/ehB80iZjdwU
+  images: []
+  image_url: null
+  text: |
+    Les nouvelles capacités SQL avec BigFunctions !
+
+    • Découvrez comment simplifier vos requêtes complexes
+    • Explorez les nouvelles fonctionnalités qui vont révolutionner votre approche SQL
+    • Apprenez des cas d'usage concrets directement applicables
+
+    Un grand merci à Paul Marcombes ! 🙏
+    📺 Replay disponible ici : https://lnkd.in/eT--ysUr
+
+    A huge thanks to our sponsors for this conference: CastorDoc, Mirakl,
+    SYNQ, nibble.ai, Sparkline, Omni, Corail Analytics and Monte Carlo ❤️
+
+- id: 2024-12-19_static_bi_is_going_to_be_huge__heres_why_i_am_very
+  type: image
+  title: |
+    Static BI is going to be huge!  Here's why I am VERY excited 🤯:
+  author: Paul Marcombes
+  date: "2024-12-19"
+  url: https://www.linkedin.com/posts/paul-marcombes_static-bi-is-going-to-be-huge-heres-why-activity-7275408288698044416-vi6r?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 85
+  reshares: 3
+  impressions: 10406
+  comments: 25
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D5622AQFYdIVto7qukA/feedshare-shrink_2048_1536/B56ZPa6Xh0HIAo-/0/1734544556106?e=1741219200&v=beta&t=-vOKdUBE66qHIzZ1XhWX1ApFKdCRzZvsXXKUVzY7V_U']
+  image_url: ../assets/blog/2024-12-19_static_bi_is_going_to_be_huge__heres_why_i_am_very
+  text: |
+    Static BI is about creating interactive dashboards on top of Parquet files.
+
+    It's trending since we can run duckdb in the browser.
+
+    If you follow this area, you already know Observable and Evidence tools.
+
+
+    But I am pretty sure you don't know mozaic yet.
+
+
+    ➜ Mozaic Dashboards are interactive, fast, based on parquet files and they can deal with a lot of data.
+
+    ➜ What make them great in my opinion is that you can generate them on the fly using a simple yaml configuration AND with vanilla javascript.
+
+    NO MORE front-end build or deployment needed!
+
+
+    This opens a wide new area for static BI.
+
+    In the example of the screenshot, I am downloading a YAML configuration file from another website and generating the dashboard on the fly with it!
+
+    It means that we can share YAML configurations templates for common dashboards on common analyses 😲.
+
+    The example is in the comment. Don't hesitate to play with it. It's fun.
+
+
+    In your opinion, is there a place for static BI?
+    What would you use it for?
+
+- id: 2024-12-18_ga4_data_is_known_to_be_hard_to_explore_in_bigquer
+  type: image
+  title: |
+    GA4 data is known to be hard to explore in BigQuery. But this will change:
+  author: Paul Marcombes
+  date: "2024-12-18"
+  url: https://www.linkedin.com/posts/paul-marcombes_ga4-data-is-known-to-be-hard-to-explore-in-activity-7275053475732885504-juY1?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 231
+  reshares: 9
+  impressions: 15302
+  comments: 20
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQGF4zm8aLcYaQ/feedshare-shrink_20/B4EZPVcDgvGcAs-/0/1734452722693?e=1741219200&v=beta&t=GhCVbwLx1BQRs5-5nrskuiCzAO_LTSP-7Dp0aWaT6mI']
+  image_url: ../assets/blog/2024-12-18_ga4_data_is_known_to_be_hard_to_explore_in_bigquer
+  text: |
+    Ali Izadi built dozens of handy SQL queries to cover areas like 𝗲𝘃𝗲𝗻𝘁, 𝘀𝗲𝘀𝘀𝗶𝗼𝗻, 𝗮𝗻𝗱 𝘂𝘀𝗲𝗿 𝘀𝗰𝗼𝗽𝗲 𝗮𝗻𝗮𝗹𝘆𝘀𝗶𝘀, 𝙚𝙘𝙤𝙢𝙢𝙚𝙧𝙘𝙚 𝙢𝙚𝙩𝙧𝙞𝙘𝙨, 𝙩𝙧𝙖𝙛𝙛𝙞𝙘 𝙖𝙩𝙩𝙧𝙞𝙗𝙪𝙩𝙞𝙤𝙣, 𝙖𝙣𝙙 𝙚𝙫𝙚𝙣 𝙎𝙀𝙊 𝙖𝙣𝙙 𝘼𝙙𝙨.
+
+    It's free, it's open source. It's available in 'Bigquery-GA4-Queries' GitHub repo.
+
+
+    We built together with Ali an integration of 'Bigquery-GA4-Queries' on bigfunctions.
+
+    By calling a bigfunction, you will automatically create all the queries of the GitHub repo as table functions in your GCP project.
+
+
+    We hope it will make it even easier to get started with these awesome queries.
+
+    Links are in comments. Please add a star to Ali's repo if you want to support his work.
+
+- id: 2024-12-16_how_do_you_reuse_logic_in_bigquery
+  type: image
+  title: |
+    How do you re-use logic in BigQuery?
+  author: Paul Marcombes
+  date: "2024-12-16"
+  url: https://www.linkedin.com/posts/paul-marcombes_how-do-you-re-use-logic-in-bigquery-i-activity-7274361367212523520-DhQO?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 53
+  reshares: 2
+  impressions: 5814
+  comments: 2
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQEjV5l5NgCXmg/feedshare-shrink_800/B4EZPMUGBkHwAs-/0/1734299640448?e=1741219200&v=beta&t=961R6o4nvcJQOuK3-Z3ZHAxAVdz1kdTStxFiANQddAs']
+  image_url: ../assets/blog/2024-12-16_how_do_you_reuse_logic_in_bigquery
+  text: |
+    I often need to get the Net Promoter Score from customer surveys.
+
+
+    The formula is "% promoters - % detractors".
+
+    It's not very complex.
+
+    I could re-write this formula each time.
+
+
+    But as an engineer,
+
+    I really prefer to put this logic in a function.
+
+    And re-use this function everywhere.
+
+
+    How do you do it on your side?
+
+- id: 2024-12-15_mkdocs_or_docusaurus_to_build_your_data_documentat
+  type: text
+  title: |
+    Mkdocs or docusaurus to build your data documentation website?
+  author: Paul Marcombes
+  date: "2024-12-15"
+  url: https://www.linkedin.com/posts/paul-marcombes_mkdocs-or-docusaurus-to-build-your-data-documentation-activity-7274143684432945152-ek0W?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 13
+  reshares: 0
+  impressions: 4677
+  comments: 17
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    Both tools are used by millions of developers everyday to deploy their documentation website.
+
+    Which one to choose?
+
+
+    ➜  It depends if your a pythonist or a front end engineer.
+
+
+    With docusaurus you can mix mardown with react components. It brings huge possibilities in an elegant mannner.
+
+    But if you’re not a front end engineer but a pythonist you will find docusaurus over complicated and would rather stick with mkdocs (using Mkdocs material or readthedoc themes).
+
+
+
+    ☝ I feel the same for bi as code tools.
+
+    Observable and evidence.dev look absolutely awesome to me.
+
+    But as a pythonist I think we can do simpler.
+
+    I am even considering making bi as code  with a simple mkdocs plugin.
+
+    Would you be interested?
+
+    Am I wrong with the above thoughts?
+
+- id: 2024-12-13_geocode_an_address_in_bigquery_using_datagouvfr
+  type: image
+  title: |
+    Geocode an address in bigquery using data.gouv.fr
+  author: Paul Marcombes
+  date: "2024-12-13"
+  url: https://www.linkedin.com/posts/paul-marcombes_geocode-an-address-in-bigquery-using-datagouvfr-activity-7273316555021549569-O7Sh?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 120
+  reshares: 2
+  impressions: 10604
+  comments: 25
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQHb-tMRoSWTUw/feedshare-shrink_800/B4EZPAC3HCH0Ak-/0/1734093796977?e=1741219200&v=beta&t=_ZLhTfb3ek5LpCvN7nI6dRIESXaAl8qYcg_-BKqwx5A']
+  image_url: ../assets/blog/2024-12-13_geocode_an_address_in_bigquery_using_datagouvfr
+  text: |
+    You want to get the latitude and longitude from an address for:
+
+    -  finding the nearest point of sale for a customer.
+    -  visualizing you sales on a map
+    -  doing geo data analysis
+
+
+    Now, it's easier than ever to do so directly in BigQuery.
+
+    Kévin from EFFIDIC  created a function today that geocode addresses using an open api from data.gouv.fr. 👏
+
+    Link in comment.
+
+- id: 2024-12-12_introducing_the_sql_declarativedatastack
+  type: document
+  title: |
+    Introducing the SQL Declarative-Data-Stack!
+  author: Paul Marcombes
+  date: "2024-12-12"
+  url: https://www.linkedin.com/posts/paul-marcombes_sql-is-all-you-need-activity-7272924394576855040-5kvi?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 139
+  reshares: 6
+  impressions: 29644
+  comments: 28
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    Modern Data Stack have tools to do everything with data.
+
+    Everything EXCEPT custom stuff.
+
+    ➜ you end up with a ton of python scripts floating around.
+
+
+    Kestra aims to solve this.
+
+    They propose a central tool to orchestrate your jobs in a declarative way.
+
+
+    We propose ANOTHER way.
+
+    We propose you simply use dbt instead (or sqlmesh or dataform).
+
+    It means all your jobs must be callable from SQL.
+
+    Which is easy nowadays.
+
+    As data-warehouses natively do python callable from SQL.
+
+
+    What if you could easily build :
+
+    -  a catalog
+    -  of advanced functions
+    -  callable by anyone from SQL
+    -  & defined in a declarative manner
+
+    ?
+
+
+    Say hi to the SQL Declarative-Data-Stack!
+
+
+    What's your opinion on this?
+
+    Would you be ready to do everything from SQL?
+
+    If not, Why?
+
+- id: 2024-12-12_i_aim_to_build_and_define_the_data_stack_with_a_si
+  type: image
+  title: |
+    I aim to build and define the data stack with a "single function", including the entire data engineering lifecycle, starting up a full declarativedatastack.
+  author: Simon Späti
+  date: "2024-12-12"
+  url: https://www.linkedin.com/posts/sspaeti_declarativedatastack-ugcPost-7272906911648268288-u7sN?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 109
+  reshares: 3
+  impressions: null
+  comments: 37
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4D22AQGga9NP1gpSiQ/feedshare-shrink_2048_1536/B4DZO6OSycHcAo-/0/1733996130016?e=1741219200&v=beta&t=-FSEyAy-D7qHq0xDektcEmkI3QzXP_nuOXGPCcyfSRA', 'https://media.licdn.com/dms/image/v2/D4D22AQHVCaPHGqFc8g/feedshare-shrink_800/B4DZO6OSypG0Ak-/0/1733996130008?e=1741219200&v=beta&t=Wou3t-kwmV-V1sOCXMQVGUPN0lhcCi5e2bC1djOUz5s']
+  image_url: ../assets/blog/2024-12-12_i_aim_to_build_and_define_the_data_stack_with_a_si
+  text: |
+    ```
+    run_stack(
+      serve(
+        template='github://covid/covid_dashboard.md',
+        data=transform(
+          {
+            'groupby': 'country',
+            'aggregate': {
+              'cases': 'sum',
+              'deaths': 'sum'
+            }
+          },
+          ingest(
+            source='duckdb',
+            query='SELECT * FROM "s3://coviddata/covid_*.parquet"'
+          )
+        )
+      )
+    )
+    ```
+
+    I'm thinking something like this (images attached). The "engine" is basically only transpiling from config to the actual data stack with multiple adapters— e.g., dbt, SDF, SQLMesh for `transform()`.
+
+    I can't help but think about DWH Automation (DWA).
+
+    > Config = template
+    > Engine = DWA
+    > DDS = generated SQLs
+
+    If you were to implement a declarative data stack engine (DDSE), would you focus on the *one-time* generation of a data stack (second image attached) or the continuous update?
+
+    What I mean is, would you fix or update configs/templates as DWA did or the artifacts (SQL, YAMLs) without touching the generated code?
+
+    Any thoughts? 🤔 Gregor Zeiler, Jan Kaul, Matthew Kosovec and others in my network?
+
+- id: 2024-12-05_how_to_expose_dbt_models_as_api_endpoints
+  type: document
+  title: |
+    How to expose dbt models as API endpoints:
+  author: Paul Marcombes
+  date: "2024-12-05"
+  url: https://www.linkedin.com/posts/paul-marcombes_dbt-models-as-api-endpoints-activity-7270338616273391616-CbTS?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 270
+  reshares: 8
+  impressions: 35032
+  comments: 70
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    If your microservices could consume your dbt models with low latency, you'd unlock great use cases:
+
+    ⇨  content personalization
+    ⇨  embedded analytics
+    ⇨  feature flipping
+    ⇨  feature store
+    ⇨  etc
+
+
+    These slides demonstrate how analytics-engineers can expose their dbt models as API endpoints with one line in dbt.
+
+    (they are a re-work from our presentation at API Days with Hachem LATRACH yesterday).
+
+    Looking forward to reading your comments.
+
+    What is your use cases for consuming a low-latency api on dbt models data?
+
+
+    dbt dataapi
+
+- id: 2024-12-04_expose_your_dbt_models_as_an_api_with_a_simple_dbt
+  type: image
+  title: |
+    Expose your dbt models as an api with a simple dbt hook.
+  author: Paul Marcombes
+  date: "2024-12-04"
+  url: https://www.linkedin.com/posts/paul-marcombes_expose-your-dbt-models-as-an-api-with-a-simple-activity-7270053513622110208-TaZT?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 184
+  reshares: 2
+  impressions: 14992
+  comments: 54
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D5622AQFyHtc2IeMmGA/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1733315826756?e=1741219200&v=beta&t=tt05HOXr96wWLs8TWMXqrql9tm8Mt8PVPDR3ynIUOW0', 'https://media.licdn.com/dms/image/v2/D5622AQFvDfqfkq2VEA/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1733315826454?e=1741219200&v=beta&t=FNkssFF7pIyZ4mx8v5avDHgm_yBnkldqOjvqOZGEjp0']
+  image_url: ../assets/blog/2024-12-04_expose_your_dbt_models_as_an_api_with_a_simple_dbt
+  text: |
+    This morning with Hachem LATRACH from Nickel  we were at API Days Paris.
+
+    We explained several use cases where YOU WANT to expose your dbt models as an api.
+
+
+    We demonstrated how you can build a:
+
+    -  scalable (millions of requests / s),
+    -  serverless,
+    -  low latency (milliseconds)
+
+    data-api on top of dbt models by a simple sql line in dbt configuration.
+
+    Interested?
+
+    Add a comment and if we get enough we will post our slides.
+
+- id: 2024-12-04_these_days_i_write_a_lot_about_getting_data_from_v
+  type: image
+  title: |
+    These days I write a lot about getting data from various different digital platforms into BigQuery*. The GA4 native export is getting a lot of traction, but there are other data sources as well e.g. through the BigQuery Data Transfer and other native export mechanisms.
+  author: Balazs Vajna
+  date: "2024-12-04"
+  url: https://www.linkedin.com/posts/balazsvajna_bigquery-googletrends-searchconsole-activity-7269979999682666496-f3v7?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 96
+  reshares: 6
+  impressions: null
+  comments: 16
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4D22AQEUWcpPkI5bGg/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1733268406203?e=1741219200&v=beta&t=gNvungxiE827_cHKjvBPol4HCkMNRUeOwaUCnHsEA_g']
+  image_url: ../assets/blog/2024-12-04_these_days_i_write_a_lot_about_getting_data_from_v
+  text: |
+    But there is even more. BigFunctions by Unytics offers even more extremely convenient ways to bring data into BigQuery. For example, it is now possible to ingest GoogleTrends data through the API with a simple function call:
+
+    select bigfunctions.eu.get_google_trends('bigquery', null, 'today 5-y', null, null)
+    🤩 🚀
+
+    Sure, the output will need to be unpacked with JSON / array functions, but still, a good few hours or days can be saved especially if you don’t have data engineering resources at your disposal.
+
+    Google Trends data can be useful for many reasons, but one can be to check the overall “global” trends of keywords when a website’s organic traffic shows a significant decline for these keywords. Checking what’s going on “outside” the SearchConsole data can help troubleshoot whether we’re dealing with an SEO issue or a decline in interest (i.e. an economical situation).
+
+    This is not an affiliate post. It’s a happy user & fan post. BigFunctions is just soo handy, and free, with many functions ready to use in BigQuery without any setup or “installation”. (Thanks Paul Marcombes)
+
+    Enjoy and leverage Google Trends data!
+
+    –
+    Follow me for posts on digitalmarketing analytics and BigQuery, and hit the bell on my profile to receive updates.
+
+    —
+    (* “These days I write a lot about getting data from various different digital platforms into BigQuery”. That is, if I find the time to write - I’m snowed under these days so I’m not posting as much as I would like.)
+
+- id: 2024-12-03_speaking_with_datapeople_is_always_full_of_surpris
+  type: image
+  title: |
+    Speaking with data-people is always full of surprises.
+  author: Paul Marcombes
+  date: "2024-12-03"
+  url: https://www.linkedin.com/posts/paul-marcombes_speaking-with-data-people-is-always-full-activity-7269723948416696320-2DFX?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 134
+  reshares: 4
+  impressions: 9379
+  comments: 28
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQGIA4sKgklwaA/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1733237253181?e=1741219200&v=beta&t=43tocAJQynnD99AV8aDGvjl_eQFwOL1SP-L8874zVOs']
+  image_url: ../assets/blog/2024-12-03_speaking_with_datapeople_is_always_full_of_surpris
+  text: |
+    I like to chat with data-people from anywhere to get inspiration for my work or my side projects.
+
+    Today at lunchtime was fun.
+
+    I was talking to Olivier Lemasle about data marketing and we ended up live-coding a function to integrate google trends into your data-warehouse.
+
+
+    What do you do for your lunchtimes?
+
+- id: 2024-11-29_i_was_impressed_by_sherloq_this_week
+  type: image
+  title: |
+    I was impressed by Sherloq this week.
+  author: Paul Marcombes
+  date: "2024-11-29"
+  url: https://www.linkedin.com/posts/paul-marcombes_i-was-impressed-by-sherloq-this-week-sherloq-activity-7268176634438893568-j6Xt?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 74
+  reshares: 4
+  impressions: 5835
+  comments: 9
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQGF_6D32WquGw/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1732868344217?e=1741219200&v=beta&t=Miz1Cl8_tT_3tFTArsUreZTUL5OHJud-QVYqLi7b06w']
+  image_url: ../assets/blog/2024-11-29_i_was_impressed_by_sherloq_this_week
+  text: |
+    Sherloq is a tool to organize and share your SQL queries.
+
+    What caught my eye is the UX:
+
+    >  It feels like an integral part of your data warehouse console.
+    >  (thanks to a browser extension).
+
+
+    I could not wait to build my own chrome extension.
+
+
+    It’s fun because I started BigFunctions two years ago by making visualizations in BigQuery console.
+
+    But it was hacky (inspect the page and inject JavaScript) and I could not find an elegant way.
+
+    I think I just did.
+
+- id: 2024-11-28_selfserved_dataanalysts_are_much_more_impactful_he
+  type: text
+  title: |
+    Self-served data-analysts are much more impactful. Here’s why:
+  author: Paul Marcombes
+  date: "2024-11-28"
+  url: https://www.linkedin.com/posts/paul-marcombes_self-served-data-analysts-are-much-more-impactful-activity-7267805672975564800-vlCQ?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 39
+  reshares: 3
+  impressions: 5419
+  comments: 4
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    We often talk about self-service analytics.
+
+    It’s a way to democratize data access in a company. It focuses on all people.
+
+    But we forget to think about self-service for data-analysts.
+
+    Company people used to be dependent on data-analysts to access data. Self-service analytics changed that.
+
+    Data-analysts are still dependent on data-engineers to do their job. Self-service for data-analysts change that.
+
+    What if data engineers became data-platform engineers, building a catalog of tools that the data-analysts could pick to achieve their job?
+
+    Self-served data-analysts would not be dependent anymore.
+
+    It would open much more scalability to answer data needs.
+
+    It would foster creativity.
+
+    It would boost data activation.
+
+
+    What’s your opinion on this?
+
+
+    ———
+
+    BigFunctions was built to reach self-served data analysts. It provides them a catalog of services to do everything they need from SQL.
+
+- id: 2024-11-27_text_to_sql_may_not_be_the_answer_for_self_service
+  type: text
+  title: |
+    Text to SQL may not be the answer for self service analytics.
+  author: Paul Marcombes
+  date: "2024-11-27"
+  url: https://www.linkedin.com/posts/paul-marcombes_text-to-sql-may-not-be-the-answer-for-self-activity-7267466431506571264-ZiVe?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 137
+  reshares: 3
+  impressions: 17175
+  comments: 43
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    Text to SQL is great as a coding assistant for Data Analysts.
+
+    But it won’t help for business people to get trusted data answers.
+
+
+    The problem is that SQL can be quite complex. The LLM has too much freedom. It can generate incorrect stuff too easily.
+
+    It’s OK for a coding assistant. The data analyst will fix it and iterate. It is not acceptable for a CEO.
+
+    You have to constrain stuff.
+
+
+    We can make the LLM generate requests on a semantic layer instead of SQL.
+
+
+    Another way would be to have a set of templated queries with parameters.
+
+    The LLM would choose among the templates and guess the correct parameter values.
+
+    For example:
+
+    - A template sql query could be the select of an aggregate of a metric over time with a breakdown on a dimension.
+
+    - Parameters would be the table name, the aggregate function, the metric and the dimension.
+
+
+    Thanks David Jayatillake  & Naim Kosayyer for opening my eyes on this at Forward Data Conference.
+
+- id: 2024-11-25_bigfunctions_is_a_framework_like_dbt_to_supercharg
+  type: image
+  title: |
+    BigFunctions is a framework like dbt to supercharge your data-warehouse:
+  author: Paul Marcombes
+  date: "2024-11-25"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigfunctions-is-a-framework-like-dbt-to-supercharge-activity-7266818186103214080-zFFk?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 269
+  reshares: 3
+  impressions: 19557
+  comments: 9
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQH3Kqo4WTx8PQ/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1732544464803?e=1741219200&v=beta&t=EkzM-FWvKnuDKv9ZS1c-U7lXLBofeOdLd9O77m5slEI']
+  image_url: ../assets/blog/2024-11-25_bigfunctions_is_a_framework_like_dbt_to_supercharg
+  text: |
+    1/
+    - functions are deployed in yaml
+    - dbt models are declared in yaml/sql.
+
+    2/
+    - functions are tested and deployed with a command line.
+    - dbt models are tested and deployed with a command line.
+
+    3/
+    - in both frameworks the command line generates a documentation website.
+
+
+    > With dbt and bigfunctions you can then build a all-in-one data-platform as a declarative data stack.
+
+
+    Thanks Christophe Blefari, Hymaïa and Modern Data Network for having me at this great forward data conference.
+
+- id: 2024-11-24_its_been_2_years_i_publish_on_linkedin_but_i_never
+  type: text
+  title: |
+    It’s been 2 years I publish on LinkedIn. But I never introduced myself. 5 things you don’t know about me:
+  author: Paul Marcombes
+  date: "2024-11-24"
+  url: https://www.linkedin.com/posts/paul-marcombes_its-been-2-years-i-publish-on-linkedin-activity-7266538870266114048-Xv18?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 164
+  reshares: 0
+  impressions: 9168
+  comments: 9
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    1. I am father of 3 children of age 3, 8 and 10.
+
+    2. I started gymnastics 2 months ago. It feels like die and retry. It’s fun.
+
+    3. I lived one year in China. I worked in a machine learning research lab. It felt like pressing the pause button.
+
+    4. I need to escape one weekend a year. I take a night train. With my bike. And I ride for 48h.
+
+    5. My dream is to build data apps, quit my job and make a living from it.
+
+- id: 2024-11-12_well_im_nowhere_near_kestra_and_their_10000_stars
+  type: image
+  title: |
+    Well, I’m nowhere near Kestra and their 10000+ stars,
+  author: Paul Marcombes
+  date: "2024-11-12"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigfunctions-activity-7262007470632390656-8UJm?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 69
+  reshares: 2
+  impressions: 5534
+  comments: 4
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D5622AQFe-6DiipW63w/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1730943320025?e=1741219200&v=beta&t=p8C7qYONkEUoOO_BFKaf52VQ3vYj1i6ddIqYPBRyOBM']
+  image_url: ../assets/blog/2024-11-12_well_im_nowhere_near_kestra_and_their_10000_stars
+  text: |
+    But it makes me something to have reached 600 ⭐️ with bigfunctions today 🥹
+
+    Slowly but surely.
+
+    Huge Thanks to the 30 contributors.
+
+
+    (The time I wrote this post you already have 12000+ stars Emmanuel Darras Ludovic DEHON. How fast!)
+
+
+    Do you think I should accelerate?
+
+
+    BigFunctions website: https://lnkd.in/eBzr3wfM
+
+- id: 2024-11-08_unify_batch__real_time_in_data_
+  type: linkedinVideo
+  title: |
+    Unify batch / real time in data 🤝
+  author: Paul Marcombes
+  date: "2024-11-08"
+  url: https://www.linkedin.com/posts/paul-marcombes_unify-batch-real-time-in-data-at-nickel-activity-7260557938962894848-PBK9?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 122
+  reshares: 4
+  impressions: 5972
+  comments: 2
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    At Nickel, we've built a configurable data engine:
+
+    ✅ that allows data analysts to deploy algorithms
+    ✅ in batch or real time
+    ✅ configured in SQL
+
+    on a wide range of use cases:
+
+    👉 real-time communications (sms, push, email, etc).
+    👉 fight against financial crime
+    👉 content personalization
+    👉 reversal of functionalities
+    👉 etc.
+
+
+    Do NOT deploy Algorithms!
+    —> Deploy configurable platforms!
+    Your impact will be 10x
+
+
+
+    Delighted to have been able to talk about it on iziday’s Boris Fievet  mic.
+
+- id: 2024-11-07_sqlmesh_vs_dbt
+  type: image
+  title: |
+    sqlmesh vs dbt?
+  author: Paul Marcombes
+  date: "2024-11-07"
+  url: https://www.linkedin.com/posts/paul-marcombes_sqlmesh-vs-dbt-i-bet-for-sqlmesh-simply-activity-7260195572647624706-Iwj3?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 138
+  reshares: 5
+  impressions: 18114
+  comments: 36
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D5622AQGAV_T8Px1IUA/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1730940548131?e=1741219200&v=beta&t=NemQyAu-b7wiYyPzqY13CUxSE9dnKUgj8w7fgBsMinI']
+  image_url: ../assets/blog/2024-11-07_sqlmesh_vs_dbt
+  text: |
+    I bet for sqlmesh.
+
+
+    Simply because sqlmesh paid product does not compete with their open-source product. It’s complementary.
+
+    While dbt has little interest in improving dbt-core, sqlmesh, as a challenger, has to be much better to be adopted.
+
+    Actually sqlmesh is already in the lead when it comes to developer experience, and it is just the beginning.
+
+    Go go go Tobias (Toby) Mao and Tobiko !
+
+
+    (Photo from Thomas Richard on unsplash)
+
+- id: 2024-11-06_unifions_le_batch__temps_rel_dans_la_data_
+  type: article
+  title: |
+    Unifions le batch / temps réel dans la data 🤝
+  author: Paul Marcombes
+  date: "2024-11-06"
+  url: https://www.linkedin.com/posts/paul-marcombes_la-data-en-temps-r%C3%A9el-chez-nickel-activity-7259852897339719680-dJdG?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 65
+  reshares: 2
+  impressions: 4720
+  comments: 1
+  article_title: |
+    📊 La data en temps réel chez Nickel
+  article_url: https://www.youtube.com/shorts/ysNHwndSjoE
+  images: []
+  image_url: null
+  text: |
+    Chez Nickel on a construit un moteur de calculs data configurable:
+
+    ✅  qui permet aux data-analystes de déployer des algos
+    ✅  batch ou temps réel
+    ✅  configurés en SQL
+
+    sur plein de cas d'usages:
+
+    👉 communications temps réel (sms, push, email, etc)
+    👉 lutte contre le crime financier
+    👉 personnalisation de contenu
+    👉 feature flipping
+    👉 etc
+
+
+    Ne déployez PAS des ALGOS 
+    --> Créez des PLATEFORMES multi-usages.
+    --> Et démultipliez le pouvoir data.
+
+
+    Ravi d'avoir pu en parler au micro de Boris Fievet de iziday.
+
+- id: 2024-11-06__nouveau_podcast_disponible_
+  type: article
+  title: |
+    🎧 NOUVEAU PODCAST DISPONIBLE !
+  author: iziday
+  date: "2024-11-06"
+  url: https://www.linkedin.com/posts/iziday_nickel-les-avantages-dune-plateforme-de-activity-7259841611243646979-9713?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 7
+  reshares: 1
+  impressions: null
+  comments: 2
+  article_title: |
+    Nickel : Les avantages d'une plateforme de données en temps réel ⚙️ (#7)
+  article_url: https://www.youtube.com/watch?v=G6qZe0ldfYk
+  images: []
+  image_url: null
+  text: |
+    Dans cet épisode, nous avons le plaisir de recevoir Paul Marcombes, Head of Data chez Nickel, afin d'échanger sur la plateforme de données en temps réel qu'ils ont mise en place et son impact dans le secteur bancaire.
+
+    🔥 Au programme :
+
+    > L’adoption du modèle de Data Mesh chez Nickel et son impact sur l’organisation de l’équipe data.
+    > Un tour d’horizon des technologies et outils utilisés, notamment l’architecture de la plateforme de données en temps réel.
+    > L’utilisation de cette plateforme pour répondre aux enjeux marketing et de conformité dans un contexte bancaire.
+
+    Pour l'écouter ça se passe ici 👇
+
+- id: 2024-10-28_speaker_announcement_were_thrilled_to_announce_tha
+  type: image
+  title: |
+    [SPEAKER ANNOUNCEMENT] We're thrilled to announce that Paul Marcombes from Nickel will be speaking at the Forward Data Conference!
+  author: Forward Data Conference
+  date: "2024-10-28"
+  url: https://www.linkedin.com/posts/forward-data-conference_speaker-announcement-were-thrilled-to-activity-7256571649079095296-i8RR?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 45
+  reshares: 2
+  impressions: null
+  comments: 3
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQFqBZaH1xkcug/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1730097975021?e=1741219200&v=beta&t=KK90Qp27D7BKaRxqSyfv3MTal88OtALWYffNxxlks0A']
+  image_url: ../assets/blog/2024-10-28_speaker_announcement_were_thrilled_to_announce_tha
+  text: |
+    Paul is Head of Data at Nickel, and will how to unlock new SQL capabilities with BigFunctions, a framework for building and using 100+ powerful BigQuery functions to supercharge your data analysis.
+
+    We are so happy to have you among the speakers Paul Marcombes!
+
+    Get the full description of his talk here: https://lnkd.in/eFWY_zYQ
+
+    All talks are now available on our website: https://lnkd.in/eyndp6CW
+
+    A huge thanks to our amazing sponsors for this conference: CastorDoc, Mirakl, SYNQ, nibble.ai, Sparkline Human Finders, Omni and Corail Analytics ❤️
+
+    The Forward Data Conference is now sold out! Join the waitlist to be informed of the latest news: https://lnkd.in/d7QANz5B
+
+- id: 2024-10-25_replay_du_vendredi_comment_nickel_transforme_son_e
+  type: article
+  title: |
+    [Replay du vendredi] Comment Nickel transforme son entreprise grâce à l'IA
+  author: Hymaïa
+  date: "2024-10-25"
+  url: https://www.linkedin.com/posts/hymaia_comment-nickel-transforme-son-entreprise-activity-7255587097636474881-cjXW?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 25
+  reshares: 1
+  impressions: null
+  comments: 0
+  article_title: |
+    Comment Nickel transforme son entreprise grâce à l'IA | De l'analyse client à l'innovation produit
+  article_url: https://youtu.be/TVssX2k4TUg
+  images: []
+  image_url: null
+  text: |
+    🚀 Paul Marcombes, Head of Data de Nickel, présente comment l'entreprise utilise l'IA pour améliorer l’expérience client et les processus internes.
+
+    Il présente comment Nickel associe moteurs de recherche et génération de contenu pour créer des solutions IA adaptées.
+
+    Son message essentiel: Bien séparer la partie moteur de recherche de la partie génération de contenu. Les utilisateurs veulent voir la vraie data !
+
+    Avec ce retour d'expérience, Paul met en avant une solution simple permettant aux utilisateurs de questionner les retours des clients sur des plateformes comme l’App Store ou Trustpilot via du RAG et de la recherche hybride, adaptées à la gestion rapide et efficace des informations pour les équipes.
+
+    Nickel compte aujourd'hui 4 millions de comptes ouverts en 10 ans, une présence dans 5 pays et 11 000 points partenaires en Europe. L'entreprise a 200 utilisateurs SQL qui exploitent les insights des données.
+
+    Voici le lien : https://lnkd.in/etG5e9P3
+
+- id: 2024-10-15__new_bigfunctions__loadfileurl_filetype_destinatio
+  type: image
+  title: |
+    👨‍🔧 New BigFunctions : load_file(url, file_type, destination_table, options)
+  author: Antoine Giraud
+  date: "2024-10-15"
+  url: https://www.linkedin.com/posts/antgiraud_bigfunctions-activity-7251856908347699202-2UBB?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 228
+  reshares: 10
+  impressions: null
+  comments: 18
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQG9JjTVyNBaWw/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1728913037122?e=1741219200&v=beta&t=-JZRTylI-BoDjmE_u-OciSAYsjYKNSdn2wzPk0n4FxU']
+  image_url: ../assets/blog/2024-10-15__new_bigfunctions__loadfileurl_filetype_destinatio
+  text: |
+    > Download web file into destination_table in BigQuery with SQL
+
+    Under the BigFunctions hood : DuckDB & Ibis 😍🦆
+
+    Great & enjoyable team work with Paul Marcombes 🙌
+
+    Documentation :
+    👉 https://lnkd.in/e9xNnHfv
+
+- id: 2024-10-04_do_you_have_a_lot_of_text_data__categorize_it_
+  type: image
+  title: |
+    Do you have a lot of text data? ➜ Categorize it! ✨
+  author: Paul Marcombes
+  date: "2024-10-04"
+  url: https://www.linkedin.com/posts/paul-marcombes_do-you-have-a-lot-of-text-data-categorize-activity-7247911268727029760-4kiA?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 54
+  reshares: 2
+  impressions: 5027
+  comments: 9
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQE6-m55Ry5xjQ/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1728036704948?e=1741219200&v=beta&t=E8wbebx3T8IZp_NQHxJL_E3pkRUGKFdGLi4Tws49j1o']
+  image_url: ../assets/blog/2024-10-04_do_you_have_a_lot_of_text_data__categorize_it_
+  text: |
+    The easiest way to get a holistic view of your text data is to categorize it.
+
+    You'll instantly get:
+
+    ➜ the main topics,
+    ➜ the number of texts associated to each,
+    ➜ the evolution of these metrics over time
+
+
+    Here's an example of how I've categorized our user reviews at Nickel.
+    I'm impressed by the results.
+
+
+    It can also be applied to customer support tickets.
+
+    It can also be applied to the Information schema of your database to get a business classification of your tables.
+
+    What other use cases do you see?
+
+- id: 2024-09-26_easiest_way_to_get_a_public_csv_file_into_bigquery
+  type: image
+  title: |
+    Easiest way to Get a Public CSV file into BigQuery 📝
+  author: Paul Marcombes
+  date: "2024-09-26"
+  url: https://www.linkedin.com/posts/paul-marcombes_easiest-way-to-get-a-public-csv-file-into-activity-7245098813319712768-sJL3?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 99
+  reshares: 3
+  impressions: 7509
+  comments: 8
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQF9oYCEPnXKAA/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1727366162927?e=1741219200&v=beta&t=Ti0sc8Ac444vr0y8mzDWW3hFazaw-6XywjnjReEPYwo']
+  image_url: ../assets/blog/2024-09-26_easiest_way_to_get_a_public_csv_file_into_bigquery
+  text: |
+    I had great fun to do live coding with Javier de la Torre from CARTO.
+
+    Within 20 minutes we could deploy this function that anyone can now use without install to get public csv data into their BigQuery project.
+
+    👏 Javier de la Torre
+
+    Function doc: https://lnkd.in/evJHfvaf
+
+- id: 2024-09-26_extract_webpage_data_with_sql_
+  type: image
+  title: |
+    Extract Webpage Data with SQL 🌐!
+  author: Paul Marcombes
+  date: "2024-09-26"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-googlecloud-activity-7244970986381479937-CASX?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 70
+  reshares: 4
+  impressions: 6065
+  comments: 9
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQH_NQrpiCJfFg/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1727335687006?e=1741219200&v=beta&t=UX3-PdfWhpbPPxpzY96gAdTcD_s5hJ1rxj_E5Yc6exU']
+  image_url: ../assets/blog/2024-09-26_extract_webpage_data_with_sql_
+  text: |
+    Get structured data.
+
+    Directly from webpages.
+
+    Into your data-warehouse.
+
+    Using a prompt embedded in a SQL query.
+
+
+    Hello SQL superpowers 😲...
+
+
+    ➡️ Copy and run the query in comments. It's all you need.
+
+
+    bigquery bigfunctions googlecloud dataengineering
+
+- id: 2024-09-24__new_contribution_to_bigfunctions__refreshpowerbi
+  type: image
+  title: |
+    👨‍🔧 New contribution to BigFunctions : `refresh_powerbi`
+  author: Antoine Giraud
+  date: "2024-09-24"
+  url: https://www.linkedin.com/posts/antgiraud_bigfunctions-powerbi-bigquery-activity-7244239220641251330-RBda?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 82
+  reshares: 5
+  impressions: null
+  comments: 12
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQGL-XtaYrSt8A/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1727116638626?e=1741219200&v=beta&t=fVuTFDEdiW26gJorLmh46KUU7vbcliiGr0PK2Tl1_Ww']
+  image_url: ../assets/blog/2024-09-24__new_contribution_to_bigfunctions__refreshpowerbi
+  text: |
+    This function let you launch a PowerBI semantic model (dataset) refresh 📊
+    from BigQuery in SQL
+
+    Documentation here
+    👉 https://lnkd.in/e6BifCw4
+
+    Use it in your post-hook / post_operations / post-statements in your favorite SQL transformation tools 🥳
+    DBT, Dataform, SqlMesh
+
+    Thanks again Paul Marcombes for the review !
+
+- id: 2024-09-20_converse_with_your_user_feedbacks_inside_bigquery_
+  type: image
+  title: |
+    Converse with your User Feedbacks inside BigQuery ✨💬
+  author: Paul Marcombes
+  date: "2024-09-20"
+  url: https://www.linkedin.com/posts/paul-marcombes_noabrinstallabrneeded-bigfunctions-bigquery-activity-7242862602559655937-CSQU?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 55
+  reshares: 2
+  impressions: 3649
+  comments: 8
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQEuo3EcgXzVMA/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1726833009639?e=1741219200&v=beta&t=RGX8rjztob0kBBQdSsHOrdYIa5Kgu_Iif-1Ky1ocX_0']
+  image_url: ../assets/blog/2024-09-20_converse_with_your_user_feedbacks_inside_bigquery_
+  text: |
+    Gen AI features provides new dimensions for data-analysis.
+
+    You can:
+    - Transform any text such as user feedbacks into quantified data.
+    - Identify your customers main topics.
+    - Identify their frustration & needs
+
+
+    Thanks to the new "get_playstore_reviews" function in BigQuery, you are "one click" away to load your user feedbacks and start digging for unexplored insights. no_install_needed
+
+
+    (Documentation in comments)
+
+    bigfunctions bigquery googlecloud dataengineering
+
+- id: 2024-09-18_i_just_tried_the_brand_new_conversational_analytic
+  type: image
+  title: |
+    I just tried the brand new Conversational Analytics from Looker Studio. Here's 👇 what I learnt
+  author: Paul Marcombes
+  date: "2024-09-18"
+  url: https://www.linkedin.com/posts/paul-marcombes_lida-opendataqna-conversationalanalytics-activity-7242134012910014465-3fUN?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 64
+  reshares: 1
+  impressions: 4604
+  comments: 18
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQFRA6po6iX8ug/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1726659299688?e=1741219200&v=beta&t=qrD05ibV5uCghQwpw-SXlVwHl6Juj7vcgrm6ajNPqtc']
+  image_url: ../assets/blog/2024-09-18_i_just_tried_the_brand_new_conversational_analytic
+  text: |
+    All BI teams are working hard to enable users to get insights from natural language questions.
+
+    Looker Studio is no exception. Here's what I learnt trying their new Conversational Analytics UI:
+
+
+    Getting better!
+    ➡️  It works great to explore a table
+    ➡️  How was this calculated? exposes very clearly how AI provided the answer and quikly gives you trust in the answer.
+    ➡️  Insights exposes result interpretation in natural language which is great to copy paste in a presentation
+    ➡️  Questions Suggestions are interested to get started
+    ➡️  Suggestions for reformulation work very well
+
+
+    There's still a lot to do
+    ➡️  Charts are limited. I found no way for the Agent to result a chart showing the evolution of a metric with a break down on a dimension. Quite restricting for an analysis...
+    ➡️  Agent can give you a precise information contained in the table. But forget about asking advanced stuff such as making a feature impact analysis or compare distribution of a metric between two periods.
+    ➡️  Actually it can only answer one unique result at a time. You cannot generate multiple charts at once with analysis by different dimensions.
+
+
+    Should I use Looker Studio Conversational Analytics?
+    ➡️  I think it is already an interesting tool to expose some prepared data to end users who are not proficient in SQL nor dashboarding
+    ➡️  But if you're a data analyst you would prefer to use BigQuery Canvas which enables to tune your queries and better manage the flow between questions & answers.
+
+
+    Should I look for other tools?
+    The improvement of these tools to enable advanced analysis use cases is just a matter of time. You should definitely keep an eye on what's coming to be ready when it comes.
+
+    I won't we surprised if open-source wins.
+
+    If you're more from engineering here are two tools you want to have a look at:
+    - Lida from Microsoft to automate charts from data.
+    - opendataqna from Google to query your database in natural language.
+
+
+    What's you plan in your company?
+
+
+    conversationalanalytics bigquery lookerstudio genai
+
+    Photo by Guilherme Stecanella on Unsplash
+
+- id: 2024-09-14_i_am_stunned_by_the_quality_of_this_genai_created_
+  type: linkedinVideo
+  title: |
+    I am stunned by the quality of this genAI created podcast 😲
+  author: Paul Marcombes
+  date: "2024-09-14"
+  url: https://www.linkedin.com/posts/paul-marcombes_i-am-stunned-by-the-quality-of-this-genai-activity-7240717718746730497-mUi9?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 76
+  reshares: 2
+  impressions: 6787
+  comments: 15
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    I just gave NotebookLM (a new tool made available by google) two urls from BigFunctions website.
+
+    And here is the result.
+
+    Click on the video & Listen to it. It's impressive.
+
+
+    NotebookLM: https://lnkd.in/e9CqxKFG
+    BigFunctions: https://lnkd.in/eBzr3wfM
+
+- id: 2024-09-13_data_analysis_is_structured_data_enough
+  type: image
+  title: |
+    Data Analysis: Is Structured Data Enough?
+  author: Paul Marcombes
+  date: "2024-09-13"
+  url: https://www.linkedin.com/posts/paul-marcombes_data-analysis-is-structured-data-enough-activity-7240278912491028480-8U4A?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 39
+  reshares: 1
+  impressions: 2942
+  comments: 5
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQELOHwBUFSuBg/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1726217009155?e=1741219200&v=beta&t=8MB3IpAAD6vCR_DZTuFIRm68qH22qYPbvKle0umaeIk']
+  image_url: ../assets/blog/2024-09-13_data_analysis_is_structured_data_enough
+  text: |
+    You can be the greatest data-analyst, you will never be able to uncover an insight for which you don't have the data.
+
+    Structured data is great: it shows you facts and correlations between phenomena that characterize your product's current situation.
+
+    But you're missing out a ton.
+
+    You can't see what your users are thinking, what they want, what frustrates them.
+
+
+    I think data analysts should incorporate the “voice of the customer” into their data and take their data analysis to a new level.
+
+
+    I'll be explaining how to do this in practice at a conference at the Salon Data IA in Nantes, France.
+
+
+    Come and join us!
+    ➡️ https://lnkd.in/eevGPnGc
+
+- id: 2024-09-12_surface_the_search_behind_the_rag__
+  type: image
+  title: |
+    Surface the search behind the RAG 🔎 !
+  author: Paul Marcombes
+  date: "2024-09-12"
+  url: https://www.linkedin.com/posts/paul-marcombes_surface-the-search-behind-the-rag-retrieval-activity-7239892809229504513-MxIu?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 88
+  reshares: 0
+  impressions: 5451
+  comments: 2
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQExvzwBC6oVjg/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1726124955579?e=1741219200&v=beta&t=0diHXFHQZbfDVPlshWXDVoJ7Qjn_EsHKx6467X2rTZw']
+  image_url: ../assets/blog/2024-09-12_surface_the_search_behind_the_rag__
+  text: |
+    Retrieval Augmented Generation is one of the best way to get started with GenAI in a company.
+
+    Mathilde Gorieu made us realize at Nickel that while it's very powerful to help people find information from a knowledge base, it does not always offer the best user experience with regard to the use case.
+
+    So instead of embedding a hidden search engine into your RAG system, it's better to decouple search and RAG and offer a User Experience with both functionalities.
+
+
+
+    Thanks Isabella Busch & C2C for the invitation to share this at Google Paris Office with guillaume blaquiere Antoine Castex Mehdi Labassi Rhys Phillips Guillaume Gelin Josh S. Berman Fabrice SOLLAMI Kathy Sullivan @florian c.  Sherelle Farrington Mazlum Tosun Axel Thevenot Jean-Baptiste Braun Ivan Beauvais Arnaud Rolet Hakim Batata Alex Lheritier
+
+- id: 2024-09-10_lets_talk_about_nickel_genai_use_cases_at_google_p
+  type: image
+  title: |
+    Let's talk about Nickel GenAI use cases at Google Paris Office!
+  author: Paul Marcombes
+  date: "2024-09-10"
+  url: https://www.linkedin.com/posts/paul-marcombes_lets-talk-about-nickel-genai-use-cases-at-activity-7239181414254931968-aFPz?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 79
+  reshares: 2
+  impressions: 4418
+  comments: 3
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQGF2Hk7xmfBOQ/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1725955346069?e=1741219200&v=beta&t=0UOGnniqQ93It9-rQhd503HIn_MS2_RjdBlSFVIFifI']
+  image_url: ../assets/blog/2024-09-10_lets_talk_about_nickel_genai_use_cases_at_google_p
+  text: |
+    With Mathilde Gorieu we're going to share today what we've learned at Nickel while implementing several RAG use cases.
+
+    We believe that search and RAG are complementary and search should not be hidden inside the RAG.
+
+
+    Happy to be attending at this C2C event from the Google Cloud community and looking forward to learning from guillaume blaquiere Antoine Castex Mehdi Labassi Guillaume Gelin Rhys Phillips Eric Djatsa Yota Fabrice SOLLAMI Josh S. Berman Sherelle Farrington Isabella Busch
+
+    Come and join us!
+
+    ➡️ Event Link: https://lnkd.in/ed69H8Bq
+
+- id: 2024-08-22__bigquery_champions_level_up_your_data_work_with_b
+  type: text
+  title: |
+    🦸 BigQuery Champions, Level Up Your Data Work with BigFunctions!
+  author: Masthead Data
+  date: "2024-08-22"
+  url: https://www.linkedin.com/posts/masthead-data_bigquery-champions-level-up-your-data-activity-7232297664124514305-q54g?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 27
+  reshares: 4
+  impressions: null
+  comments: 5
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    Data engineers, are you tired of manually building and managing BigQuery functions? 
+    BigFunctions is revolutionizing your workflow!
+
+    💡Created by data guru Paul Marcombes, the open-source project BigFunctions offers 100+ functions ready to implement for your BigQuery projects.
+
+    The most common BigFunctions use cases are:
+
+    • Expand functionality. Despite the array of functions available in BigQuery, there might be occasions where a specific function is needed but not included.
+    • Streamline your queries: UDFs act like reusable code snippets in BigQuery. Instead of rewriting the same complicated calculations over and over, define them once as a UDF and then simply reference them wherever needed.
+    • Standardization. UDFs act like a playbook for your queries. By creating a UDF for a particular calculation, you ensure everyone is using the same definition, promoting consistency across large teams or complex organizations.
+
+    Check out BigFunctions and what it help you do in our article (link in the comments)
+
+- id: 2024-08-01_refresh_a_tableau_workbook_with_a_sql_command
+  type: image
+  title: |
+    Refresh a Tableau Workbook with a SQL command
+  author: Paul Marcombes
+  date: "2024-08-01"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-activity-7224670243372109825-hlMZ?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 48
+  reshares: 3
+  impressions: 4918
+  comments: 2
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQFffc8xiAJytA/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1722014836482?e=1741219200&v=beta&t=Ll4CEubWLlEPDn9OkPiBHFyUqigduBs7tzjZYdUWpjI']
+  image_url: ../assets/blog/2024-08-01_refresh_a_tableau_workbook_with_a_sql_command
+  text: |
+    dbt provides post-hooks.
+
+    Post-hooks are SQL queries that run after model creation.
+
+    Refresh_tableau is a function available to anyone in BigQuery to trigger the refresh of a Tableau source with SQL.
+
+    One can then refresh a Tableau Workbook at the minute its dbt model is re-computed, thanks to a dbt post-hook.
+
+    Many Thanks Antoine Giraud for having created this function in BigFunctions
+
+
+    bigquery bigfunctions
+
+- id: 2024-07-30_the_stuff_no_one_will_tell_you_about_running_a_dat
+  type: text
+  title: |
+    The stuff no one will tell you about running a data team:
+  author: Ethan Aaron
+  date: "2024-07-30"
+  url: https://www.linkedin.com/posts/ethanaaron_the-stuff-no-one-will-tell-you-about-running-activity-7224048593538560002-dICF?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 493
+  reshares: 18
+  impressions: null
+  comments: 43
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    1. You'll might need to say NO to more stuff
+    2. You can say NO to more stuff
+    3. You should say NO to more stuff
+    4. You have to say NO to more stuff
+    5. You will fail if you don't say NO to more stuff
+
+    Everyone thinks they need to please everyone when they take on a role in data.
+
+    In reality, you need to get really great at saying NO to low-value requests.
+
+    Otherwise, your team will be a low-value team.
+
+    __
+
+    As a data leader this is your most important job.
+
+    Find the high-value stuff, and say NO to everything else.
+
+- id: 2024-07-29_put_the_right_label_to_a_value
+  type: image
+  title: |
+    Put the right label to a value
+  author: Paul Marcombes
+  date: "2024-07-29"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-activity-7223583106891485184-U5-Y?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 32
+  reshares: 1
+  impressions: 4184
+  comments: 2
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQFDovroUkOgJQ/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1722012926597?e=1741219200&v=beta&t=cNlFeadg61xiifDsq6iu38UCeoNcpSKBcfGDQR1iDfY']
+  image_url: ../assets/blog/2024-07-29_put_the_right_label_to_a_value
+  text: |
+    Available to anyone in BigQuery
+
+    Thanks Bartosz Figas for this great contribution to BigFunctions.
+
+    Function doc: https://lnkd.in/euCcMPhD
+
+    bigquery bigfunctions
+
+- id: 2024-07-25_load_data_from_250_sources_with_a_single_sql_query
+  type: image
+  title: |
+    Load data from 250+ Sources with a single SQL query!
+  author: Paul Marcombes
+  date: "2024-07-25"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigfunctions-airbyte-bigquery-activity-7222133476475498496-W_BK?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 299
+  reshares: 18
+  impressions: 25491
+  comments: 42
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQFFeIVwoGb86g/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1721839747978?e=1741219200&v=beta&t=XLN8hnE-tKy_bYwgb74oBxd7vyWj9ckw7D6aCTxaBck']
+  image_url: ../assets/blog/2024-07-25_load_data_from_250_sources_with_a_single_sql_query
+  text: |
+    `get_data` bigfunction is available in BigQuery.
+
+    It loads data from your favorite SAAS.
+
+    No install is needed.
+
+    It uses airbyte-serverless and airbyte python connectors.
+
+
+    BigFunctions:
+
+    BigFunctions is a framework to build a catalog of BigQuery functions.
+
+    It also comes with 100+ ready to call public functions.
+
+    `get_data` function is one of them.
+
+    Doc is in comments.
+
+
+    bigfunctions airbyte bigquery dataengineering googlecloud
+
+- id: 2024-06-04_banktech_day_organis_par_finance_innovation_se_dro
+  type: image
+  title: |
+    BankTech Day organisé par Finance Innovation se déroulera le 13 juin 2024 au Cloud Business Center !
+  author: Paul Marcombes
+  date: "2024-06-04"
+  url: https://www.linkedin.com/posts/paul-marcombes_banktech-day-organis%C3%A9-par-finance-innovation-activity-7203679225927647232-xdKo?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 98
+  reshares: 1
+  impressions: 6383
+  comments: 4
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQGfHVBUWMoYvA/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1719199951783?e=1741219200&v=beta&t=w34PsWOFdLVZlwL_FsgcnYv9DelTe252sGyVuH4blyE']
+  image_url: ../assets/blog/2024-06-04_banktech_day_organis_par_finance_innovation_se_dro
+  text: |
+    Je participerai à l'atelier : L'Expérience client à l’ère de la data : banques & fintechs en quête d’hyperpersonnalisation
+
+    aux côtés de Pierre LECOMMANDEUR, Societe Generale, Vincent Boclé, namR, Brice Barouch, Provenir, Stéphane Nouy, Moneythor et animée par Solange DAHOME, Colombus Consulting
+
+    Le contexte concurrentiel actuel incite les banques à repenser leur stratégie pour attirer et fidéliser leur clientèle. Une des approches les plus efficaces consiste à déployer une stratégie de personnalisation de l'expérience client, permettant à  la banque d'adapter ses offres aux besoins spécifiques de chaque client.
+
+    L’utilisation des données à l'aide de nouveaux outils soutient cette stratégie d'hyperpersonnalisation. Elle constitue un levier pour enrichir sa proposition de valeur pour les clients et développer sa croissance.
+
+    ➡  Inscrivez-vous à l’événement  https://lnkd.in/eYH5zrW8
+
+- id: 2024-05-30_stop_struggling_with_nested_json_in_bigquery__flat
+  type: image
+  title: |
+    Stop struggling with nested JSON in BigQuery! 🤼‍♂️ Flatten your data 🚀
+  author: Paul Marcombes
+  date: "2024-05-30"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-googlecloud-activity-7201971338377351168-DqGn?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 239
+  reshares: 15
+  impressions: 40818
+  comments: 43
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D5622AQFDWi7vWtTE5w/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1717083771621?e=1741219200&v=beta&t=1CUP5B2nbKeWdfOhN9e0vIqm8t0wPzrhsoLwdFVFoFU']
+  image_url: ../assets/blog/2024-05-30_stop_struggling_with_nested_json_in_bigquery__flat
+  text: |
+    Tired of endlessly navigating nested fields in your JSON data? 😩
+    You're not alone. It's like searching for a needle in a haystack...made of objects and arrays! 🤯
+
+
+    But what if I told you there's a better way? 🎉
+    Introducing the new BigQuery function sql_to_flatten_json_column which parses your json column, guesses the json schema and generates a SQL query to execute to flatten the json column.
+
+
+    ✨ Say goodbye to nested chaos: Transform complex JSON structures into easy-to-manage flat tables.
+    ✨ Query with confidence: Easily access any field without writing convoluted nested queries.
+    ✨ Boost your productivity: Spend less time wrangling data and more time extracting insights
+
+    Ready to ditch the JSON struggle?
+    ➡️  Function doc: https://lnkd.in/g8DBbwgD
+
+    BigFunctions is fully open-source and functions are available on your GCP project without install.
+
+    bigquery bigfunctions googlecloud
+
+- id: 2024-05-29_loading_data_into_bigquery_should_be_as_simple_as_
+  type: image
+  title: |
+    Loading data into BigQuery should be as simple as a SQL query 👅 !
+  author: Paul Marcombes
+  date: "2024-05-29"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-airbyte-bigfunctions-activity-7201509980221358080-zBHb?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 186
+  reshares: 6
+  impressions: 17564
+  comments: 26
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQHJ-c9Ihbkd0Q/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1716973775963?e=1741219200&v=beta&t=q2fSXWfUFsbK7nhwE--Y3ZdyTcAwjRjpbFigxiY2YEc']
+  image_url: ../assets/blog/2024-05-29_loading_data_into_bigquery_should_be_as_simple_as_
+  text: |
+    Airbyte built awesome open-source connectors to move data into your warehouse.
+
+
+    What if we could run them via a simple SQL query?
+
+
+    That's what this function does. You can get data from any public GitHub Repo into your BigQuery project (no install required). It uses Airbyte Github connector under the hood.
+
+    This could work for any Airbyte python connectors.
+
+    Imagine that all you needed was an SQL query to obtain data from any source 😲
+
+    Which source should we prioritize?
+
+
+    Function documentation in comments.
+
+
+    bigquery airbyte bigfunctions googlecloud dataengineering
+
+- id: 2024-05-24_build_your_own_catalog_of_bigquery_functions_
+  type: article
+  title: |
+    Build your own catalog of BigQuery functions 🌌
+  author: Paul Marcombes
+  date: "2024-05-24"
+  url: https://www.linkedin.com/posts/paul-marcombes_supercharge-bigquery-with-bigfunctions-activity-7199683895712202753-lP_-?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 68
+  reshares: 4
+  impressions: 6057
+  comments: 0
+  article_title: |
+    Supercharge BigQuery with BigFunctions
+  article_url: https://medium.com/google-cloud/supercharge-bigquery-with-bigfunctions-2139a1bba620
+  images: []
+  image_url: null
+  text: |
+    I like this article from Jake Holmquist ☁️ as it describes the two sides of bigfunctions:
+
+    ➡️ Effortless access to advanced BigQuery functions: No installation. Just new SQL power at your fingertips. 🤯
+
+    ➡️ Build your own governed function catalog: Empower your team with a centralized, secure, and reusable function library. 🏗️
+
+
+    While the first side is well-known, I am not sure about the second one.
+
+    Yet the benefits of building a catalog of functions with BigFunctions are many:
+
+    ✅  Give new power to Data Analysts such as calling your company APIs
+    ✅  Promote consistency with a standard to define functions
+    ✅  Enable discoverability with a searchable web catalog
+    ✅  Use software engineering best practices
+
+
+    🙏 Jake Holmquist ☁️
+
+    https://lnkd.in/eJNs-6x5
+
+    bigquery bigfunctions googlecloud dataengineering
+
+- id: 2024-05-17_getting_public_data_into_bigquery_has_never_been_e
+  type: image
+  title: |
+    Getting public data into BigQuery has never been easier ☀️
+  author: Paul Marcombes
+  date: "2024-05-17"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-dataengineering-activity-7197166459716804608-DvLS?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 117
+  reshares: 2
+  impressions: 8341
+  comments: 6
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQEhpoS9O1MDAg/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1715938200061?e=1741219200&v=beta&t=2bTG0uOjxMt-AoxaTnhikTOl33wClvCh6JxXXRqn9N4']
+  image_url: ../assets/blog/2024-05-17_getting_public_data_into_bigquery_has_never_been_e
+  text: |
+    Thanks to remote functions, you can get data from any website into BigQuery with a simple SQL query 🤗
+
+    Here is an example to:
+
+    ✅  Download user reviews of Nickel App from App Store.
+    ✅  Translate them into English
+    ✅  You can then use GenAI functions & get actionable insights!
+
+
+    Functions are already available without install in your GCP project.
+
+    Documentation is in comments 👇
+
+
+
+    bigquery bigfunctions dataengineering googlecloud
+
+- id: 2024-05-16_its_been_a_while_since_ive_been_this_excited_about
+  type: image
+  title: |
+    It's been a while since I've been this excited about a BigQuery function! 🎢
+  author: Paul Marcombes
+  date: "2024-05-16"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-dataanalysis-activity-7196774410429579264-M-xW?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 78
+  reshares: 2
+  impressions: 7185
+  comments: 18
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQFLbaHkECZxuQ/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1715844727899?e=1741219200&v=beta&t=TtfKG2Z0BgmofbjWWUBjbX1OwdUXGb1MoCSrnl1eXtU']
+  image_url: ../assets/blog/2024-05-16_its_been_a_while_since_ive_been_this_excited_about
+  text: |
+    You can ask any question to the user reviews of an app (from the app store). 😮
+
+    1️⃣  The last 500 reviews are downloaded on the fly from the app store site
+    2️⃣  A prompt is generated from your question and the reviews
+    3️⃣  Gemini AI gives you insights into what our customers think.
+
+    Try it! 
+    It works on your BigQuery without install. 🤗
+
+    A gold mine of insights
+    Customer reviews are often an under-exploited in data-analysis.
+    With this function, BigQuery truely unify data-analysis between structured and unstructured data.
+
+
+    Documentation --> https://lnkd.in/eg4BcfGZ
+    GitHub --> https://lnkd.in/emfVXKjJ
+
+    BigFunctions is fully open-source. Any star is deeply appreciated. ⭐
+
+
+    bigquery bigfunctions dataanalysis AI gemini
+
+- id: 2024-05-13_great_contribution_to_bigfunctions__axel_thevenot
+  type: text
+  title: |
+    Great contribution to BigFunctions 👏 Axel Thevenot.
+  author: Paul Marcombes
+  date: "2024-05-13"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigfunctions-now-supports-udaf-user-defined-activity-7195744263567990785-35Kt?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 26
+  reshares: 0
+  impressions: 2028
+  comments: 0
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    You made my day by adding support to UDAF + adding this great function.
+
+    🙌
+
+- id: 2024-03-01_i_am_quite_excited_with_pyairbyte___airbyte_connec
+  type: image
+  title: |
+    I am quite excited with PyAirbyte 😲  (Airbyte connectors available from python)
+  author: Paul Marcombes
+  date: "2024-03-01"
+  url: https://www.linkedin.com/posts/paul-marcombes_dataengineering-airbyte-activity-7169280585352335360-LVkv?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 234
+  reshares: 8
+  impressions: 22754
+  comments: 12
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQHbebiGPE55uQ/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1709289688083?e=1741219200&v=beta&t=UMADToDWpRh68ndF0q43Stx9Y5htVl1m9KUd3fT6hQM']
+  image_url: ../assets/blog/2024-03-01_i_am_quite_excited_with_pyairbyte___airbyte_connec
+  text: |
+    Airbyte (the leading open-source solution to move your data to your data-warehouse) finally released their connectors as python packages. They even released a package (PyAirbyte) to easily use them from python.
+
+    This is great news as:
+
+    ✅  PyAirbyte is standalone: you don't need to install and run an airbyte server anymore!
+    ✅  Python practitioners only need to write < 10 line of code to move data from any source to the data-warehouse
+    ✅  Deployment can be done easily on serverless compute such as Github Actions, Gitlab CI, Cloud Run Jobs, Lambda functions, etc.
+
+
+    I created AirbyteServerless last year to solve these exact problems and I am very happy that Airbyte could take some inspiration of it to offer an even better solution. Great work Aaron ("AJ") Steers ! 👏 🎉
+
+
+    Announcement Blog Post: https://lnkd.in/eAc8TfS6
+
+    AirbyteServerless GitHub: https://lnkd.in/eYKPJtey
+
+
+    dataengineering airbyte
+
+    Photo from Alexander Krivitskiy from unsplash
+
+- id: 2024-02-06_what_is_a_staff_analyticsengineer_and_why_we_need_
+  type: image
+  title: |
+    What is a Staff Analytics-Engineer and why we need them?
+  author: Paul Marcombes
+  date: "2024-02-06"
+  url: https://www.linkedin.com/posts/paul-marcombes_datanalytics-analyticsengineering-dataengineering-activity-7160542653451816961-8PmJ?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 82
+  reshares: 6
+  impressions: 15662
+  comments: 7
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQGloFfuc4I_HA/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1707155877235?e=1741219200&v=beta&t=ywRUbDHRERZmZsd21VEi5eu0_Ds2w2s1WDBbShcpyig']
+  image_url: ../assets/blog/2024-02-06_what_is_a_staff_analyticsengineer_and_why_we_need_
+  text: |
+    Embed data-people in teams to scale
+
+    One way to scale data analysis is to embed data people in teams, tribes, domains. You give them the autonomy on the whole data chain including transforms.
+
+    Because teams are autonomous to collect data, transform it and expose it to others, you avoid the bottleneck of depending on a central data-team for these tasks. It then gets easier to scale.
+
+
+    But doing so, you create a risk.
+
+    Data people in teams could come to work differently, with different tools. This can lead to silos with less shareable knowledge. It may become hard to maintain and not optimal.
+
+
+    One way to solve that is to build data guilds
+
+    Guilds are communities of data people with shared interests such as analytics engineering to share knowledge, tools code and practices.
+
+    While guilds are great you may want to have people working full time to improve practices.
+
+
+    The Staff Analytics Engineer Role
+
+    We had a great talk last week from Martin Lang et Dimitri Antakly from Decathlon Digital who introduced their role: Staff Analytics Engineer.
+
+
+    The Staff Analytics-Engineer is in the central data team and:
+
+    ✅  Takes a step back to improve the analytics engineering practices
+    ✅  Animates the community of data-people working on transforms
+    ✅  Helps data-people and Provides guidelines
+    ✅  Tests new tools
+
+    Martin and Dimitri gave a great example of their added value:
+
+    They identified a problem of re-work between tribes and they (with the community) decided to create a shared dbt zone with shared transforms between the sources and the tribes transforms.
+
+
+    🙏 Martin and Dimitri for this very inspiring talk.
+    🙏 Stéphane Heckel from DATANOSCO for organizing this great Modern-Data Stack conference
+    🙏 Criteo for hosting the conference
+
+
+    datanalytics analyticsengineering dataengineering
+
+- id: 2024-01-24_what_if_dataanalysts_could_take_actions_themselves
+  type: image
+  title: |
+    What if data-analysts could take actions themselves 🏀?
+  author: Paul Marcombes
+  date: "2024-01-24"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-dataanalysis-activity-7155903739478904832-9W9m?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 43
+  reshares: 1
+  impressions: 4448
+  comments: 2
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQHWPDCHULOPig/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1706100400358?e=1741219200&v=beta&t=PYiRVapG6KCavIf1Vppf0adxT69RHvaIR6KTb21FCxY']
+  image_url: ../assets/blog/2024-01-24_what_if_dataanalysts_could_take_actions_themselves
+  text: |
+    We had a great presentation from Tangi Gouez and Manuel Cellier from Dashlane last week at Nickel. They told us their tips to take the most of data-analysts in an organization:
+
+    💬 "They must deliver actionable insights at the right moment to generate value".
+
+
+    💬 "They should NOT start a data-analysis before knowing the actions that will be taken once done.
+
+
+    A key-factor of failure for data-analysts 📉
+    While these tips are great and inspirational, they highlight a key-factor of failure for data-analysts:
+
+    "If you deliver a great insight but the product/development team is not ready to develop the recommended changes, all your data-analysis work is lost and you bring no value" 😾.
+
+
+
+    What if data-analysts could take the actions themselves? 💡
+
+    At Nickel, when the team works on "out of stock" issues at points of sale, the data-analyst can, on his own:
+    - analyse the problem, quantify the lost value and decide to take actions,
+    - build a ML model to predict if a point of sale is "out of stock soon",
+    - automatically order some material when "out of stock soon" is predicted.
+
+    No data-engineers need to be involved nor product/development team.
+
+    This is, we believe, how you make your data-analysts impactful:
+
+    🏆  "You give them the power to take the actions themselves" 🏆
+
+
+
+    How to do this in your company too? 🚀
+
+    Your company probably built micro-services exposed in a catalog of apis (with one route to order material for one point of sale). What you need is to make these apis available to your data-warehouse.
+
+    That's exactly the purpose of BigFunctions: to build a catalog of advanced functions callable by data-analysts from your data-warehouse. The functions can call your company internal apis or public ones for your saas products.
+
+
+
+    Know More about BigFunctions here: https://lnkd.in/eBzr3wfM
+
+
+    👏  Congrats Hugo Mulheim for this work on out of stock issues.
+
+    Photo from August Phlieger on unsplash.
+
+    bigquery bigfunctions dataanalysis dataengineering googlecloud
+
+- id: 2024-01-23_when_to_use_bigquery_dataframes_over_sql_
+  type: image
+  title: |
+    When to use BigQuery Dataframes over SQL ?
+  author: Paul Marcombes
+  date: "2024-01-23"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-bigframes-activity-7155499433772666881-kkur?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 206
+  reshares: 10
+  impressions: 19160
+  comments: 12
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQEEEFRxjtb0yA/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1705704329961?e=1741219200&v=beta&t=kX30M1Mk7wBBJZQq-n2Wp90AVGgtD8K6FY7-UggR3BY']
+  image_url: ../assets/blog/2024-01-23_when_to_use_bigquery_dataframes_over_sql_
+  text: |
+    Querying your BigQuery data in SQL is very natural and efficient but you want to use BigQuery Dataframes (aka Bigframes) if:
+
+    ✅  You come from the pandas world.
+    ✅  Your sql becomes too verbose and hard to maintain and you want to group code in functions or to reuse code.
+    ✅  You want to write scripts as it is much easier to develop python scripts than stored procedures.
+
+    📢 Announcement
+    Every BigFunction (to do advanced transforms) is directly available from BigQuery Dataframes (no install needed!)
+
+
+    BigQuery Dataframes: https://lnkd.in/e4CMKT4w
+
+    BigFunctions: https://lnkd.in/eBzr3wfM
+
+    bigquery bigfunctions bigframes gcp dataengineering
+
+- id: 2023-12-21_get_the_country_of_an_ip_address_in_bigquery_
+  type: image
+  title: |
+    Get the Country of an IP address in BigQuery 🌐👀
+  author: Paul Marcombes
+  date: "2023-12-21"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-gcp-activity-7143510443934826497-O2bg?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 116
+  reshares: 2
+  impressions: 11566
+  comments: 2
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQGUKVy0So12wg/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1703117186204?e=1741219200&v=beta&t=Dg8hMn5gWOcp4t9ZNvJonDP4TkxrYaFXSEEZVQqH_DE']
+  image_url: ../assets/blog/2023-12-21_get_the_country_of_an_ip_address_in_bigquery_
+  text: |
+    Execute this query in your BigQuery :
+
+    select bigfunctions.eu.ip2country('152.216.7.110')
+
+    It will tell you the IP address is from the 'US'
+
+
+    ✅ This is just one of 100+ functions of BigFunctions 😲
+    ✅ BigFunctions is fully open-source! 🤗
+    ✅ You like it? Star the GitHub! ⭐
+
+    GitHub: https://lnkd.in/emfVXKjJ
+
+
+    IP address data powered by ipinfo.io
+
+    bigquery bigfunctions gcp dataengineering dataanalytics googlecloud
+
+- id: 2023-12-15_moving_data_to_your_datawarehouse_has_never_been_e
+  type: image
+  title: |
+    Moving data to your Data-Warehouse has never been easier 🏌‍♂️  !
+  author: Paul Marcombes
+  date: "2023-12-15"
+  url: https://www.linkedin.com/posts/paul-marcombes_airbyte-serverless-dataengineering-activity-7141404312785604608-a-lI?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 94
+  reshares: 3
+  impressions: 9606
+  comments: 11
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQH2NG52rtv8VA/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1702643468041?e=1741219200&v=beta&t=MhU0rbzYxjyG--EaVKU1y-GUhsf7sN-do1zSGFUSxZQ']
+  image_url: ../assets/blog/2023-12-15_moving_data_to_your_datawarehouse_has_never_been_e
+  text: |
+    Every data project starts with moving data from different sources to your data-warehouse for analysis. To this end, Airbyte certainly provides the best open-source product with 300+ source connectors and a huge community👀.
+
+    I created a lightweight python package (airbyte-serverless) to manage these connectors in the yaml era and I felt really honored when Modeo contacted me to showcase it to the world during a webinar. 🧡
+
+    What surprised me is that Modeo went further than I anticipated as they used airbyte-serverless to run their own custom connectors. 💪
+
+    It was a real pleasure to meet you Ismael Goulani Lynn Farhat Matthieu Rousseau and build stuff together. I have been impressed by your teamwork actually.  🙌
+
+    I put the webinar video link in first comment.
+
+    You like it? Add a star to GitHub!
+    ⭐ ➜ https://lnkd.in/eYKPJtey
+
+     airbyte serverless dataengineering googlecloud bigquery
+
+- id: 2023-12-14_bigfunctions__steroids_for_bigquery
+  type: image
+  title: |
+    BigFunctions - steroids for BigQuery
+  author: Alex Ignatenko
+  date: "2023-12-14"
+  url: https://www.linkedin.com/posts/aleksandr-ignatenko_bigquery-sql-bigfunctions-activity-7141037483680591875-5PST?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 79
+  reshares: 4
+  impressions: null
+  comments: 2
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4D22AQH_ZKoyXSR-0A/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1702556007321?e=1741219200&v=beta&t=FXJe5L8zEC47dB7FZ5UKHCo83isic9L_XVBeqF7lepA']
+  image_url: ../assets/blog/2023-12-14_bigfunctions__steroids_for_bigquery
+  text: |
+    If you're not familiar with or not using BigFunctions, be sure to check out the documentation – it's worth it. Thanks to this open-source library, you can add a bit of free magic to your queries.
+
+    Bookmark this post as a cheat sheet.
+
+    BigFunctions provides around 100+ operators for working with data. In terms of functionality, they go beyond standard SQL and cover several interesting use cases.
+
+    You can easily deploy BigFunctions in your Google Cloud project or use operators from this library directly in the BigQuery editor without any installation procedure.
+
+    There's a usage example of BigFunctions in the screenshot, and here are a few intriguing operators:
+
+    - ask_ai, ask_my_data – ask questions not limited to your own data;
+
+    - is_email_valid, is_phone_number_valid – validate contact information;
+
+    - parse_user_agent – parse the User_Agent string in BigQuery;
+
+    - phone_number_info – obtain available information about a phone number;
+
+    - replace_special_characters – remove special characters from a string;
+
+    - translate – translate text into a specified language;
+
+    - min_value, max_value, median_value, sum_values – array aggregation;
+
+    - explore_table, explore_dataset – get information about your table representations along with statistics;
+
+    - deidentify – hide sensitive information in your dataset;
+
+    Know any other cool functions? Share them in the comments.
+
+    Interested in learning more about working with marketing data in BigQuery? I have a mini-course on that topic - https://lnkd.in/dPhWNfkE
+
+    bigquery sql bigfunctions
+
+- id: 2023-12-14_testing_gemini_googles_latest_ai_model_from_bigque
+  type: image
+  title: |
+    Testing Gemini, Google's latest AI model, from BigQuery
+  author: Paul Marcombes
+  date: "2023-12-14"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-dataengineering-activity-7141003906012082176-rCxd?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 208
+  reshares: 8
+  impressions: 18114
+  comments: 16
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQG9FTP1NJNf2w/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1702505011288?e=1741219200&v=beta&t=SXwM3OHCFW7FRoGqioNDmHaH9UnhRC4BT25MxGkFxhg']
+  image_url: ../assets/blog/2023-12-14_testing_gemini_googles_latest_ai_model_from_bigque
+  text: |
+    Excited to explore Google's latest AI model, I compared Gemini with other Google AI models using the 'ask_ai' function in BigQuery.
+
+    Gemini's anwser was interesting compared to others.
+
+    Want to compare for yourself?
+    The 'ask_ai' function is available without installation from BigQuery.
+    Just call it!
+
+    Check out the function doc in the comments below.
+
+    bigquery bigfunctions dataengineering gemini genai googlecloud
+
+- id: 2023-12-11_bigquery_array_union__array_intersect_now_at_your_
+  type: image
+  title: |
+    BigQuery: Array Union & Array Intersect now at your fingertips! 🐣
+  author: Axel Thevenot
+  date: "2023-12-11"
+  url: https://www.linkedin.com/posts/axel-thevenot_bigquery-dataengineering-analytics-activity-7139876215447785472-tld3?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 168
+  reshares: 5
+  impressions: null
+  comments: 9
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQE1delljcIh5w/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1702279140997?e=1741219200&v=beta&t=PcOy3vvHQzhR1VnqhJPHHGvXTCaKCsIaUBNo2rDeY1s']
+  image_url: ../assets/blog/2023-12-11_bigquery_array_union__array_intersect_now_at_your_
+  text: |
+    BigFunctions has just release two easy but useful functions to obtain the union and/or intersection of two arrays.
+
+    If you are not already familiar with BigFunctions, it is:
+    ✅ a framework to build a governed catalog of powerful BigQuery functions at YOUR company.
+    ✅ 100+ open-source functions to supercharge BigQuery that you can call directly or redeploy in YOUR catalog.
+
+    🧙🪄 No installations required - just copy, paste, and watch the magic happen!
+
+    As always, you can find detailed documentation in the comments 👇
+
+    And you can follow Paul Marcombes for more BigFunctions!
+
+    bigquery dataengineering analytics bigfunctions
+
+- id: 2023-12-06_want_a_demo_of_serverless_data_pipelines
+  type: text
+  title: |
+    Want a demo of Serverless Data Pipelines?
+  author: Paul Marcombes
+  date: "2023-12-06"
+  url: https://www.linkedin.com/posts/paul-marcombes_%F0%9D%97%A6%F0%9D%97%94%F0%9D%97%A9%F0%9D%97%98-%F0%9D%97%A7%F0%9D%97%9B%F0%9D%97%98-%F0%9D%97%97%F0%9D%97%94%F0%9D%97%A7%F0%9D%97%98-rejoignez-nous-activity-7138204518353203202-Pwuk?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 33
+  reshares: 2
+  impressions: 2845
+  comments: 10
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    ✅  Move data with Airbyte Serverless
+    ✅  Transform it with dbt
+    ✅  Orchestrate with Google Workflows
+
+
+    Airbyte is certainly the most advanced open-source system to move your data from any source to your data-warehouse.
+
+    But deploying Airbyte Core to manage connectors can be a hassle if you're not a Kubernetes expert.
+
+    That's why I created Airbyte-Serverless.
+
+    I am kind of proud that Lynn Farhat and Ismael Goulani from Modeo are organizing a live demo to showcase how they use it in production for their clients.
+
+    Register here for the online event: https://lnkd.in/dnxbYGhC
+
+    Airbyte-Serverless GitHub: https://lnkd.in/eYKPJtey
+
+    Feel free to leave a ⭐ on the GitHub repo 🤗
+
+
+    airbyte gcp dataengineering
+
+- id: 2023-11-24_extract_info_from_a_phone_number_in_bigquery_
+  type: image
+  title: |
+    Extract info from a phone number in BigQuery 📱👀
+  author: Paul Marcombes
+  date: "2023-11-24"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-gcp-activity-7133848847801290753--ebl?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 198
+  reshares: 3
+  impressions: 17217
+  comments: 16
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQHazyXme65Rjg/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1700842104138?e=1741219200&v=beta&t=NeJqKlNVqd2qH1jlxY7aSqvvbXEfe1Egqr8hVwsVmrU']
+  image_url: ../assets/blog/2023-11-24_extract_info_from_a_phone_number_in_bigquery_
+  text: |
+    Execute this query in your BigQuery :
+
+    select bigfunctions.eu.phone_number_info('+33123456789', null)
+
+    and you'll get:
+
+    ✅  if the phone number is valid
+    ✅  its country
+    ✅  its type: fixed or mobile
+
+
+    BigFunctions is fully open-source!
+    You like it? Star it!
+
+    https://lnkd.in/emfVXKjJ
+
+    bigquery bigfunctions gcp dataengineering dataanalytics  googlecloud
+
+- id: 2023-11-23_data_catalog_is_key_for_your_datamesh_strategy_why
+  type: image
+  title: |
+    Data catalog is key for your data-mesh strategy. Why building vs buying?
+  author: Paul Marcombes
+  date: "2023-11-23"
+  url: https://www.linkedin.com/posts/paul-marcombes_data-catalog-is-key-for-your-data-mesh-strategy-activity-7133393773518053376-weGa?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 166
+  reshares: 6
+  impressions: 23744
+  comments: 38
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQGUJUzBzWoFTA/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1700703992601?e=1741219200&v=beta&t=MSvm9RT0vmB3ODkqsBj952XkZOwhJ43fhve4Kj5P_J0']
+  image_url: ../assets/blog/2023-11-23_data_catalog_is_key_for_your_datamesh_strategy_why
+  text: |
+    I was at a (great) c2c event last night and I realized two things:
+
+    1️⃣ Without a good catalog, your data-mesh strategy will be a failure as your useful and trusted data won’t be discoverable.
+    2️⃣ While there are many great vendors on this space, some companies keep building their own tool instead of buying.
+
+    - ADEO (Leroy Merlin+) built its data-finder
+    - Carrefour built its data-supermarket
+    - LinkedIn built Data-Hub
+    - Lyft built Amundsen
+    And the list goes on.
+
+
+    Why?
+
+
+    At Nickel, we also decided to build instead of buy. As an entry point of your data, your catalog can become much more than listing assets. And vendors won’t be able to suit the specific needs of your business or your tooling.
+
+    Actually even two of our most basic needs were not always considered:
+
+    1️⃣  Search results MUST be sorted by popularity. (And by popularity I mean usage, not an edited popularity on the catalog by some stewards via promotion or "thumb up").  When I type ˋcustomer` in my portal I have a hundred results. The most used table MUST be on top.
+
+    2️⃣ We use looker studio as BI tool, but most of the time, there’s no connector to it. Btw, I really don’t want to have all company dashboards here, only curated super dashboards with their metadata.
+
+
+    I’d love to know what you think. Do you build or buy your data-catalog? Why?
+
+
+    C2C guillaume blaquiere Antoine Castex Ivan Beauvais Florian Caringi  Jérémy Dessalines Alexandre Côté Guillaume Gelin Mazlum Tosun Axel TIFRANI Axel Thevenot  Johan Picard Antoine Guy Clément Morizot  Michelle Gurney Dimitris Petrakis Ilias Papachristos Lucy Jones
+
+    Photo from Alan Muntadas 🦎 Partner Certifié Google 🙌
+
+- id: 2023-11-10_famous_assists
+  type: linkedinVideo
+  title: |
+    Famous assists:
+  author: Google Cloud
+  date: "2023-11-10"
+  url: https://www.linkedin.com/posts/google-cloud_famous-assists-lionel-messi-with-argentina-ugcPost-7128849050732244993-J8TK?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 1012
+  reshares: 93
+  impressions: null
+  comments: 14
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    ⚽ Lionel Messi with Argentina
+    👠 Andy Sachs with Miranda Priestly
+    🇺🇸 Gary Walsh with Selina Meyer
+    ☁️ Duet AI with Google Cloud
+
+    Learn how Duet AI can write SQL or Python code to do things like customer segmentation in BigQuery Studio → https://goo.gle/3su73bv
+
+- id: 2023-10-25_heres_what_i_do_when_i_cant_find_a_bigquery_functi
+  type: image
+  title: |
+    Here’s what I do when I can’t find a BigQuery function to solve a problem 👇
+  author: Paul Marcombes
+  date: "2023-10-25"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-dataengineering-activity-7122832228438478848-POer?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 90
+  reshares: 1
+  impressions: 11016
+  comments: 16
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D5622AQEIxOv4jhfbOQ/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1698215538320?e=1741219200&v=beta&t=VFHSYEaTSUpC6XVK80kJNFGM81tMq2uIHX6HYcIOg1M']
+  image_url: ../assets/blog/2023-10-25_heres_what_i_do_when_i_cant_find_a_bigquery_functi
+  text: |
+    Yesterday, again, I needed to do a transform for which 𝗜 𝗰𝗼𝘂𝗹𝗱 𝗻𝗼𝘁 𝗳𝗶𝗻𝗱 𝗮𝗻𝘆 𝗻𝗮𝘁𝗶𝘃𝗲 𝗕𝗶𝗴𝗤𝘂𝗲𝗿𝘆 𝗳𝘂𝗻𝗰𝘁𝗶𝗼𝗻. 🧐 (decode encoded-url query params from a logs table)
+
+
+
+    𝗛𝗲𝗿𝗲’𝘀 𝗵𝗼𝘄 𝗜 𝘄𝗲𝗻𝘁 :
+
+    1️⃣  𝙄 𝙥𝙧𝙤𝙢𝙥𝙩𝙚𝙙 𝙜𝙚𝙣𝙚𝙧𝙖𝙩𝙞𝙫𝙚 𝘼𝙄 𝙘𝙤𝙣𝙨𝙤𝙡𝙚𝙨 𝙩𝙤 𝙜𝙚𝙣𝙚𝙧𝙖𝙩𝙚 𝙨𝙤𝙢𝙚 𝙨𝙦𝙡 𝙘𝙤𝙙𝙚. 👨‍💻
+
+    Unfortunately, I failed, like often when I ask something not easy 😞.
+
+
+    2️⃣  𝙄 𝙡𝙤𝙤𝙠𝙚𝙙 𝙤𝙣 𝙨𝙩𝙖𝙘𝙠𝙤𝙫𝙚𝙧𝙛𝙡𝙤𝙬 👀
+
+    I felt lucky as I instantly found the answer from the brilliant Mikhail Berlyant (probably the guy who successfully answers the most questions about BigQuery).
+
+
+    3️⃣  𝙄 𝙚𝙣𝙙𝙚𝙙 𝙪𝙥 𝙘𝙧𝙚𝙖𝙩𝙞𝙣𝙜 𝙖 𝙛𝙪𝙣𝙘𝙩𝙞𝙤𝙣 by following Mikhail solution💡
+
+
+    👉 And  𝗜 𝗽𝘂𝗯𝗹𝗶𝘀𝗵𝗲𝗱 𝗶𝘁 𝗼𝗻 𝗕𝗶𝗴𝗙𝘂𝗻𝗰𝘁𝗶𝗼𝗻𝘀 𝘀𝗼 𝘁𝗵𝗮𝘁 𝗮𝗻𝘆𝗼𝗻𝗲 𝗰𝗮𝗻 𝗻𝗼𝘄 𝘂𝘀𝗲 𝗶𝘁. 😊
+
+
+
+    Just try it yourself ⬇️:
+
+    select bigfunctions.eu.url_decode('https://lnkd.in/gPqbxUtF%2Fhello%3Fv%3D12345')
+
+
+
+    𝗦𝗼 𝘄𝗲 𝗽𝗿𝗼𝗯𝗮𝗯𝗹𝘆 𝘀𝗵𝗼𝘂𝗹𝗱 𝗱𝗼 𝘁𝗵𝗶𝘀 𝗽𝗿𝗼𝗰𝗲𝘀𝘀 𝘁𝗵𝗲 𝗼𝘁𝗵𝗲𝗿 𝘄𝗮𝘆 𝗮𝗿𝗼𝘂𝗻𝗱!
+
+    1️⃣ Search in BigFunctions open-source catalog. If not found: submit an issue (so that someone creates the function for you) or contribute yourself.
+
+    Then no one will have to reinvent the wheel again !! 🚴
+
+
+    𝗬𝗼𝘂 𝗹𝗶𝗸𝗲 𝗶𝘁? Support ⭐️ the GitHub 👉 https://lnkd.in/emfVXKjJ
+
+    𝗧𝗵𝗲 𝗳𝘂𝗻𝗰𝘁𝗶𝗼𝗻 𝗱𝗼𝗰: https://lnkd.in/gHZjRg5y
+
+
+
+    bigquery bigfunctions dataengineering opensource gcp
+
+    Photo from christian buehner on unsplash
+
+- id: 2023-10-16_if_you_want_to_build_a_web_app_seamlessly_within_y
+  type: linkedinVideo
+  title: |
+    If you want to build a web app seamlessly within your Jupyter Notebook, use Mercury.
+  author: Khuyen Tran
+  date: "2023-10-16"
+  url: https://www.linkedin.com/posts/khuyen-tran-1401_if-you-want-to-build-a-web-app-seamlessly-ugcPost-7119688114297597952-CP2u?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 470
+  reshares: 48
+  impressions: null
+  comments: 16
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    Link to Mercury: https://lnkd.in/gpV3Sqk3
+
+- id: 2023-10-13_introducing_airbyteserverless_for_airbyte__serverl
+  type: article
+  title: |
+    Introducing Airbyte-Serverless for Airbyte & Serverless lovers ❤️
+  author: Paul Marcombes
+  date: "2023-10-13"
+  url: https://www.linkedin.com/posts/paul-marcombes_github-unyticsairbyteserverless-airbyte-activity-7118520351256391680-mRFa?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 198
+  reshares: 11
+  impressions: null
+  comments: 47
+  article_title: |
+    GitHub - unytics/airbyte_serverless: Airbyte made simple (no UI, no database, no cluster)
+  article_url: https://github.com/unytics/airbyte_serverless
+  images: []
+  image_url: null
+  text: |
+    Airbyte is a must-have in your data-stack with its 𝗰𝗮𝘁𝗮𝗹𝗼𝗴 𝗼𝗳 𝗼𝗽𝗲𝗻-𝘀𝗼𝘂𝗿𝗰𝗲 𝗰𝗼𝗻𝗻𝗲𝗰𝘁𝗼𝗿𝘀 𝘁𝗼 𝗺𝗼𝘃𝗲 𝘆𝗼𝘂𝗿 𝗱𝗮𝘁𝗮 𝗳𝗿𝗼𝗺 𝗮𝗻𝘆 𝘀𝗼𝘂𝗿𝗰𝗲 𝘁𝗼 𝘆𝗼𝘂𝗿 𝗱𝗮𝘁𝗮-𝘄𝗮𝗿𝗲𝗵𝗼𝘂𝘀𝗲.
+
+
+    When it comes to 𝗱𝗲𝗽𝗹𝗼𝘆 Airbyte you have several options:
+    1️⃣ use Airbyte Cloud if you want a managed service
+    2️⃣ deploy on an instance (quite easy but not robust)
+    3️⃣ deploy on kubernetes (hard except if you already have a cluster running).
+
+    This leaves you no choice if you’re a serverless aficionado who likes managed services but likes deploying yourself. 🧐
+
+    👉 Say hi to  𝗔𝗶𝗿𝗯𝘆𝘁𝗲𝗦𝗲𝗿𝘃𝗲𝗿𝗹𝗲𝘀𝘀  👀 !!
+
+
+    Airbyte Serverless:
+    ❌ has NO UI
+    ❌ has NO database
+    ❌ has NO transform layer
+
+    Airbyte Serverless:
+    ✅ is run from a CLI
+    ✅ is based of yaml files on git
+    ✅ can run on serverless compute
+
+    You’ll then have a robust and scalable solution at unbeatable cost with all benefits of cloud native serverless architectures.
+
+
+    𝗖𝘂𝗿𝗶𝗼𝘂𝘀? Get started here: https://lnkd.in/eYKPJtey
+
+    𝗟𝗶𝗸𝗲 𝗶𝘁? Please leave a ⭐️ on the repo!
+
+    𝗝𝗼𝗶𝗻 the discussion on slack! https://lnkd.in/ezVQQMAY
+
+
+    Warning: only bigquery and cloud run job are supported for now as destination and serverless compute. Any contribution is more than welcome. Join the slack for help getting started.
+
+
+    airbyte bigquery gcp cloudrun
+
+- id: 2023-10-10_introducing_airbyteserverless_for_airbyte__serverl
+  type: article
+  title: |
+    Introducing Airbyte-Serverless for Airbyte & Serverless lovers ❤️
+  author: Paul Marcombes
+  date: "2023-10-10"
+  url: https://www.linkedin.com/posts/paul-marcombes_github-unyticsairbyteserverless-airbyte-activity-7117595324566626305-XLjT?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 198
+  reshares: 11
+  impressions: 31783
+  comments: 47
+  article_title: |
+    GitHub - unytics/airbyte_serverless: Airbyte made simple (no UI, no database, no cluster)
+  article_url: https://github.com/unytics/airbyte_serverless
+  images: []
+  image_url: null
+  text: |
+    Airbyte is a must-have in your data-stack with its 𝗰𝗮𝘁𝗮𝗹𝗼𝗴 𝗼𝗳 𝗼𝗽𝗲𝗻-𝘀𝗼𝘂𝗿𝗰𝗲 𝗰𝗼𝗻𝗻𝗲𝗰𝘁𝗼𝗿𝘀 𝘁𝗼 𝗺𝗼𝘃𝗲 𝘆𝗼𝘂𝗿 𝗱𝗮𝘁𝗮 𝗳𝗿𝗼𝗺 𝗮𝗻𝘆 𝘀𝗼𝘂𝗿𝗰𝗲 𝘁𝗼 𝘆𝗼𝘂𝗿 𝗱𝗮𝘁𝗮-𝘄𝗮𝗿𝗲𝗵𝗼𝘂𝘀𝗲.
+
+
+    When it comes to 𝗱𝗲𝗽𝗹𝗼𝘆 Airbyte you have several options:
+    1️⃣ use Airbyte Cloud if you want a managed service
+    2️⃣ deploy on an instance (quite easy but not robust)
+    3️⃣ deploy on kubernetes (hard except if you already have a cluster running).
+
+    This leaves you no choice if you’re a serverless aficionado who likes managed services but likes deploying yourself. 🧐
+
+    👉 Say hi to  𝗔𝗶𝗿𝗯𝘆𝘁𝗲𝗦𝗲𝗿𝘃𝗲𝗿𝗹𝗲𝘀𝘀  👀 !!
+
+
+    Airbyte Serverless:
+    ❌ has NO UI
+    ❌ has NO database
+    ❌ has NO transform layer
+
+    Airbyte Serverless:
+    ✅ is run from a CLI
+    ✅ is based of yaml files on git
+    ✅ can run on serverless compute
+
+    You’ll then have a robust and scalable solution at unbeatable cost with all benefits of cloud native serverless architectures.
+
+
+    𝗖𝘂𝗿𝗶𝗼𝘂𝘀? Get started here: https://lnkd.in/eYKPJtey
+
+    𝗟𝗶𝗸𝗲 𝗶𝘁? Please leave a ⭐️ on the repo!
+
+    𝗝𝗼𝗶𝗻 the discussion on slack! https://lnkd.in/ezVQQMAY
+
+
+    Warning: only bigquery and cloud run job are supported for now as destination and serverless compute. Any contribution is more than welcome. Join the slack for help getting started.
+
+
+    airbyte bigquery gcp cloudrun
+
+- id: 2023-10-10_you_probably_have_too_many_dashboards
+  type: image
+  title: |
+    You probably have too many dashboards…
+  author: Paul Marcombes
+  date: "2023-10-10"
+  url: https://www.linkedin.com/posts/paul-marcombes_lessismore-data-activity-7117433624060116992-cqi9?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 151
+  reshares: 1
+  impressions: 25332
+  comments: 31
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQFAcbDbynBLeQ/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1696884823888?e=1741219200&v=beta&t=WX9p1wCViy9Cya10VmbwdY4xok1DqXK6R9jOOc_24Uo']
+  image_url: ../assets/blog/2023-10-10_you_probably_have_too_many_dashboards
+  text: |
+    … how do you want people to find the information they need from this overcrowded space 🧐?
+
+
+    At Nickel, since we had "only one" dashboard per domain, we skyrocketed data discovery at the company. 🚀
+
+    We call them super-dashboards (🦸‍♂️) like our very few and large data-warehouse super-tables (🦸‍♀️) which ease table discovery a lot. 👀
+
+
+
+    Having a unique super-dashboard for each domain:
+
+    ✅ eases dramatically information discovery
+    ✅ then reduces significantly the data questions you receive
+    ✅ helps you to consider it as a product and to focus on building a community of users to collect needs and improve it constantly (while striving to keep it light and well organized).
+
+
+    Having a dedicated chat channel referenced in the dashboard is not a bad idea to collect feedback and make announcements. (👏Clément Pierson).
+
+
+
+    Thanks Ethan Aaron  for your yesterday post which recalled me this: https://lnkd.in/eGA73qwB
+
+    lessismore data
+
+    Photo from Michael Rivera on unsplash.
+
+- id: 2023-10-06_rule__1_for_reducing_bigquery_costs
+  type: image
+  title: |
+    Rule № 1️⃣ for reducing BigQuery costs:
+  author: Paul Marcombes
+  date: "2023-10-06"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-finops-gcp-activity-7115977007707893761-B_SO?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 129
+  reshares: 3
+  impressions: 17857
+  comments: 26
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQHMBUal2VHzxQ/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1696581125798?e=1741219200&v=beta&t=fmSZT3MDgOxUg-Jm1O5r1kTOAV3FbCHtnJ3YtXxduh4']
+  image_url: ../assets/blog/2023-10-06_rule__1_for_reducing_bigquery_costs
+  text: |
+    The best data is the data you don’t store!
+
+    - I just deleted 3433 tables.
+    - And I instantly felt way better. 🤗
+    - Wanted to share the feeling. 😁
+
+
+    We should NOT keep data for 10 years for analytics purposes!
+    it's time to vacuum ✨!
+
+
+    Then:
+    1️⃣ You won't pay for storage
+    2️⃣ You'll pay much less for querying
+    3️⃣ Your queries will be more efficient  
+    4️⃣ You'll find your useful data more easily
+
+
+
+    For this, the most effective are:
+
+    1️⃣ Partition expiration 🧹
+    - Our biggest table at Nickel represented 30 % of our total storage.
+    - It happened that sometimes we had to fully rebuild downstream models. That hurt!
+    - We felt better when we put a 120 days partition expiration on it.
+    - I am sure you also have low hanging fruits.
+
+    2️⃣ Table expiration on Temp datasets ♻️
+
+    3️⃣ Drop tables you don’t read anymore ✨
+    👉 This is where the 3433 tables I just deleted came from 👀
+    (If it is not clear how to do I can explain in comments)
+
+
+
+    Details here https://lnkd.in/exAyPu_C
+    and there https://lnkd.in/eNG4_YPy
+
+
+
+    This blog post from Tinybird inspired me to name this Rule № 1️⃣.  https://lnkd.in/eeejA-j5
+
+    bigquery finops gcp googlecloud
+
+    Photo from Sandra Seitamaa on unsplash
+
+- id: 2023-10-05_beware_of_dbt_tests_your_money_may_disappear_
+  type: image
+  title: |
+    Beware of dbt tests…. your money may disappear 💸
+  author: Paul Marcombes
+  date: "2023-10-05"
+  url: https://www.linkedin.com/posts/paul-marcombes_dbt-finops-activity-7115625411715178497-H-kI?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 245
+  reshares: 2
+  impressions: 38783
+  comments: 49
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQFYTo7iwgr_vQ/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1696461358128?e=1741219200&v=beta&t=dJ-G_sp2hahuRhYhsgXUV7gPCDytQw7eulSbfd2LMJ4']
+  image_url: ../assets/blog/2023-10-05_beware_of_dbt_tests_your_money_may_disappear_
+  text: |
+    At Nickel, as dbt jobs costs kept rising we decided to take action. ☝️
+
+    This is when the great Rémi BENOIST  decided to gamify the thing and created our "dbt cost killing championship"! 🏆
+
+
+    Thanks to his natural enthusiasm, periodic tips and the way he kept instilling rythm in the competition, it has been a tremendous success.
+
+    After a quarter we had reduced our dbt run costs by 30%, had a lot of fun, and our 30 dbt contributors had reached a new level of cost awareness. 💪🚀
+
+
+    It was only weeks after the awards ceremony that one of us walked into the office and said out loud:
+
+    "Wait, speaking of dbt, don’t dbt tests cost money?"
+
+    The championship focused on dbt models run and looked no further.
+
+    A few minutes later one replied:
+
+    "Well hhmmm, indeed… dbt tests represent half of our total dbt costs" 🤷‍♀️💥
+
+
+
+    In a single day, we could dramatically reduce dbt costs for by applying a new strategy to our testing: do not test everything everyday! Test more often the sources, less often the results of the transformations.
+
+    We learnt a lot of lessons that day.
+
+    If you need to remember one:
+    Beware of your dbt tests costs!!! 🤑
+
+
+    dbt finops
+
+    Photo from Blake Lisk on unsplash.
+
+- id: 2023-10-04_from_1400__to_1__a_month__my_best_bigquery_optimiz
+  type: image
+  title: |
+    From 1400 $ to 1 $ a month 👉 my best BigQuery optimization 🤑
+  author: Paul Marcombes
+  date: "2023-10-04"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-gcp-googlecloud-activity-7115268234395676672-GCtj?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 434
+  reshares: 16
+  impressions: 65583
+  comments: 52
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQGN_AfFdzc62Q/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1696412138062?e=1741219200&v=beta&t=3gDo4jOeZxu4-Drct-WJCQR1KYwtkhBKonqqG9CiW4I']
+  image_url: ../assets/blog/2023-10-04_from_1400__to_1__a_month__my_best_bigquery_optimiz
+  text: |
+    If you are into reducing BigQuery costs you may have already explored:
+    1️⃣ partitioning your tables
+    2️⃣ requiring a partition filter on these tables
+    3️⃣ clustering your tables
+
+
+    BUT have you already explored SEARCH INDEX 🧐 ?
+
+
+    As you know, BigQuery is NOT designed to find one row in a fat table as:
+    - it will scan the entire table to find that row.
+    - it will be very expensive
+    - and very slow.
+
+    BUT sometimes you really need this use case.
+    You have worked hard to consolidate a 360° view of your customers and you want to expose a dashboard to your customer care deparment so that they can look for one particular customer at a time.
+
+    SEARCH INDEX enables you to do exactly this:
+    1️⃣ Create a search index on customer_id column of your table
+    2️⃣ Use SEARCH bigquery function to look for the data of one customer_id.
+
+
+    Now I can keep this use case for less than the cost of a cup of coffee! ☕
+
+
+    Details here: https://lnkd.in/ez2yBpfT
+    and there https://lnkd.in/eXHtWXqB
+
+    What's more, Google is expanding indexes use cases dramatically. Read this blog post! https://lnkd.in/egHEtakw
+
+    bigquery gcp googlecloud finops
+
+    Photo by Gian Cescon on Unsplash
+
+- id: 2023-09-15_composable_cdp_are_dead_long_live_datawarehouse_co
+  type: image
+  title: |
+    Composable CDP are dead, long live Data-Warehouse Connected Products 🔌?
+  author: Paul Marcombes
+  date: "2023-09-15"
+  url: https://www.linkedin.com/posts/paul-marcombes_composable-cdp-are-dead-long-live-data-warehouse-activity-7108467280665042945-oQUj?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 53
+  reshares: 2
+  impressions: 9944
+  comments: 19
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQFpCFZNvTQukQ/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1694790667765?e=1741219200&v=beta&t=nRfKUxMtSfGrnFhJx8nmQiScSRocDtubQy_84VrI8AA']
+  image_url: ../assets/blog/2023-09-15_composable_cdp_are_dead_long_live_datawarehouse_co
+  text: |
+    It makes no sense to waste effort building a 360° Customer View several times over with several tools. 🧐
+
+    That's how Composable CDP were born!
+
+    You already have a 360° view of your customer in your Data-Warehouse. Use it instead of duplicating your data again! Composable CDP are products built on top of your data-warehouse to activate its data to downstreams tools.
+
+
+    But today, more and more products announce to be data-warehouse-connected 🔌.
+
+
+    1️⃣ Salesforce is now connected to your data-warehouse
+    2️⃣ Mixpanel is now connected to your data-warehouse
+
+
+    Are Composable CDP dead 🧛?
+
+    What do you think?
+    I'd love to read your comments!
+
+
+
+    Sources:
+
+    - Composable CDP definition from Hightouch: https://lnkd.in/eszsvUK6
+    - Mixpanel connected to data-warehouse: https://lnkd.in/edq9DEk2
+    - Salesforce and Snowflake real time data sharing: https://lnkd.in/eFEg-bMz
+
+- id: 2023-08-09_tout_sur_le_selfservice_analytics_ou_lautonomie_da
+  type: text
+  title: |
+    Tout sur le self-service analytics ou l’autonomie dans l’analyse de données.
+  author: Paul Marcombes
+  date: "2023-08-09"
+  url: https://www.linkedin.com/posts/paul-marcombes_self-service-r%C3%AAve-ou-r%C3%A9alit%C3%A9-cest-activity-7094969227513626624-yTga?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 21
+  reshares: 0
+  impressions: 2305
+  comments: 1
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    A écouter sur la plage ou au bord de la piscine sans modération.
+
+    Je retiens de cette discussion avec Christophe Blefari  et Pierre de Poulpiquet :
+
+
+    1️⃣ L’autonomie peut amener au chaos si chacun fait des choses dans son coin, avec des données différentes, des définitions différentes, des outils différents.
+
+    2️⃣ Il semble essentiel de structurer l’approche et de centraliser les données, les transformations, les définitions. Whaly ou dbt sont top pour cela. Des personnes doivent veiller au maintien de cohérence de l’ensemble et animer la communauté des utilisateurs.
+
+    3️⃣ Des super-tables (peu de tables mais larges et très bien documentées) et super-dashboards (peu de dashboards de référence mais bien fournis) permettent de centraliser la connaissance et sont un excellent moyen de limiter les mauvaises interprétations et diminuer la complexité afin de rendre autonome. Toute nouvelle connaissance devrait se matérialiser dans ces assets. Les animateurs aident chacun à faire cela: ce n’est pas naturel de faire ce travail en plus après une analyse.
+
+    4️⃣ Il y a plusieurs degrés d’autonomie. On peut aussi rendre les data analysts autonomes pour devenir indépendants des data engineers et activer eux mêmes les données.
+
+
+    Merci Christophe Blefari et Pierre de Poulpiquet , j’ai passé un très bon moment et cela m’a pas mal inspiré.
+
+    Bonnes vacances! 🏖️
+
+- id: 2023-07-17_dataengineering_practices_are_changing
+  type: text
+  title: |
+    Data-Engineering practices are changing!
+  author: Paul Marcombes
+  date: "2023-07-17"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-to-datastore-via-remote-functions-activity-7086646820033945600-Kqtg?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 73
+  reshares: 0
+  impressions: 6667
+  comments: 6
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    I love this very educational video from Richard Shenghua (升华) He which explains how a SQL query can export BigQuery data towards any other systems. 🤩
+
+
+    It means you can now send BigQuery data directly from your dbt models or dbt post hooks ⚡:
+
+    1️⃣ to a realtime database such as datastore for fast data serving
+    2️⃣ to chat systems such as slack, google chat
+    3️⃣ to excel files sent by emails
+    4️⃣ to literrally any API 👀
+
+
+    BigFunctions is a catalog of open-source functions to expand BigQuery capabilities.
+
+    If you like it, don't hesitate to star it ⭐  ! https://lnkd.in/emfVXKjJ
+
+
+    gcp dataengineering
+
+- id: 2023-06-20_expose_your_bigquery_data_in_a_realtime_database_f
+  type: image
+  title: |
+    Expose your BigQuery data in a real-time database from `dbt` 💎
+  author: Paul Marcombes
+  date: "2023-06-20"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-dataengineering-activity-7076847468805550080-sENE?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 155
+  reshares: 9
+  impressions: 22303
+  comments: 8
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQGob6hht5px7w/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1687246309021?e=1741219200&v=beta&t=ukOwg94lG7evvv0GAzpqQdFujLSAWkX_BL57y7qgwpM']
+  image_url: ../assets/blog/2023-06-20_expose_your_bigquery_data_in_a_realtime_database_f
+  text: |
+    BigQuery is perfect for massive calculations, but is not designed to obtain key-value data very quickly.
+
+    And in the following use cases, you'd love to be able to retrieve quickly customer-profiles pre-computed in BigQuery:
+
+    1️⃣  Content personalization 📄
+    2️⃣  Real-time notifications 💬
+    3️⃣  Embedded Analytics 📈
+    4️⃣  Fraud-fighting 🐱‍👤
+
+
+    Hopefully, El-Walid Ibrahim from Esmoz created a BigQuery function to export BigQuery data to Google Datastore which is specifically designed to obtain key-value data. 👀
+
+    You can even use a dbt post-hook (as seen in the image) to sync your dbt model to Datastore automatically at `dbt run`  😲
+
+
+    Actually, you don't event need dbt. It works in SQL ⚡.
+    So it will also work in your dataform, sqlmesh, scheduled queries, etc.
+
+    Just try this in your BigQuery 👇:
+    -------------------------------------------------
+    select bigfunctions.eu.export_to_datastore(
+        'your-project',
+        'your_namespace',
+        'your_kind',
+        'user1234',
+        json '{"score": 0.99}'
+    )
+
+
+    ---
+    - Function Doc: https://lnkd.in/eqHcUMmn
+    - BigFunctions is a catalog of open-source functions to supercharge BigQuery.
+
+    𝑩𝒆𝒄𝒐𝒎𝒆 𝒂 𝒔𝒕𝒂𝒓𝒈𝒂𝒛𝒆𝒓! ⭐!
+    Add a ⭐ to the GitHub: https://lnkd.in/emfVXKjJ
+
+
+    bigquery bigfunctions dataengineering gcp
+
+- id: 2023-06-16_run_any_python_code_in_bigquery__
+  type: image
+  title: |
+    Run any python code in BigQuery  🐍
+  author: Paul Marcombes
+  date: "2023-06-16"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-dataengineering-activity-7075409796245381120-PIaU?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 241
+  reshares: 9
+  impressions: 18974
+  comments: 27
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQFAlqQSBEE2IA/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1686909148683?e=1741219200&v=beta&t=H1-UWNif_eTnN6vwh0RBXby31DCVwnfjhxsG2iqkPOo']
+  image_url: ../assets/blog/2023-06-16_run_any_python_code_in_bigquery__
+  text: |
+    When Axel Thevenot from Devoteam came to me and told me:
+    👉 ❝ What if we had a function capable of executing any python code inside BigQuery? ❞
+
+    I was like:
+    1️⃣  Wow, this is potentially a game changer! 😲
+    2️⃣  Yes, but it raises a ton of security concerns 😈
+
+
+    Working together, we finally managed to create that function which enables anyone to execute arbitrary python code in BigQuery while keeping things secure (thanks to sandboxing). 🚀
+
+
+    Try it! (it works without install):
+    select bigfunctions.eu.run_python('return 1 + 1', null, null)
+
+    ---
+    - Function Doc: https://lnkd.in/e5PUJWcq
+    - BigFunctions is a catalog of open-source functions to supercharge BigQuery.
+
+    𝑩𝒆𝒄𝒐𝒎𝒆 𝒂 𝒔𝒕𝒂𝒓𝒈𝒂𝒛𝒆𝒓! ⭐!
+    Add a ⭐ to the GitHub: https://lnkd.in/emfVXKjJ
+
+
+    bigquery bigfunctions dataengineering gcp
+
+- id: 2023-06-08_sync_any_dbt_model_into_google_sheet_at_dbt_run__
+  type: image
+  title: |
+    Sync any dbt model into Google Sheet at `dbt run`  👌
+  author: Paul Marcombes
+  date: "2023-06-08"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-dataengineering-activity-7072497509008334848-TNy6?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 213
+  reshares: 4
+  impressions: 22475
+  comments: 16
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQF61bWEnZxKmA/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1686173086820?e=1741219200&v=beta&t=RInhjpPX-IBSsGLZIp4Xppq7vd4SI2bjavlFATj31Hg']
+  image_url: ../assets/blog/2023-06-08_sync_any_dbt_model_into_google_sheet_at_dbt_run__
+  text: |
+    Keep your finance team updated ✅ (or any other spreadsheet-lover ❤️) !
+
+    Thanks to dbt post-hooks and the brand-new BigQuery function from  Shivam Singh, any BigQuery dbt model can now be uploaded to a Google Sheet at the moment it is updated. 👀
+
+
+    Actually, you don't event need dbt. It works in SQL ⚡.
+    So it will also work in your dataform, sqlmesh, scheduled queries, etc.
+
+    Just try this in your BigQuery 👇:
+    -------------------------------------------------
+    call bigfunctions.eu.upload_table_to_gsheet(
+         '(select 1 as column1)',
+          1000,
+          'YOUR_SPREADSHEET_URL',
+          'a worksheet name',
+          'write_truncate'
+    );
+
+
+    ---
+    - Function Doc: https://lnkd.in/eJ2We3hh
+    - BigFunctions is a catalog of open-source functions to supercharge BigQuery.
+
+    𝑩𝒆𝒄𝒐𝒎𝒆 𝒂 𝒔𝒕𝒂𝒓𝒈𝒂𝒛𝒆𝒓! ⭐!
+    Add a ⭐  to the GitHub: https://lnkd.in/emfVXKjJ
+
+
+    bigquery bigfunctions dataengineering gcp
+
+- id: 2023-05-24__ask_questions_to_bigquery_in_english__
+  type: image
+  title: |
+    😲 Ask Questions to BigQuery in English  !
+  author: Paul Marcombes
+  date: "2023-05-24"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-gcp-activity-7067172657221263360-cJaZ?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 151
+  reshares: 4
+  impressions: 15945
+  comments: 8
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQGKpWOThmvFKA/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1684945261690?e=1741219200&v=beta&t=5Ri0nHVNI7MPTsrtGFf3lBIzipn0f-5o3asKBciowDY']
+  image_url: ../assets/blog/2023-05-24__ask_questions_to_bigquery_in_english__
+  text: |
+    Every BigQuery user can NOW ask questions over their data in English.
+
+    The BigQuery function 'ask_my_data' converts your English question into SQL adapted to your data and execute it.
+
+    To try it, simply execute the query written in first comment.
+    (no install required!)
+
+
+    ? How does it work?
+
+    1️⃣ The function retrieves the table schema from INFORMATION_SCHEMA
+    2️⃣ It asks a Google language model to generate the SQL code from your question and the table schema.
+    3️⃣ It executes the generated query 🚀
+
+
+    🐛 Does it always work?
+    Probably not.
+    Yet, I noted that if the names of your columns are self-explanatory, it works very often. And if it fails, the functions gives you details why and you can adjust your question.
+
+
+    ➕ How can I get more info?
+    -  BigFunctions is an open-source catalog of BigQuery functions.
+    -  Read 'ask_my_data' doc: https://lnkd.in/ePp9pYiv
+
+
+    ❤️ BigFunctions is fully Open-Source
+    If you like it, consider adding a ⭐  on the GitHub repo, and we'll build more!
+    👉 https://lnkd.in/emfVXKjJ
+
+
+    bigquery bigfunctions gcp dataengineering googlecloud
+
+- id: 2023-05-17_generating_pdf_invoices_from_bigquery__
+  type: image
+  title: |
+    Generating PDF invoices from BigQuery  📄
+  author: Paul Marcombes
+  date: "2023-05-17"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-dataengineering-activity-7064560205765693440-aIbv?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 107
+  reshares: 3
+  impressions: 11610
+  comments: 4
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQGKC8OMFbB0pQ/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1684322404524?e=1741219200&v=beta&t=aOsZTceyuYlyHk_QMm3krt6mf-HwSGENhRP4335kV1c']
+  image_url: ../assets/blog/2023-05-17_generating_pdf_invoices_from_bigquery__
+  text: |
+    You want to generate PDF files from BigQuery to:
+
+    1️⃣ Generate custom PDF reports with data
+    2️⃣ Generate customized PDF files by client
+
+
+    One good example is when you need to generate monthly pdf invoices based on client consumptions. 🧐
+
+
+    You can now do this with one BigQuery query 👀
+    Indeed, Guillaume Pivette from Neoxia created a function to convert html (built from user data) to pdf.  🙌
+
+
+    The following query will:
+    1️⃣ Get an invoice as html from internet
+    2️⃣ Convert it to pdf
+    3️⃣ Send it to YOUR_EMAIL_ADDRESS
+
+    Just try it, you'll be amazed! 😲
+    (it works in your own BigQuery without install)
+
+
+    ---
+
+    select 
+      bigfunctions.eu.send_mail(
+        'YOUR_EMAIL_ADDRESS',
+        'Email from BigQuery with PDF attached',
+        '''
+         BigQuery can send personalized emails!
+        Your PDF is attached!
+        ''',
+        'invoice.pdf',
+        (select 
+          bigfunctions.eu.html2pdf(
+            bigfunctions.eu.get(
+              'https://lnkd.in/eQd7wvDX', null
+            )
+        ))
+    )
+
+    ---
+
+    (in a real world example, you would not download the html through the internet of course, but build it in BigQuery from your customer data. You can check render_string bigfunction to help you with that).
+
+
+    ---
+    - Function Doc: https://lnkd.in/e8KXcpeH
+    - BigFunctions is a catalog of open-source functions to supercharge BigQuery.
+
+    You want more of these? 
+    Add a ⭐ on GitHub! 👉 https://lnkd.in/emfVXKjJ
+
+
+    bigquery bigfunctions dataengineering gcp
+
+- id: 2023-05-12_generative_ai_is_available_in_bigquery_and_i_just_
+  type: image
+  title: |
+    Generative AI is available in BigQuery and I just learned two things 🧠
+  author: Paul Marcombes
+  date: "2023-05-12"
+  url: https://www.linkedin.com/posts/paul-marcombes_palm2-bigquery-bigfunctions-activity-7062713193789300736-YU2h?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 1021
+  reshares: 62
+  impressions: 144227
+  comments: 50
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQGF9NY8Twr5UQ/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1683882042913?e=1741219200&v=beta&t=idzM1Q8RPHbWf-XRwuG8_NpJKDkJAEHb9urPJAYmrUU']
+  image_url: ../assets/blog/2023-05-12_generative_ai_is_available_in_bigquery_and_i_just_
+  text: |
+    Google released new language models paLM2 this wednesday and I could not wait to add a bigquery integration. 😊
+
+    👉 You can now run in BigQuery:
+    select bigfunctions.eu.ask_bison('ANY QUESTION')  😲
+
+
+    So asking it the question in the image, I learned two SQL things that I didn't know:
+    1️⃣  We can compare timestamps with dates expressed in string.
+    2️⃣  In `order by` clause we can put the alias of the computed aggregate
+
+
+    Regardless of these tips, what amazed me the most was that I could improve my skills so easily. 👀
+
+    I'd be very happy to read in comments how you think generative AI will help you.
+
+
+    ---
+    - Function Doc: https://lnkd.in/ewWGdv8B
+    - BigFunctions is a catalog of open-source functions to supercharge BigQuery.
+
+    If you want more of these:
+    Please add a ⭐ to the GitHub: https://lnkd.in/emfVXKjJ
+
+    bigquery bigfunctions dataengineering gcp
+
+- id: 2023-05-10_bigquery_excel_report_in_your_inbox__the_easy_way
+  type: document
+  title: |
+    BigQuery Excel Report in your inbox ➜ the easy way!
+  author: Paul Marcombes
+  date: "2023-05-10"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-excel-report-the-easy-way-activity-7061995791602606080-hp60?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 124
+  reshares: 5
+  impressions: 16172
+  comments: 9
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    Sending a BigQuery table as an Excel file to your team simply requires the execution of a SQL query 👀.
+
+    (Thanks to Guillaume Pivette from Neoxia who created the open-source bigquery function send_mail 🙌🚀)
+
+
+    You can now send by email any dbt model as an Excel file thanks to dbt post-hooks. Or you can use scheduled queries, or dataform, or any data app you prefer 😁.
+
+
+    Try it now! 
+    Simply execute:
+
+    ----------------------------------------------
+    call bigfunctions.eu.send_mail_with_excel(
+      'YOUR_EMAIL_ADDRESS',
+      'Financial Report', 
+      '''
+       Monthly Report from BigQuery
+
+       KPIs
+
+      - **MRR**: 32,343 USD
+      - **Churn**: 4.2 %
+      - **Subscriptions**: +3452
+      ''', 
+      'report.xlsx', 
+      'bigfunctions.samples.natality'
+    )
+    ----------------------------------------------
+
+    𝒀𝒐𝒖 𝒘𝒂𝒏𝒕 𝑴𝑶𝑹𝑬?
+    Add a ⭐ on GitHub!
+    GitHub: https://lnkd.in/emfVXKjJ
+
+    Doc: https://lnkd.in/e_jeyrra
+
+    bigquery bigfunctions analyticsengineering gcp
+
+- id: 2023-05-04_zeroetl_in_bigquery_there_is_more_
+  type: image
+  title: |
+    Zero-ETL in BigQuery: there is More ➕
+  author: Paul Marcombes
+  date: "2023-05-04"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-activity-7059821460420235264-jpDf?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 150
+  reshares: 7
+  impressions: 21501
+  comments: 14
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D5622AQHy13f05v-ZMw/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1683121739584?e=1741219200&v=beta&t=UO2DXR2pwuHOOQyhF4gA3oGquAIruKZtuLGYfYenDcE']
+  image_url: ../assets/blog/2023-05-04_zeroetl_in_bigquery_there_is_more_
+  text: |
+    Did you know you can query any API from BigQuery 👀?
+
+
+
+    By enabling data-practitioners to query data-sources without first moving the data to the data-warehouse, BigQuery has been a pioneer in Zero-ETL.
+
+    You probably know that you can query data from bigtable, spanner, cloud sql, google sheets, files, etc using BigQuery interface. But did you know you can also query data from any API using BigQuery 👀??
+
+    --------------------------------------------------
+    select bigfunctions.eu.get('ANY_API_URL', null)
+    --------------------------------------------------
+
+
+
+
+    👀 Johan PROTIN from Zenika went further by creating a function to get latest exchange rates.
+    Try it! 👇
+    --------------------------------------------------
+    select bigfunctions.eu.exchange_rate('USD', 'EUR')
+    --------------------------------------------------
+
+
+
+
+    Did I mention this is fully open-source?
+    Please add a ⭐ to the GitHub if you want more of these functions.
+    GitHub: https://lnkd.in/emfVXKjJ
+
+    Function Doc: https://lnkd.in/gFJcDg3F
+
+
+    (the exchange rates are provided by https://exchangerate.host)
+
+    bigquery bigfunctions
+
+- id: 2023-05-02_sending_slack_notifications_from_bigquery_
+  type: image
+  title: |
+    Sending Slack notifications from BigQuery 💬
+  author: Paul Marcombes
+  date: "2023-05-02"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-activity-7059096700816089091-8N06?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 267
+  reshares: 10
+  impressions: 34606
+  comments: 18
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQF517wIcfFCNg/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1682701185939?e=1741219200&v=beta&t=D-0_Esp40B9c6qo5HRcbJSfWQ5qDeNsiPI-AHrfKZ-s']
+  image_url: ../assets/blog/2023-05-02_sending_slack_notifications_from_bigquery_
+  text: |
+    👀 Guillaume Pivette from Neoxia just created a new function to send Slack messages with a simple BigQuery SQL query !
+
+    Try it! (no install needed)
+    👉 follow the doc: https://lnkd.in/e2bTfTeS
+
+
+    This was inspired by Shivam Singh function to send messages to Google Chat.  This shows what I really like about open-source: the power of a community 💪
+
+
+    Please add a ⭐ to the GitHub if you want more of these functions.
+
+    GitHub: https://lnkd.in/emfVXKjJ
+
+    bigquery bigfunctions
+
+- id: 2023-04-28_sending_notifications_from_bigquery_
+  type: image
+  title: |
+    Sending notifications from BigQuery 💌
+  author: Paul Marcombes
+  date: "2023-04-28"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-activity-7057647104319442944-qEzb?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 510
+  reshares: 13
+  impressions: 67089
+  comments: 29
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQFDIrz6wBUSJw/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1682674192785?e=1741219200&v=beta&t=0foNDL0m0LjxQO9BpJsctsJjNLBmyyKtb1LgMY8NWLQ']
+  image_url: ../assets/blog/2023-04-28_sending_notifications_from_bigquery_
+  text: |
+    Sending Google Chat notifications from BigQuery has never been easier.
+
+    👉 Shivam Singh created a simple BigQuery function that you can call in SQL without install. 👀
+
+
+    You will then be able to:
+
+    1️⃣ Notify Produt teams about KPIs
+    2️⃣ Alert when there is a drop in a metric
+    3️⃣ Schedule notifications from dbt or scheduled queries
+    4️⃣ Deploy this function in one-click in your own GCP project.
+     
+
+
+    Simply execute this query after replacing YOUR_CHAT_URL.
+    (follow the documentation to get YOUR_CHAT_URL:  https://lnkd.in/ehyZ5zbd )
+
+    -----------------------------------------------
+    select bigfunctions.eu.send_google_chat_message(
+        'Hello 👋',  
+        'YOUR_CHAT_URL'
+    )
+    -----------------------------------------------
+
+
+    Did I mention this is fully open-source?
+
+
+    Please add a ⭐ to the GitHub if you want more of these functions.
+
+    GitHub: https://lnkd.in/emfVXKjJ
+
+
+    bigquery bigfunctions
+
+- id: 2023-04-25_generate_fake_data_in_bigquery
+  type: image
+  title: |
+    Generate fake data in BigQuery
+  author: Paul Marcombes
+  date: "2023-04-25"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-activity-7056559998029418496-sTRi?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 364
+  reshares: 20
+  impressions: 39437
+  comments: 20
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQEeO0OgTKF0Uw/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1682406749932?e=1741219200&v=beta&t=ow7DAffgJL_QkrbbY4ub7HapaImQp2vjUWfcmq4nmwE']
+  image_url: ../assets/blog/2023-04-25_generate_fake_data_in_bigquery
+  text: |
+    While working in a non-production environment you may want to generate fake data for testing purposes.
+
+    Shivam Singh brought the great `faker` python library directly into BigQuery so that you can call it directly without install. 👀
+
+
+    Just try the following query:
+
+    ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+    select
+      bigfunctions.eu.faker('first_name',   'it_IT')  as first_name,
+      bigfunctions.eu.faker('last_name',     null)    as last_name,
+      bigfunctions.eu.faker('email',         null)    as email,
+      bigfunctions.eu.faker('address',       null)    as address,
+      bigfunctions.eu.faker('date_of_birth', null)    as date_of_birth,
+    from unnest(generate_array(1, 100))
+    ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+
+
+    You can also deploy the function in one-click in your own project. Follow the Readme in GitHub. 💡
+
+
+    Docs: https://lnkd.in/e3M6gjAG
+    GitHub: https://lnkd.in/emfVXKjJ
+
+
+    Please add a ⭐ to the GitHub if you want more of these functions.
+
+
+    bigquery bigfunctions
+
+- id: 2023-04-19_deidentifying_text_in_bigquery
+  type: image
+  title: |
+    De-identifying text in BigQuery
+  author: Paul Marcombes
+  date: "2023-04-19"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-activity-7054363025339736064-zRQf?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 53
+  reshares: 5
+  impressions: 7549
+  comments: 10
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQGnTYEoZrzR8Q/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1681858325989?e=1741219200&v=beta&t=T9gwoRoWbetEvyKMe8ftplTzoIuamh9Q4kz63jKtJfY']
+  image_url: ../assets/blog/2023-04-19_deidentifying_text_in_bigquery
+  text: |
+    ELT has a drawback over ETL.
+
+    As you get data without transform from your sources into you warehouse, (using fivetran, airbyte or any other modern-data-stack ingestion tool), your warehouse will contain personal data that you need to redact before exposing it to users.
+
+    This new BigQuery function from Shivam Singh that you can call without install from your project may then help you 👀.
+
+
+    Documentation Link in first comment 👇
+
+
+    bigquery bigfunctions
+
+- id: 2023-04-15_celebrating__10_contributors_to_help_data_practici
+  type: image
+  title: |
+    Celebrating 🥳 10 contributors to help data practicioners
+  author: Paul Marcombes
+  date: "2023-04-15"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigfunctions-data-activity-7052963262488797184-BO1B?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 70
+  reshares: 3
+  impressions: 5776
+  comments: 4
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQGy7Aca2d8H2A/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1681557477818?e=1741219200&v=beta&t=BaXjlGZ9UcYKCG8nFnb1S3YxigQVGydprSReX6ZeUbs']
+  image_url: ../assets/blog/2023-04-15_celebrating__10_contributors_to_help_data_practici
+  text: |
+    When I launched bigfunctions, an open-source product to help data analysts not reinvent the wheel, I wasn't even sure it would get noticed.
+
+    Today is a big milestone to me as we celebrate our 10th contributor.
+
+
+    Thanks 🙏 Furcy Pin  sid ali sadi Benjamin Tabet  Thomas Lepine Jason Tragakis Jihene Cherif Tom Ellyatt Shivam Singh Anatole Callies
+
+
+    Creating an open-source product is a great adventure. I advise you to go for it you’re hesitating. Or contribute to this one ☝️😁
+
+
+    BigFunctions repo link is 👇
+
+    data
+
+- id: 2023-04-13_tonight_i_met_felipe_hoffa_from_snowflake
+  type: image
+  title: |
+    Tonight I met Felipe Hoffa from snowflake
+  author: Paul Marcombes
+  date: "2023-04-13"
+  url: https://www.linkedin.com/posts/paul-marcombes_snowflake-bigfunctions-bigquery-activity-7052364212555173889-y7aH?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 41
+  reshares: 1
+  impressions: 4548
+  comments: 1
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D5622AQHSvEw9GSEaOw/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1681414652921?e=1741219200&v=beta&t=iT4EXq1Kub-HoJubjyYcCjTaC559QGekvkYvnVlOlCo']
+  image_url: ../assets/blog/2023-04-13_tonight_i_met_felipe_hoffa_from_snowflake
+  text: |
+    Felipe Hoffa inspired me for a long time by writing content about data-warehousing and in particular:
+    👉 how to create functions on top of your data-warehouse to give super-powers to your data-analysts . 💥
+
+
+    For instance:
+
+    1. geolocate IP address: https://lnkd.in/gTPdqfAi
+
+    2. send emails from your warehouse: https://lnkd.in/gFeTpuqk
+
+    3. various functions including text fuzzy matching: https://lnkd.in/gXar3_ZP
+
+
+    I'd even say it may have influenced me for my personal project:
+    👉 create a catalog of open-source functions so that data-analysts stop reinventing the wheel 👉  bigfunctions.
+
+
+    Thanks Felipe Hoffa for inspiring me.
+    You again inspired me tonight and I deployed this new open-source bigquery function for time-series forecasting using prophet.
+
+
+    - Felipe's article if you want to deploy the function in snowflake: https://lnkd.in/g3UTKvkh
+    - BigFunctions open-source repo ( 🙏  add a star if you like it): https://lnkd.in/emfVXKjJ
+    - prophet bigfunction documentation: https://lnkd.in/gVfndJUB
+
+
+    Thanks Didier Girard and Florent Legras for inviting me and make this meeting happen.
+
+- id: 2023-04-12_5_reasons_why_you_want_to_use_this_bigquery_functi
+  type: image
+  title: |
+    5 reasons why you want to use this bigquery function
+  author: Paul Marcombes
+  date: "2023-04-12"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunction-activity-7051947091337596928-FTwe?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 114
+  reshares: 3
+  impressions: 12281
+  comments: 8
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQE6RRE5p9nvRQ/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1681246515500?e=1741219200&v=beta&t=87Cm1FgO40K25v3g3jHII8UV8hPG6DKlhzopG2Ww3xM']
+  image_url: ../assets/blog/2023-04-12_5_reasons_why_you_want_to_use_this_bigquery_functi
+  text: |
+    1️⃣ Check that addresses exist
+    2️⃣ Clean up typos in addresses
+    3️⃣ Get address hierarchy with address components
+    4️⃣ Match two addresses whose text is not strictly identical
+    5️⃣ Find the nearest point of sale using latitude and longitude
+
+    This bigfunction is available in your BigQuery project without install. Try it! (you can also redeploy it with one click).
+
+    If you like it, 🙏  add a ⭐  to the GitHub repo: https://lnkd.in/emfVXKjJ
+
+
+    Why would you use this function for?
+
+- id: 2023-04-11_elt_replaced_etl
+  type: image
+  title: |
+    ELT replaced ETL
+  author: Paul Marcombes
+  date: "2023-04-11"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-activity-7051519957183913984-yr4J?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 92
+  reshares: 1
+  impressions: 6647
+  comments: 13
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/D4E22AQHw-cE22OeFDg/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1681213367862?e=1741219200&v=beta&t=6wq2BVx4YHWFuKreEukF3VkEmHifKMIFQhEu7QkRhms']
+  image_url: ../assets/blog/2023-04-11_elt_replaced_etl
+  text: |
+    Most transformations are now performed in SQL in the data warehouse. For specific needs such as parsing xml data, however, this can be tedious.
+
+    🙏 Shivam Singh for bringing this xml2json function to the bigquery community who can use it directly, without install.
+
+    bigfunctions is open-source. Please support us by adding a ⭐ to the GitHub repo if you like it (links in first comment).
+
+- id: 2023-03-15_les_dataanalysts_ne_devraient_pas_se_contenter_de_
+  type: image
+  title: |
+    Les data-analysts ne devraient pas se contenter de faire des analyses de données pour obtenir des insights.
+  author: Paul Marcombes
+  date: "2023-03-15"
+  url: https://www.linkedin.com/posts/paul-marcombes_data-realtime-dataanalysts-activity-7041808042627092480-pXPO?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 204
+  reshares: 2
+  impressions: 21825
+  comments: 32
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/C4E22AQG45CMrFtqziw/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1678897866966?e=1741219200&v=beta&t=C3imC6qneLAmRI52rlbMBN-C4R9qlHqYi5s2rHSA22s']
+  image_url: ../assets/blog/2023-03-15_les_dataanalysts_ne_devraient_pas_se_contenter_de_
+  text: |
+    @Data-Analysts,
+    🚀 Impactez directement l'experience utilisateur avec des algos data. 🚀
+
+
+    Je ne suis pas peu fier d'avoir présenté notre plateforme data realtime qui permet aux dataanalysts de Nickel, en toute autonomie, de:
+
+    ✅ envoyer des notifications personnalisées temps réel
+    ✅ faire de la personnalisation de contenu
+    ✅ lutter contre la fraude
+    ✅ faire de l'alerting
+    ✅ etc
+
+
+
+    👏  Josselin Pujo de SFEIR, Hachem LATRACH Charlotte Rudnik et toute les équipes data de Nickel pour ces réalisations 🙏
+
+    Merci SFEIR pour l'occasion de présenter cela à votre journée d'onboarding googlecloud
+
+
+    gcp moderndatastack bigquery bigtable cloudrun
+
+- id: 2022-12-21_the_modern_data_stack_was_founded_to_give_full_aut
+  type: image
+  title: |
+    The modern data stack was founded to give full autonomy to data-analysts BUT we miss essential features...
+  author: Paul Marcombes
+  date: "2022-12-21"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigfunctions-bigquery-activity-7011289613080100865-Czif?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 75
+  reshares: 1
+  impressions: null
+  comments: 18
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/C4E22AQEI1AfO2VufaA/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1671621705679?e=1741219200&v=beta&t=0RaEKdBupbzNg3gL-qQrCLovHmd4euvaoUiuOUrqz0U']
+  image_url: ../assets/blog/2022-12-21_the_modern_data_stack_was_founded_to_give_full_aut
+  text: |
+    What if a data-analyst needs to compute the sentiment score of a customer survey comment. He would ask a data-engineer.
+    Really?
+
+
+    BigFunctions is an open-source catalog of advanced bigquery functions callable from your GCP project.
+
+    Just try it with:
+    ```
+    select bigfunctions.eu.sentiment_score('I love your product!')
+    ```
+
+
+    We are looking for ⭐ !
+    If you like the project, please support us by adding a star to the GitHub repository: https://lnkd.in/emfVXKjJ
+
+
+    BigFunctions website: https://lnkd.in/eBzr3wfM
+
+- id: 2022-12-19_how_i_created_an_opensource_repository_after_meeti
+  type: image
+  title: |
+    How I created an open-source repository after meeting a Himalayan climber.
+  author: Paul Marcombes
+  date: "2022-12-19"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigfunctions-bigquery-bigfunctions-activity-7010568101637332993-cnGD?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 75
+  reshares: 3
+  impressions: null
+  comments: 5
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/C4E22AQEaUSAPP80BNg/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1671449684463?e=1741219200&v=beta&t=aU6ZY_SquQQXVgGQQ_tKXhrYR5_uLP1xKzwHEG86tng']
+  image_url: ../assets/blog/2022-12-19_how_i_created_an_opensource_repository_after_meeti
+  text: |
+    Like some of us, I have dreamed of creating a product for a long time. But every time I wanted to get started, I found an excuse not to do it.
+
+    Then I met Nacer Ibn Abdeljalil, the first Moroccan to successfully climb Everest and he gave me this advice:
+
+    Make your Everest public. Tell your relatives about your goal. This will make your idea more real and commit you to your friends and colleagues.
+
+
+    So I did. And soon after, the magic happened ✨. It was like I had already started. I then decided to make it real as a side-project.
+
+    I created BigFunctions an open-source project to empower data-analysts and bigquery  users and keep them from reinventing the wheel. I already had a lot of positive feedback from the data-community and this is already a great achievement.
+
+    👉 Make your Everest public
+
+
+    🙏 To help me to reach my goal of 200 stars on GitHub and make this open-source side-project a success, I'd be really thankful if you can add a ⭐ on GitHub here: https://lnkd.in/emfVXKjJ
+
+    BigFunctions website: https://lnkd.in/eBzr3wfM
+
+
+    (Thanks Nacer Ibn Abdeljalil 🙏 )
+
+- id: 2022-12-15_discretize_continuous_value_to_faster_dataanalysis
+  type: image
+  title: |
+    Discretize continuous value to faster Data-Analysis in bigquery
+  author: Paul Marcombes
+  date: "2022-12-15"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigquery-bigfunctions-activity-7009072015533854720-55Ib?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 37
+  reshares: 1
+  impressions: null
+  comments: 0
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/C4E22AQHmmTvu2V_vsA/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1671092989857?e=1741219200&v=beta&t=mj1_zmw64VuAbgKq3gDznQKF-lmRV3z4mr2XdAJaEsI']
+  image_url: ../assets/blog/2022-12-15_discretize_continuous_value_to_faster_dataanalysis
+  text: |
+    To help your data-analysis you may want to discretize continuous values into bins of equal width.
+
+    1️⃣ You can then easily count how many values you have in each range and have a better understanding of your data. Hello histograms.
+
+    2️⃣ It may improve your machine-learning algorithms as a preprocessing test.
+
+
+    👉 This bigquery function is available to anyone without install. Here is the documentation to get started: https://lnkd.in/eRx8-NCq
+
+    bigfunctions is fully opensource. To support us 🚀, add a star to the GitHub repo: https://lnkd.in/emfVXKjJ
+
+- id: 2022-12-13___advanced_json_query_in_bigquery__
+  type: document
+  title: |
+    🔵  Advanced Json Query in BigQuery  👇
+  author: Paul Marcombes
+  date: "2022-12-13"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-advanced-json-queries-activity-7008339733281918977-eblE?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 73
+  reshares: 8
+  impressions: null
+  comments: 5
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    BigQuery native json support is nice but limited. We need more! 🚧
+
+    💥 sid ali sadi from Esmoz is bringing advanced json querying to any bigquery user through another open BigQuery function. 🧐
+
+    He managed to embed JMESPath, a reknowned multi-programming-language library for advanced json-querying, inside a BigFunction. The result is outstanding! 💚
+
+
+    - BigFunction Doc: https://lnkd.in/epA9Yc4U
+    - BigFunctions GitHub: https://lnkd.in/emfVXKjJ
+    - JMESPath Tutorial: https://lnkd.in/eJUtSwFB
+
+- id: 2022-12-09__bigquery_json_made_easy
+  type: image
+  title: |
+    🔵 BigQuery json made easy!
+  author: Paul Marcombes
+  date: "2022-12-09"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-activity-7006941275996225536-ErDP?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 79
+  reshares: 2
+  impressions: null
+  comments: 8
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/C4E22AQG9OpH71AuwuQ/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1670584981747?e=1741219200&v=beta&t=A_uAfLttr9lr30JvDEzM4m-voUxTewlKg2vae8TBiCs']
+  image_url: ../assets/blog/2022-12-09__bigquery_json_made_easy
+  text: |
+    Oups he did it again!
+
+    sid ali sadi from Esmoz created some very nice bigquery functions callable by anyone from their GCP project to simplify json handling.
+
+    Great job sid ali sadi 👏
+
+    Doc → https://lnkd.in/ePr4c6Bt
+
+    You like it? Star it! 🤗 → https://lnkd.in/emfVXKjJ
+
+    bigfunctions
+
+- id: 2022-12-08__where_will_this_end_yesterday_a_new_contributor_d
+  type: image
+  title: |
+    🔵 Where will this end? Yesterday, a new contributor deployed open BigQuery functions to clean up text. And...
+  author: Paul Marcombes
+  date: "2022-12-08"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigquery-bigfunctions-activity-7006666393081323520-M41Y?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 66
+  reshares: 3
+  impressions: null
+  comments: 11
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/C5622AQHNYqvUsTZerQ/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1670519444360?e=1741219200&v=beta&t=xJgTwMYV7JqTF9FQ-awcxcZD-uKOqyoAhZ4FW3f56EM']
+  image_url: ../assets/blog/2022-12-08__where_will_this_end_yesterday_a_new_contributor_d
+  text: |
+    Today, another contributor deployed some more!
+
+    A big Thanks 🙏 Benjamin Tabet for this contribution that will benefit the global bigquery community.
+
+    bigquery bigfunctions
+
+- id: 2022-12-08__donnons_le_pouvoir_aux_dataanalysts
+  type: text
+  title: |
+    👉 Donnons le pouvoir aux data-analysts!
+  author: Paul Marcombes
+  date: "2022-12-08"
+  url: https://www.linkedin.com/posts/paul-marcombes_4-bonnes-raisons-de-larguer-sa-stack-data-activity-7006549739550703617-jUbE?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 15
+  reshares: 0
+  impressions: null
+  comments: 3
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    Complètement d'accord Robin Conquet.
+
+    Rendons les data-analysts autonomes sur toute la chaîne (de la collecte, aux transformations sur toutes les couches, à l'exploration, à la documentation, aux tests, au déploiement d'algos, etc).
+
+    C'est un peu la raison d'être de BigFunctions https://lnkd.in/eBzr3wfM 😉
+
+- id: 2022-12-07__bigquery_text_cleaning_and_text_comparison
+  type: image
+  title: |
+    🔵 BigQuery Text Cleaning and Text Comparison
+  author: Paul Marcombes
+  date: "2022-12-07"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-activity-7006173879899414528-l-YR?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 95
+  reshares: 8
+  impressions: null
+  comments: 9
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/C4E22AQGkkVo7rjeIVw/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1670402020357?e=1741219200&v=beta&t=Hs9NvZiElvsMKUosF81CXvULARIC4js5okU9bskLEEk']
+  image_url: ../assets/blog/2022-12-07__bigquery_text_cleaning_and_text_comparison
+  text: |
+    👀 sid ali sadi from Esmoz did a great job by adding the new `remove_accents` bigquery function callable by anyone without install from their BigQuery project.
+
+    I can't wait to see what Esmoz consultants will build next 😁
+
+    BigFunctions website: https://lnkd.in/eBzr3wfM
+
+    Any ⭐ to BigFunctions GitHub repo is 𝒓𝒆𝒂𝒍𝒍𝒚 appreciated 🙏🤗: 
+    https://lnkd.in/emfVXKjJ
+
+
+    bigquery bigfunctions
+
+- id: 2022-11-23_great_article_robert_yi_to_get_a_view_of_semantic_
+  type: text
+  title: |
+    Great article Robert Yi to get a view of semantic layer strategic choices.
+  author: Paul Marcombes
+  date: "2022-11-23"
+  url: https://www.linkedin.com/posts/paul-marcombes_why-dbts-semantic-layer-sucks-activity-7001074129462255616-9SHt?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 7
+  reshares: 0
+  impressions: null
+  comments: 2
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+
+
+- id: 2022-11-18__bigquery_auto_date_cleaning
+  type: image
+  title: |
+    🔵 BigQuery Auto Date Cleaning!
+  author: Paul Marcombes
+  date: "2022-11-18"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-activity-6999355772329467904-ift0?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 92
+  reshares: 2
+  impressions: null
+  comments: 0
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/C4E22AQF2V90opnePWw/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1668776456231?e=1741219200&v=beta&t=zVyqsQd3jqF8iO0l_3yymV0pdGceztrSapAeIL3e2OE']
+  image_url: ../assets/blog/2022-11-18__bigquery_auto_date_cleaning
+  text: |
+    Sebabrata Banerjee   (Sebo) did a great video tutorial to use regex for date cleaning 👨‍💻.
+
+    What if you don't know about regex and still want to do date cleaning? 🤔
+
+    💡 We created a new BigQuery open-source function callable without install from your project.
+
+    How do you like it?
+    Tell us in a comment what is the next best function we should develop.
+
+
+    Sebabrata Video:
+    https://lnkd.in/eAkXmf6r
+
+    'BigFunctions' documentation:
+    https://lnkd.in/eTzuWDKu
+
+    'BigFunctions' GitHub repo (support us with a star ⭐ !):
+    https://lnkd.in/emfVXKjJ
+
+    bigquery bigfunctions
+
+- id: 2022-10-28__bigquery_arrays_made_easy
+  type: image
+  title: |
+    🔵 BigQuery arrays made easy!
+  author: Paul Marcombes
+  date: "2022-10-28"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-activity-6991791325377404928-X4_C?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 186
+  reshares: 10
+  impressions: null
+  comments: 15
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/C4E22AQEtBx_YTofwRA/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1666972952235?e=1741219200&v=beta&t=_L1VbyrCJ75A1CBNXMHKwryway2v4PrO7F80QwEoH1c']
+  image_url: ../assets/blog/2022-10-28__bigquery_arrays_made_easy
+  text: |
+    I recently discovered the great 'sql-snippets' open-source repository from Taylor Brownlow from Count.
+
+    I ❤️ the idea of sharing sql knowledge via open-source.
+
+    👀 It inspired me to create some new BigQuery open-source functions callable from anyone without install from their project.
+
+
+    'sql-snippets' GitHub repo:
+    https://lnkd.in/e74tB4e8
+
+    'BigFunctions' documentation:
+    https://lnkd.in/egAkecUg
+
+    'BigFunctions' GitHub repo (support us with a star ⭐ !):
+    https://lnkd.in/emfVXKjJ
+
+    bigquery bigfunctions
+
+- id: 2022-10-25_totally_agree_with_you_madison_schott___opensource
+  type: text
+  title: |
+    Totally agree with you @Madison Schott!  ➜ opensource for data is great to avoid reinventing the wheel and to share efforts 👇
+  author: Paul Marcombes
+  date: "2022-10-25"
+  url: https://www.linkedin.com/posts/paul-marcombes_datacleaning-sql-dbt-activity-6990801218084253696-m1RJ?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 10
+  reshares: 0
+  impressions: null
+  comments: 4
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    Mateusz Klimek: I took the liberty of re-developing your `clean_additional_whitespaces` dbt macro as a public BigQuery function callable by anyone without install from their BigQuery project .
+
+    To use it, simply call from your BigQuery console:
+    ```
+    select bigfunctions.us.remove_extra_whitespaces('Hello  \n   world!')
+    ```
+    You'll get ➜ 'Hello world!'
+
+
+    Documentation 👉 https://lnkd.in/gQw7stGU
+    To give a star on GitHub 👉 https://lnkd.in/gb7jme_V
+    bigquery bigfunctions
+
+- id: 2022-10-14_rejoignezmoi_lundi__google_next_recap_france
+  type: image
+  title: |
+    Rejoignez-moi lundi à Google Next Recap France:
+  author: Paul Marcombes
+  date: "2022-10-14"
+  url: https://www.linkedin.com/posts/paul-marcombes_%F0%9D%90%91%F0%9D%90%9E%F0%9D%90%A3%F0%9D%90%A8%F0%9D%90%A2%F0%9D%90%A0%F0%9D%90%A7%F0%9D%90%9E%F0%9D%90%B3-%F0%9D%90%A6%F0%9D%90%A8%F0%9D%90%A2-%F0%9D%90%A5%F0%9D%90%AE%F0%9D%90%A7%F0%9D%90%9D%F0%9D%90%A2-%C3%A0-%F0%9D%90%86-activity-6986619669633716224-WNUJ?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 82
+  reshares: 4
+  impressions: null
+  comments: 3
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/C4E22AQFMkYf9oobYEA/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1665739933446?e=1741219200&v=beta&t=UssSHQBqOgMWN9YcAg4wqERpgICpar_0JH06X55u5No']
+  image_url: ../assets/blog/2022-10-14_rejoignezmoi_lundi__google_next_recap_france
+  text: |
+    - si vous voulez tout savoir sur le scaling des usages data chez Nickel grâce à GCP.
+
+    - si vous êtes intrigués par le nouveau projet open-source BigFunctions qui booste les capacités de BigQuery.
+
+
+    Google Next Recap France
+    https://lnkd.in/eMrczFZP
+
+    BigFunctions
+    https://lnkd.in/eBzr3wfM
+
+- id: 2022-10-10__furcy_pin_brings_graph_algorithms_to_bigquery
+  type: image
+  title: |
+    🌐 Furcy Pin brings Graph Algorithms to BigQuery!
+  author: Paul Marcombes
+  date: "2022-10-10"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-bigfunctions-data-activity-6985143660828844032-X5oe?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 87
+  reshares: 2
+  impressions: null
+  comments: 2
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/C4E22AQFRlsYYlTj8ag/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1665388025743?e=1741219200&v=beta&t=_TRtCJYrB77FyyXST7UgyGtTohwaZAJ62JfGphrM5LY']
+  image_url: ../assets/blog/2022-10-10__furcy_pin_brings_graph_algorithms_to_bigquery
+  text: |
+    What a pleasure to see Furcy brings the first Graph Algorithm to BigQuery as an open function callable by anyone without install.
+
+    This connected components algorithm which detect communities in graphs is great for recommendation, fraud ring detections or data-explorations.
+
+    To use it 👉 https://lnkd.in/e55DreiB
+
+    To support BigFunctions:
+    Give us a star on GitHub 👉 https://lnkd.in/emfVXKjJ
+
+    bigquery bigfunctions data opensource
+
+- id: 2022-10-03__what_if_common_bigquery_functions_were_available_
+  type: image
+  title: |
+    👀 What if common BigQuery functions were available from a unique place?
+  author: Paul Marcombes
+  date: "2022-10-03"
+  url: https://www.linkedin.com/posts/paul-marcombes_data-bigquery-opensource-activity-6982620263657938945-A1QC?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 57
+  reshares: 1
+  impressions: null
+  comments: 9
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/C4E22AQGUcbpQbvj8-A/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1664786400863?e=1741219200&v=beta&t=o3kuUCgZSFnDS2TQJaPM5A4Zp_BoNTCMrRFr7HQ4RNg']
+  image_url: ../assets/blog/2022-10-03__what_if_common_bigquery_functions_were_available_
+  text: |
+    Last week, a question was asked in our modern-data-stack slack-community: 
+    "how do you get if a date is a public-holiday in your data-warehouse?"
+
+    I realized this is a very common question. 
+
+    Why should all data-teams implement their own implementation of such a basic function?
+
+    Why not to have a common git repo where all data-teams would contribute to build a common library of useful functions callable from any BigQuery project for free?
+
+
+    This is exactly one of the reason of existence of BigFunctions.
+    👉 https://lnkd.in/eHQ-2spu
+
+    If you like it, support it!
+    - tell us in a comment what next BigFunction should be implemented
+    - add a star in our GitHub repo. This helps us a LOT!
+    👉 https://lnkd.in/emfVXKjJ
+    - contribute to the repo y adding your own function.
+
+    data bigquery opensource bigfunctions community
+
+- id: 2022-09-26_et_si_on_pouvait_voir_le_profiling_des_donnes_dans
+  type: image
+  title: |
+    Et si on pouvait voir le profiling des données dans BigQuery ?
+  author: Paul Marcombes
+  date: "2022-09-26"
+  url: https://www.linkedin.com/posts/paul-marcombes_bigquery-data-dataanalytics-activity-6980085040453980161-QRwu?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 233
+  reshares: 10
+  impressions: null
+  comments: 30
+  article_title: |
+    null
+  article_url: null
+  images: ['https://media.licdn.com/dms/image/v2/C4E22AQFj9iqwsDqUkA/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1664181955701?e=1741219200&v=beta&t=HcKGpqzg-QPHezk5qwvzccEjfF-T6kaPyVkvrqWS5ts']
+  image_url: ../assets/blog/2022-09-26_et_si_on_pouvait_voir_le_profiling_des_donnes_dans
+  text: |
+    C'est important quand on commence un projet data de:
+    - 👃 sentir les données, 
+    - 👀 savoir s'il y a des outliers,
+    - 🌊 connaître le nombre de null,
+    - 📊 avoir une idée de la distribution ?
+     
+    C'est maintenant possible de faire le profiling des données directement dans la console BigQuery!
+    (sans installation, sans avoir à télécharger de donnnées, sans faire de python, sans créer de compte de service ni filer l'accès à vos données à un tiers)
+
+    Je viens de lancer un projet open-source pour cela
+    👉 https://lnkd.in/eBzr3wfM
+
+
+    bigquery data dataanalytics dataprofiling bigfunctions
+
+- id: 2022-09-07_ravi_de_pouvoir_exposer_comment_dbt_permet_de_mett
+  type: text
+  title: |
+    Ravi de pouvoir exposer comment dbt permet de mettre le data-warehouse cloud tel que BigQuery ou Snowflake au centre du SI d’entreprise:
+  author: Paul Marcombes
+  date: "2022-09-07"
+  url: https://www.linkedin.com/posts/paul-marcombes_ai-engineering-10-dbt-et-la-modern-data-activity-6973190711496097792-LJzC?utm_source=combined_share_message&utm_medium=member_desktop
+  likes: 41
+  reshares: 0
+  impressions: null
+  comments: 4
+  article_title: |
+    null
+  article_url: null
+  images: []
+  image_url: null
+  text: |
+    - en rendant possible l’autonomie des data-analysts sur toute la chaîne: de l’ingestion des données à l’activation en passant par les transformations ou le déploiement de machine learning.
+    - en apportant les bonnes pratiques de software engineering / Devops à la data
+    - en créant un standard de la modern-data-stack permettant de connecter les données avec tous les services SAAS pour ingérer les données mais aussi pour les utiliser et générer des actions (envoi de notifications, personnalisation, etc).
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+        <li class="md-nav__item">
+  <a href="#what-is-bigfunctions" class="md-nav__link">
+    <span class="md-ellipsis">
+      What is BigFunctions?
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#the-problem-were-solving" class="md-nav__link">
+    <span class="md-ellipsis">
+      The Problem We're Solving
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#how-it-works" class="md-nav__link">
+    <span class="md-ellipsis">
+      How it Works
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#example" class="md-nav__link">
+    <span class="md-ellipsis">
+      Example:
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#why-we-built-this" class="md-nav__link">
+    <span class="md-ellipsis">
+      Why We Built This
+    </span>
+  </a>
+  
+</li>
+      
+    </ul>
+  
+</nav>
+                  </div>
+                </div>
+              </div>
+            
+          
+          
+            <div class="md-content" data-md-component="content">
+              <article class="md-content__inner md-typeset">
+                
+                  <!-- Tags -->
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+<h1 id="introducing-bigfunctions-open-source-superpowers-for-bigquery">Introducing BigFunctions: open-source superpowers for BigQuery<a class="headerlink" href="#introducing-bigfunctions-open-source-superpowers-for-bigquery" title="Permanent link">¶</a></h1>
+<p>Hey r/dataengineering!</p>
+<p>I'm excited to introduce <a href="https://github.com/unytics/bigfunctions">BigFunctions</a>, an open-source project designed to supercharge your BigQuery data-warehouse and empower your data analysts!</p>
+<p>After 2 years building it, I just wrote our first <a href="https://medium.com/google-cloud/sql-is-all-you-need-77554fea90c0">article</a> to announce it.</p>
+<h2 id="what-is-bigfunctions">What is BigFunctions?<a class="headerlink" href="#what-is-bigfunctions" title="Permanent link">¶</a></h2>
+<p>Inspired by the growing <strong>"SQL Data Stack"</strong> movement, BigFunctions is a framework that lets you:</p>
+<ul>
+<li><strong>Build a Governed Catalog of Functions</strong>: Think dbt, but for creating and managing reusable functions directly within BigQuery.</li>
+<li><strong>Empower Data Analysts</strong>: Give them a self-service catalog of functions to handle everything from data loading to complex transformations and action taking-- <em>all from SQL</em>!</li>
+<li><strong>Simplify Your Data Stack</strong>: Replace messy Python scripts and a multitude of tools with clean, scalable SQL queries.</li>
+</ul>
+<h2 id="the-problem-were-solving">The Problem We're Solving<a class="headerlink" href="#the-problem-were-solving" title="Permanent link">¶</a></h2>
+<p>The modern data stack can get complicated. Lots of tools, lots of custom scripts...it's a management headache. We believe the future is a simplified stack where SQL (and the data warehouse) does it all.</p>
+<p>Here are some benefits:</p>
+<ul>
+<li><strong>Simplify the stack</strong> by replacing a multitude of custom tools to one.</li>
+<li><strong>Enable data-analysts to do more</strong>, directly from SQL.</li>
+</ul>
+<h2 id="how-it-works">How it Works<a class="headerlink" href="#how-it-works" title="Permanent link">¶</a></h2>
+<ul>
+<li><strong>YAML-Based Configuration</strong>: Define your functions using simple YAML, just like dbt uses for transformations.</li>
+<li><strong>CLI for Testing &amp; Deployment</strong>: Test and deploy your functions with ease using our command-line interface.</li>
+<li><strong>Community-Driven Function Library</strong>: Access a growing library of over 120 functions contributed by the community.</li>
+</ul>
+<p>Deploy them with a single command!</p>
+<h2 id="example">Example:<a class="headerlink" href="#example" title="Permanent link">¶</a></h2>
+<p>Imagine this:</p>
+<ol>
+<li><strong>Load Data</strong>: Use a BigFunction to ingest data from any URL directly into BigQuery.</li>
+<li><strong>Transform</strong>: Run time series forecasting with a Prophet BigFunction.</li>
+<li><strong>Activate</strong>: Automatically send sales predictions to a Slack channel using a BigFunction that integrates with the Slack API.</li>
+</ol>
+<p>All in SQL. No more jumping between different tools and languages.</p>
+<h2 id="why-we-built-this">Why We Built This<a class="headerlink" href="#why-we-built-this" title="Permanent link">¶</a></h2>
+<p>As Head of Data at Nickel, I saw the need for a better way to empower our 25 data analysts.</p>
+<p>Thanks to SQL and configuration, our data-analysts at Nickel send 100M+ communications to customers every year, personalize content on mobile app based on customer behavior and call internal APIs to take actions based on machine learning scoring.</p>
+<p>I built BigFunctions 2 years ago as an open-source project to benefit the entire community. So that any team can empower its SQL users.</p>
+<p>Today, I think it has been used in production long enough to announce it publicly. Hence this first <a href="https://medium.com/google-cloud/sql-is-all-you-need-77554fea90c0">article on medium</a>.</p>
+<p>The road is not finished; we still have a lot to do. Stay tuned for the journey.</p>
+<p>Stay connected and follow us on <a href="https://github.com/unytics/bigfunctions">GitHub</a>, <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Slack</a> or <a href="https://www.linkedin.com/company/unytics/">Linkedin</a>.</p>
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diff --git a/blog/update_posts.yaml.py b/blog/update_posts.yaml.py
new file mode 100644
index 000000000..ab5820082
--- /dev/null
+++ b/blog/update_posts.yaml.py
@@ -0,0 +1,104 @@
+'''
+Update posts.yaml file with linkedin posts exported with apify
+'''
+import json
+import re
+
+import jinja2
+
+YAML_TEMPLATE = jinja2.Template('''
+{% for post in posts %}
+- id: {{ post.id }}
+  type: {{ post.type }}
+  title: |
+    {{ post.title }}
+  author: {{ post.author }}
+  date: "{{ post.date }}"
+  url: {{ post.url }}
+  likes: {{ post.likes }}
+  reshares: {{ post.reshares }}
+  impressions: {{ post.impressions }}
+  comments: {{ post.comments }}
+  article_title: |
+    {{ post.article_title }}
+  article_url: {{ post.article_url }}
+  images: {{ post.images }}
+  image_url: {{ post.image_url }}
+  text: |
+    {{ post.text | indent(width=4) }}
+{% endfor %}
+''')
+
+
+LINKEDIN_POSTS_FILENAME = '2025-01-30_linkedin_posts.json'
+
+
+def clean_letters(text):
+    letters = ['a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j', 'k', 'l', 'm', 'n', 'o', 'p', 'q', 'r', 's', 't', 'u', 'v', 'w', 'x', 'y', 'z', 'A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J', 'K', 'L', 'M', 'N', 'O', 'P', 'Q', 'R', 'S', 'T', 'U', 'V', 'W', 'X', 'Y', 'Z', '0', '1', '2', '3', '4', '5', '6', '7', '8', '9', '!', '?', '.', ',', '"', "'"]
+    bold_letters = ['𝐚', '𝐛', '𝐜', '𝐝', '𝐞', '𝐟', '𝐠', '𝐡', '𝐢', '𝐣', '𝐤', '𝐥', '𝐦', '𝐧', '𝐨', '𝐩', '𝐪', '𝐫', '𝐬', '𝐭', '𝐮', '𝐯', '𝐰', '𝐱', '𝐲', '𝐳', '𝐀', '𝐁', '𝐂', '𝐃', '𝐄', '𝐅', '𝐆', '𝐇', '𝐈', '𝐉', '𝐊', '𝐋', '𝐌', '𝐍', '𝐎', '𝐏', '𝐐', '𝐑', '𝐒', '𝐓', '𝐔', '𝐕', '𝐖', '𝐗', '𝐘', '𝐙', '𝟎', '𝟏', '𝟐', '𝟑', '𝟒', '𝟓', '𝟔', '𝟕', '𝟖', '𝟗', '❗', '❓', '.', ',', '"', "'"]
+    # italic_letters = ['𝑎', '𝑏', '𝑐', '𝑑', '𝑒', '𝑓', '𝑔', 'ℎ', '𝑖', '𝑗', '𝑘', '𝑙', '𝑚', '𝑛', '𝑜', '𝑝', '𝑞', '𝑟', '𝑠', '𝑡', '𝑢', '𝑣', '𝑤', '𝑥', '𝑦', '𝑧', '𝐴', '𝐵', '𝐶', '𝐷', '𝐸', '𝐹', '𝐺', '𝐻', '𝐼', '𝐽', '𝐾', '𝐿', '𝑀', '𝑁', '𝑂', '𝑃', '𝑄', '𝑅', '𝑆', '𝑇', '𝑈', '𝑉', '𝑊', '𝑋', '𝑌', '𝑍', '0', '1', '2', '3', '4', '5', '6', '7', '8', '9', '!', '?', '.', ',', '"', "'"]
+    italic_letters = ['𝘢', '𝘣', '𝘤', '𝘥', '𝘦', '𝘧', '𝘨', '𝘩', '𝘪', '𝘫', '𝘬', '𝘭', '𝘮', '𝘯', '𝘰', '𝘱', '𝘲', '𝘳', '𝘴', '𝘵', '𝘶', '𝘷', '𝘸', '𝘹', '𝘺', '𝘻', '𝘈', '𝘉', '𝘊', '𝘋', '𝘌', '𝘍', '𝘎', '𝘏', '𝘐', '𝘑', '𝘒', '𝘓', '𝘔', '𝘕', '𝘖', '𝘗', '𝘘', '𝘙', '𝘚', '𝘛', '𝘜', '𝘝', '𝘞', '𝘟', '𝘠', '𝘡', '0', '1', '2', '3', '4', '5', '6', '7', '8', '9', '!', '?', '.', ',', '"', "'"]
+    capitalized_letters = ['ᴀ', 'ʙ', 'ᴄ', 'ᴅ', 'ᴇ', 'ꜰ', 'ɢ', 'ʜ', 'ɪ', 'ᴊ', 'ᴋ', 'ʟ', 'ᴍ', 'ɴ', 'ᴏ', 'ᴘ', 'q', 'ʀ', 'ꜱ', 'ᴛ', 'ᴜ', 'ᴠ', 'ᴡ', 'x', 'ʏ', 'ᴢ', 'A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J', 'K', 'L', 'M', 'N', 'O', 'P', 'Q', 'R', 'S', 'T', 'U', 'V', 'W', 'X', 'Y', 'Z', '0', '1', '2', '3', '4', '5', '6', '7', '8', '9', '﹗', '﹖', '﹒', '﹐', '"', "'"]
+
+    letters_mapping = str.maketrans({
+        **{bold_letter: letter for letter, bold_letter in zip(letters, bold_letters)},
+        **{italic_letter: letter for letter, italic_letter in zip(letters, italic_letters)},
+        **{capitalized_letters: letter for letter, capitalized_letters in zip(letters, capitalized_letters)},
+    })
+
+    return text.translate(letters_mapping)
+
+
+def format_post(post):
+    date = post['postedAtISO'][:10]
+    text = clean_letters(post['text']).strip().replace('#', '')
+    title = text.split('\n')[0].strip()
+    text = '\n'.join(text.split('\n')[1:]).strip()
+    slug = re.sub('[^0-9a-z ]+', '', title.lower()).replace(' ', '_')[:50]
+    id = date + '_' + slug
+    image_url = '../assets/blog/' + id if 'images' in post else None
+    return {
+        'type': post['type'],
+        'id': id,
+        'title': title,
+        'text': text,
+        'article_title': post.get('article', {}).get('title') or 'null',
+        'article_url': post.get('article', {}).get('url') or 'null',
+        'images': post.get('images', []),
+        'image_url': image_url or 'null',
+        'author': post['authorName'],
+        'date': date,
+        'url': post['url'],
+        'likes': post['numLikes'],
+        'reshares': post['numShares'],
+        'impressions': post.get('numImpressions') or 'null',
+        'comments': post['numComments'],
+    }
+
+
+def str_presenter(dumper, data):
+    """
+    Preserve multiline strings when dumping yaml.
+    https://github.com/yaml/pyyaml/issues/240
+    """
+    if "\n" in data:
+        # Remove trailing spaces messing out the output.
+        block = "\n".join([line.rstrip() for line in data.splitlines()])
+        if data.endswith("\n"):
+            block += "\n"
+        return dumper.represent_scalar("tag:yaml.org,2002:str", block, style="|")
+    return dumper.represent_scalar("tag:yaml.org,2002:str", data)
+
+posts = json.loads(open(LINKEDIN_POSTS_FILENAME, encoding='utf-8').read())
+posts = [
+    format_post(post)
+    for post in posts
+    if (
+        'type' in post and
+        'text' in post and
+        post['postedAtISO'] > '2022-09'
+    )
+]
+
+content = YAML_TEMPLATE.render(posts=posts)
+open('posts.yaml', 'w', encoding='utf-8').write(content)
diff --git a/chat_with_us/index.html b/chat_with_us/index.html
new file mode 100644
index 000000000..26b4a983e
--- /dev/null
+++ b/chat_with_us/index.html
@@ -0,0 +1,1097 @@
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+        <meta name="description" content="Unytics, the company behind BigFunctions provide Professional Support to get guidance in using or deploying BigFunctions or for any custom need (such as function creation).
+">
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+      
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+    </span>
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+  
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+        
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+    <span class="md-ellipsis">
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+    </span>
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+        
+  
+  <span class="md-ellipsis">
+    Join Slack
+    
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+  
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+    
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+        
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+  <span class="md-ellipsis">
+    Suggest a function
+    
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+    
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+    
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+      Table of contents
+    </label>
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+      
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+  <a href="#join-the-community" class="md-nav__link">
+    <span class="md-ellipsis">
+      Join the Community
+    </span>
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+  
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+  <a href="#contributors" class="md-nav__link">
+    <span class="md-ellipsis">
+      Contributors
+    </span>
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+  
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+      
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+  <a href="#contribute" class="md-nav__link">
+    <span class="md-ellipsis">
+      Contribute
+    </span>
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+  
+    <nav class="md-nav" aria-label="Contribute">
+      <ul class="md-nav__list">
+        
+          <li class="md-nav__item">
+  <a href="#how-to-submit-pull-requests" class="md-nav__link">
+    <span class="md-ellipsis">
+      How to submit pull requests
+    </span>
+  </a>
+  
+</li>
+        
+          <li class="md-nav__item">
+  <a href="#how-to-create-a-new-open-source-bigfunction" class="md-nav__link">
+    <span class="md-ellipsis">
+      How to create a new open-source BigFunction
+    </span>
+  </a>
+  
+</li>
+        
+          <li class="md-nav__item">
+  <a href="#first-contributor" class="md-nav__link">
+    <span class="md-ellipsis">
+      First contributor?
+    </span>
+  </a>
+  
+</li>
+        
+          <li class="md-nav__item">
+  <a href="#license" class="md-nav__link">
+    <span class="md-ellipsis">
+      License
+    </span>
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+  
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+        
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+  
+</li>
+      
+    </ul>
+  
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+                  </div>
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+            
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+              <article class="md-content__inner md-typeset">
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+                  <!-- Tags -->
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+  Hack: check whether the content contains a h1 headline. If it doesn't, the
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+<h1 id="powered-by-the-community">Powered by the Community<a class="headerlink" href="#powered-by-the-community" title="Permanent link">¶</a></h1>
+<p>40+ contributors make BigFunctions shine</p>
+<p class="small"><em>More Contributors <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span> More Functions</em></p>
+<p><a class="md-button md-button--primary" href="#join-the-community">Join the Community <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+</div>
+<p><br></p>
+<hr />
+<p><br></p>
+<h2 id="join-the-community">Join the Community<a class="headerlink" href="#join-the-community" title="Permanent link">¶</a></h2>
+<div class="admonition note">
+<p>BigFunctions is fully open-source. Any contribution is more than welcome <img alt="🤗" class="twemoji" src="https://cdn.jsdelivr.net/gh/jdecked/twemoji@15.1.0/assets/svg/1f917.svg" title=":hugging:" />!</p>
+</div>
+<div class="grid cards  ">
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+<hr />
+<p>Join 200+ slack members. Get help or help others.</p>
+<p><a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">Join Slack <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
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+<p><a href="https://github.com/unytics/bigfunctions/"><strong>Attract Contributors <img alt="⭐" class="twemoji" src="https://cdn.jsdelivr.net/gh/jdecked/twemoji@15.1.0/assets/svg/2b50.svg" title=":star:" /></strong></a></p>
+<hr />
+<p>Add a star to bigfunctions GitHub <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg></span> to make it more visible and attract contributors.</p>
+<p><a href="https://github.com/unytics/bigfunctions/">Add a star on Github <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+</li>
+<li>
+<p><a href="https://github.com/unytics/bigfunctions/issues/new?assignees=&amp;labels=new-bigfunction&amp;projects=&amp;template=0_new_bigfunction.yaml&amp;title=%5Bnew%5D%3A+%60function_name%28argument1%2C+argument2%29%60"><strong>Suggest a Function <img alt="💡" class="twemoji" src="https://cdn.jsdelivr.net/gh/jdecked/twemoji@15.1.0/assets/svg/1f4a1.svg" title=":bulb:" /></strong></a></p>
+<hr />
+<p>Suggesting an idea is already a great contribution. Developers may develop it faster than you think.</p>
+<p><a href="https://github.com/unytics/bigfunctions/issues/new?assignees=&amp;labels=new-bigfunction&amp;projects=&amp;template=0_new_bigfunction.yaml&amp;title=%5Bnew%5D%3A+%60function_name%28argument1%2C+argument2%29%60">Suggest a function <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+</li>
+<li>
+<p><a href="https://github.com/unytics/bigfunctions/issues/new/choose"><strong>Report a bug <img alt="🔴" class="twemoji" src="https://cdn.jsdelivr.net/gh/jdecked/twemoji@15.1.0/assets/svg/1f534.svg" title=":red_circle:" /></strong></a></p>
+<hr />
+<p>Found a bug? Don't let it hidden! Report it!</p>
+<p><a href="https://github.com/unytics/bigfunctions/issues/new/choose">Raise an issue <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+</li>
+<li>
+<p><a href="#contribute"><strong>Get your hands-on <img alt="🤗" class="twemoji" src="https://cdn.jsdelivr.net/gh/jdecked/twemoji@15.1.0/assets/svg/1f917.svg" title=":hugging:" /></strong></a></p>
+<hr />
+<p>Open a Pull-Request to create a new function or improve the framework.</p>
+<p><a href="#contribute">See contribution guidelines <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+</li>
+<li>
+<p><a href="https://calendar.app.google/zu54nNMHLVw7jYWy8"><strong>Get Premium Support <img alt="🪄" class="twemoji" src="https://cdn.jsdelivr.net/gh/jdecked/twemoji@15.1.0/assets/svg/1fa84.svg" title=":magic_wand:" /></strong></a></p>
+<hr />
+<p>Need professional support? Need we develop a custom function for you?</p>
+<p><a href="https://calendar.app.google/zu54nNMHLVw7jYWy8">Book a call with BigFunctions creator <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+</li>
+</ul>
+</div>
+<p><br></p>
+<h2 id="contributors">Contributors<a class="headerlink" href="#contributors" title="Permanent link">¶</a></h2>
+<p><a href="https://github.com/unytics/bigfunctions/graphs/contributors">
+  <img src="https://contrib.rocks/image?repo=unytics/bigfunctions" />
+</a></p>
+<p><br></p>
+<h2 id="contribute">Contribute<a class="headerlink" href="#contribute" title="Permanent link">¶</a></h2>
+<div class="admonition note">
+<p>BigFunctions is fully open-source. Any contribution is more than welcome 🤗!</p>
+<p><strong>Before spending a lot of time to develop</strong>, <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">share your idea on slack</a>.</p>
+</div>
+<h3 id="how-to-submit-pull-requests">How to submit pull requests<a class="headerlink" href="#how-to-submit-pull-requests" title="Permanent link">¶</a></h3>
+<p>To make a change to this repository:</p>
+<ol>
+<li><a href="https://docs.github.com/en/get-started/quickstart/fork-a-repo?tool=webui#forking-a-repository">Fork the repository</a> and create your branch from <code>main</code>.</li>
+<li>Clone your fork</li>
+<li>Create a virtual env then install the packages (including dev packages) with <code>pip install -e .[dev]</code></li>
+<li>Make your changes.</li>
+<li>Run pre-commit to follow the repo rules using <code>precommit run</code></li>
+<li>Commit and Push your changes to your fork.</li>
+<li><a href="https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/creating-a-pull-request-from-a-fork">Create a pull request</a>.</li>
+</ol>
+<p>(If the change is particularly small, these steps are easily accomplished directly in the GitHub UI.)</p>
+<h3 id="how-to-create-a-new-open-source-bigfunction">How to create a new open-source BigFunction<a class="headerlink" href="#how-to-create-a-new-open-source-bigfunction" title="Permanent link">¶</a></h3>
+<p>To start, the best is to duplicate an existing yaml file in 'bigfunctions' folder. Make sure to duplicate a file with the same type (function_sql, aggregate_function_sql, function_js, function_py, procedure) as the one you target.</p>
+<p>Before submitting a Pull-Request, make sure:</p>
+<ul>
+<li>your BigFunction is really useful. If it takes more time to call it than to write its own code, there may be something wrong. For instance, it does not seem appropriate to create a bigfunction that we would call by <code>bigfunctions.eu.is_date_in_range(my_date, start_date, end_date)</code> rather than to write directly <code>my_date between start_date and end_date</code>.</li>
+<li>bigfunction name is explicit. If the function returns a boolean, it should start with <code>is_</code> or <code>has_</code>. It the function create a vizualisation in BigQuery console it should start with <code>explore_</code>.</li>
+<li>all arguments/output names are explicit.</li>
+<li>descriptions are concise.</li>
+<li>you provide enough examples (edge cases must be provided) but not too much (you should not provide a second example that does not provide more understanding about the function than the first one).</li>
+<li>you deployed sucessfully your bigfunction by calling <code>bigfun deploy your_bigfunction</code></li>
+<li>you tested the bigfunction for all the examples you provided and you each time got the expected output. (we plan to create a test command line soon).</li>
+<li>sql keywords must me lowercased (such as <code>select</code>)</li>
+</ul>
+<h3 id="first-contributor">First contributor?<a class="headerlink" href="#first-contributor" title="Permanent link">¶</a></h3>
+<p>You can contribute by selecting one of <a href="https://github.com/unytics/bigfunctions/issues?q=is%3Aissue+is%3Aopen+label%3A%22good+first+issue%22">these issues</a> which were tagged <code>good-first-issue</code>. If you need any help, don't hesitate to reach out through <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q">bigfunctions slack</a>.</p>
+<h3 id="license">License<a class="headerlink" href="#license" title="Permanent link">¶</a></h3>
+<p>By contributing to this repository, you agree that your contributions will be licensed under its MIT License.</p>
+
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diff --git a/framework/index.html b/framework/index.html
new file mode 100644
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--- /dev/null
+++ b/framework/index.html
@@ -0,0 +1,1603 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunctions is a framework to build
+a catalog of functions in BigQuery.
+Like dbt, it comes with a yaml standard and
+a Command-Line-Interface to test, deploy
+and generate a documentation website
+">
+      
+      
+      
+        <link rel="canonical" href="https://unytics.io/bigfunctions/framework/">
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+  <a href="#discover-the-framework" class="md-nav__link">
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+    <span class="md-ellipsis">
+      A YAML Standard
+    </span>
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+</li>
+        
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+  <a href="#a-command-line-interface" class="md-nav__link">
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+  <a href="#1-install-bigfun" class="md-nav__link">
+    <span class="md-ellipsis">
+      1. Install bigfun 🛠️
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+        
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+  <a href="#2-use-bigfun" class="md-nav__link">
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+        
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+  <a href="#3-create-you-first-function" class="md-nav__link">
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+  <a href="#4-deploy-you-first-function" class="md-nav__link">
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+  <a href="#5-deploy-you-first-javascript-function-which-depends-on-npm-packages" class="md-nav__link">
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+  <a href="#6-deploy-you-first-remote-function" class="md-nav__link">
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+                  <div class="md-sidebar__inner">
+                    
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+  
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+      Table of contents
+    </label>
+    <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
+      
+        <li class="md-nav__item">
+  <a href="#discover-the-framework" class="md-nav__link">
+    <span class="md-ellipsis">
+      Discover the framework
+    </span>
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+  
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+      <ul class="md-nav__list">
+        
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+    <span class="md-ellipsis">
+      A YAML Standard
+    </span>
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+  
+</li>
+        
+          <li class="md-nav__item">
+  <a href="#a-command-line-interface" class="md-nav__link">
+    <span class="md-ellipsis">
+      A Command Line Interface
+    </span>
+  </a>
+  
+</li>
+        
+          <li class="md-nav__item">
+  <a href="#a-documentation-website" class="md-nav__link">
+    <span class="md-ellipsis">
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+      
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+      <ul class="md-nav__list">
+        
+          <li class="md-nav__item">
+  <a href="#1-install-bigfun" class="md-nav__link">
+    <span class="md-ellipsis">
+      1. Install bigfun 🛠️
+    </span>
+  </a>
+  
+</li>
+        
+          <li class="md-nav__item">
+  <a href="#2-use-bigfun" class="md-nav__link">
+    <span class="md-ellipsis">
+      2. Use bigfun 🔥
+    </span>
+  </a>
+  
+</li>
+        
+          <li class="md-nav__item">
+  <a href="#3-create-you-first-function" class="md-nav__link">
+    <span class="md-ellipsis">
+      3. Create you first function 👷
+    </span>
+  </a>
+  
+</li>
+        
+          <li class="md-nav__item">
+  <a href="#4-deploy-you-first-function" class="md-nav__link">
+    <span class="md-ellipsis">
+      4. Deploy you first function 👨‍💻
+    </span>
+  </a>
+  
+</li>
+        
+          <li class="md-nav__item">
+  <a href="#5-deploy-you-first-javascript-function-which-depends-on-npm-packages" class="md-nav__link">
+    <span class="md-ellipsis">
+      5. Deploy you first javascript function which depends on npm packages 👽
+    </span>
+  </a>
+  
+</li>
+        
+          <li class="md-nav__item">
+  <a href="#6-deploy-you-first-remote-function" class="md-nav__link">
+    <span class="md-ellipsis">
+      6. Deploy you first remote function ⚡️
+    </span>
+  </a>
+  
+</li>
+        
+          <li class="md-nav__item">
+  <a href="#7-host-your-documentation-on-github-pages" class="md-nav__link">
+    <span class="md-ellipsis">
+      7. Host your Documentation on GitHub Pages
+    </span>
+  </a>
+  
+    <nav class="md-nav" aria-label="7. Host your Documentation on GitHub Pages">
+      <ul class="md-nav__list">
+        
+          <li class="md-nav__item">
+  <a href="#steps-to-host-your-documentation-on-github-pages" class="md-nav__link">
+    <span class="md-ellipsis">
+      Steps to Host Your Documentation on GitHub Pages
+    </span>
+  </a>
+  
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+        
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+    </nav>
+  
+</li>
+        
+      </ul>
+    </nav>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#faq" class="md-nav__link">
+    <span class="md-ellipsis">
+      ❓ FAQ
+    </span>
+  </a>
+  
+</li>
+      
+    </ul>
+  
+</nav>
+                  </div>
+                </div>
+              </div>
+            
+          
+          
+            <div class="md-content" data-md-component="content">
+              <article class="md-content__inner md-typeset">
+                
+                  <!-- Tags -->
+
+
+<!-- Actions -->
+
+  
+  
+
+
+<!--
+  Hack: check whether the content contains a h1 headline. If it doesn't, the
+  page title (or respectively site name) is used as the main headline.
+-->
+<!--  -->
+
+<!-- Page content -->
+<div class="hero">
+<h1 id="a-frameworkfor-bigquery-functions">A Framework<br>for BigQuery functions<a class="headerlink" href="#a-frameworkfor-bigquery-functions" title="Permanent link">¶</a></h1>
+<p>Build a catalog of BigQuery functions<br>
+using BigFunctions Framework<br></p>
+<p><a class="md-button md-button--primary" href="#discover-the-framework">Discover the framework <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+</div>
+<p><br></p>
+<hr />
+<p><br></p>
+<h2 id="discover-the-framework">Discover the framework<a class="headerlink" href="#discover-the-framework" title="Permanent link">¶</a></h2>
+<div class="lg:two-columns lg:revert-items">
+<ul>
+<li>
+<h3 id="a-yaml-standard">A YAML Standard<a class="headerlink" href="#a-yaml-standard" title="Permanent link">¶</a></h3>
+<p>Each function is defined in a <strong>yaml file</strong> <em>(with its author, description, arguments, examples, code, etc)</em></p>
+<p>Yaml files are used to <strong>test &amp; deploy the functions</strong> and <strong>generate a documentation website</strong> (such as this website).</p>
+</li>
+<li>
+<p><img alt="function yaml" src="../assets/yaml.png" /></p>
+</li>
+</ul>
+</div>
+<div class="lg:two-columns">
+<ul>
+<li>
+<h3 id="a-command-line-interface">A Command Line Interface<a class="headerlink" href="#a-command-line-interface" title="Permanent link">¶</a></h3>
+<p><code>bigfun</code> CLI is installable with one <code>pip install</code> and enables you to:</p>
+<ul>
+<li>get the yaml file of a public function</li>
+<li>test the function</li>
+<li>deploy it</li>
+<li>generate a documentation website (such as this website)</li>
+</ul>
+</li>
+<li>
+<p><img alt="bigfun command line interface" src="../assets/bigfun.png" /></p>
+</li>
+</ul>
+</div>
+<div class="lg:two-columns lg:revert-items">
+<ul>
+<li>
+<h3 id="a-documentation-website">A Documentation Website<a class="headerlink" href="#a-documentation-website" title="Permanent link">¶</a></h3>
+<p>The command line interface generates your catalog of the available functions in your company with use cases and examples.</p>
+<p><strong>Foster self-service for your data-people!</strong></p>
+</li>
+<li>
+<p><img alt="website screenshot" class="primary-border" src="../assets/catalog.png" /></p>
+</li>
+</ul>
+</div>
+<h2 id="get-started">Get Started!<a class="headerlink" href="#get-started" title="Permanent link">¶</a></h2>
+<p><code>bigfun</code> CLI (command-line-interface) facilitates BigFunctions development, test, deployment, documentation and monitoring.</p>
+<h3 id="1-install-bigfun">1. Install <code>bigfun</code> 🛠️<a class="headerlink" href="#1-install-bigfun" title="Permanent link">¶</a></h3>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>bigfunctions
+</code></pre></div>
+<h3 id="2-use-bigfun">2. Use <code>bigfun</code> 🔥<a class="headerlink" href="#2-use-bigfun" title="Permanent link">¶</a></h3>
+<div class="highlight"><pre><span></span><code>$<span class="w"> </span>bigfun<span class="w"> </span>--help
+Usage:<span class="w"> </span>bigfun<span class="w"> </span><span class="o">[</span>OPTIONS<span class="o">]</span><span class="w"> </span>COMMAND<span class="w"> </span><span class="o">[</span>ARGS<span class="o">]</span>...
+
+Options:
+<span class="w">  </span>--help<span class="w">  </span>Show<span class="w"> </span>this<span class="w"> </span>message<span class="w"> </span>and<span class="w"> </span>exit.
+
+Commands:
+<span class="w">  </span>deploy<span class="w">      </span>Deploy<span class="w"> </span>BIGFUNCTION
+<span class="w">  </span>docs<span class="w">        </span>Generate,<span class="w"> </span>serve<span class="w"> </span>and<span class="w"> </span>publish<span class="w"> </span>documentation
+<span class="w">  </span>get<span class="w">         </span>Download<span class="w"> </span>BIGFUNCTION<span class="w"> </span>yaml<span class="w"> </span>file<span class="w"> </span>from<span class="w"> </span>unytics/bigfunctions...
+<span class="w">  </span><span class="nb">test</span><span class="w">        </span>Test<span class="w"> </span>BIGFUNCTION
+</code></pre></div>
+<h3 id="3-create-you-first-function">3. Create you first function 👷<a class="headerlink" href="#3-create-you-first-function" title="Permanent link">¶</a></h3>
+<p>Functions are defined as yaml files under <code>bigfunctions</code> folder. To create your first function locally, the easiest is to download an existing yaml file of unytics/bigfunctions Github repo.</p>
+<p>For instance to download <code>is_email_valid.yaml</code> into bigfunctions folder, do:</p>
+<div class="highlight"><pre><span></span><code>bigfun<span class="w"> </span>get<span class="w"> </span>is_email_valid
+</code></pre></div>
+<p>You can then update the file to suit your needs.</p>
+<h3 id="4-deploy-you-first-function">4. Deploy you first function 👨‍💻<a class="headerlink" href="#4-deploy-you-first-function" title="Permanent link">¶</a></h3>
+<blockquote>
+<ol>
+<li>Make sure the <code>gcloud</code> command is <a href="https://cloud.google.com/sdk/docs/install">installed on your computer</a></li>
+<li>Activate the application-default account with <code>gcloud auth application-default login</code>. A browser window should open, and you should be prompted to log into your Google account. Once you've done that, <code>bigfun</code> will use your oauth'd credentials to connect to BigQuery through BigQuery python client!</li>
+<li>Get or create a <code>DATASET</code> where you have permission to edit data and where the function will be deployed.</li>
+<li>The <code>DATASET</code> must belong to a <code>PROJECT</code> in which you have permission to run BigQuery queries.</li>
+</ol>
+</blockquote>
+<p>You now can deploy the function <code>is_email_valid</code> defined in <code>bigfunctions/is_email_valid.yaml</code> yaml file by running:</p>
+<div class="highlight"><pre><span></span><code>bigfun<span class="w"> </span>deploy<span class="w"> </span>is_email_valid
+</code></pre></div>
+<blockquote>
+<p>The first time you run this command it will ask for <code>PROJECT</code> and <code>DATASET</code>.</p>
+<p>Your inputs will be written to <code>config.yaml</code> file in current directory so that you won't be asked again (unless you delete the entries in <code>config.yaml</code>). You can also override this config at deploy time: <code>bigfun deploy is_email_valid --project=PROJECT --dataset=DATASET</code>.</p>
+</blockquote>
+<p>Test it with 👀:</p>
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">PROJECT</span><span class="p">.</span><span class="n">DATASET</span><span class="p">.</span><span class="n">is_email_valid</span><span class="p">(</span><span class="s1">&#39;paul.marcombes@unytics.io&#39;</span><span class="p">)</span>
+</code></pre></div>
+<p><br></p>
+<h3 id="5-deploy-you-first-javascript-function-which-depends-on-npm-packages">5. Deploy you first javascript function which depends on <em>npm packages</em> 👽<a class="headerlink" href="#5-deploy-you-first-javascript-function-which-depends-on-npm-packages" title="Permanent link">¶</a></h3>
+<p><em>To deploy a </em><em>javascript</em><em> function</em> which depends on <strong>npm packages</strong> there are additional requirements <em>in addition to the ones above</em>.</p>
+<blockquote>
+<ol>
+<li>You will need to install each <em>npm package</em> on your machine and bundle it into one file. For that, you need to <a href="https://nodejs.org/en/download/">install <em>nodejs</em></a>.</li>
+<li>The bundled js file will be uploaded into a cloud storage bucket in which you must have write access. The bucket name must be provided in <code>config.yaml</code> file in a variable named <code>bucket_js_dependencies</code>. Users of your functions must have read access to the bucket.</li>
+</ol>
+</blockquote>
+<p>You now can deploy the function <code>render_template</code> defined in <code>bigfunctions/render_template.yaml</code> yaml file by running:</p>
+<div class="highlight"><pre><span></span><code>bigfun<span class="w"> </span>deploy<span class="w"> </span>render_template
+</code></pre></div>
+<p>Test it with 👀:</p>
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">PROJECT</span><span class="p">.</span><span class="n">DATASET</span><span class="p">.</span><span class="n">render_template</span><span class="p">(</span><span class="s1">&#39;Hello {{ user }}&#39;</span><span class="p">,</span><span class="w"> </span><span class="n">json</span><span class="w"> </span><span class="s1">&#39;{&quot;user&quot;: &quot;James&quot;}&#39;</span><span class="p">)</span>
+</code></pre></div>
+<p><br></p>
+<h3 id="6-deploy-you-first-remote-function">6. Deploy you first <em>remote</em> function ⚡️<a class="headerlink" href="#6-deploy-you-first-remote-function" title="Permanent link">¶</a></h3>
+<p><em>To deploy a </em><em>remote</em><em> function</em> (e.g. python function), there are additional requirements <em>in addition to the ones of </em><em>Deploy you first function</em><em> section</em>.</p>
+<blockquote>
+<ol>
+<li>A <em>Cloud Run</em> service will be deployed to host the code (<a href="https://cloud.google.com/bigquery/docs/reference/standard-sql/remote-functions">as seen here</a>). So you must have <a href="https://cloud.google.com/run/docs/deploying-source-code#permissions_required_to_deploy">permissions to deploy a <em>Cloud Run</em> service</a> in your project <code>PROJECT</code>.</li>
+<li><code>gcloud</code> CLI will be used directly to deploy the service (using <code>gcloud run deploy</code>). Then, make sure you are logged in with <code>gcloud</code> by calling: <code>gcloud auth login</code>. A browser window should also open, and you should be prompted to log into your Google account. WARNING: you read correctly: you have to authenticate twice. Once for bigquery python client (to deploy any function including remote as seen above.) and once now to use <code>gcloud</code> (to deploy a <em>Cloud Run</em> service).</li>
+<li>A <em>BigQuery Remote Connection</em> will be created to link BigQuery with the <em>Cloud Run</em> service. You then should have permissions to create a remote connection. <em><a href="https://cloud.google.com/bigquery/docs/access-control#bigquery.connectionAdmin">BigQuery Connection Admin</a></em> or <em><a href="https://cloud.google.com/bigquery/docs/access-control#bigquery.admin">BigQuery Admin</a></em> roles have these permissions.</li>
+<li>A service account will be automatically created by Google along with the <em>BigQuery Remote Connection</em>. BigQuery will use this service account of the remote connection to invoke the <em>Cloud Run</em> service. You then must have the permission to authorize this service account to invoke the <em>Cloud Run</em> service. This permission is provided in the role <em><a href="https://cloud.google.com/run/docs/reference/iam/roles">roles/run.admin</a></em></li>
+</ol>
+</blockquote>
+<p>You now can deploy the function <code>faker</code> defined in <code>bigfunctions/faker.yaml</code> yaml file by running:</p>
+<div class="highlight"><pre><span></span><code>bigfun<span class="w"> </span>deploy<span class="w"> </span>faker
+</code></pre></div>
+<p>Test it with 👀:</p>
+<div class="highlight"><pre><span></span><code><span class="k">select</span><span class="w"> </span><span class="n">PROJECT</span><span class="p">.</span><span class="n">DATASET</span><span class="p">.</span><span class="n">faker</span><span class="p">(</span><span class="ss">&quot;name&quot;</span><span class="p">,</span><span class="w"> </span><span class="ss">&quot;it_IT&quot;</span><span class="p">)</span>
+</code></pre></div>
+<p><br></p>
+<h3 id="7-host-your-documentation-on-github-pages">7. Host your Documentation on GitHub Pages<a class="headerlink" href="#7-host-your-documentation-on-github-pages" title="Permanent link">¶</a></h3>
+<blockquote>
+<p><strong>💡 Note:</strong>
+If you want to host your documentation on GitLab, please check <a href="#https://gitlab.com/pages/mkdocs">this link</a>.</p>
+</blockquote>
+<h4 id="steps-to-host-your-documentation-on-github-pages">Steps to Host Your Documentation on GitHub Pages<a class="headerlink" href="#steps-to-host-your-documentation-on-github-pages" title="Permanent link">¶</a></h4>
+<ol>
+<li><strong>Create a new repository</strong> on GitHub.</li>
+<li><strong>Initialize Git</strong> in your local project:
+   <div class="highlight"><pre><span></span><code>git<span class="w"> </span>init
+</code></pre></div></li>
+<li>Add the remote repository
+  <div class="highlight"><pre><span></span><code>git<span class="w"> </span>remote<span class="w"> </span>add<span class="w"> </span>origin<span class="w"> </span>&lt;repository-url&gt;
+</code></pre></div></li>
+<li>Generate the documentation
+  <div class="highlight"><pre><span></span><code><span class="w">  </span>bigfun<span class="w"> </span>docs<span class="w"> </span>generate
+</code></pre></div></li>
+<li>
+<p>(Optional) Preview the documentation before publishing
+  <div class="highlight"><pre><span></span><code>bigfun<span class="w"> </span>docs<span class="w"> </span>serve
+</code></pre></div>
+  Then open http://localhost:8000 in your browser.</p>
+</li>
+<li>
+<p>Add, commit, and push your changes
+  <div class="highlight"><pre><span></span><code>git<span class="w"> </span>add<span class="w"> </span>.
+git<span class="w"> </span>commit<span class="w"> </span>-m<span class="w"> </span><span class="s2">&quot;Add documentation&quot;</span>
+git<span class="w"> </span>push<span class="w"> </span>origin<span class="w"> </span>main
+</code></pre></div></p>
+</li>
+<li>Deploy to GitHub Pages
+  <div class="highlight"><pre><span></span><code>mkdocs<span class="w"> </span>gh-deploy<span class="w"> </span>--force
+</code></pre></div></li>
+<li>Access your hosted documentation
+  <div class="highlight"><pre><span></span><code>https://&lt;your-github-username&gt;.github.io/&lt;repository-name&gt;/
+</code></pre></div></li>
+</ol>
+<p><br></p>
+<h2 id="faq">❓ FAQ<a class="headerlink" href="#faq" title="Permanent link">¶</a></h2>
+<details class="note">
+<summary>How to correctly highlight <code>sql</code>, <code>python</code> and <code>javascript</code> code in yaml files?</summary>
+<p>In yaml files multiline string are by default highlighted as strings.
+That makes reading <code>code</code> field hard to read (with all code in the same string color).
+To correctly highlight the code regarding its python / javascript / sql syntax,
+you can install <a href="https://marketplace.visualstudio.com/items?itemName=harrydowning.yaml-embedded-languages" target="_blank">YAML Embedded Languages VSCode extension</a>.</p>
+</details>
+<details class="note">
+<summary>How to define specific parameters for cloud run of python functions?</summary>
+<p>In yaml files you can add a <code>cloud_run</code> field with cloud run parameters.
+Any argument of <a href="https://cloud.google.com/sdk/gcloud/reference/run/deploy" target="_blank">'cloud run deploy' command</a>
+can be put under <code>cloud_run</code> field.</p>
+<p>You can see an example <a href="https://github.com/unytics/bigfunctions/blob/main/bigfunctions/get_data/load_api_data_into_temp_dataset.yaml#L339" target="_blank">here</a>.</p>
+<p>You can also put the same config in your <code>config.yaml</code> file to define default values
+(useful for defining a default service account for functions).
+The arguments defined in <code>config.yaml</code> will be overriden by the arguments (if defined)
+in the function yaml files.</p>
+</details>
+<details class="note">
+<summary>How to change the cloud run service account for python functions?</summary>
+<p>By default, your default compute service account is used when deploying cloud run.
+To change that, see the previous FAQ item which show how to define specific parameters for cloud run.</p>
+</details>
+<details class="note">
+<summary>How to generate key pair for encryption / decryption of secrets contained in arguments</summary>
+<p>In order not to pass secrets in plain text in function arguments,
+bigfunctions provides a mechanism to encrypt a secret on the documentation page of a function (for example <a href="https://unytics.io/bigfunctions/bigfunctions/send_mail_with_gmail/#encrypt-your-secrets">here</a>).
+Only the given function will be able to decrypt it for the given users.</p>
+<p>For this to work you need to:</p>
+<ol>
+<li>Generate a key pair for encryption / decryption by running <code>bigfun config generate-key-pair-for-secrets</code>.<ul>
+<li>The public key (used for encryption on the website) will be stored in your <code>config.yaml</code> and used when you generate your website.</li>
+<li>The private key (used for decryption by the function) will be printed on the console</li>
+</ul>
+</li>
+<li>Store the private key in a secret named <code>bigfunctions_private_key</code> in the <a href="https://console.cloud.google.com/security/secret-manager" target="_blank">Google Secret Manager</a> of the project where you deploy the function.</li>
+<li>Give to the service account of the function <code>Secret Accessor</code> role to the private key.</li>
+</ol>
+<p>The deployed function will automatically download the private key and decrypt any encrypted secret in arguments tagged as secrets (and check secrets were encrypted for this function and for the user who calls it).</p>
+</details>
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+  page title (or respectively site name) is used as the main headline.
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+<div class="hero">
+<p class="big-word">SQL</p>
+<h1 id="is-all-you-need">is all you need<a class="headerlink" href="#is-all-you-need" title="Permanent link">¶</a></h1>
+<p>Supercharge <strong>BigQuery</strong> with <strong>BigFunctions</strong><br>
+<em>to load, transform and take actions</em><br><br></p>
+<p><a class="md-button md-button--primary" href="#supercharge-bigquery-with-powerful-functions">Supercharge BigQuery <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+</div>
+<!------------- TECHNOLOGIES UPON SECTION  ----------->
+<div class="hero">
+<p class="small"><em>Taking the most of</em></p>
+<figure>
+  <img alt="gcp" class="gray-scale mt-neg" src="assets/gcp.svg" width="200" />
+</figure>
+</div>
+<hr />
+<!------------- POWER OF FUNCTIONS HEADER  ----------->
+<div class="hero">
+<h1 id="supercharge-bigquery-with-powerful-functions">Supercharge BigQuery with powerful functions<a class="headerlink" href="#supercharge-bigquery-with-powerful-functions" title="Permanent link">¶</a></h1>
+<p>Enrich BigQuery<br>
+with <strong>150+ functions</strong> built by the community<br></p>
+<p class="small"><em>no install needed</em></p>
+<p><a class="md-button" href="bigfunctions/">Gain new SQL powers <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+</div>
+<figure>
+  <img alt="functions examples" src="assets/functions.png" />
+  <figcaption>BigQuery can now perform any task with SQL</figcaption>
+</figure>
+<p><br></p>
+<hr />
+<!------------- FRAMEWORK  ----------->
+
+<div class="hero">
+<h1 id="deploy-functions-in-your-bigquery-project">Deploy Functions in your BigQuery Project<a class="headerlink" href="#deploy-functions-in-your-bigquery-project" title="Permanent link">¶</a></h1>
+<p>Build your own catalog of advanced functions.</p>
+<p><a class="md-button" href="framework/">Discover the Framework <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+<p><img alt="bigfun command line interface" src="assets/bigfun.png" style="max-width: 400px; width: 100%" /></p>
+</div>
+<p><br></p>
+<hr />
+<!------------- THE RISE OF SQL DATA STACK  ----------->
+
+<div class="hero">
+<h1 id="keep-it-simplewith-sql-data-stack">Keep it Simple<br>with SQL-Data-Stack<a class="headerlink" href="#keep-it-simplewith-sql-data-stack" title="Permanent link">¶</a></h1>
+<p><strong>BigQuery</strong>, <strong>BigFunctions</strong> and <strong>dbt</strong><br>
+is all you need</p>
+<p><a class="md-button" href="https://medium.com/google-cloud/sql-is-all-you-need-77554fea90c0" target="_blank">Discover the SQL Data Stack <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span></a></p>
+</div>
+<div class="grid cards text-center">
+<ul>
+<li>
+<p><strong>BigQuery</strong> runs SQL</p>
+<p><img alt="bigquery logo" src="assets/bigquery.png" style="max-height: 50px" /></p>
+</li>
+<li>
+<p><strong>BigFunctions</strong> supercharges SQL</p>
+<p><img alt="bigfunctions logo" src="assets/logo_and_name.png" style="max-height: 50px" /></p>
+</li>
+<li>
+<p><strong>dbt</strong> orchestrates SQL</p>
+<p><img alt="dbt logo" src="assets/dbt.png" style="max-height: 50px" /></p>
+</li>
+</ul>
+</div>
+<div class="hero">
+<p class="small">*<em>dbt can be replaced by any sql orchestrator (dataform, sqlmesh, scheduled queries, etc)</em></p>
+</div>
+<div class="primary-background">
+<div class="md:two-columns max-width-800">
+<ul>
+<li>
+<h2 id="modern-data-stack">Modern-Data-Stack<a class="headerlink" href="#modern-data-stack" title="Permanent link">¶</a></h2>
+<p><img alt="Modern-Data-Stack" src="assets/modern_data_stack2.png" /></p>
+<p><img alt="❌" class="twemoji" src="https://cdn.jsdelivr.net/gh/jdecked/twemoji@15.1.0/assets/svg/274c.svg" title=":x:" /> <strong>Tool Sprawl</strong>: A multitude of tools for various tasks complicates the data workflow.</p>
+<p><img alt="❌" class="twemoji" src="https://cdn.jsdelivr.net/gh/jdecked/twemoji@15.1.0/assets/svg/274c.svg" title=":x:" /> <strong>Custom Scripting</strong>: Reliance on custom Python scripts introduces complexity and increases maintenance overhead.</p>
+<p><img alt="❌" class="twemoji" src="https://cdn.jsdelivr.net/gh/jdecked/twemoji@15.1.0/assets/svg/274c.svg" title=":x:" /> <strong>Lack of Self-Service</strong>: Data analysts often depend on data engineers for complex tasks, hindering agility and efficiency.</p>
+</li>
+<li>
+<h2 id="sql-data-stack">SQL-Data-Stack<a class="headerlink" href="#sql-data-stack" title="Permanent link">¶</a></h2>
+<p><img alt="SQL-Data-Stack" src="assets/sql_data_stack2.png" /></p>
+<p><img alt="✅" class="twemoji" src="https://cdn.jsdelivr.net/gh/jdecked/twemoji@15.1.0/assets/svg/2705.svg" title=":white_check_mark:" /> <strong>Simplicity</strong>: Achieve everything with SQL, thus minimizing the need for multiple tools.</p>
+<p><img alt="✅" class="twemoji" src="https://cdn.jsdelivr.net/gh/jdecked/twemoji@15.1.0/assets/svg/2705.svg" title=":white_check_mark:" /> <strong>Centralized Governance</strong>: Control all data processes from a central data warehouse with declarative assets.</p>
+<p><img alt="✅" class="twemoji" src="https://cdn.jsdelivr.net/gh/jdecked/twemoji@15.1.0/assets/svg/2705.svg" title=":white_check_mark:" /> <strong>Self-Service</strong>:  Empower data analysts to perform intricate tasks using SQL functions directly.</p>
+</li>
+</ul>
+</div>
+</div>
+<p><br></p>
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diff --git a/mosaic_example/index.html b/mosaic_example/index.html
new file mode 100644
index 000000000..71621fcfb
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@@ -0,0 +1,1195 @@
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+<html lang="en" class="no-js">
+  <head>
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+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+        <meta name="description" content="BigFunctions are open-source BigQuery funcions that give you SQL-superpowers. BigFunctions can compute advanced transforms such as sentiment score of a text, or send data to any of your favorite SAAS tool. BigFunctions is dbt's best friend.">
+      
+      
+      
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+        <title>Mosaic Data App - BigFunctions</title>
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+<meta property="og:description" content="BigFunctions are open-source BigQuery funcions that give you SQL-superpowers. BigFunctions can compute advanced transforms such as sentiment score of a text, or send data to any of your favorite SAAS tool. BigFunctions is dbt's best friend." />
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+        
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+    Join Slack
+    
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+    
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+        
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+    
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+      <a href="../chat_with_us/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Chat with us
+    
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+  
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+    </li>
+  
+
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+  </ul>
+</nav>
+                  </div>
+                </div>
+              </div>
+            
+            
+              
+                
+              
+              <div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" hidden>
+                <div class="md-sidebar__scrollwrap">
+                  <div class="md-sidebar__inner">
+                    
+
+<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
+  
+  
+  
+    
+  
+  
+    <label class="md-nav__title" for="__toc">
+      <span class="md-nav__icon md-icon"></span>
+      Table of contents
+    </label>
+    <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
+      
+        <li class="md-nav__item">
+  <a href="#more-on-mozaic" class="md-nav__link">
+    <span class="md-ellipsis">
+      More on Mozaic
+    </span>
+  </a>
+  
+</li>
+      
+    </ul>
+  
+</nav>
+                  </div>
+                </div>
+              </div>
+            
+          
+          
+            <div class="md-content" data-md-component="content">
+              <article class="md-content__inner md-typeset">
+                
+                  <!-- Tags -->
+
+
+<!-- Actions -->
+
+  
+  
+
+
+<!--
+  Hack: check whether the content contains a h1 headline. If it doesn't, the
+  page title (or respectively site name) is used as the main headline.
+-->
+<!--  -->
+
+<!-- Page content -->
+<h1 id="generate-static-dashboards-using-mozaic">Generate Static Dashboards using Mozaic<a class="headerlink" href="#generate-static-dashboards-using-mozaic" title="Permanent link">¶</a></h1>
+<p><strong>Select an Example</strong></p>
+<style>
+.loader {
+    border: 16px solid #f3f3f3; /* Light grey */
+    border-top: 16px solid var(--md-primary-fg-color); /* Blue */
+    border-radius: 50%;
+    width: 120px;
+    height: 120px;
+    animation: spin 2s linear infinite;
+}
+
+@keyframes spin {
+    0% { transform: rotate(0deg); }
+    100% { transform: rotate(360deg); }
+}
+
+select#examples {
+    padding: 1em;
+    border-color: var(--md-primary-fg-color);
+}
+</style>
+
+<p><select id="examples">
+    <option value="aeromagnetic-survey">Aeromagnetic Survey</option>
+    <option value="airline-travelers">Airline Travelers</option>
+    <option value="athletes">Athletes</option>
+    <option value="athlete-birth-waffle">Athlete Birth Waffle</option>
+    <option value="athlete-height">Athlete Height Intervals</option>
+    <option value="axes">Axes &amp; Gridlines</option>
+    <option value="bias">Bias Parameter</option>
+    <option value="contours">Contours</option>
+    <option value="crossfilter">Crossfilter</option>
+    <option value="density-groups">Density Groups</option>
+    <option value="density1d">Density 1D</option>
+    <option value="density2d">Density 2D</option>
+    <option value="driving-shifts">Driving Shifts into Reverse</option>
+    <option value="earthquakes-feed">Earthquakes Feed</option>
+    <option value="earthquakes-globe">Earthquakes Globe</option>
+    <option value="facet-interval">Facet Interval</option>
+    <option value="flights-200k">Flights 200k</option>
+    <option value="flights-10m">Flights 10M</option>
+    <option value="flights-density">Flights Density</option>
+    <option value="flights-hexbin">Flights Hexbin</option>
+    <option value="gaia">Gaia Star Catalog</option>
+    <option value="line-density">Line Density</option>
+    <option value="line">Line</option>
+    <option value="line-multi-series">Line Multi-Series</option>
+    <option value="linear-regression">Linear Regression</option>
+    <option value="linear-regression-10m">Linear Regression 10M</option>
+    <option value="legends">Legends</option>
+    <option value="mark-types">Mark Types</option>
+    <option value="moving-average">Moving Average</option>
+    <option value="normalize">Normalize Stocks</option>
+    <option value="nyc-taxi-rides">NYC Taxi Rides</option>
+    <option value="observable-latency">Observable Latency</option>
+    <option value="overview-detail">Overview + Detail</option>
+    <option value="pan-zoom">Pan + Zoom</option>
+    <option value="population-arrows">Population Arrows</option>
+    <option value="presidential-opinion">Presidential Opinion</option>
+    <option value="protein-design">Protein Design</option>
+    <option value="region-tests">Region Tests</option>
+    <option value="seattle-temp">Seattle Temperatures</option>
+    <option value="sorted-bars" selected>Sorted Bars</option>
+    <option value="splom">Scatter Plot Matrix</option>
+    <option value="symbols">Symbols</option>
+    <option value="table">Table</option>
+    <option value="unemployment">Unemployment</option>
+    <option value="us-county-map">U.S. County Map</option>
+    <option value="us-state-map">U.S. State Map</option>
+    <option value="voronoi">Voronoi</option>
+    <option value="walmart-openings">Walmart Openings</option>
+    <option value="weather">Seattle Weather</option>
+    <option value="wind-map">Wind Map</option>
+    <option value="wnba-shots">WNBA Shot Chart</option>
+</select></p>
+<div class="admonition note">
+<p>💡 Mozaic Dashboards are generated on the fly from a yaml configuration file using Mosaic Javascript Library. They are interactive and based on parquet files. Know more <a href="#more-on-mozaic">below</a> on Mozaic.</p>
+</div>
+<p><br></p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:2"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">Generated Dashboard</label><label for="__tabbed_1_2">YAML Configuration</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<p><div id="view"></div></p>
+</div>
+<div class="tabbed-block">
+<p><div id="yaml" style="white-space: pre-wrap;"></div></p>
+</div>
+</div>
+</div>
+<hr />
+<p><br></p>
+<h2 id="more-on-mozaic">More on Mozaic<a class="headerlink" href="#more-on-mozaic" title="Permanent link">¶</a></h2>
+<div class="admonition note">
+<p><a href="https://idl.uw.edu/mosaic/">Mosaic javascript library</a> can generate a dashboard:</p>
+<ul>
+<li>from a simple yaml configuration which defines<ul>
+<li>the parquet files to use</li>
+<li>the interactive elements (inputs and dropdowns)</li>
+<li>the plots</li>
+</ul>
+</li>
+<li>with interactivity thanks to duckdb</li>
+<li>with ultra-fast cross-filtering</li>
+</ul>
+<p>Above, you can select some yaml files examples provided on Mosaic Website.
+At selection, it will:</p>
+<ul>
+<li>initialize a duckdb wasm database in browser</li>
+<li>create tables in the database by loading the parquet files</li>
+<li>generate the html of the inputs and plots.</li>
+</ul>
+<p>The generated dashboard is interactive by changing the inputs or selecting areas in the plot.
+Under the hood, duckdb queries are made on the fly before rendering the changes.</p>
+</div>
+<script type="module">
+  import { load } from '../assets/mosaic.js';
+
+  const view = document.querySelector('#view');
+  const yaml = document.querySelector('#yaml');
+  const exampleMenu = document.querySelector('#examples');
+
+  const baseURL = 'https://idl.uw.edu/mosaic/';
+
+  async function loadDashboard() {
+    const specURL = `${baseURL}specs/yaml/${exampleMenu.value}.yaml`;
+    await load(specURL, baseURL, view, yaml);
+  }
+
+  exampleMenu.addEventListener('change', loadDashboard);
+
+  loadDashboard();
+
+</script>
+
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+    </a>
+  
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+    
+      
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+    
+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"/></svg>
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+</footer>
+      
+    </div>
+    <div class="md-dialog" data-md-component="dialog">
+      <div class="md-dialog__inner md-typeset"></div>
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+    
+    <script id="__config" type="application/json">{"base": "..", "features": ["tabs", "content.tabs.link", "content.code.copy", "navigation.path", "navigation.tabs", "navigation.tabs.sticky", "navigation.tracking", "navigation.indexes", "navigation.hide"], "search": "../assets/javascripts/workers/search.f8cc74c7.min.js", "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}}</script>
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+      
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+  </body>
+</html>
\ No newline at end of file
diff --git a/people.yaml b/people.yaml
new file mode 100644
index 000000000..80edcab39
--- /dev/null
+++ b/people.yaml
@@ -0,0 +1,151 @@
+- avatar_url: https://media.licdn.com/dms/image/v2/D4D03AQFRg7fnZKjgqQ/profile-displayphoto-shrink_800_800/profile-displayphoto-shrink_800_800/0/1699390459133?e=1741219200&v=beta&t=F6xnWdQDQxQMAW2vbFJJr0scSuTKQUR_ni0WYQSFszU
+  name: Adam Sohail
+  url: https://www.linkedin.com/in/adsohail/
+
+- avatar_url: https://media.licdn.com/dms/image/v2/D4E03AQEO0OI8YmZ6ng/profile-displayphoto-shrink_800_800/profile-displayphoto-shrink_800_800/0/1703346471060?e=1740009600&v=beta&t=SIc8BXItakVt3qCUp2yQCDcpzKV_tYdJZqYQyaCRvZY
+  name: Ali Izadi
+  url: https://www.linkedin.com/in/ali-iz/
+
+- avatar_url: https://ca.slack-edge.com/T01LGTNUWTE-U044NKG25GX-7469e33feefb-512
+  name: Anatole Callies
+  url: https://www.linkedin.com/in/anatolec/
+
+- avatar_url: https://media.licdn.com/dms/image/v2/C4D03AQG2Orctig4ycg/profile-displayphoto-shrink_200_200/profile-displayphoto-shrink_200_200/0/1532385599321?e=1733961600&v=beta&t=HTHvVZUKUhoH-U07O1tXPPuqN37EgCtGhxM_PuYFQjQ
+  name: Antoine Giraud
+  url: https://www.linkedin.com/in/antgiraud/
+
+- avatar_url: https://avatars.githubusercontent.com/u/39374103?v=4
+  name: Axel Thevenot
+  url: https://www.linkedin.com/in/axel-thevenot/
+
+- avatar_url: https://avatars.githubusercontent.com/u/5543433
+  name: Baptiste Pirault
+  url: https://www.linkedin.com/in/baptistepirault/
+
+- avatar_url: https://media.licdn.com/dms/image/C4D03AQHZHNvfrl8O5Q/profile-displayphoto-shrink_800_800/0/1661107655654?e=1727308800&v=beta&t=ntO0tHKHREQWRe7_oxPlsCtCYxIB3_YyStq9B4Tv_uw
+  name: Bartosz Figas
+  url: https://www.linkedin.com/in/bartosz-figas
+
+- avatar_url: https://taskfilescsm.s3.amazonaws.com/uploads/speaker_thumb/2022-11-0912%253A07%253A34879766-BenjaminTabet.jpg
+  name: Benjamin Tabet
+  url: https://www.linkedin.com/in/benjamin-tabet
+
+- avatar_url: https://media-exp1.licdn.com/dms/image/C4D03AQGC7iFJlo7zUA/profile-displayphoto-shrink_200_200/0/1603420752762?e=1675900800&v=beta&t=9UU_ofvohzGANcMoZ7O5YR_y8DUg4ayAylSA9sWOESM
+  name: 'Credits: Chris Goddard'
+  url: https://www.linkedin.com/in/chris-j-goddard/
+
+- avatar_url: https://miro.medium.com/v2/resize:fill:88:88/0*ahXIMiIgudZTyqJS.jpeg
+  name: 'Credits: Felipe Hoffa'
+  url: https://www.linkedin.com/in/hoffa/
+
+- avatar_url: https://i.stack.imgur.com/iqXab.png?s=256&g=1
+  name: 'Credits: Mikhail Berlyant'
+  url: https://stackoverflow.com/users/5221944/mikhail-berlyant
+
+- avatar_url: https://media-exp1.licdn.com/dms/image/C4D03AQHFfCabt6UuLw/profile-displayphoto-shrink_200_200/0/1662473522711?e=1672272000&v=beta&t=hlhzWEk4UwQyaZmwNN1u9_F3DeRCLNwYgQrym-OiMC8
+  name: 'Credits: Sebabrata Banerjee'
+  url: https://www.linkedin.com/in/sebo-banerjee/
+
+- avatar_url: https://miro.medium.com/v2/resize:fit:120/2*4lF1qiVAwcDkw1AfDY6KBQ.jpeg
+  name: 'Credits: Taylor Brownlow'
+  url: https://www.linkedin.com/in/taylorabrownlow/
+
+- avatar_url: https://media.licdn.com/dms/image/C4E03AQH6oIAxScy4gw/profile-displayphoto-shrink_800_800/0/1654708759415?e=1691625600&v=beta&t=U6Tgwl4JWamN4qYDJP2b498aJt5thWog84-qnbkz0bU
+  name: El-Walid
+  url: https://www.linkedin.com/in/el-walid/
+
+- avatar_url: https://lh3.googleusercontent.com/a/ACg8ocLdYt_9sKc80I-jaH_0VVz6zaSpYZ3-wV3XiNh8Z8QBiA=k-s256
+  name: Fahed Sabellioglu
+  url: https://stackoverflow.com/users/23326889/fahed-sabellioglu
+
+- avatar_url: https://media.licdn.com/dms/image/C4D03AQHJJCxdo82rrg/profile-displayphoto-shrink_200_200/0/1642020323982?e=1691020800&v=beta&t=B5FC6bqSd0128-WkwoTUGcldD6yKb_Zz0tMZ5M5sDHw
+  name: Farida Sadoun
+  url: https://www.linkedin.com/in/farida-sadoun/
+
+- avatar_url: https://pbs.twimg.com/profile_images/1264658685755887621/Dlp36ch__400x400.jpg
+  name: Florian Caringi
+  url: https://www.linkedin.com/in/floriancaringi/
+
+- avatar_url: https://media.licdn.com/dms/image/C4D03AQFK5YDJyod_3A/profile-displayphoto-shrink_200_200/0/1590431668428?e=1677110400&v=beta&t=_DHEt_NWaU5CIIC2UyYdK3gHj7KKUjzH9DTVhZcEmOY
+  name: Furcy Pin
+  url: https://www.linkedin.com/in/furcy-pin-3790b028/
+
+- avatar_url: https://cdn-images-1.medium.com/v2/resize:fit:92/1*jHdQzX82eU5lyjBYp63NqQ@2x.png
+  name: Guillaume Pivette from Neoxia
+  url: https://www.linkedin.com/in/guillaume-pivette/
+
+- avatar_url: https://cdn-images-1.medium.com/v2/resize:fit:92/1*jHdQzX82eU5lyjBYp63NqQ@2x.png
+  name: Guillaume Pivette
+  url: https://www.linkedin.com/in/guillaume-pivette
+
+- avatar_url: https://www.mayainsights.com/wp-content/uploads/2021/09/mayalogo.svg
+  name: Jason Tragakis
+  url: https://www.linkedin.com/company/68295200/
+
+- avatar_url: https://avatars.githubusercontent.com/u/16030047?v=4
+  name: Johan PROTIN
+  url: https://www.linkedin.com/in/johan-protin
+
+- avatar_url: https://media.licdn.com/dms/image/D4E03AQFf9Qpnl0adhg/profile-displayphoto-shrink_400_400/0/1690023383639?e=1721260800&v=beta&t=StL_M-62Xv8rvUaHFxdFu4kCnKr-tSm7PDMkjKn72L8
+  name: Julien Awonga
+  url: https://linkedin.com/in/julienawonga
+
+- avatar_url: https://media.licdn.com/dms/image/v2/C4D03AQElq6nH2w03Sg/profile-displayphoto-shrink_800_800/profile-displayphoto-shrink_800_800/0/1618224349542?e=1739404800&v=beta&t=TmkKiN_wkOrAAGpnXjWR4qo-Oj_KGAX7Gh-pa60jLIc
+  name: Kevin JEAN
+  url: https://www.linkedin.com/in/khjean/
+
+- avatar_url: https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcSqTvjIcUoIG2dOnFeVUKQDmj2-iret_1eX43g5149obw&s
+  name: Matthieu Rousseau
+  url: https://www.linkedin.com/in/matthieu-rousseau
+
+- avatar_url: https://media.licdn.com/dms/image/C5603AQHZyyBya7CZSw/profile-displayphoto-shrink_200_200/0/1517520997975?e=1691020800&v=beta&t=sd9H4G4eMsnQ63UUMj8IuaMddxZ7tiuUiijWT4kmg0E
+  name: Pascal Castéran
+  url: https://www.linkedin.com/in/pascal-casteran/
+
+- avatar_url: https://lh3.googleusercontent.com/a-/ACB-R5RDf2yxcw1p_IYLCKmiUIScreatDdhG8B83om6Ohw=s260
+  name: Paul Marcombes
+  url: https://www.linkedin.com/in/paul-marcombes
+
+- avatar_url: https://miro.medium.com/v2/resize:fill:176:176/1*XbHJSmQOXRuuQP-8tTRJCg.png
+  name: Pierre Comalada
+  url: https://www.linkedin.com/in/pierre-comalada
+
+- avatar_url: https://media.licdn.com/dms/image/D4D03AQERv0qwECH0DA/profile-displayphoto-shrink_200_200/0/1675233460732?e=1686182400&v=beta&t=HqngiSx5zd4llZStwf3L0k2T_pE8qvnEj7NguWNJTOo
+  name: Shivam Singh
+  url: https://www.linkedin.com/in/shivamsingh012/
+
+- avatar_url: https://esmoz.fr/wp-content/uploads/2022/03/logo_esmoz_40x20-1.png
+  name: Sid Ali
+  url: https://www.linkedin.com/company/esmoz/
+
+- avatar_url: https://media.licdn.com/dms/image/C4E03AQGAa5CX20cU5g/profile-displayphoto-shrink_200_200/0/1651827360843?e=1691020800&v=beta&t=0M3BkmD7Nc6EiGv7ZHtRQb6HFn-USSvkK_WSnSIAB6k
+  name: Stephane Knockaert
+  url: https://www.linkedin.com/in/knockaertstephane/
+
+- avatar_url: https://avatars.githubusercontent.com/u/110492001?v=4
+  name: Thomas Ellyatt
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+  name: Thomas F McGeehan V
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+  name: Valentin Cordonnier
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+- avatar_url: https://storage.googleapis.com/public-bucket-marcyves/Yves_photo.jpg
+  name: Yves Marcel Ngabirano
+  url: https://www.linkedin.com/in/yves-marcel-ngabirano/
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+  name: Jihene Cherif
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+  name: re_data
+  url: https://www.linkedin.com/company/redata/
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+{"config":{"lang":["en"],"separator":"[\\s\\-]+","pipeline":["stopWordFilter"]},"docs":[{"location":"","title":"BigFunctions Supercharge BigQuery","text":"<p>SQL</p> <p>Taking the most of</p> BigQuery can now perform any task with SQL <p></p> <p></p> <ul> <li> <p>BigQuery runs SQL</p> <p></p> </li> <li> <p>BigFunctions supercharges SQL</p> <p></p> </li> <li> <p>dbt orchestrates SQL</p> <p></p> </li> </ul> <p>*dbt can be replaced by any sql orchestrator (dataform, sqlmesh, scheduled queries, etc)</p> <ul> <li> </li> <li> </li> </ul> <p></p>"},{"location":"#is-all-you-need","title":"is all you need","text":"<p>Supercharge BigQuery with BigFunctions to load, transform and take actions</p> <p>Supercharge BigQuery </p>"},{"location":"#supercharge-bigquery-with-powerful-functions","title":"Supercharge BigQuery with powerful functions","text":"<p>Enrich BigQuery with 150+ functions built by the community</p> <p>no install needed</p> <p>Gain new SQL powers </p>"},{"location":"#deploy-functions-in-your-bigquery-project","title":"Deploy Functions in your BigQuery Project","text":"<p>Build your own catalog of advanced functions.</p> <p>Discover the Framework </p> <p></p>"},{"location":"#keep-it-simplewith-sql-data-stack","title":"Keep it Simplewith SQL-Data-Stack","text":"<p>BigQuery, BigFunctions and dbt is all you need</p> <p>Discover the SQL Data Stack </p>"},{"location":"#modern-data-stack","title":"Modern-Data-Stack","text":"<p> Tool Sprawl: A multitude of tools for various tasks complicates the data workflow.</p> <p> Custom Scripting: Reliance on custom Python scripts introduces complexity and increases maintenance overhead.</p> <p> Lack of Self-Service: Data analysts often depend on data engineers for complex tasks, hindering agility and efficiency.</p>"},{"location":"#sql-data-stack","title":"SQL-Data-Stack","text":"<p> Simplicity: Achieve everything with SQL, thus minimizing the need for multiple tools.</p> <p> Centralized Governance: Control all data processes from a central data warehouse with declarative assets.</p> <p> Self-Service:  Empower data analysts to perform intricate tasks using SQL functions directly.</p>"},{"location":"bigfunctions/are_arrays_equal/","title":"are_arrays_equal - BigQuery function","text":"<p> bigfunctions  &gt; are_arrays_equal </p>"},{"location":"bigfunctions/are_arrays_equal/#are_arrays_equal","title":"are_arrays_equal","text":"Call or Deploy <code>are_arrays_equal</code> ? Call <code>are_arrays_equal</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>are_arrays_equal</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>are_arrays_equal</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>are_arrays_equal</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>are_arrays_equal</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get are_arrays_equal\nbigfun deploy are_arrays_equal\n</code></pre>"},{"location":"bigfunctions/are_arrays_equal/#description","title":"Description","text":"<p>Signature</p> <pre><code>are_arrays_equal(array1, array2)\n</code></pre> <p>Description</p> <p>Return true if <code>array1</code> = <code>array2</code> and false otherwise</p>"},{"location":"bigfunctions/are_arrays_equal/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.are_arrays_equal([1, 4, 3], [1, 4, 3])\n</code></pre> <pre><code>select bigfunctions.us.are_arrays_equal([1, 4, 3], [1, 4, 3])\n</code></pre> <pre><code>select bigfunctions.europe_west1.are_arrays_equal([1, 4, 3], [1, 4, 3])\n</code></pre> <pre>\n<code>+------------------+\n| are_arrays_equal |\n+------------------+\n| true             |\n+------------------+\n</code>\n</pre> EUUSeurope-west1 <pre><code>select bigfunctions.eu.are_arrays_equal([1, 4, 3], [1, 4])\n</code></pre> <pre><code>select bigfunctions.us.are_arrays_equal([1, 4, 3], [1, 4])\n</code></pre> <pre><code>select bigfunctions.europe_west1.are_arrays_equal([1, 4, 3], [1, 4])\n</code></pre> <pre>\n<code>+------------------+\n| are_arrays_equal |\n+------------------+\n| false            |\n+------------------+\n</code>\n</pre> Need help or Found a bug using <code>are_arrays_equal</code>? Get help using <code>are_arrays_equal</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>are_arrays_equal</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/are_arrays_equal/#use-cases","title":"Use cases","text":"<p>Use Case: Data Validation</p> <p>Imagine you have a table containing product information, including a list of associated tags.  You want to validate that the tags associated with a product in one system match the tags in another system.</p> <pre><code>SELECT\n    product_id,\n    bigfunctions.YOUR_REGION.are_arrays_equal(system1_tags, system2_tags) AS tags_match\nFROM\n    product_data;\n</code></pre> <p>This query would return a table showing the <code>product_id</code> and a boolean value (<code>tags_match</code>) indicating whether the tag arrays are identical. You could then filter this table to identify products with mismatched tags.</p>"},{"location":"bigfunctions/are_arrays_equal/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/array_contains/","title":"array_contains - BigQuery function","text":"<p> bigfunctions  &gt; array_contains </p>"},{"location":"bigfunctions/array_contains/#array_contains","title":"array_contains","text":"Call or Deploy <code>array_contains</code> ? Call <code>array_contains</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>array_contains</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>array_contains</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>array_contains</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>array_contains</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get array_contains\nbigfun deploy array_contains\n</code></pre>"},{"location":"bigfunctions/array_contains/#description","title":"Description","text":"<p>Signature</p> <pre><code>array_contains(arr, value)\n</code></pre> <p>Description</p> <p>Returns <code>true</code> if <code>value</code> is in array <code>arr</code> else returns <code>false</code></p>"},{"location":"bigfunctions/array_contains/#examples","title":"Examples","text":"<p>1. When <code>value</code> is in array</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.array_contains([3, 4], 4)\n</code></pre> <pre><code>select bigfunctions.us.array_contains([3, 4], 4)\n</code></pre> <pre><code>select bigfunctions.europe_west1.array_contains([3, 4], 4)\n</code></pre> <pre>\n<code>+-------------+\n| is_in_array |\n+-------------+\n| true        |\n+-------------+\n</code>\n</pre> <p>2. When <code>value</code> is not in array</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.array_contains([3, 4], 7)\n</code></pre> <pre><code>select bigfunctions.us.array_contains([3, 4], 7)\n</code></pre> <pre><code>select bigfunctions.europe_west1.array_contains([3, 4], 7)\n</code></pre> <pre>\n<code>+-------------+\n| is_in_array |\n+-------------+\n| false       |\n+-------------+\n</code>\n</pre> Need help or Found a bug using <code>array_contains</code>? Get help using <code>array_contains</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>array_contains</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/array_contains/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/array_intersect/","title":"array_intersect - BigQuery function","text":"<p> bigfunctions  &gt; array_intersect </p>"},{"location":"bigfunctions/array_intersect/#array_intersect","title":"array_intersect","text":"Call or Deploy <code>array_intersect</code> ? Call <code>array_intersect</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>array_intersect</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>array_intersect</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>array_intersect</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>array_intersect</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get array_intersect\nbigfun deploy array_intersect\n</code></pre>"},{"location":"bigfunctions/array_intersect/#description","title":"Description","text":"<p>Signature</p> <pre><code>array_intersect(array1, array2)\n</code></pre> <p>Description</p> <p>Returns the intersection of two arrays.</p>"},{"location":"bigfunctions/array_intersect/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.array_intersect([1, 2, 3], [2, 6, 7])\n</code></pre> <pre><code>select bigfunctions.us.array_intersect([1, 2, 3], [2, 6, 7])\n</code></pre> <pre><code>select bigfunctions.europe_west1.array_intersect([1, 2, 3], [2, 6, 7])\n</code></pre> <pre>\n<code>+--------+\n| result |\n+--------+\n| [2]    |\n+--------+\n</code>\n</pre> Need help or Found a bug using <code>array_intersect</code>? Get help using <code>array_intersect</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>array_intersect</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/array_intersect/#use-cases","title":"Use cases","text":"<p>Use Case: Finding Common Interests</p> <p>Imagine you have a dataset of users and their interests, stored as arrays. You want to find users who share at least one common interest with a specific user.</p> <pre><code>WITH UserInterests AS (\n    SELECT 'user1' AS user_id, ['reading', 'hiking', 'coding'] AS interests UNION ALL\n    SELECT 'user2' AS user_id, ['coding', 'gaming', 'music'] AS interests UNION ALL\n    SELECT 'user3' AS user_id, ['cooking', 'hiking', 'photography'] AS interests UNION ALL\n    SELECT 'user4' AS user_id, ['gaming', 'sports', 'travel'] AS interests\n),\nTargetUserInterests AS (\n    SELECT interests FROM UserInterests WHERE user_id = 'user1'  -- Let's say user1 is our target user\n)\nSELECT ui.user_id\nFROM UserInterests AS ui, TargetUserInterests AS tui\nWHERE bigfunctions.YOUR_REGION.array_intersect(ui.interests, tui.interests) IS NOT NULL  -- Replace YOUR_REGION with your BigQuery region\n  AND ui.user_id != 'user1'; -- Exclude the target user himself\n</code></pre> <p>This query uses <code>array_intersect</code> to find the intersection of interests between each user and the target user ('user1').  If the intersection is not null (meaning they have at least one common interest), the user_id is returned.  The final <code>AND</code> clause ensures the target user isn't included in the results.</p> <p>Other Use Cases:</p> <ul> <li>Product Recommendations:  Find products with features in common with a user's previously purchased items.</li> <li>Skill Matching: Identify candidates who possess a required set of skills for a job opening.</li> <li>Event Filtering:  Show events that match a user's selected categories.</li> <li>Data Deduplication: Detect records with overlapping data points, like lists of keywords or tags.</li> <li>Inventory Management:  Find items common to multiple warehouses.</li> </ul> <p>The key is that whenever you need to determine shared elements between two arrays, <code>array_intersect</code> becomes a valuable tool. Remember to replace <code>YOUR_REGION</code> with the appropriate BigQuery region for your project (e.g., <code>us</code>, <code>eu</code>, <code>us-central1</code>).</p>"},{"location":"bigfunctions/array_intersect/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/array_union/","title":"array_union - BigQuery function","text":"<p> bigfunctions  &gt; array_union </p>"},{"location":"bigfunctions/array_union/#array_union","title":"array_union","text":"Call or Deploy <code>array_union</code> ? Call <code>array_union</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>array_union</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>array_union</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>array_union</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>array_union</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get array_union\nbigfun deploy array_union\n</code></pre>"},{"location":"bigfunctions/array_union/#description","title":"Description","text":"<p>Signature</p> <pre><code>array_union(array1, array2)\n</code></pre> <p>Description</p> <p>Returns the union of two arrays.</p>"},{"location":"bigfunctions/array_union/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.array_union([1, 2, 3], [2, 6, 7])\n</code></pre> <pre><code>select bigfunctions.us.array_union([1, 2, 3], [2, 6, 7])\n</code></pre> <pre><code>select bigfunctions.europe_west1.array_union([1, 2, 3], [2, 6, 7])\n</code></pre> <pre>\n<code>+-----------------+\n| result          |\n+-----------------+\n| [1, 2, 3, 6, 7] |\n+-----------------+\n</code>\n</pre> Need help or Found a bug using <code>array_union</code>? Get help using <code>array_union</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>array_union</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/array_union/#use-cases","title":"Use cases","text":"<p>Use Case: Combining Product Categories</p> <p>Imagine you have an e-commerce platform, and you store product categories as arrays in a BigQuery table. You want to display all unique categories associated with a product, even if they come from different sources.</p> <p>Table Schema:</p> <pre><code>CREATE OR REPLACE TABLE `your_project.your_dataset.products` (\n  product_id STRING,\n  categories_source1 ARRAY&lt;STRING&gt;,\n  categories_source2 ARRAY&lt;STRING&gt;\n);\n\nINSERT INTO `your_project.your_dataset.products` (product_id, categories_source1, categories_source2) VALUES\n('product1', ['Electronics', 'Smartphones'], ['Mobile Phones', 'Gadgets']),\n('product2', ['Clothing', 'Shoes'], ['Footwear', 'Accessories']);\n</code></pre> <p>Query with <code>array_union</code>:</p> <pre><code>SELECT\n    product_id,\n    bigfunctions.your_region.array_union(categories_source1, categories_source2) AS all_categories\n  FROM\n    `your_project.your_dataset.products`;\n</code></pre> <p>Result:</p> <pre><code>+-----------+-------------------------------------+\n| product_id | all_categories                     |\n+-----------+-------------------------------------+\n| product1   | ['Electronics', 'Smartphones', 'Mobile Phones', 'Gadgets'] |\n| product2   | ['Clothing', 'Shoes', 'Footwear', 'Accessories']        |\n+-----------+-------------------------------------+\n</code></pre> <p>Explanation:</p> <p>The <code>array_union</code> function effectively combines the arrays from <code>categories_source1</code> and <code>categories_source2</code>, eliminating duplicate category names. This gives you a single array (<code>all_categories</code>) containing all unique categories associated with each product.  This can be beneficial for filtering, faceting, or displaying comprehensive product information on your website.</p> <p>Other Use Cases:</p> <ul> <li>Merging User Interests: Combining user interests from different sources (e.g., browsing history, explicit preferences) into a single unified list.</li> <li>Consolidating Tags:  Merging tags or keywords assigned to articles or other content from multiple sources.</li> <li>Combining Lists of Features: Merging lists of product features from different databases or APIs.  Basically anytime you need to create a distinct list from multiple lists, <code>array_union</code> is a good choice.</li> </ul>"},{"location":"bigfunctions/array_union/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/ask_ai/","title":"ask_ai - BigQuery function","text":"<p> bigfunctions  &gt; ask_ai </p>"},{"location":"bigfunctions/ask_ai/#ask_ai","title":"ask_ai","text":"Call or Deploy <code>ask_ai</code> ? Call <code>ask_ai</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>ask_ai</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>ask_ai</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>ask_ai</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>ask_ai</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get ask_ai\nbigfun deploy ask_ai\n</code></pre>"},{"location":"bigfunctions/ask_ai/#description","title":"Description","text":"<p>Signature</p> <pre><code>ask_ai(prompt, model)\n</code></pre> <p>Description</p> <p>Ask Anything!</p> <p>Google Generative AI <code>model</code> will get you an answer.</p> <p><code>model</code> must be one of:</p> <ul> <li><code>gemini-pro</code></li> <li><code>text-bison@001</code></li> <li><code>text-bison@002</code></li> <li><code>text-unicorn@001</code></li> <li><code>code-bison@001</code></li> <li><code>code-bison@002</code></li> <li>... any future model</li> <li><code>null</code>, then <code>gemini-pro</code> will be used</li> </ul> <p>Default parameters are used for each model.</p>"},{"location":"bigfunctions/ask_ai/#examples","title":"Examples","text":"<p>1. Clean data</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.ask_ai(\n  '''\n  Question: what is the country from the following user input: 'I live in frace' ?\n  Answer: formatted as alpha three code\n  '''\n  , 'gemini-pro')\n</code></pre> <pre><code>select bigfunctions.us.ask_ai(\n  '''\n  Question: what is the country from the following user input: 'I live in frace' ?\n  Answer: formatted as alpha three code\n  '''\n  , 'gemini-pro')\n</code></pre> <pre><code>select bigfunctions.europe_west1.ask_ai(\n  '''\n  Question: what is the country from the following user input: 'I live in frace' ?\n  Answer: formatted as alpha three code\n  '''\n  , 'gemini-pro')\n</code></pre> <pre>\n<code>+--------+\n| answer |\n+--------+\n| FRA    |\n+--------+\n</code>\n</pre> <p>2. Generate SQL</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.ask_ai(\n  '''\n  Question: get the 10 products which generated the most revenue in 2023\n  Table: sales\n  Columns: product_id, price, quantity, timestamp\n  Answer: bigquery sql query\n  '''\n  , 'code-bison@002')\n</code></pre> <pre><code>select bigfunctions.us.ask_ai(\n  '''\n  Question: get the 10 products which generated the most revenue in 2023\n  Table: sales\n  Columns: product_id, price, quantity, timestamp\n  Answer: bigquery sql query\n  '''\n  , 'code-bison@002')\n</code></pre> <pre><code>select bigfunctions.europe_west1.ask_ai(\n  '''\n  Question: get the 10 products which generated the most revenue in 2023\n  Table: sales\n  Columns: product_id, price, quantity, timestamp\n  Answer: bigquery sql query\n  '''\n  , 'code-bison@002')\n</code></pre> <pre>\n<code>+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| answer                                                                                                                                                                   |\n+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| SELECT product_id, SUM(price * quantity) AS revenue\nFROM sales\nWHERE timestamp BETWEEN '2023-01-01' AND '2023-12-31'\nGROUP BY product_id\nORDER BY revenue DESC\nLIMIT 10\n |\n+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>ask_ai</code>? Get help using <code>ask_ai</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>ask_ai</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/ask_ai/#use-cases","title":"Use cases","text":"<p>The provided documentation describes a BigQuery function <code>ask_ai</code> that leverages Google's Generative AI models to answer questions. Here are a few use cases, expanding on the examples provided:</p> <p>1. Data Cleaning and Transformation:</p> <ul> <li>Standardizing Country Codes:  As shown in the example, you can use <code>ask_ai</code> to clean up inconsistent country names entered by users.  Imagine a database with a \"country\" field containing free-text entries like \"USA,\" \"United States,\" \"US,\" \"united states of america,\" etc.  <code>ask_ai</code> can be used to convert these variations into a standardized format, such as the three-letter ISO country code.</li> <li>Extracting Information from Unstructured Text: Suppose you have a column with customer feedback. You could use <code>ask_ai</code> to identify and extract key sentiments (positive, negative, neutral), topics discussed, or specific product mentions.</li> <li>Data Validation:  You could use <code>ask_ai</code> to check the validity of data. For example, given a date of birth, you could ask if the person is over 18.</li> </ul> <p>2. Code Generation (SQL and potentially others):</p> <ul> <li>Generating SQL Queries: This is a powerful use case demonstrated in the documentation.  Instead of writing complex SQL queries manually, you can describe what you want to achieve in natural language, and <code>ask_ai</code> can generate the corresponding SQL.  This is particularly helpful for less experienced SQL users or for quickly prototyping queries.</li> <li>Generating Other Code:  While not explicitly mentioned, the ability to specify different models like <code>code-bison</code> suggests the possibility of generating code in other languages.  This could be explored for tasks like creating Python scripts for data processing or JavaScript code for web applications, directly within BigQuery.</li> </ul> <p>3. Data Analysis and Insights:</p> <ul> <li>Summarizing Text: Given a large volume of text data (e.g., customer reviews, news articles), <code>ask_ai</code> can provide concise summaries, highlighting key themes and trends.</li> <li>Answering Business Questions: You could pose questions like \"What are the top 3 reasons for customer churn?\" or \"Which product category has seen the highest growth in the last quarter?\" and <code>ask_ai</code> could analyze the data and provide answers in natural language.</li> <li>Generating Reports: By combining the SQL generation capabilities with summarization, you could automate the creation of simple reports based on data in BigQuery.</li> </ul> <p>4. Content Creation and Enhancement:</p> <ul> <li>Generating Product Descriptions:  If you have a database of product features, you could use <code>ask_ai</code> to generate compelling product descriptions for marketing materials.</li> <li>Creating Personalized Content:  Based on user data, you could generate personalized recommendations, email messages, or other content.</li> </ul> <p>Limitations:</p> <p>It's important to be aware that large language models like those used by <code>ask_ai</code> can sometimes generate incorrect or nonsensical output.  It's crucial to validate the results and use the function judiciously, especially in critical applications.  Furthermore, cost considerations might be relevant depending on usage volume.</p>"},{"location":"bigfunctions/ask_ai/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/ask_appstore_reviews/","title":"ask_appstore_reviews - BigQuery function","text":"<p> bigfunctions  &gt; ask_appstore_reviews </p>"},{"location":"bigfunctions/ask_appstore_reviews/#ask_appstore_reviews","title":"ask_appstore_reviews","text":"Call or Deploy <code>ask_appstore_reviews</code> ? Call <code>ask_appstore_reviews</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>ask_appstore_reviews</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>ask_appstore_reviews</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>ask_appstore_reviews</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>ask_appstore_reviews</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get ask_appstore_reviews\nbigfun deploy ask_appstore_reviews\n</code></pre>"},{"location":"bigfunctions/ask_appstore_reviews/#description","title":"Description","text":"<p>Signature</p> <pre><code>ask_appstore_reviews(prompt, app_url_in_appstore)\n</code></pre> <p>Description</p> <p>Ask AI what your app users think.</p> <p>This function:</p> <ol> <li>Calls <code>get_appstore_reviews</code> function to retrieve the 500 latest user reviews of the mobile app.</li> <li>Builds a prompt using your question and including the retrieved user reviews.</li> <li>Calls <code>ask_ai</code> function to get the prompt answer using <code>gemini-1.5-flash-preview-0514</code> model.</li> </ol> <p>Click the GitHub icon to see the code.</p>"},{"location":"bigfunctions/ask_appstore_reviews/#examples","title":"Examples","text":"<p>Coolest Feature of Blablacar app</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.ask_appstore_reviews('What is the coolest feature regarding customers?', 'https://apps.apple.com/fr/app/blablacar-covoiturage-et-bus/id341329033')\n</code></pre> <pre><code>select bigfunctions.us.ask_appstore_reviews('What is the coolest feature regarding customers?', 'https://apps.apple.com/fr/app/blablacar-covoiturage-et-bus/id341329033')\n</code></pre> <pre><code>select bigfunctions.europe_west1.ask_appstore_reviews('What is the coolest feature regarding customers?', 'https://apps.apple.com/fr/app/blablacar-covoiturage-et-bus/id341329033')\n</code></pre> <pre>\n<code>+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| answer                                                                                                                                                                                                                                                                   |\n+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| ## Blablacar App Review Analysis: Coolest Feature?\n\nA recurring positive theme emerges: **the concept of community and shared journeys.**\nUsers appreciate the opportunity to connect with others, share costs, and contribute to a more sustainable way of travel\n\n...\n |\n+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>ask_appstore_reviews</code>? Get help using <code>ask_appstore_reviews</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>ask_appstore_reviews</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/ask_appstore_reviews/#use-cases","title":"Use cases","text":"<p>A marketing analyst for a mobile app company wants to understand user sentiment and identify the features users find most valuable.  They could use the <code>ask_appstore_reviews</code> function to:</p> <ol> <li> <p>Analyze user reviews for specific features: By providing a prompt like \"What do users say about the new in-app messaging feature?\", the analyst can quickly gauge user feedback on a specific update or functionality. The function would analyze the app store reviews and summarize user sentiment, highlighting both positive and negative comments.</p> </li> <li> <p>Identify the most popular features: Using a prompt like \"What is the coolest feature of our app according to users?\", the analyst can uncover the features that resonate most with their audience. This information can inform future development priorities and marketing campaigns.</p> </li> <li> <p>Track changes in user sentiment over time:  By running the function regularly (e.g., weekly or monthly), the analyst can track how user sentiment towards different features evolves over time. This can help identify emerging issues or trends and allow the company to react proactively.</p> </li> <li> <p>Compare user sentiment to competitors: By using the <code>get_appstore_reviews</code> function on competitors' apps (and then feeding those results into <code>ask_appstore_reviews</code>), the analyst could gain insights into what users value in competitor apps and identify areas where their own app could improve. For example, the prompt could be: \"Comparing our app to [Competitor App Name], what are the key features users prefer in their app?\"</p> </li> <li> <p>Generate marketing copy:  The summarized feedback from <code>ask_appstore_reviews</code> could be used to create compelling marketing materials that highlight the app's most popular features, using the actual language and sentiment expressed by users.  For example, snippets of positive reviews could be used in ad copy or on the app store listing.</p> </li> </ol> <p>In essence, the <code>ask_appstore_reviews</code> function provides a convenient way to analyze user feedback and gain actionable insights for app improvement, marketing, and product development.</p>"},{"location":"bigfunctions/ask_appstore_reviews/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/ask_my_data/","title":"ask_my_data - BigQuery function","text":"<p> bigfunctions  &gt; ask_my_data </p>"},{"location":"bigfunctions/ask_my_data/#ask_my_data","title":"ask_my_data","text":"Call or Deploy <code>ask_my_data</code> ? Call <code>ask_my_data</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>ask_my_data</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>ask_my_data</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>ask_my_data</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>ask_my_data</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get ask_my_data\nbigfun deploy ask_my_data\n</code></pre>"},{"location":"bigfunctions/ask_my_data/#description","title":"Description","text":"<p>Signature</p> <pre><code>ask_my_data(question, fully_qualified_table)\n</code></pre> <p>Description</p> <p>Ask your data any <code>question</code> in natural language.</p> <p>This function calls  <code>generate_sql</code> to convert the <code>question</code> into a SQL query adapted to your data and execute it. (If the execution fails, the temporary table <code>bigfunction_result</code> gives details).</p> Param Description <code>question</code> A question to ask over your data. It may start with a verb <code>fully_qualified_table</code> A table whose schema will be given to the generative AI model for context. - <code>fully_qualified_table</code> format must be like <code>PROJECT.DATASET.TABLE</code>.  - <code>fully_qualified_table</code> must exist.  - You must have read permission on the table schema"},{"location":"bigfunctions/ask_my_data/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>call bigfunctions.eu.ask_my_data('get the 3 products which generated the most revenue in 2023', 'bigfunctions.eu.sales');\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.us.ask_my_data('get the 3 products which generated the most revenue in 2023', 'bigfunctions.us.sales');\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.europe_west1.ask_my_data('get the 3 products which generated the most revenue in 2023', 'bigfunctions.europe_west1.sales');\nselect * from bigfunction_result;\n</code></pre> <pre>\n<code>\n+------------+---------+\n| product_id | revenue |\n+------------+---------+\n+ 8          + 50286   |\n+ 6          + 46172   |\n+ 10         + 27972   |\n+------------+---------+\n\n</code>\n</pre> Need help or Found a bug using <code>ask_my_data</code>? Get help using <code>ask_my_data</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>ask_my_data</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/ask_my_data/#use-cases","title":"Use cases","text":"<p>A business analyst wants to understand sales data for 2023, specifically which products generated the most revenue. They have a BigQuery table named <code>sales</code> in their project (e.g., <code>my-project.sales_data.sales</code>) containing product IDs, revenue figures, and other sales-related information.</p> <p>Instead of writing a complex SQL query, the analyst uses the <code>ask_my_data</code> function like so:</p> <pre><code>CALL bigfunctions.us.ask_my_data(\n    'Get the 3 products which generated the most revenue in 2023',\n    'my-project.sales_data.sales'\n);\nSELECT * FROM bigfunction_result;\n</code></pre> <p>This function call takes two arguments:</p> <ol> <li><code>'Get the 3 products which generated the most revenue in 2023'</code>: The natural language question the analyst wants to ask the data.</li> <li><code>'my-project.sales_data.sales'</code>: The fully qualified name of the table the question pertains to. This allows the function to understand the structure of the data and generate the appropriate SQL query.</li> </ol> <p>The <code>ask_my_data</code> function then internally translates the natural language question into a SQL query (likely involving aggregation, filtering, and ordering), executes it against the specified table, and stores the results in a temporary table named <code>bigfunction_result</code>. The analyst can then retrieve the results by querying <code>bigfunction_result</code>.</p> <p>This simplified approach allows users without extensive SQL knowledge to extract insights from their data using natural language, making data analysis more accessible and efficient.</p>"},{"location":"bigfunctions/ask_my_data/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/benford_distance/","title":"benford_distance - BigQuery function","text":"<p> bigfunctions  &gt; benford_distance </p>"},{"location":"bigfunctions/benford_distance/#benford_distance","title":"benford_distance","text":"Call or Deploy <code>benford_distance</code> ? Call <code>benford_distance</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>benford_distance</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>benford_distance</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>benford_distance</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>benford_distance</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get benford_distance\nbigfun deploy benford_distance\n</code></pre>"},{"location":"bigfunctions/benford_distance/#description","title":"Description","text":"<p>Signature</p> <pre><code>benford_distance(values)\n</code></pre> <p>Description</p> <p>Calculate the distance from Benford's Law for given <code>values</code>.</p> <p>As mentioned in wikipedia, Benford's law, is an observation that in many real-life sets of numerical data, the leading digit is likely to be small. In sets that obey the law, the number 1 appears as the leading significant digit about 30% of the time, while 9 appears as the leading significant digit less than 5% of the time.</p> <p>This function computes the Chi-square distance between the observed distribution of leading digits of <code>values</code> and the expected distribution according to Benford's Law.</p> <p>The smaller the <code>benford_distance</code>, the more the <code>values</code> follow Benford's Law.</p> <p>Read \"The Mysterious Benford\u2019s Law and it\u2019s Connection with Fraud Detection\" by Vihasharma to see some applications of this function.</p>"},{"location":"bigfunctions/benford_distance/#examples","title":"Examples","text":"<p>1. Uniformly distributed values do not follow Benford's Law</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.benford_distance([1, 2, 3, 4, 5, 6, 7, 8, 9])\n</code></pre> <pre><code>select bigfunctions.us.benford_distance([1, 2, 3, 4, 5, 6, 7, 8, 9])\n</code></pre> <pre><code>select bigfunctions.europe_west1.benford_distance([1, 2, 3, 4, 5, 6, 7, 8, 9])\n</code></pre> <pre>\n<code>+------------------+\n| benford_distance |\n+------------------+\n| 0.4              |\n+------------------+\n</code>\n</pre> <p>2. Having more small values follow more Benford's Law. Distance is lower</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.benford_distance([1, 1, 1, 2, 2, 3, 4, 5, 6])\n</code></pre> <pre><code>select bigfunctions.us.benford_distance([1, 1, 1, 2, 2, 3, 4, 5, 6])\n</code></pre> <pre><code>select bigfunctions.europe_west1.benford_distance([1, 1, 1, 2, 2, 3, 4, 5, 6])\n</code></pre> <pre>\n<code>+------------------+\n| benford_distance |\n+------------------+\n| 0.2              |\n+------------------+\n</code>\n</pre> <p>3. Having constant values follow less Benford's Law than uniform. Distance is higher</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.benford_distance([1, 1, 1, 1, 1, 1, 1, 1, 1])\n</code></pre> <pre><code>select bigfunctions.us.benford_distance([1, 1, 1, 1, 1, 1, 1, 1, 1])\n</code></pre> <pre><code>select bigfunctions.europe_west1.benford_distance([1, 1, 1, 1, 1, 1, 1, 1, 1])\n</code></pre> <pre>\n<code>+------------------+\n| benford_distance |\n+------------------+\n| 2.3              |\n+------------------+\n</code>\n</pre> <p>4. Higher leading digits is worse. Distance is much higher</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.benford_distance([9, 9, 9, 9, 9, 9, 9, 9, 9])\n</code></pre> <pre><code>select bigfunctions.us.benford_distance([9, 9, 9, 9, 9, 9, 9, 9, 9])\n</code></pre> <pre><code>select bigfunctions.europe_west1.benford_distance([9, 9, 9, 9, 9, 9, 9, 9, 9])\n</code></pre> <pre>\n<code>+------------------+\n| benford_distance |\n+------------------+\n| 20.7             |\n+------------------+\n</code>\n</pre> Need help or Found a bug using <code>benford_distance</code>? Get help using <code>benford_distance</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>benford_distance</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/benford_distance/#use-cases","title":"Use cases","text":"<p>A common use case for the <code>benford_distance</code> function is fraud detection.  Benford's Law states that in many naturally occurring datasets, the leading digit 1 appears with a probability of about 30%, followed by 2 at about 18%, and so on, with 9 being the least frequent leading digit. Datasets that deviate significantly from this distribution can be a red flag for manipulation or fabrication.</p> <p>Here's a practical example in the context of financial transactions:</p> <p>Scenario: You're an auditor examining a company's expense reports.  You suspect some employees might be submitting fraudulent claims.</p> <p>How to use <code>benford_distance</code>:</p> <ol> <li> <p>Apply the function: Use the <code>benford_distance</code> function on the array of leading digits. A higher distance suggests a greater deviation from Benford's Law.</p> </li> <li> <p>Investigate outliers:  Focus your investigation on expense reports with the highest <code>benford_distance</code> scores. These are the reports most likely to contain fabricated numbers.</p> </li> </ol> <p>Example BigQuery SQL:</p> <pre><code>SELECT\n    employee_id,\n    bigfunctions.us.benford_distance(array_agg(expense_amount)) AS benford_distance\nFROM `your_project.your_dataset.expense_reports`\nGROUP BY employee_id\nORDER BY benford_distance DESC;\n</code></pre> <p>This query groups expenses by employee and calculates the <code>benford_distance</code> for each employee's expense amounts. Ordering by <code>benford_distance</code> descending allows you to quickly identify employees with suspicious expense patterns.</p> <p>Other use cases:</p> <ul> <li>Election fraud detection: Analyzing vote counts for adherence to Benford's Law.</li> <li>Scientific data validation: Checking the integrity of experimental measurements.</li> <li>Financial market analysis: Identifying potential market manipulation or anomalies in stock prices.</li> <li>Accounting and auditing: Detecting inconsistencies or fabricated data in financial statements.</li> </ul> <p>By measuring the deviation from Benford's Law, the <code>benford_distance</code> function provides a valuable tool for identifying potentially fraudulent or manipulated data in a variety of applications.</p>"},{"location":"bigfunctions/benford_distance/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/camel2snake/","title":"camel2snake - BigQuery function","text":"<p> bigfunctions  &gt; camel2snake </p>"},{"location":"bigfunctions/camel2snake/#camel2snake","title":"camel2snake","text":"Call or Deploy <code>camel2snake</code> ? Call <code>camel2snake</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>camel2snake</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>camel2snake</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>camel2snake</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>camel2snake</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get camel2snake\nbigfun deploy camel2snake\n</code></pre>"},{"location":"bigfunctions/camel2snake/#description","title":"Description","text":"<p>Signature</p> <pre><code>camel2snake(camelCaseString)\n</code></pre> <p>Description</p> <p>Convert <code>string</code> from camelCase to snake_case</p>"},{"location":"bigfunctions/camel2snake/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.camel2snake('FooBar !')\n</code></pre> <pre><code>select bigfunctions.us.camel2snake('FooBar !')\n</code></pre> <pre><code>select bigfunctions.europe_west1.camel2snake('FooBar !')\n</code></pre> <pre>\n<code>+-------------------+\n| snake_case_string |\n+-------------------+\n| foo_bar           |\n+-------------------+\n</code>\n</pre> Need help or Found a bug using <code>camel2snake</code>? Get help using <code>camel2snake</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>camel2snake</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/camel2snake/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/categorize/","title":"categorize - BigQuery function","text":"<p> bigfunctions  &gt; categorize </p>"},{"location":"bigfunctions/categorize/#categorize","title":"categorize","text":"Call or Deploy <code>categorize</code> ? Call <code>categorize</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>categorize</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>categorize</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>categorize</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>categorize</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get categorize\nbigfun deploy categorize\n</code></pre>"},{"location":"bigfunctions/categorize/#description","title":"Description","text":"<p>Signature</p> <pre><code>categorize(items)\n</code></pre> <p>Description</p> <p>Categorize <code>items</code> in categories and subcategories.</p> <p>Using GenAi, this function generates a hierarchy of categories and subcategories that best represents the given <code>items</code>. (<code>items</code>: must be a json array of strings or or objects).</p> <p>It returns a json array of objects as:</p> <pre><code>[\n  {item: first_item,     ...\n]\n</code></pre>"},{"location":"bigfunctions/categorize/#examples","title":"Examples","text":"<p>1. Categorize texts</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.categorize(json '''[\n    \"this is a great application\"\n    \"i cannot connect\"\n  ]'''\n  )\n</code></pre> <pre><code>select bigfunctions.us.categorize(json '''[\n    \"this is a great application\"\n    \"i cannot connect\"\n  ]'''\n  )\n</code></pre> <pre><code>select bigfunctions.europe_west1.categorize(json '''[\n    \"this is a great application\"\n    \"i cannot connect\"\n  ]'''\n  )\n</code></pre> <pre>\n<code>+------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| categories                                                                                                                                                             |\n+------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| [\n  {'item': 'this is a great application', 'category': 'General Feedback/Positive Review'},\n  {'item': 'i cannot connect', 'category': 'App Issues/Login Issues'},\n]\n |\n+------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> <p>2. Categorize User Reviews of Nickel App in App Store</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.categorize(\n  (\n    select to_json(array_agg(content))\n    from bigfunctions.eu.get_appstore_reviews(\n      'https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763'\n    )\n  )\n  )\n</code></pre> <pre><code>select bigfunctions.us.categorize(\n  (\n    select to_json(array_agg(content))\n    from bigfunctions.us.get_appstore_reviews(\n      'https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763'\n    )\n  )\n  )\n</code></pre> <pre><code>select bigfunctions.europe_west1.categorize(\n  (\n    select to_json(array_agg(content))\n    from bigfunctions.europe_west1.get_appstore_reviews(\n      'https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763'\n    )\n  )\n  )\n</code></pre> <pre>\n<code>+------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| categories                                                                                                                                                             |\n+------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| [\n  {'item': 'this is a great application', 'category': 'General Feedback/Positive Review'},\n  {'item': 'i cannot connect', 'category': 'App Issues/Login Issues'},\n]\n |\n+------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>categorize</code>? Get help using <code>categorize</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>categorize</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/categorize/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/chart/","title":"chart - BigQuery function","text":"<p> bigfunctions  &gt; chart </p>"},{"location":"bigfunctions/chart/#chart","title":"chart","text":"Call or Deploy <code>chart</code> ? Call <code>chart</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>chart</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>chart</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>chart</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>chart</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get chart\nbigfun deploy chart\n</code></pre>"},{"location":"bigfunctions/chart/#description","title":"Description","text":"<p>Signature</p> <pre><code>chart(data, chart_type, ylabel)\n</code></pre> <p>Description</p> <p>Return html with a chartjs chart</p> See the result as a data visualization in BigQuery Console! <p>The result of this function can be vizualized as an html report directly in BigQuery Console!</p> <ol> <li>Install this bookmarklet: bigfunctions (it has to be done only once)</li> <li>Open BigQuery console</li> <li>Click on the installed bookmarklet.<ul> <li>From now on, the bookmarklet code will observe the BigQuery console page.</li> <li>If a BigQuery result appears with a unique cell containing html content, it will be rendered.</li> </ul> </li> <li>You will have to click on the bookmarklet again:<ul> <li>If you refresh the Bigquery console page,</li> <li>If you open the BigQuery console in a new tab of your browser.</li> </ul> </li> <li>Run the query of the example and open the result of the latest subquery. The result will be shown as a nice html content.</li> </ol> <p></p> <p></p>"},{"location":"bigfunctions/chart/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.chart([('2022-08-01', 10000.), ('2022-08-02', 20000.), ('2022-08-03', 40000.), ('2022-08-04', 80000.)], 'bar', 'sales')\n</code></pre> <pre><code>select bigfunctions.us.chart([('2022-08-01', 10000.), ('2022-08-02', 20000.), ('2022-08-03', 40000.), ('2022-08-04', 80000.)], 'bar', 'sales')\n</code></pre> <pre><code>select bigfunctions.europe_west1.chart([('2022-08-01', 10000.), ('2022-08-02', 20000.), ('2022-08-03', 40000.), ('2022-08-04', 80000.)], 'bar', 'sales')\n</code></pre> Need help or Found a bug using <code>chart</code>? Get help using <code>chart</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>chart</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/chart/#use-cases","title":"Use cases","text":"<p>The <code>chart</code> BigQuery function generates HTML containing a Chart.js chart.  Here are a few use cases:</p> <ul> <li> <p>Quick Data Visualization within BigQuery:  Imagine you're analyzing sales data in BigQuery.  Instead of exporting the data to another tool for visualization, you can use <code>chart</code> to generate a bar chart directly within the BigQuery console. This is useful for quick exploratory data analysis and for sharing insights with colleagues directly in the query results.</p> </li> <li> <p>Automated Reporting: You could incorporate the <code>chart</code> function into a scheduled query that generates regular reports. The output HTML, containing the chart, could then be embedded into an email or a web page. This automates the process of creating visual reports, saving you time and effort.</p> </li> <li> <p>Dashboard Components: The HTML generated by <code>chart</code> can be used as a building block for more complex dashboards.  You could combine multiple charts generated by the function, along with other data and text, to create a comprehensive overview of your data.</p> </li> <li> <p>Data Quality Checks: You can use <code>chart</code> to quickly visualize data distributions or anomalies. For example, you could create a histogram of a particular metric to identify potential outliers or unexpected patterns.</p> </li> <li> <p>Interactive Data Exploration: While the basic <code>chart</code> function generates static charts, the HTML output could be further processed to add interactivity using JavaScript libraries. This could enable users to drill down into the data, filter the chart, or explore different views.</p> </li> </ul> <p>Concrete Example:</p> <p>Let's say you have a table called <code>website_traffic</code> with columns <code>date</code> and <code>visits</code>. You want to visualize the trend of website visits over the last week. You could use the following query:</p> <pre><code>SELECT bigfunctions.us.chart(\n    ARRAY_AGG(STRUCT(CAST(date AS STRING), visits)),  -- Prepare data for the chart function\n    'line',                                         -- Specify chart type\n    'Website Visits'                                  -- Y-axis label\n)\nFROM `your_project.your_dataset.website_traffic`\nWHERE date BETWEEN DATE_SUB(CURRENT_DATE(), INTERVAL 7 DAY) AND CURRENT_DATE()\n</code></pre> <p>This query would return HTML containing a line chart showing the trend of website visits over the last week, directly in the BigQuery console. You could then use the bookmarklet mentioned in the documentation to render the chart visually.</p>"},{"location":"bigfunctions/chart/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/classify_text/","title":"classify_text - BigQuery function","text":"<p> bigfunctions  &gt; classify_text </p>"},{"location":"bigfunctions/classify_text/#classify_text","title":"classify_text","text":"Call or Deploy <code>classify_text</code> ? Call <code>classify_text</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>classify_text</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>classify_text</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>classify_text</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>classify_text</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get classify_text\nbigfun deploy classify_text\n</code></pre>"},{"location":"bigfunctions/classify_text/#description","title":"Description","text":"<p>Signature</p> <pre><code>classify_text(text, candidate_labels)\n</code></pre> <p>Description</p> <p>Classify <code>text</code> among <code>candidate_labels</code> using zero-shot classification</p> <ul> <li><code>candidate_labels</code> is a string of comma separated classes used for classification</li> <li>Output is probability <code>scores</code> for each label.</li> </ul>"},{"location":"bigfunctions/classify_text/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.classify_text('one day I will see the world', \"travel, cooking, dancing, exploration\")\n</code></pre> <pre><code>select bigfunctions.us.classify_text('one day I will see the world', \"travel, cooking, dancing, exploration\")\n</code></pre> <pre><code>select bigfunctions.europe_west1.classify_text('one day I will see the world', \"travel, cooking, dancing, exploration\")\n</code></pre> <pre>\n<code>+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| scores                                                                                                                                                                              |\n+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| [\n  {'label': 'travel',      'score': 0.995},\n  {'label': 'exploration', 'score': 0.938},\n  {'label': 'dancing',     'score': 0.005},\n  {'label': 'cooking',     'score': 0.002}\n]\n |\n+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>classify_text</code>? Get help using <code>classify_text</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>classify_text</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/classify_text/#use-cases","title":"Use cases","text":"<p>Let's say you have a BigQuery table containing customer reviews for a travel agency.  The review text is stored in a column called <code>review_text</code>. You want to categorize these reviews into different topics to understand what aspects of your service customers are commenting on most frequently.  You're interested in categories like \"booking process,\" \"customer service,\" \"hotel quality,\" \"tour experience,\" and \"pricing.\"</p> <p>Here's how you'd use the <code>classify_text</code> function:</p> <pre><code>SELECT\n    review_text,\n    bigfunctions.us.classify_text(review_text, \"booking process, customer service, hotel quality, tour experience, pricing\") AS classification_scores\n  FROM\n    `your_project.your_dataset.customer_reviews`;\n</code></pre> <p>This query will process each review in your table. The <code>classify_text</code> function will analyze the <code>review_text</code> and return an array of structs, each containing a label (one of your specified categories) and a score representing the probability that the review belongs to that category.  The <code>bigfunctions.us</code> part should be changed to match your BigQuery region.</p> <p>Example Output:</p> <p>Let's say a <code>review_text</code> is: \"The hotel was amazing, but the booking process was a nightmare.  It took hours on the phone.\"</p> <p>The <code>classification_scores</code> output might look like this:</p> <pre><code>[\n  { \"label\": \"booking process\", \"score\": 0.95 },\n  { \"label\": \"customer service\", \"score\": 0.10 },\n  { \"label\": \"hotel quality\", \"score\": 0.80 },\n  { \"label\": \"tour experience\", \"score\": 0.02 },\n  { \"label\": \"pricing\", \"score\": 0.01 }\n]\n</code></pre> <p>This shows a high probability that the review relates to \"booking process\" and \"hotel quality,\" reflecting the content of the review.</p> <p>Further Analysis:</p> <p>You can then use these scores in further analysis.  For example, you could:</p> <ul> <li>Filter reviews: Find all reviews highly related to \"customer service\" by filtering where the \"customer service\" score is above a certain threshold.</li> <li>Aggregate insights: Calculate the average score for each category across all reviews to understand which topics are most prevalent in customer feedback.</li> <li>Visualize trends: Create charts showing the distribution of scores for each category over time.</li> </ul> <p>This allows you to gain valuable insights from your customer reviews and identify areas for improvement in your travel agency's services.</p>"},{"location":"bigfunctions/classify_text/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/compute_linear_regression_coefficients/","title":"compute_linear_regression_coefficients - BigQuery function","text":"<p> bigfunctions  &gt; compute_linear_regression_coefficients </p>"},{"location":"bigfunctions/compute_linear_regression_coefficients/#compute_linear_regression_coefficients","title":"compute_linear_regression_coefficients","text":"Call or Deploy <code>compute_linear_regression_coefficients</code> ? Call <code>compute_linear_regression_coefficients</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>compute_linear_regression_coefficients</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>compute_linear_regression_coefficients</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>compute_linear_regression_coefficients</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>compute_linear_regression_coefficients</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get compute_linear_regression_coefficients\nbigfun deploy compute_linear_regression_coefficients\n</code></pre>"},{"location":"bigfunctions/compute_linear_regression_coefficients/#description","title":"Description","text":"<p>Signature</p> <pre><code>compute_linear_regression_coefficients(x, y)\n</code></pre> <p>Description</p> <p>Returns linear regression coefficients from <code>x</code>, <code>y</code> columns.</p> <p>Compute linear regression of <code>(x, y)</code> and return <code>slope</code> and <code>intercept</code> coefficients so that:</p> <pre><code>y ~= slope * x + intercept\n</code></pre>"},{"location":"bigfunctions/compute_linear_regression_coefficients/#examples","title":"Examples","text":"<p>Example with a generated time serie</p> EUUSeurope-west1 <pre><code>create temp table sample_data as (\n\n  select\n      x,\n      2 * x + 1 as y  -- example relationship: y = 2x + 1\n  from unnest([1.0, -1.0, 3.0, -3.0, 5.0, -5.0]) as x\n\n);\n\nselect bigfunctions.eu.compute_linear_regression_coefficients(x, y)\nfrom sample_data\n</code></pre> <pre><code>create temp table sample_data as (\n\n  select\n      x,\n      2 * x + 1 as y  -- example relationship: y = 2x + 1\n  from unnest([1.0, -1.0, 3.0, -3.0, 5.0, -5.0]) as x\n\n);\n\nselect bigfunctions.us.compute_linear_regression_coefficients(x, y)\nfrom sample_data\n</code></pre> <pre><code>create temp table sample_data as (\n\n  select\n      x,\n      2 * x + 1 as y  -- example relationship: y = 2x + 1\n  from unnest([1.0, -1.0, 3.0, -3.0, 5.0, -5.0]) as x\n\n);\n\nselect bigfunctions.europe_west1.compute_linear_regression_coefficients(x, y)\nfrom sample_data\n</code></pre> <pre>\n<code>+-----------------------------------------+\n| coefficients                            |\n+-----------------------------------------+\n| struct(2.0 as slope, 1.0 as intercept)\n |\n+-----------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>compute_linear_regression_coefficients</code>? Get help using <code>compute_linear_regression_coefficients</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>compute_linear_regression_coefficients</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/compute_linear_regression_coefficients/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/connected_components/","title":"connected_components - BigQuery function","text":"<p> bigfunctions  &gt; connected_components </p>"},{"location":"bigfunctions/connected_components/#connected_components","title":"connected_components","text":"Call or Deploy <code>connected_components</code> ? Call <code>connected_components</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>connected_components</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>connected_components</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>connected_components</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>connected_components</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get connected_components\nbigfun deploy connected_components\n</code></pre>"},{"location":"bigfunctions/connected_components/#description","title":"Description","text":"<p>Signature</p> <pre><code>connected_components(fully_qualified_table)\n</code></pre> <p>Description</p> <p>Compute the connected components of a non-directed graph.</p> <p>Given a table with two columns of the same type STRING or INTEGER representing the edges of a graph, this computes a new temporary table called <code>bigfunction_result</code> containing two columns of the same type named <code>node_id</code> and <code>connected_component_id</code>.</p> <p>This is an implementation of the Alternating Algorithm (large-star, small-star) described in the 2014 paper \"Connected Components in MapReduce and Beyond\" written by {rkiveris, silviol, mirrokni, rvibhor, sergeiv} @google.com</p> <p>PERFORMANCE AND COST CONSIDERATIONS</p> <ul> <li>This algorithm has been proved to converge in O(log(n)\u00b2) and is conjectured to converge in O(log(n)), where n is the number of nodes in the graph. It was the most performant known distributed connected component algorithm last time I checked (in 2017).</li> <li>This implementation persists temporary results at each iteration loop: for the BigQuery pricing, you should be expecting it to cost the equivalent of 15 to 30 scans on your input table. Since the input table has only two columns, this should be reasonable, and we recommend using INTEGER columns rather than STRING when possible.</li> <li>If your graph contains nodes with a very high number of neighbors, the algorithm may crash. It is recommended to apply a pre-filtering on your nodes and remove nodes with a pathologically high cardinality. You should also monitor actively the number of nodes filtered this way and their cardinality, as this could help you detect a data quality deterioration in your input graph. If the input graph contains duplicate edges, they will be automatically removed by the algorithm.</li> </ul> <p>ISOLATED NODES: If you want to have isolated nodes (nodes that have no neighbors) in the resulting graph, there is two possible ways to achieve this:</p> <ul> <li>Add self-loops edges to all your nodes in your input graph (it also works if you add edges between all the graph    nodes and a fictitious node with id NULL)</li> <li>Only add edges between distinct nodes to your input, and perform a join between your input graph and the    algorithm's output to find all the nodes that have disappeared. These will be the isolated nodes.    This second method requires a little more work but it should also be cheaper.</li> </ul>"},{"location":"bigfunctions/connected_components/#examples","title":"Examples","text":"<p>Identify the two connected components of a graph which has 6 nodes and is represented by the edges below: <pre><code>+---------+-----+\n| node1 | node2 |\n+-------+-------+\n|   1   |   2   |\n|   2   |   3   |\n|   3   |   4   |\n|   5   |   6   |\n+-------+-------+\n</code></pre></p> EUUSeurope-west1 <pre><code>call bigfunctions.eu.connected_components('bigfunctions.eu.sample_graph');\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.us.connected_components('bigfunctions.us.sample_graph');\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.europe_west1.connected_components('bigfunctions.europe_west1.sample_graph');\nselect * from bigfunction_result;\n</code></pre> <pre>\n<code>\n+---------+------------------------+\n| node_id | connected_component_id |\n+---------+------------------------+\n|    1    |           1            |\n|    2    |           1            |\n|    3    |           1            |\n|    4    |           1            |\n|    5    |           5            |\n|    6    |           5            |\n+---------+------------------------+\n\n</code>\n</pre> Need help or Found a bug using <code>connected_components</code>? Get help using <code>connected_components</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>connected_components</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/connected_components/#use-cases","title":"Use cases","text":"<p>Use Case: Social Network Analysis</p> <p>Imagine you have a social network platform, and you store user connections (friendships) in a BigQuery table.  Each row in the table represents a connection between two users.</p> <p>Table Schema:</p> <pre><code>Table: social_connections\nColumns:\n  user1: STRING\n  user2: STRING\n</code></pre> <p>Data Example:</p> <pre><code>user1 | user2\n-------+-------\nalice  | bob\nbob    | charlie\ndavid  | eve\neve    | frank\ngeorge |\n</code></pre> <p>Goal:  You want to identify distinct groups of connected users (i.e., friend circles or communities). Users within a group are directly or indirectly connected to each other, while users in different groups have no connection path between them. George is an isolated user with no connections.</p> <p>Solution using <code>connected_components</code>:</p> <pre><code>-- Call the connected_components function using your dataset's region (e.g., us)\nCALL bigfunctions.us.connected_components('your_project.your_dataset.social_connections');\n\n-- Query the resulting table to see the connected components\nSELECT * FROM bigfunction_result;\n</code></pre> <p>Expected Output:</p> <pre><code>node_id | connected_component_id\n---------+------------------------\nalice    | alice\nbob      | alice\ncharlie  | alice\ndavid    | david\neve      | david\nfrank    | david\ngeorge   | george\n</code></pre> <p>Interpretation:</p> <ul> <li>Users alice, bob, and charlie belong to the same connected component (friend circle).</li> <li>Users david, eve, and frank form another connected component.</li> <li>George is in his own isolated component because he has no connections in the original <code>social_connections</code> table.  Note how self-loops are created, which is necessary for the function to work correctly.  This can be changed to NULL after the call, if desired.</li> </ul> <p>Further Analysis:</p> <p>You can now use the <code>connected_component_id</code> to perform further analysis on these groups, such as:</p> <ul> <li>Calculate the size of each community.</li> <li>Analyze the characteristics of users within each community (e.g., demographics, interests).</li> <li>Identify influential users within each community.</li> <li>Target marketing campaigns to specific communities.</li> </ul> <p>Other Use Cases:</p> <ul> <li>Network Infrastructure Analysis: Identify connected devices in a network.</li> <li>Recommendation Systems: Recommend products or content based on connected users' preferences.</li> <li>Fraud Detection: Detect groups of users engaging in suspicious activities.</li> <li>Biological Networks: Analyze protein-protein interaction networks or gene regulatory networks.  This could reveal functional modules or pathways.</li> </ul> <p>This example clearly demonstrates how the <code>connected_components</code> BigQuery function can be applied to a real-world scenario to gain valuable insights from connected data.  Remember to adjust the dataset region in the function call according to where your data is stored.</p>"},{"location":"bigfunctions/connected_components/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/convert_non_ascii_characters_to_unicode_escape_sequences/","title":"convert_non_ascii_characters_to_unicode_escape_sequences - BigQuery function","text":"<p> bigfunctions  &gt; convert_non_ascii_characters_to_unicode_escape_sequences </p>"},{"location":"bigfunctions/convert_non_ascii_characters_to_unicode_escape_sequences/#convert_non_ascii_characters_to_unicode_escape_sequences","title":"convert_non_ascii_characters_to_unicode_escape_sequences","text":"Call or Deploy <code>convert_non_ascii_characters_to_unicode_escape_sequences</code> ? Call <code>convert_non_ascii_characters_to_unicode_escape_sequences</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>convert_non_ascii_characters_to_unicode_escape_sequences</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>convert_non_ascii_characters_to_unicode_escape_sequences</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>convert_non_ascii_characters_to_unicode_escape_sequences</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>convert_non_ascii_characters_to_unicode_escape_sequences</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get convert_non_ascii_characters_to_unicode_escape_sequences\nbigfun deploy convert_non_ascii_characters_to_unicode_escape_sequences\n</code></pre>"},{"location":"bigfunctions/convert_non_ascii_characters_to_unicode_escape_sequences/#description","title":"Description","text":"<p>Signature</p> <pre><code>convert_non_ascii_characters_to_unicode_escape_sequences(text)\n</code></pre> <p>Description</p> <p>Replace all non ASCII characters with escape unicode</p>"},{"location":"bigfunctions/convert_non_ascii_characters_to_unicode_escape_sequences/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.convert_non_ascii_characters_to_unicode_escape_sequences('SCH\u00dcMANN')\n</code></pre> <pre><code>select bigfunctions.us.convert_non_ascii_characters_to_unicode_escape_sequences('SCH\u00dcMANN')\n</code></pre> <pre><code>select bigfunctions.europe_west1.convert_non_ascii_characters_to_unicode_escape_sequences('SCH\u00dcMANN')\n</code></pre> <pre>\n<code>+----------------------+\n| text_unicode_escaped |\n+----------------------+\n| SCH\\u00dcMANN        |\n+----------------------+\n</code>\n</pre> Need help or Found a bug using <code>convert_non_ascii_characters_to_unicode_escape_sequences</code>? Get help using <code>convert_non_ascii_characters_to_unicode_escape_sequences</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>convert_non_ascii_characters_to_unicode_escape_sequences</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/convert_non_ascii_characters_to_unicode_escape_sequences/#use-cases","title":"Use cases","text":"<p>This function is useful for handling text data that needs to be compatible with systems or formats that don't fully support Unicode characters. Here are some use cases:</p> <ul> <li> <p>Data exchange: When exchanging data between different systems, especially older systems that might not support Unicode, converting non-ASCII characters to their escape sequences ensures that the text is correctly interpreted on the receiving end.  For example, exchanging data with a system that only supports ASCII or a specific character encoding.</p> </li> <li> <p>JSON serialization:  Some JSON parsers or systems have issues with non-ASCII characters. Converting them to Unicode escape sequences ensures proper serialization and deserialization of the data.</p> </li> <li> <p>CSV export: Similar to data exchange, when exporting data to CSV, especially if the encoding is not explicitly defined or if the receiving system has limited Unicode support, escaping the characters can prevent data corruption or misinterpretation.</p> </li> <li> <p>Legacy system integration:  When integrating with legacy systems that only support ASCII, this function allows you to store or process Unicode data while maintaining compatibility.</p> </li> <li> <p>Web applications: In certain web applications, especially those dealing with user-generated content, escaping non-ASCII characters can prevent issues related to character encoding and cross-site scripting (XSS) vulnerabilities.</p> </li> <li> <p>Regular expressions: Some regular expression engines might not correctly handle Unicode characters. Escaping them can simplify the regex patterns and avoid unexpected behavior.</p> </li> <li> <p>Debugging: When debugging text processing issues, converting non-ASCII characters to escape sequences can make it easier to identify and analyze the characters causing problems.</p> </li> </ul> <p>In essence, the function acts as a bridge between systems or formats with differing levels of Unicode support, ensuring data integrity and preventing potential errors.</p>"},{"location":"bigfunctions/convert_non_ascii_characters_to_unicode_escape_sequences/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/create_ga4_views/","title":"create_ga4_views - BigQuery function","text":"<p> bigfunctions  &gt; create_ga4_views </p>"},{"location":"bigfunctions/create_ga4_views/#create_ga4_views","title":"create_ga4_views","text":"Call or Deploy <code>create_ga4_views</code> ? Call <code>create_ga4_views</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>create_ga4_views</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>create_ga4_views</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>create_ga4_views</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>create_ga4_views</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get create_ga4_views\nbigfun deploy create_ga4_views\n</code></pre>"},{"location":"bigfunctions/create_ga4_views/#description","title":"Description","text":"<p>Signature</p> <pre><code>create_ga4_views(ga4_dataset, destination_dataset)\n</code></pre> <p>Description</p> <p>Create views to help querying GA4 Data .</p> <p>This function creates table functions in <code>destination_dataset</code> to help querying GA4 data contained in <code>ga4_dataset</code> (like <code>your-project.analytics_123456789</code>).</p> <p>Table functions are like views but take parameters as input. Here, they take <code>start_date</code> and <code>end_date</code> parameters to restrict the analysis period and be more efficient</p> <p>Each created table function is the copy of a query from Bigquery-GA4-Queries GitHub repo created by Ali Izadi.</p> <p>For example, <code>event_scope__flatten_events</code> table function will be created in <code>destination_dataset</code>. You can then get the flatten events between '2024-11-01' and '2024-12-01' with:</p> <pre><code>select *\nfrom `destination_dataset`.event_scope__flatten_events('2024-11-01', '2024-12-01')\n</code></pre> <p>You can get details on each created table function by reading the README of Bigquery-GA4-Queries repo. If you find these queries useful, please add a star to the repo to show your support.</p> <p>Queries from <code>BigQuery Administration</code>, <code>Extras</code> folders are ignored as they go beyond GA4</p>"},{"location":"bigfunctions/create_ga4_views/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>call bigfunctions.eu.create_ga4_views('your-project.your_ga4_dataset', 'your-project.your_destination_dataset');\n</code></pre> <pre><code>call bigfunctions.us.create_ga4_views('your-project.your_ga4_dataset', 'your-project.your_destination_dataset');\n</code></pre> <pre><code>call bigfunctions.europe_west1.create_ga4_views('your-project.your_ga4_dataset', 'your-project.your_destination_dataset');\n</code></pre> Need help or Found a bug using <code>create_ga4_views</code>? Get help using <code>create_ga4_views</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>create_ga4_views</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/create_ga4_views/#use-cases","title":"Use cases","text":""},{"location":"bigfunctions/create_ga4_views/#steps-to-query-ga4-data-efficiently-using-bigfunctions","title":"Steps to Query GA4 Data Efficiently Using BigFunctions","text":"<p>1. Create a Destination Dataset</p> <p>Prepare a dataset in BigQuery where the GA4 table functions will be stored. For example:</p> <pre><code>create schema `Ga4-Project.ga4_bigquery_queries`;\n</code></pre> <p></p> <p>2. Call the GA4 View Creation Function</p> <p>Use the bigfunction to create table functions for querying GA4 data. For example:</p> <pre><code>call bigfunctions.us.create_ga4_views(\n\n  'Ga4-Project.analytics_310989290',\n\n  'Ga4-Project.ga4_bigquery_queries'\n\n);\n</code></pre> <p></p> <p></p> <p>3. Wait for the function to process and create all necessary table functions.</p> <p>Once completed, all table functions (queries) are available in your destination dataset.</p> <p></p> <p>4. Query GA4 Data Using Table Functions</p> <p>You can now query specific GA4 data efficiently with date ranges by calling the created table functions. For example:</p> <pre><code>select *\nfrom `Ga4-Project.ga4_bigquery_queries`.event_scope__flatten_events('2024-11-01', '2024-12-01');\n</code></pre> <p>Replace '2024-11-01' and '2024-12-01' with your desired date range.</p>"},{"location":"bigfunctions/create_ga4_views/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/create_materialized_view_w_flattened_json_column/","title":"create_materialized_view_w_flattened_json_column - BigQuery function","text":"<p> bigfunctions  &gt; create_materialized_view_w_flattened_json_column </p>"},{"location":"bigfunctions/create_materialized_view_w_flattened_json_column/#create_materialized_view_w_flattened_json_column","title":"create_materialized_view_w_flattened_json_column","text":"Call or Deploy <code>create_materialized_view_w_flattened_json_column</code> ? Call <code>create_materialized_view_w_flattened_json_column</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>create_materialized_view_w_flattened_json_column</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>create_materialized_view_w_flattened_json_column</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>create_materialized_view_w_flattened_json_column</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>create_materialized_view_w_flattened_json_column</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get create_materialized_view_w_flattened_json_column\nbigfun deploy create_materialized_view_w_flattened_json_column\n</code></pre>"},{"location":"bigfunctions/create_materialized_view_w_flattened_json_column/#description","title":"Description","text":"<p>Signature</p> <pre><code>create_materialized_view_w_flattened_json_column(fully_qualified_table, fully_qualified_materialized_view, json_column)\n</code></pre> <p>Description</p> <p>Create a Materialized view of a table with <code>json_column</code> flattened .</p> <p>It creates a materialized view with:</p> <ul> <li>query given by sql_to_flatten_json_column function</li> <li>same partition as <code>fully_qualified_table</code></li> </ul>"},{"location":"bigfunctions/create_materialized_view_w_flattened_json_column/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>call bigfunctions.eu.create_materialized_view_w_flattened_json_column('your_project.your_dataset.your_table', 'your_project.your_dataset.your_materialized_view', 'data');\n</code></pre> <pre><code>call bigfunctions.us.create_materialized_view_w_flattened_json_column('your_project.your_dataset.your_table', 'your_project.your_dataset.your_materialized_view', 'data');\n</code></pre> <pre><code>call bigfunctions.europe_west1.create_materialized_view_w_flattened_json_column('your_project.your_dataset.your_table', 'your_project.your_dataset.your_materialized_view', 'data');\n</code></pre> Need help or Found a bug using <code>create_materialized_view_w_flattened_json_column</code>? Get help using <code>create_materialized_view_w_flattened_json_column</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>create_materialized_view_w_flattened_json_column</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/create_materialized_view_w_flattened_json_column/#use-cases","title":"Use cases","text":"<p>You have a BigQuery table containing a JSON column called <code>data</code> that stores user activity logs.  The JSON structure varies slightly between records, making it difficult to query specific attributes efficiently.  You want to create a materialized view that flattens this JSON column, allowing simpler and faster queries on these attributes.</p> <p>Use Case:</p> <p>Let's say your table <code>your_project.your_dataset.your_table</code> looks like this:</p> user_id event_timestamp data 1 2024-07-26 10:00 <code>{\"event_type\":\"page_view\", \"page\":\"/home\"}</code> 2 2024-07-26 10:01 <code>{\"event_type\":\"purchase\", \"item_id\": 123}</code> 1 2024-07-26 10:02 <code>{\"event_type\":\"page_view\", \"page\":\"/products\"}</code> <p>You can use the <code>create_materialized_view_w_flattened_json_column</code> function to create a materialized view <code>your_project.your_dataset.your_materialized_view</code>:</p> <pre><code>call bigfunctions.us.create_materialized_view_w_flattened_json_column('your_project.your_dataset.your_table', 'your_project.your_dataset.your_materialized_view', 'data');\n</code></pre> <p>This will create a materialized view with columns for <code>user_id</code>, <code>event_timestamp</code>, and the flattened JSON attributes, like <code>event_type</code>, <code>page</code>, and <code>item_id</code>. The resulting materialized view might look something like this (depending on the actual data and the function's implementation):</p> user_id event_timestamp event_type page item_id 1 2024-07-26 10:00 page_view /home NULL 2 2024-07-26 10:01 purchase NULL 123 1 2024-07-26 10:02 page_view /products NULL <p>Now, querying for all page views becomes significantly easier:</p> <pre><code>SELECT * FROM your_project.your_dataset.your_materialized_view WHERE event_type = 'page_view';\n</code></pre> <p>This query will be much faster than querying the original table and parsing the JSON within the <code>WHERE</code> clause. This improved query performance is the key benefit of using a materialized view with a flattened JSON column.</p>"},{"location":"bigfunctions/create_materialized_view_w_flattened_json_column/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/date_sub_isoyear/","title":"date_sub_isoyear - BigQuery function","text":"<p> bigfunctions  &gt; date_sub_isoyear </p>"},{"location":"bigfunctions/date_sub_isoyear/#date_sub_isoyear","title":"date_sub_isoyear","text":"Call or Deploy <code>date_sub_isoyear</code> ? Call <code>date_sub_isoyear</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>date_sub_isoyear</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>date_sub_isoyear</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>date_sub_isoyear</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>date_sub_isoyear</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get date_sub_isoyear\nbigfun deploy date_sub_isoyear\n</code></pre>"},{"location":"bigfunctions/date_sub_isoyear/#description","title":"Description","text":"<p>Signature</p> <pre><code>date_sub_isoyear(date, years)\n</code></pre> <p>Description</p> <p>Returns same day <code>years</code> before (same week number and same day of week)</p>"},{"location":"bigfunctions/date_sub_isoyear/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.date_sub_isoyear('2023-06-02', 3)\n</code></pre> <pre><code>select bigfunctions.us.date_sub_isoyear('2023-06-02', 3)\n</code></pre> <pre><code>select bigfunctions.europe_west1.date_sub_isoyear('2023-06-02', 3)\n</code></pre> <pre>\n<code>+------------------+\n| substracted_date |\n+------------------+\n| 2020-05-29       |\n+------------------+\n</code>\n</pre> Need help or Found a bug using <code>date_sub_isoyear</code>? Get help using <code>date_sub_isoyear</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>date_sub_isoyear</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/date_sub_isoyear/#use-cases","title":"Use cases","text":"<p>A use case for the <code>date_sub_isoyear</code> function would be analyzing year-over-year performance based on ISO week alignment.  Imagine you have sales data and want to compare the sales of a specific ISO week in the current year to the same ISO week in previous years.</p> <p>Scenario:  A retail company wants to compare sales performance of the first week of June 2023 (ISO week 22) to the sales of the same ISO week (week 22) in 2022 and 2021.</p> <p>Query Example (using the <code>europe-west1</code> dataset):</p> <pre><code>WITH SalesData AS (\n    SELECT\n        DATE('2021-05-31') AS sale_date, 1200 AS sales_amount UNION ALL  -- Example data for week 22 in 2021\n    SELECT\n        DATE('2022-05-30') AS sale_date, 1500 AS sales_amount UNION ALL  -- Example data for week 22 in 2022\n    SELECT\n        DATE('2023-06-05') AS sale_date, 1800 AS sales_amount           -- Example data for week 22 in 2023\n)\n\nSELECT\n    sd.sale_date,\n    sd.sales_amount,\n    bigfunctions.europe_west1.date_sub_isoyear(sd.sale_date, 1) AS previous_year_date,  -- Date of the same ISO week in the previous year\n    bigfunctions.europe_west1.date_sub_isoyear(sd.sale_date, 2) AS two_years_ago_date    -- Date of the same ISO week two years ago\nFROM\n    SalesData sd\nORDER BY sd.sale_date;\n</code></pre> <p>This query would return a table showing the sales for each date, along with the corresponding dates in the previous two years that fall within the same ISO week.  This allows for direct comparison of sales figures across consistent ISO weeks, regardless of calendar date shifts.</p> <p>Other potential use cases:</p> <ul> <li>Financial reporting: Comparing financial performance across ISO years.</li> <li>Marketing analysis: Tracking campaign effectiveness based on ISO week alignment.</li> <li>Supply chain management: Analyzing inventory levels and demand based on consistent ISO week patterns.</li> <li>Any time series analysis where comparison across ISO weeks is more relevant than calendar dates.</li> </ul> <p>By using <code>date_sub_isoyear</code>, you ensure that comparisons are made across equivalent time periods in different years, according to the ISO week numbering system, providing a more accurate and meaningful analysis.</p>"},{"location":"bigfunctions/date_sub_isoyear/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/deduplicate_rows/","title":"deduplicate_rows - BigQuery function","text":"<p> bigfunctions  &gt; deduplicate_rows </p>"},{"location":"bigfunctions/deduplicate_rows/#deduplicate_rows","title":"deduplicate_rows","text":"Call or Deploy <code>deduplicate_rows</code> ? Call <code>deduplicate_rows</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>deduplicate_rows</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>deduplicate_rows</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>deduplicate_rows</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>deduplicate_rows</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get deduplicate_rows\nbigfun deploy deduplicate_rows\n</code></pre>"},{"location":"bigfunctions/deduplicate_rows/#description","title":"Description","text":"<p>Signature</p> <pre><code>deduplicate_rows(query_or_table_or_view)\n</code></pre> <p>Description</p> <p>Returns the deduplicated rows of <code>query_or_table_or_view</code></p>"},{"location":"bigfunctions/deduplicate_rows/#examples","title":"Examples","text":"<p>1. Returns table with duplicate rows removed.</p> EUUSeurope-west1 <pre><code>call bigfunctions.eu.deduplicate_rows(\"my_project.my_dataset.my_table\");\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.us.deduplicate_rows(\"my_project.my_dataset.my_table\");\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.europe_west1.deduplicate_rows(\"my_project.my_dataset.my_table\");\nselect * from bigfunction_result;\n</code></pre> <pre>\n<code>\n+-----+-----+\n| id1 | id2 |\n+-----+-----+\n| 1   | 2   |\n| 1   | 3   |\n| 2   | 3   |\n| 4   | 3   |\n| 6   | 3   |\n| 7   | 3   |\n| 8   | 9   |\n| 9   | 9   |\n+-----+-----+\n\n</code>\n</pre> <p>2. When incorrect table name is passed as arguments.</p> EUUSeurope-west1 <pre><code>call bigfunctions.eu.deduplicate_rows(\"my_project.my_dataset.my_tbl\");\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.us.deduplicate_rows(\"my_project.my_dataset.my_tbl\");\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.europe_west1.deduplicate_rows(\"my_project.my_dataset.my_tbl\");\nselect * from bigfunction_result;\n</code></pre> <pre>\n<code>\n+-------------------------------------------------------------------------------------------------------------------------------------------+\n| f0_                                                                                                                                       |\n+-------------------------------------------------------------------------------------------------------------------------------------------+\n| Not found: Table my_project:my_dataset.my_tbl was not found in location US at [my_project:my_dataset.deduplicate_rows:2:13] |\n+-------------------------------------------------------------------------------------------------------------------------------------------+\n\n</code>\n</pre> <p>3. When a query is passed into the procedure.</p> EUUSeurope-west1 <pre><code>call bigfunctions.eu.deduplicate_rows(\"select data from unnest([1, 2, 3, 1]) data\");\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.us.deduplicate_rows(\"select data from unnest([1, 2, 3, 1]) data\");\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.europe_west1.deduplicate_rows(\"select data from unnest([1, 2, 3, 1]) data\");\nselect * from bigfunction_result;\n</code></pre> <pre>\n<code>\n+------+\n| data |\n+------+\n| 1    |\n| 2    |\n| 3    |\n+------+\n\n</code>\n</pre> Need help or Found a bug using <code>deduplicate_rows</code>? Get help using <code>deduplicate_rows</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>deduplicate_rows</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/deduplicate_rows/#use-cases","title":"Use cases","text":"<p>Let's say you have a table of customer transactions where accidental duplicates might occur.  You want to analyze the data accurately, so you need to remove those duplicates.</p> <p>Scenario:</p> <p>Your table <code>customer_transactions</code> in dataset <code>my_dataset</code> in project <code>my_project</code> looks like this:</p> transaction_id customer_id amount date 1 101 10.00 2024-03-08 2 102 25.50 2024-03-08 3 101 10.00 2024-03-08 4 103 50.00 2024-03-09 5 102 12.00 2024-03-09 6 101 10.00 2024-03-08 <p>Use Case with <code>deduplicate_rows</code>:</p> <p>You can use the <code>deduplicate_rows</code> function to remove the duplicate transactions:</p> <pre><code>CALL bigfunctions.us.deduplicate_rows(\"my_project.my_dataset.customer_transactions\");\nSELECT * FROM bigfunction_result;\n</code></pre> <p>This will create a temporary table <code>bigfunction_result</code> containing the deduplicated rows:</p> transaction_id customer_id amount date 1 101 10.00 2024-03-08 2 102 25.50 2024-03-08 4 103 50.00 2024-03-09 5 102 12.00 2024-03-09 <p>Benefits:</p> <ul> <li>Simplicity:  Easily deduplicate rows without complex SQL queries.</li> <li>Efficiency:  Leverages BigQuery's processing power for fast deduplication, even on large tables.</li> <li>Flexibility: Works with both tables and query results, allowing you to deduplicate data from various sources.</li> </ul> <p>Other Use Cases:</p> <ul> <li>Deduplicating product catalogs with slight variations in descriptions.</li> <li>Removing duplicate entries in user registration data.</li> <li>Cleaning up sensor data where multiple readings might be recorded for the same timestamp.</li> <li>Removing duplicate records from log files.</li> </ul> <p>Remember to replace <code>bigfunctions.us</code> with the appropriate dataset for your BigQuery region.  You can also create a new table from the <code>bigfunction_result</code> if you want to store the deduplicated data permanently.</p>"},{"location":"bigfunctions/deduplicate_rows/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/deidentify/","title":"deidentify - BigQuery function","text":"<p> bigfunctions  &gt; deidentify </p>"},{"location":"bigfunctions/deidentify/#deidentify","title":"deidentify","text":"Call or Deploy <code>deidentify</code> ? Call <code>deidentify</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>deidentify</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>deidentify</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>deidentify</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>deidentify</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get deidentify\nbigfun deploy deidentify\n</code></pre>"},{"location":"bigfunctions/deidentify/#description","title":"Description","text":"<p>Signature</p> <pre><code>deidentify(text, info_types)\n</code></pre> <p>Description</p> <p>Masks sensitive information of type <code>info_types</code> in <code>text</code> using Cloud Data Loss Prevention</p> Param Possible values (can be one or any combination of the following values separated by comma) <code>info_types</code> <code>ADVERTISING_ID</code>, <code>AGE</code>, <code>AUTH_TOKEN</code>, <code>AWS_CREDENTIALS</code>, <code>AZURE_AUTH_TOKEN</code>, <code>BASIC_AUTH_HEADER</code>, <code>CREDIT_CARD_NUMBER</code>, <code>CREDIT_CARD_TRACK_NUMBER</code>, <code>DATE</code>, <code>DATE_OF_BIRTH</code>, <code>DOMAIN_NAME</code>, <code>EMAIL_ADDRESS</code>, <code>ENCRYPTION_KEY</code>, <code>ETHNIC_GROUP</code>, <code>FEMALE_NAME</code>, <code>FIRST_NAME</code>, <code>GCP_API_KEY</code>, <code>GCP_CREDENTIALS</code>, <code>GENDER</code>, <code>GENERIC_ID</code>, <code>HTTP_COOKIE</code>, <code>HTTP_COOKIE</code>, <code>IBAN_CODE</code>, <code>ICCID_NUMBER</code>, <code>ICD10_CODE</code>, <code>ICD9_CODE</code>, <code>IMEI_HARDWARE_ID</code>, <code>IMSI_ID</code>, <code>IP_ADDRESS</code>, <code>JSON_WEB_TOKEN</code>, <code>LAST_NAME</code>, <code>LOCATION</code>, <code>LOCATION_COORDINATES</code>, <code>MAC_ADDRESS</code>, <code>MAC_ADDRESS_LOCAL</code>, <code>MALE_NAME</code>, <code>MARITAL_STATUS</code>, <code>MEDICAL_RECORD_NUMBER</code>, <code>MEDICAL_TERM</code>, <code>OAUTH_CLIENT_SECRET</code>, <code>ORGANIZATION_NAME</code>, <code>PASSPORT</code>, <code>PASSWORD</code>, <code>PERSON_NAME</code>, <code>PHONE_NUMBER</code>, <code>SSL_CERTIFICATE</code>, <code>STORAGE_SIGNED_POLICY_DOCUMENT</code>, <code>STORAGE_SIGNED_URL</code>, <code>STREET_ADDRESS</code>, <code>SWIFT_CODE</code>, <code>TIME</code>, <code>URL</code>, <code>VAT_NUMBER</code>, <code>VEHICLE_IDENTIFICATION_NUMBER</code>, <code>WEAK_PASSWORD_HASH</code>, <code>XSRF_TOKEN</code>"},{"location":"bigfunctions/deidentify/#examples","title":"Examples","text":"<p>1. String with email in it.</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.deidentify(\"My email is shivam@google.co.in\", \"PHONE_NUMBER, EMAIL_ADDRESS\")\n</code></pre> <pre><code>select bigfunctions.us.deidentify(\"My email is shivam@google.co.in\", \"PHONE_NUMBER, EMAIL_ADDRESS\")\n</code></pre> <pre><code>select bigfunctions.europe_west1.deidentify(\"My email is shivam@google.co.in\", \"PHONE_NUMBER, EMAIL_ADDRESS\")\n</code></pre> <pre>\n<code>+-----------------------------+\n| masked_info                 |\n+-----------------------------+\n| My email is [EMAIL_ADDRESS] |\n+-----------------------------+\n</code>\n</pre> <p>2. String with phone number in it.</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.deidentify(\"My phone number is 0123456789\", \"PHONE_NUMBER, email_address\")\n</code></pre> <pre><code>select bigfunctions.us.deidentify(\"My phone number is 0123456789\", \"PHONE_NUMBER, email_address\")\n</code></pre> <pre><code>select bigfunctions.europe_west1.deidentify(\"My phone number is 0123456789\", \"PHONE_NUMBER, email_address\")\n</code></pre> <pre>\n<code>+-----------------------------------+\n| masked_info                       |\n+-----------------------------------+\n| My phone number is [PHONE_NUMBER] |\n+-----------------------------------+\n</code>\n</pre> <p>3. If <code>info_types</code> is <code>null</code> or empty, all built-in info types may be used</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.deidentify(\"My email is shivam@google.co.in\", null)\n</code></pre> <pre><code>select bigfunctions.us.deidentify(\"My email is shivam@google.co.in\", null)\n</code></pre> <pre><code>select bigfunctions.europe_west1.deidentify(\"My email is shivam@google.co.in\", null)\n</code></pre> <pre>\n<code>+------------------------------------------+\n| masked_info                              |\n+------------------------------------------+\n| My email is [PERSON_NAME][EMAIL_ADDRESS] |\n+------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>deidentify</code>? Get help using <code>deidentify</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>deidentify</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/deidentify/#use-cases","title":"Use cases","text":"<p>A customer support system stores chat transcripts including customer names, email addresses, phone numbers, and potentially credit card numbers if they make a purchase through the chat.  Regulations like GDPR require protecting this sensitive information.  The <code>deidentify</code> function can be used within BigQuery to anonymize this data for analysis or other purposes where the raw PII isn't required.</p> <p>Scenario: A data analyst needs to analyze chat transcripts to understand common customer issues.  They don't need the actual PII, just the context of the conversations.</p> <p>Implementation:</p> <ol> <li> <p>Data Storage: Chat transcripts are stored in a BigQuery table with columns like <code>chat_id</code>, <code>customer_id</code>, <code>transcript</code>. The <code>transcript</code> column contains the raw conversation text.</p> </li> <li> <p>De-identification Query: The analyst can use the <code>deidentify</code> function in a query to create an anonymized view of the data:</p> </li> </ol> <pre><code>SELECT\n    chat_id,\n    customer_id,\n    bigfunctions.us.deidentify(transcript, 'PERSON_NAME,EMAIL_ADDRESS,PHONE_NUMBER,CREDIT_CARD_NUMBER') AS anonymized_transcript\nFROM\n    `project.dataset.chat_transcripts`;\n</code></pre> <p>This query replaces identifiable information within the <code>transcript</code> column with generic markers like <code>[PERSON_NAME]</code>, <code>[EMAIL_ADDRESS]</code>, etc.</p> <ol> <li>Analysis: The analyst can then perform their analysis on the anonymized view, preserving customer privacy while still gaining insights from the conversation data.  For example, they could use natural language processing to identify common themes or topics of discussion.</li> </ol> <p>Benefits:</p> <ul> <li>Compliance: Meets data privacy regulations by masking sensitive information.</li> <li>Simplified Analysis: Enables analysis without risking exposure of PII.</li> <li>Flexibility: Allows specifying the types of information to mask, providing granular control over the de-identification process.</li> <li>Data Utility: Preserves the context and content of the conversations, allowing for meaningful analysis even after removing PII.</li> </ul>"},{"location":"bigfunctions/deidentify/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/detect_language/","title":"detect_language - BigQuery function","text":"<p> bigfunctions  &gt; detect_language </p>"},{"location":"bigfunctions/detect_language/#detect_language","title":"detect_language","text":"Call or Deploy <code>detect_language</code> ? Call <code>detect_language</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>detect_language</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>detect_language</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>detect_language</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>detect_language</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get detect_language\nbigfun deploy detect_language\n</code></pre>"},{"location":"bigfunctions/detect_language/#description","title":"Description","text":"<p>Signature</p> <pre><code>detect_language(text)\n</code></pre> <p>Description</p> <p>Detects <code>text</code> language (using franc-min javascript library).</p> <p>Returns a three-letter language code (<code>eng</code> for <code>english</code> for example). Returns <code>und</code> for <code>undefined</code> if it could not detect the language or if the text is too short. All language codes are defined here</p>"},{"location":"bigfunctions/detect_language/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.detect_language('I love this project so much')\n</code></pre> <pre><code>select bigfunctions.us.detect_language('I love this project so much')\n</code></pre> <pre><code>select bigfunctions.europe_west1.detect_language('I love this project so much')\n</code></pre> <pre>\n<code>+----------+\n| language |\n+----------+\n| eng      |\n+----------+\n</code>\n</pre> Need help or Found a bug using <code>detect_language</code>? Get help using <code>detect_language</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>detect_language</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/detect_language/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/detect_sensitive_info/","title":"detect_sensitive_info - BigQuery function","text":"<p> bigfunctions  &gt; detect_sensitive_info </p>"},{"location":"bigfunctions/detect_sensitive_info/#detect_sensitive_info","title":"detect_sensitive_info","text":"Call or Deploy <code>detect_sensitive_info</code> ? Call <code>detect_sensitive_info</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>detect_sensitive_info</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>detect_sensitive_info</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>detect_sensitive_info</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>detect_sensitive_info</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get detect_sensitive_info\nbigfun deploy detect_sensitive_info\n</code></pre>"},{"location":"bigfunctions/detect_sensitive_info/#description","title":"Description","text":"<p>Signature</p> <pre><code>detect_sensitive_info(text)\n</code></pre> <p>Description</p> <p>Detect sensitive information in <code>text</code> using Cloud Data Loss Prevention</p>"},{"location":"bigfunctions/detect_sensitive_info/#examples","title":"Examples","text":"<p>1. String with email in it.</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.detect_sensitive_info(\"My email is shivam@google.co.in\")\n</code></pre> <pre><code>select bigfunctions.us.detect_sensitive_info(\"My email is shivam@google.co.in\")\n</code></pre> <pre><code>select bigfunctions.europe_west1.detect_sensitive_info(\"My email is shivam@google.co.in\")\n</code></pre> <pre>\n<code>+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| sensitive_info                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                |\n+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| [{\"string\": \"shivam\", \"info_type\": \"PERSON_NAME\", \"confidence\": \"POSSIBLE\"}, {\"string\": \"shivam\", \"info_type\": \"FIRST_NAME\", \"confidence\": \"POSSIBLE\"}, {\"string\": \"shivam\", \"info_type\": \"FEMALE_NAME\", \"confidence\": \"POSSIBLE\"}, {\"string\": \"shivam\", \"info_type\": \"MALE_NAME\", \"confidence\": \"POSSIBLE\"}, {\"string\": \"google\", \"info_type\": \"ORGANIZATION_NAME\", \"confidence\": \"POSSIBLE\"}, {\"string\": \"shivam@google.co.in\", \"info_type\": \"EMAIL_ADDRESS\", \"confidence\": \"VERY_LIKELY\"}, {\"string\": \"google.co.in\", \"info_type\": \"DOMAIN_NAME\", \"confidence\": \"LIKELY\"}] |\n+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> <p>2. String with phone number in it.</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.detect_sensitive_info(\"My phone number is 0123456789\")\n</code></pre> <pre><code>select bigfunctions.us.detect_sensitive_info(\"My phone number is 0123456789\")\n</code></pre> <pre><code>select bigfunctions.europe_west1.detect_sensitive_info(\"My phone number is 0123456789\")\n</code></pre> <pre>\n<code>+---------------------------------------------------------------------------------+\n| sensitive_info                                                                  |\n+---------------------------------------------------------------------------------+\n| [{\"string\": \"0123456789\", \"info_type\": \"PHONE_NUMBER\", \"confidence\": \"LIKELY\"}] |\n+---------------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>detect_sensitive_info</code>? Get help using <code>detect_sensitive_info</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>detect_sensitive_info</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/detect_sensitive_info/#use-cases","title":"Use cases","text":"<p>This <code>detect_sensitive_info</code> BigQuery function, leveraging Google Cloud DLP, has several practical use cases, particularly when dealing with large datasets stored in BigQuery:</p> <p>1. Data Discovery and Classification:</p> <ul> <li>Understanding Data Content: Before applying specific data governance policies or anonymization techniques, you need to know what sensitive data you have.  <code>detect_sensitive_info</code> can scan through text fields in your BigQuery tables to identify various types of sensitive information like PII (Personally Identifiable Information), including names, email addresses, phone numbers, credit card numbers, and more.</li> <li>Compliance Auditing: Regularly scanning your data with this function helps ensure compliance with data privacy regulations like GDPR, CCPA, HIPAA, etc.  You can identify potential violations and take corrective action.</li> </ul> <p>2. Data Masking and Anonymization:</p> <ul> <li>Pre-processing for Data Sharing: Before sharing datasets with third parties or making them publicly available, use <code>detect_sensitive_info</code> to pinpoint sensitive data. Then, you can apply appropriate masking or anonymization techniques (like redaction or pseudonymization) based on the detected information types.</li> </ul> <p>3. Security Monitoring and Threat Detection:</p> <ul> <li>Identifying Data Breaches: Implement continuous monitoring by periodically running <code>detect_sensitive_info</code> on critical datasets.  Unusual patterns or sudden appearances of sensitive information in unexpected locations might indicate a data breach or unauthorized access.</li> <li>Vulnerability Assessment:  By scanning data entering your BigQuery tables, you can assess vulnerabilities related to sensitive data exposure. For example, if a free-text field intended for product descriptions suddenly contains credit card numbers, it indicates a potential security flaw in your data ingestion process.</li> </ul> <p>4. Data Governance and Policy Enforcement:</p> <ul> <li>Automated Policy Enforcement: Integrate <code>detect_sensitive_info</code> into automated data governance workflows.  When sensitive data is detected, trigger alerts, block data ingestion, or automatically apply remediation steps.</li> </ul> <p>Example Scenario:</p> <p>Imagine a company storing customer feedback in a BigQuery table.  They want to analyze the feedback for sentiment analysis but need to protect customer privacy.</p> <ol> <li>They use <code>detect_sensitive_info</code> to scan the feedback text column.</li> <li>The function identifies email addresses and phone numbers mentioned in some feedback entries.</li> <li>Based on this, they apply a masking function to replace the identified sensitive information with placeholders or pseudonyms before sharing the data with their analytics team.</li> </ol> <p>This ensures that the analytics team can still perform sentiment analysis on the data without having access to the customers' private information.</p>"},{"location":"bigfunctions/detect_sensitive_info/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/distinct_values/","title":"distinct_values - BigQuery function","text":"<p> bigfunctions  &gt; distinct_values </p>"},{"location":"bigfunctions/distinct_values/#distinct_values","title":"distinct_values","text":"Call or Deploy <code>distinct_values</code> ? Call <code>distinct_values</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>distinct_values</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>distinct_values</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>distinct_values</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>distinct_values</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get distinct_values\nbigfun deploy distinct_values\n</code></pre>"},{"location":"bigfunctions/distinct_values/#description","title":"Description","text":"<p>Signature</p> <pre><code>distinct_values(arr)\n</code></pre> <p>Description</p> <p>Return distinct values</p>"},{"location":"bigfunctions/distinct_values/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.distinct_values([1, 4, 3, 4])\n</code></pre> <pre><code>select bigfunctions.us.distinct_values([1, 4, 3, 4])\n</code></pre> <pre><code>select bigfunctions.europe_west1.distinct_values([1, 4, 3, 4])\n</code></pre> <pre>\n<code>+-----------------+\n| distinct_values |\n+-----------------+\n| [1, 4, 3]       |\n+-----------------+\n</code>\n</pre> Need help or Found a bug using <code>distinct_values</code>? Get help using <code>distinct_values</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>distinct_values</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/distinct_values/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/exchange_rate/","title":"exchange_rate - BigQuery function","text":"<p> bigfunctions  &gt; exchange_rate </p>"},{"location":"bigfunctions/exchange_rate/#exchange_rate","title":"exchange_rate","text":"Call or Deploy <code>exchange_rate</code> ? Call <code>exchange_rate</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>exchange_rate</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>exchange_rate</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>exchange_rate</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>exchange_rate</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get exchange_rate\nbigfun deploy exchange_rate\n</code></pre>"},{"location":"bigfunctions/exchange_rate/#description","title":"Description","text":"<p>Signature</p> <pre><code>exchange_rate(base, to)\n</code></pre> <p>Description</p> <p>Get <code>exchange_rate</code> from <code>base</code> (e.g. <code>USD</code>) to <code>to</code> (e.g. <code>EUR</code>) from Yahoo Finance.</p> <p>This functions uses yfinance python package and returns the average of the <code>bid price</code> and the <code>ask price</code>. If the data is not available in Yahoo Finance, will return <code>null</code></p> Param Possible values <code>base</code>and<code>to</code> Iso 4217 currency codes such as <code>EUR</code> or <code>USD</code>. See active codes on wikipedia"},{"location":"bigfunctions/exchange_rate/#examples","title":"Examples","text":"<p>To know how many euros a dollar is worth</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.exchange_rate('USD', 'EUR')\n</code></pre> <pre><code>select bigfunctions.us.exchange_rate('USD', 'EUR')\n</code></pre> <pre><code>select bigfunctions.europe_west1.exchange_rate('USD', 'EUR')\n</code></pre> <pre>\n<code>+---------------+\n| exchange_rate |\n+---------------+\n| 0.910437      |\n+---------------+\n</code>\n</pre> Need help or Found a bug using <code>exchange_rate</code>? Get help using <code>exchange_rate</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>exchange_rate</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/exchange_rate/#use-cases","title":"Use cases","text":"<p>A company sells products internationally and stores sales data in BigQuery. The sales data includes the transaction amount and the currency in which the transaction occurred.  They need to report all sales in a single currency (e.g., USD) for financial analysis.</p> <p>They can use the <code>exchange_rate</code> function to convert all transactions to USD in their reporting queries.  For example, if they have a table called <code>sales</code> with columns <code>transaction_amount</code> and <code>transaction_currency</code>, they can write a query like this:</p> <pre><code>SELECT\n    transaction_amount * bigfunctions.us.exchange_rate(transaction_currency, 'USD') AS transaction_amount_usd\n  FROM\n    `your-project.your_dataset.sales`\n</code></pre> <p>This query would calculate <code>transaction_amount_usd</code> by multiplying the original <code>transaction_amount</code> by the exchange rate returned by the <code>exchange_rate</code> function. This effectively normalizes all transaction amounts to USD.  This makes it possible to aggregate and analyze sales data across different currencies, providing a consolidated view of the company's financial performance.</p>"},{"location":"bigfunctions/exchange_rate/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/explore_column/","title":"explore_column - BigQuery function","text":"<p> bigfunctions  &gt; explore_column </p>"},{"location":"bigfunctions/explore_column/#explore_column","title":"explore_column","text":"Call or Deploy <code>explore_column</code> ? Call <code>explore_column</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>explore_column</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>explore_column</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>explore_column</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>explore_column</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get explore_column\nbigfun deploy explore_column\n</code></pre>"},{"location":"bigfunctions/explore_column/#description","title":"Description","text":"<p>Signature</p> <pre><code>explore_column(fully_qualified_column)\n</code></pre> <p>Description</p> <p>Show column statistics</p> See the result as a data visualization in BigQuery Console! <p>The result of this function can be vizualized as an html report directly in BigQuery Console!</p> <ol> <li>Install this bookmarklet: bigfunctions (it has to be done only once)</li> <li>Open BigQuery console</li> <li>Click on the installed bookmarklet.<ul> <li>From now on, the bookmarklet code will observe the BigQuery console page.</li> <li>If a BigQuery result appears with a unique cell containing html content, it will be rendered.</li> </ul> </li> <li>You will have to click on the bookmarklet again:<ul> <li>If you refresh the Bigquery console page,</li> <li>If you open the BigQuery console in a new tab of your browser.</li> </ul> </li> <li>Run the query of the example and open the result of the latest subquery. The result will be shown as a nice html content.</li> </ol> <p></p> <p></p>"},{"location":"bigfunctions/explore_column/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>call bigfunctions.eu.explore_column(\"bigfunctions.eu.natality.weight_pounds\");\nselect html from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.us.explore_column(\"bigfunctions.us.natality.weight_pounds\");\nselect html from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.europe_west1.explore_column(\"bigfunctions.europe_west1.natality.weight_pounds\");\nselect html from bigfunction_result;\n</code></pre> Need help or Found a bug using <code>explore_column</code>? Get help using <code>explore_column</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>explore_column</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/explore_column/#use-cases","title":"Use cases","text":"<p>The <code>explore_column</code> function, as described, provides statistics about a specified column in a BigQuery table.  Here are a few use cases:</p> <ul> <li> <p>Data Understanding/Exploration: When working with a new dataset, you can quickly use <code>explore_column</code> to get a sense of the distribution of values within a particular column.  This helps understand data types, ranges, potential outliers, and the general characteristics of the data.  For example, if you have a column representing customer ages, <code>explore_column</code> could show you the average age, minimum and maximum ages, and potentially a histogram of the age distribution.</p> </li> <li> <p>Data Quality Assessment: <code>explore_column</code> can help identify data quality issues.  For instance, it might reveal unexpected values in a column (e.g., negative values in a column supposed to store positive numbers), a high number of NULL values, or a skewed distribution that might warrant further investigation.</p> </li> <li> <p>Feature Engineering:  Before using a column in a machine learning model, <code>explore_column</code> can help determine appropriate preprocessing steps.  For example, if a column has a highly skewed distribution, you might decide to apply a logarithmic transformation.  Understanding the distribution can also help you choose appropriate binning strategies for categorical features.</p> </li> <li> <p>Report Generation: The function generates HTML output which can be incorporated into automated reports. This allows for easy sharing of column-level statistics with stakeholders without manual analysis.</p> </li> <li> <p>Data Monitoring: By periodically running <code>explore_column</code> on key columns, you can monitor changes in data distributions over time. This can be useful for detecting anomalies or drifts in the data that might indicate problems with data ingestion or underlying business processes.</p> </li> </ul> <p>Example Scenario:</p> <p>Imagine you're analyzing a dataset of website user activity. You have a column called <code>time_spent_on_page</code> (in seconds). Using <code>explore_column(your_project.your_dataset.your_table.time_spent_on_page)</code> would quickly provide you with stats like the average, minimum, maximum time spent on a page, potentially a histogram visualization, and help you answer questions like:</p> <ul> <li>Are there users spending an unusually long or short time on the page?</li> <li>Is the distribution skewed?  Are most users spending a short time, with a few outliers spending a very long time?</li> <li>Are there a significant number of NULL values, indicating potential tracking issues?</li> </ul> <p>Based on this information, you can make decisions about data cleaning, feature engineering, or further investigation.</p>"},{"location":"bigfunctions/explore_column/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/explore_dataset/","title":"explore_dataset - BigQuery function","text":"<p> bigfunctions  &gt; explore_dataset </p>"},{"location":"bigfunctions/explore_dataset/#explore_dataset","title":"explore_dataset","text":"Call or Deploy <code>explore_dataset</code> ? Call <code>explore_dataset</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>explore_dataset</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>explore_dataset</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>explore_dataset</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>explore_dataset</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get explore_dataset\nbigfun deploy explore_dataset\n</code></pre>"},{"location":"bigfunctions/explore_dataset/#description","title":"Description","text":"<p>Signature</p> <pre><code>explore_dataset(fully_qualified_dataset)\n</code></pre> <p>Description</p> <p>Show infos about dataset tables</p> See the result as a data visualization in BigQuery Console! <p>The result of this function can be vizualized as an html report directly in BigQuery Console!</p> <ol> <li>Install this bookmarklet: bigfunctions (it has to be done only once)</li> <li>Open BigQuery console</li> <li>Click on the installed bookmarklet.<ul> <li>From now on, the bookmarklet code will observe the BigQuery console page.</li> <li>If a BigQuery result appears with a unique cell containing html content, it will be rendered.</li> </ul> </li> <li>You will have to click on the bookmarklet again:<ul> <li>If you refresh the Bigquery console page,</li> <li>If you open the BigQuery console in a new tab of your browser.</li> </ul> </li> <li>Run the query of the example and open the result of the latest subquery. The result will be shown as a nice html content.</li> </ol> <p></p> <p></p>"},{"location":"bigfunctions/explore_dataset/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>call bigfunctions.eu.explore_dataset(\"bigfunctions.eu\");\nselect html from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.us.explore_dataset(\"bigfunctions.us\");\nselect html from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.europe_west1.explore_dataset(\"bigfunctions.europe_west1\");\nselect html from bigfunction_result;\n</code></pre> Need help or Found a bug using <code>explore_dataset</code>? Get help using <code>explore_dataset</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>explore_dataset</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/explore_dataset/#use-cases","title":"Use cases","text":"<p>The <code>explore_dataset</code> function, as described, provides information about the tables within a specified BigQuery dataset. Here are some use cases:</p> <ul> <li> <p>Data Discovery and Exploration:  A data analyst or scientist new to a project can use this function to quickly understand the available datasets and their contents.  They can see the names of tables, which can give hints about the kind of data stored.  This speeds up the initial data discovery phase.</p> </li> <li> <p>Data Auditing and Documentation:  For compliance or documentation purposes, someone might need a list of all tables in a dataset. <code>explore_dataset</code> could automate generating this list, potentially including additional information.</p> </li> <li> <p>Impact Analysis:  Before making changes to a dataset (e.g., deleting tables, changing schemas), a developer could use this function to identify potentially affected downstream processes or reports.</p> </li> <li> <p>Data Governance: A data governance team could use this function to monitor dataset usage and ensure adherence to naming conventions or other data management policies.</p> </li> <li> <p>Building Data Catalogs: This function could be a building block for a more comprehensive data catalog. The output could be ingested into a metadata store or visualized in a custom dashboard.</p> </li> </ul> <p>Example Scenario:</p> <p>Imagine a data analyst joins a new team.  They are tasked with analyzing customer behavior data.  They know the data resides in a BigQuery dataset called <code>project.customer_data</code>.  They could use the <code>explore_dataset</code> function like this (assuming the dataset is in the <code>us</code> region):</p> <pre><code>call bigfunctions.us.explore_dataset(\"project.customer_data\");\nselect html from bigfunction_result;\n</code></pre> <p>This would give them a quick overview of all tables in the <code>customer_data</code> dataset, helping them understand what data is available and where to start their analysis.  The HTML output could potentially include table descriptions, schemas, last modified dates, or sizes, making the exploration even more efficient.</p> <p>Limitations based on documentation:</p> <p>The documentation heavily emphasizes using the pre-deployed public versions of this function. This might be convenient for quick checks but raises some concerns for production use:</p> <ul> <li>Dependency on external project: Relying on a third-party project introduces a potential point of failure or unexpected changes.</li> <li>Security: If you need to explore datasets with sensitive information, calling a public function isn't advisable.  Deploying the function in your own project would allow you to control access.</li> <li>Customization: The output is limited to HTML.  If you need to process the information programmatically (e.g., store it in a database), you'd need to parse the HTML. Deploying the function yourself allows for customizing the output format.</li> </ul> <p>For serious applications, consider deploying the <code>explore_dataset</code> function within your own Google Cloud Project for better control, security, and customization.</p>"},{"location":"bigfunctions/explore_dataset/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/explore_events/","title":"explore_events - BigQuery function","text":"<p> bigfunctions  &gt; explore_events </p>"},{"location":"bigfunctions/explore_events/#explore_events","title":"explore_events","text":"Call or Deploy <code>explore_events</code> ? Call <code>explore_events</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>explore_events</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>explore_events</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>explore_events</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>explore_events</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get explore_events\nbigfun deploy explore_events\n</code></pre>"},{"location":"bigfunctions/explore_events/#description","title":"Description","text":"<p>Signature</p> <pre><code>explore_events(events_table, max_minutes_between_events)\n</code></pre> <p>Description</p> <p>Show events (WORK IN PROGRESS)</p> See the result as a data visualization in BigQuery Console! <p>The result of this function can be vizualized as an html report directly in BigQuery Console!</p> <ol> <li>Install this bookmarklet: bigfunctions (it has to be done only once)</li> <li>Open BigQuery console</li> <li>Click on the installed bookmarklet.<ul> <li>From now on, the bookmarklet code will observe the BigQuery console page.</li> <li>If a BigQuery result appears with a unique cell containing html content, it will be rendered.</li> </ul> </li> <li>You will have to click on the bookmarklet again:<ul> <li>If you refresh the Bigquery console page,</li> <li>If you open the BigQuery console in a new tab of your browser.</li> </ul> </li> <li>Run the query of the example and open the result of the latest subquery. The result will be shown as a nice html content.</li> </ol> <p></p> <p></p>"},{"location":"bigfunctions/explore_events/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>call bigfunctions.eu.explore_events(\"bigfunctions.eu.natality.weight_pounds\");\nselect html from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.us.explore_events(\"bigfunctions.us.natality.weight_pounds\");\nselect html from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.europe_west1.explore_events(\"bigfunctions.europe_west1.natality.weight_pounds\");\nselect html from bigfunction_result;\n</code></pre> Need help or Found a bug using <code>explore_events</code>? Get help using <code>explore_events</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>explore_events</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/explore_events/#use-cases","title":"Use cases","text":"<p>This function, <code>explore_events</code>, aims to visualize events data from a BigQuery table.  Although marked as \"WORK IN PROGRESS\", the documentation suggests it's designed to display event sequences, possibly with a focus on the time elapsed between events.</p> <p>Here's a potential use case:</p> <p>Analyzing User Journeys on a Website:</p> <p>Imagine you have a BigQuery table storing website event data.  Each row represents an event with columns like:</p> <ul> <li><code>user_id</code>: Identifier for the user.</li> <li><code>event_timestamp</code>: Timestamp of the event.</li> <li><code>event_name</code>: Name of the event (e.g., \"page_view\", \"add_to_cart\", \"purchase\").</li> <li><code>page_url</code>:  The URL of the page visited (for page_view events).</li> <li><code>product_id</code>: The ID of the product added to cart or purchased.</li> </ul> <p>You could use <code>explore_events</code> to visualize common user journeys. By providing the table name and a <code>max_minutes_between_events</code> parameter (e.g., 60 minutes), the function could:</p> <ol> <li>Group events by <code>user_id</code> and order them by <code>event_timestamp</code>.</li> <li>Identify sequences of events within the specified time window. For instance, if a user views a product page, adds the product to their cart, and purchases it within an hour, that would be considered a single journey.</li> <li>Generate a visualization of these journeys. This could be a Sankey diagram, a funnel chart, or another suitable representation, showing the flow of users through different event sequences.  The documentation suggests HTML output, likely embedding JavaScript libraries like Chart.js or Google Charts.</li> </ol> <p>This would help you understand:</p> <ul> <li>Typical user behavior:  What are the most common paths users take on your website?</li> <li>Drop-off points: Where do users abandon their journey?  For example, are many users adding items to their cart but not completing the purchase?</li> <li>Effectiveness of website elements:  Does a particular page design or call-to-action lead to more conversions?</li> </ul> <p>Other potential use cases:</p> <ul> <li>Analyzing customer interactions with a mobile app: Similar to the website example, you can track events like app installs, feature usage, in-app purchases, etc.</li> <li>Understanding patient journeys in healthcare:  Track events like appointments, diagnoses, treatments to identify common pathways and potential areas for improvement.</li> <li>Monitoring IoT device activity: Visualize event sequences from connected devices to detect anomalies or patterns.</li> </ul> <p>It's important to note that the function's output and specific capabilities are not fully detailed in the provided documentation. The examples given don't offer much insight into the actual visualization produced.  Therefore, the exact implementation and usefulness depend on the final functionality of this \"WORK IN PROGRESS\" function.</p>"},{"location":"bigfunctions/explore_events/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/explore_funnels/","title":"explore_funnels - BigQuery function","text":"<p> bigfunctions  &gt; explore_funnels </p>"},{"location":"bigfunctions/explore_funnels/#explore_funnels","title":"explore_funnels","text":"Call or Deploy <code>explore_funnels</code> ? Call <code>explore_funnels</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>explore_funnels</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>explore_funnels</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>explore_funnels</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>explore_funnels</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get explore_funnels\nbigfun deploy explore_funnels\n</code></pre>"},{"location":"bigfunctions/explore_funnels/#description","title":"Description","text":"<p>Signature</p> <pre><code>explore_funnels(events_table, event_types)\n</code></pre> <p>Description</p> <p>Show funnels (WORK IN PROGRESS)</p> See the result as a data visualization in BigQuery Console! <p>The result of this function can be vizualized as an html report directly in BigQuery Console!</p> <ol> <li>Install this bookmarklet: bigfunctions (it has to be done only once)</li> <li>Open BigQuery console</li> <li>Click on the installed bookmarklet.<ul> <li>From now on, the bookmarklet code will observe the BigQuery console page.</li> <li>If a BigQuery result appears with a unique cell containing html content, it will be rendered.</li> </ul> </li> <li>You will have to click on the bookmarklet again:<ul> <li>If you refresh the Bigquery console page,</li> <li>If you open the BigQuery console in a new tab of your browser.</li> </ul> </li> <li>Run the query of the example and open the result of the latest subquery. The result will be shown as a nice html content.</li> </ol> <p></p> <p></p>"},{"location":"bigfunctions/explore_funnels/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>call bigfunctions.eu.explore_funnels('compte-nickel-dataprod.TEMP.EVENT_TYPE_SNOWPLOW2', [\"UserProfile\", \"PhoneNumberEditionWorkflowIntroduction\", \"PhoneNumberEditionForm\", \"PasswordChallenge\", \"CodeEmailChallenge\", \"CodeSMSChallenge\"]);\nselect html from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.us.explore_funnels('compte-nickel-dataprod.TEMP.EVENT_TYPE_SNOWPLOW2', [\"UserProfile\", \"PhoneNumberEditionWorkflowIntroduction\", \"PhoneNumberEditionForm\", \"PasswordChallenge\", \"CodeEmailChallenge\", \"CodeSMSChallenge\"]);\nselect html from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.europe_west1.explore_funnels('compte-nickel-dataprod.TEMP.EVENT_TYPE_SNOWPLOW2', [\"UserProfile\", \"PhoneNumberEditionWorkflowIntroduction\", \"PhoneNumberEditionForm\", \"PasswordChallenge\", \"CodeEmailChallenge\", \"CodeSMSChallenge\"]);\nselect html from bigfunction_result;\n</code></pre> Need help or Found a bug using <code>explore_funnels</code>? Get help using <code>explore_funnels</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>explore_funnels</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/explore_funnels/#use-cases","title":"Use cases","text":"<p>The <code>explore_funnels</code> function is designed to visualize user journeys through a series of events, commonly known as a funnel analysis.  Here's a breakdown of a potential use case:</p> <p>Scenario: An e-commerce website wants to understand user drop-off points during the checkout process.</p> <p>Events Table:  The <code>events_table</code> (e.g., 'compte-nickel-dataprod.TEMP.EVENT_TYPE_SNOWPLOW2' in the example) would contain user activity data. Each row represents a single event with information like:</p> <ul> <li><code>user_id</code>: Unique identifier for each user.</li> <li><code>event_type</code>: The type of event (e.g., 'Add to Cart', 'Begin Checkout', 'Payment Information', 'Order Confirmation').</li> <li><code>timestamp</code>:  The time the event occurred.</li> </ul> <p>Event Types: The <code>event_types</code> parameter (e.g., [\"UserProfile\", \"PhoneNumberEditionWorkflowIntroduction\", \"PhoneNumberEditionForm\", \"PasswordChallenge\", \"CodeEmailChallenge\", \"CodeSMSChallenge\"]) defines the steps in the funnel the analyst wants to examine.  In our e-commerce example, this could be:</p> <ul> <li>\"Add to Cart\"</li> <li>\"Begin Checkout\"</li> <li>\"Payment Information\"</li> <li>\"Order Confirmation\"</li> </ul> <p>How the Function Works:</p> <ol> <li>The function takes the <code>events_table</code> and <code>event_types</code> as input.</li> <li>It queries the <code>events_table</code> to find occurrences of each event type specified in <code>event_types</code>, ordered by the <code>timestamp</code>.</li> <li>It calculates the number of users who reached each step in the funnel.</li> <li>It then generates an HTML visualization of the funnel, showing the number of users at each stage and the drop-off rates between stages.  This visualization can be displayed directly within the BigQuery console using the provided bookmarklet.</li> </ol> <p>Insights Gained:</p> <p>By visualizing the funnel, the e-commerce website can identify where users are abandoning the checkout process.  For instance, if there's a large drop-off between \"Begin Checkout\" and \"Payment Information,\" it might indicate issues with the payment form or a lack of trust in the payment gateway. This insight can then inform improvements to the checkout experience, such as simplifying the payment form, offering more payment options, or highlighting security measures.</p> <p>Other Use Cases:</p> <p>Besides e-commerce checkout flows, this function can be applied to various scenarios:</p> <ul> <li>SaaS Onboarding: Tracking user progress through a software setup process.</li> <li>Mobile App Usage: Analyzing how users navigate through different screens in an app.</li> <li>Lead Generation: Monitoring the steps leads take from initial contact to conversion.</li> <li>Content Consumption:  Understanding how users engage with different pieces of content on a website.</li> </ul> <p>In essence, <code>explore_funnels</code> helps analyze any process that can be broken down into a series of sequential steps, allowing you to identify bottlenecks and optimize user flow.</p>"},{"location":"bigfunctions/explore_funnels/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/explore_table/","title":"explore_table - BigQuery function","text":"<p> bigfunctions  &gt; explore_table </p>"},{"location":"bigfunctions/explore_table/#explore_table","title":"explore_table","text":"Call or Deploy <code>explore_table</code> ? Call <code>explore_table</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>explore_table</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>explore_table</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>explore_table</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>explore_table</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get explore_table\nbigfun deploy explore_table\n</code></pre>"},{"location":"bigfunctions/explore_table/#description","title":"Description","text":"<p>Signature</p> <pre><code>explore_table(fully_qualified_table)\n</code></pre> <p>Description</p> <p>Show table infos and column statistics</p> See the result as a data visualization in BigQuery Console! <p>The result of this function can be vizualized as an html report directly in BigQuery Console!</p> <ol> <li>Install this bookmarklet: bigfunctions (it has to be done only once)</li> <li>Open BigQuery console</li> <li>Click on the installed bookmarklet.<ul> <li>From now on, the bookmarklet code will observe the BigQuery console page.</li> <li>If a BigQuery result appears with a unique cell containing html content, it will be rendered.</li> </ul> </li> <li>You will have to click on the bookmarklet again:<ul> <li>If you refresh the Bigquery console page,</li> <li>If you open the BigQuery console in a new tab of your browser.</li> </ul> </li> <li>Run the query of the example and open the result of the latest subquery. The result will be shown as a nice html content.</li> </ol> <p></p> <p></p>"},{"location":"bigfunctions/explore_table/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>call bigfunctions.eu.explore_table(\"bigfunctions.eu.natality\");\nselect html from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.us.explore_table(\"bigfunctions.us.natality\");\nselect html from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.europe_west1.explore_table(\"bigfunctions.europe_west1.natality\");\nselect html from bigfunction_result;\n</code></pre> Need help or Found a bug using <code>explore_table</code>? Get help using <code>explore_table</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>explore_table</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/explore_table/#use-cases","title":"Use cases","text":"<p>The <code>explore_table</code> function, as described, provides information and statistics about a BigQuery table.  Here are some use cases:</p> <ul> <li> <p>Data Discovery and Understanding: When working with a new or unfamiliar dataset, <code>explore_table</code> can quickly provide a high-level overview of the table's structure, including column names, data types, and basic statistics like minimum, maximum, and average values.  This helps users understand the data they're working with without writing complex queries.</p> </li> <li> <p>Data Quality Assessment: By examining the statistics generated by <code>explore_table</code>, analysts can identify potential data quality issues. For instance, unexpected minimum or maximum values might indicate errors in the data collection or processing pipeline.  Null value counts can highlight missing data problems.</p> </li> <li> <p>Exploratory Data Analysis (EDA): <code>explore_table</code> can be a starting point for EDA. The function's output can guide further investigation, helping analysts decide which columns are of interest and what kind of analysis to perform.</p> </li> <li> <p>Data Documentation and Reporting:  The function can automatically generate documentation about a table's schema and characteristics, saving analysts time and ensuring consistency in data documentation.  This information can be included in reports or shared with other team members.</p> </li> <li> <p>Debugging and Troubleshooting: When data pipelines or queries produce unexpected results, <code>explore_table</code> can help pinpoint the source of the problem. By comparing the statistics of a table before and after a transformation, analysts can identify discrepancies and track down errors.</p> </li> </ul> <p>Concrete Example Scenario:</p> <p>Imagine a data analyst working with a large public dataset like the BigQuery <code>natality</code> table (as mentioned in the documentation's examples). This table contains information about births in the US.  The analyst wants to understand the distribution of baby weights and see if there are any outliers or missing values in this column.  Instead of writing multiple queries to gather this information, they can simply call <code>explore_table(\"bigfunctions.us.natality\")</code>  and quickly get a summary of the <code>weight_pounds</code> column, including min, max, average, and null counts. This would immediately reveal the overall distribution and highlight any potential data issues.</p>"},{"location":"bigfunctions/explore_table/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/export_table_to_datastore/","title":"export_table_to_datastore - BigQuery function","text":"<p> bigfunctions  &gt; export_table_to_datastore </p>"},{"location":"bigfunctions/export_table_to_datastore/#export_table_to_datastore","title":"export_table_to_datastore","text":"Call or Deploy <code>export_table_to_datastore</code> ? Call <code>export_table_to_datastore</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>export_table_to_datastore</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>export_table_to_datastore</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>export_table_to_datastore</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>export_table_to_datastore</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get export_table_to_datastore\nbigfun deploy export_table_to_datastore\n</code></pre>"},{"location":"bigfunctions/export_table_to_datastore/#description","title":"Description","text":"<p>Signature</p> <pre><code>export_table_to_datastore(fully_qualified_table, key_column, datastore_path)\n</code></pre> <p>Description</p> <p>Export <code>fully_qualified_table</code> to datastore</p>"},{"location":"bigfunctions/export_table_to_datastore/#examples","title":"Examples","text":"<p>load random csv</p> EUUSeurope-west1 <pre><code>call bigfunctions.eu.export_table_to_datastore('your-project.dataset.table', 'user_id', 'your-project/default/default/users');\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.us.export_table_to_datastore('your-project.dataset.table', 'user_id', 'your-project/default/default/users');\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.europe_west1.export_table_to_datastore('your-project.dataset.table', 'user_id', 'your-project/default/default/users');\nselect * from bigfunction_result;\n</code></pre> <pre>\n<code>\n+---------+\n+   key   +\n+---------+\n+  12345  +\n+  23455  +\n+   ...   +\n+---------+\n\n</code>\n</pre> Need help or Found a bug using <code>export_table_to_datastore</code>? Get help using <code>export_table_to_datastore</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>export_table_to_datastore</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/export_table_to_datastore/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/export_to_datastore/","title":"export_to_datastore - BigQuery function","text":"<p> bigfunctions  &gt; export_to_datastore </p>"},{"location":"bigfunctions/export_to_datastore/#export_to_datastore","title":"export_to_datastore","text":"Call or Deploy <code>export_to_datastore</code> ? Call <code>export_to_datastore</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>export_to_datastore</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>export_to_datastore</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>export_to_datastore</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>export_to_datastore</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get export_to_datastore\nbigfun deploy export_to_datastore\n</code></pre>"},{"location":"bigfunctions/export_to_datastore/#description","title":"Description","text":"<p>Signature</p> <pre><code>export_to_datastore(datastore_path, key, data)\n</code></pre> <p>Description</p> <p>Exports <code>data</code> to Datastore (Firestore in Datastore mode) to <code>key</code> at <code>datastore_path</code> (like <code>project/database/namespace/kind</code>)</p> <p>\ud83d\udca1 For this to work, <code>bigfunction@bigfunctions.iam.gserviceaccount.com</code> must have datastore user role in your project.</p>"},{"location":"bigfunctions/export_to_datastore/#examples","title":"Examples","text":"<p>1. Export <code>data</code> to default database, to default namespace with auto-generated <code>key</code>.</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.export_to_datastore('your-project/default/default/users', null, json '{\"name\": \"Marc Harris\", \"email\": \"marc@harris.com\"}')\n</code></pre> <pre><code>select bigfunctions.us.export_to_datastore('your-project/default/default/users', null, json '{\"name\": \"Marc Harris\", \"email\": \"marc@harris.com\"}')\n</code></pre> <pre><code>select bigfunctions.europe_west1.export_to_datastore('your-project/default/default/users', null, json '{\"name\": \"Marc Harris\", \"email\": \"marc@harris.com\"}')\n</code></pre> <pre>\n<code>+------------------+\n| key              |\n+------------------+\n| 4503604769587200 |\n+------------------+\n</code>\n</pre> <p>2. Export <code>data</code> with email as <code>key</code>.</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.export_to_datastore('your-project/default/default/users', 'marc@harris.com', json '{\"name\": \"Marc Harris\"}')\n</code></pre> <pre><code>select bigfunctions.us.export_to_datastore('your-project/default/default/users', 'marc@harris.com', json '{\"name\": \"Marc Harris\"}')\n</code></pre> <pre><code>select bigfunctions.europe_west1.export_to_datastore('your-project/default/default/users', 'marc@harris.com', json '{\"name\": \"Marc Harris\"}')\n</code></pre> <pre>\n<code>+-----------------+\n| key             |\n+-----------------+\n| marc@harris.com |\n+-----------------+\n</code>\n</pre> Need help or Found a bug using <code>export_to_datastore</code>? Get help using <code>export_to_datastore</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>export_to_datastore</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/export_to_datastore/#use-cases","title":"Use cases","text":"<p>This <code>export_to_datastore</code> function is useful for scenarios where you need to move or synchronize data from BigQuery to Datastore (Firestore in Datastore mode). Here are a few use cases:</p> <ul> <li> <p>Materialized Views in Datastore: You might have complex analytical queries in BigQuery that produce aggregated data. Instead of recomputing these queries every time you need the results, you could use <code>export_to_datastore</code> to periodically store the aggregated data in Datastore.  This makes accessing these aggregations much faster for applications that don't need the full power of BigQuery.</p> </li> <li> <p>Data Synchronization for Microservices:  Imagine a microservice architecture where one service uses BigQuery for analytics and another service relies on Datastore for operational data.  You can use this function to keep the relevant data synchronized between the two data stores.  For example, BigQuery might store a user's purchase history, while Datastore stores their profile information.  You can use <code>export_to_datastore</code> to update the Datastore profile with aggregated purchase statistics calculated in BigQuery.</p> </li> <li> <p>Creating Lookups for Real-time Applications: BigQuery is great for analytical workloads, but not ideal for low-latency lookups.  If your application needs to quickly retrieve data based on a key, you can use <code>export_to_datastore</code> to create a lookup table in Datastore.  For instance, you might have product information stored in BigQuery, and you want to quickly retrieve product details by their SKU. You could export the SKU and relevant product details to Datastore for faster retrieval by your application.</p> </li> <li> <p>Simplifying Data Access for Non-technical Users: Datastore often provides a simpler interface for accessing data compared to BigQuery, especially for users who are not familiar with SQL.  You can use <code>export_to_datastore</code> to make specific datasets available in Datastore, allowing non-technical users to access and manipulate data more easily.</p> </li> <li> <p>Backup and Restore:  While not a primary backup solution, <code>export_to_datastore</code> could be used in conjunction with other backup methods to create a copy of specific BigQuery data in Datastore, particularly for smaller, critical datasets.</p> </li> </ul> <p>Example: Building a Real-time Product Catalog</p> <p>Let's say you have product information stored in a BigQuery table called <code>products</code>. You want to display this information on your website, which requires low-latency data access. Here's how you could use <code>export_to_datastore</code>:</p> <ol> <li>BigQuery Query: Write a query that selects the relevant product information (e.g., product_id, name, price, description) from the <code>products</code> table.</li> <li><code>export_to_datastore</code> Function:  Use the function within your BigQuery query to export the results to Datastore. You would use the <code>product_id</code> as the <code>key</code> and the remaining product information as the <code>data</code>.</li> </ol> <pre><code>SELECT bigfunctions.us.export_to_datastore(\n    'your-project',\n    null,  -- Use default namespace\n    'product_catalog', -- Kind for product data\n    CAST(product_id as STRING),  -- Product ID as key\n    TO_JSON_STRING(STRUCT(name, price, description))  -- Product details as JSON\n)\nFROM `your_project.your_dataset.products`;\n</code></pre> <ol> <li>Website Integration: Your website's backend can now efficiently retrieve product information from Datastore using the <code>product_id</code> as the key, providing a fast and responsive user experience.</li> </ol> <p>This is just one example.  The versatility of the <code>export_to_datastore</code> function allows you to bridge the gap between BigQuery's analytical capabilities and Datastore's operational strengths in a variety of situations.</p>"},{"location":"bigfunctions/export_to_datastore/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/export_to_pubsub/","title":"export_to_pubsub - BigQuery function","text":"<p> bigfunctions  &gt; export_to_pubsub </p>"},{"location":"bigfunctions/export_to_pubsub/#export_to_pubsub","title":"export_to_pubsub","text":"Call or Deploy <code>export_to_pubsub</code> ? Call <code>export_to_pubsub</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>export_to_pubsub</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>export_to_pubsub</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>export_to_pubsub</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>export_to_pubsub</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get export_to_pubsub\nbigfun deploy export_to_pubsub\n</code></pre>"},{"location":"bigfunctions/export_to_pubsub/#description","title":"Description","text":"<p>Signature</p> <pre><code>export_to_pubsub(project, topic, data, attributes)\n</code></pre> <p>Description</p> <p>Exports <code>data</code> and <code>attributes</code> to Pub/Sub <code>topic</code>.</p> <p>\ud83d\udca1 For this to work, <code>749389685934-compute@developer.gserviceaccount.com</code> must have publish permission on your topic.</p>"},{"location":"bigfunctions/export_to_pubsub/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.export_to_pubsub('your-project', 'your_topic', 'Your message data', '{\"attribute1\": \"value1\", \"attribute2\": \"value2\"}')\n</code></pre> <pre><code>select bigfunctions.us.export_to_pubsub('your-project', 'your_topic', 'Your message data', '{\"attribute1\": \"value1\", \"attribute2\": \"value2\"}')\n</code></pre> <pre><code>select bigfunctions.europe_west1.export_to_pubsub('your-project', 'your_topic', 'Your message data', '{\"attribute1\": \"value1\", \"attribute2\": \"value2\"}')\n</code></pre> <pre>\n<code>+----------------------+\n| published_message_id |\n+----------------------+\n| 1123432546           |\n+----------------------+\n</code>\n</pre> Need help or Found a bug using <code>export_to_pubsub</code>? Get help using <code>export_to_pubsub</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>export_to_pubsub</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/export_to_pubsub/#use-cases","title":"Use cases","text":"<p>Let's imagine you have a BigQuery table that tracks real-time sensor data from a manufacturing plant.  You want to trigger a downstream process whenever a sensor reading exceeds a certain threshold.  This downstream process might be an alert system, an automated adjustment to the machinery, or a data pipeline for further analysis.  Instead of constantly polling the BigQuery table, you can use the <code>export_to_pubsub</code> function to push relevant data to a Pub/Sub topic in real-time.</p> <p>Here's how it would work:</p> <ol> <li> <p>BigQuery Streaming Inserts: Sensor data is streamed into a BigQuery table.</p> </li> <li> <p>BigQuery Scheduled Query:  A scheduled query runs periodically (e.g., every minute) to check for sensor readings exceeding the threshold.  The query might look something like this:</p> </li> </ol> <pre><code>SELECT sensor_id, timestamp, reading\nFROM `your-project.your_dataset.sensor_data`\nWHERE reading &gt; 1000 AND _PARTITIONTIME &gt;= TIMESTAMP_SUB(CURRENT_TIMESTAMP(), INTERVAL 1 MINUTE)\n</code></pre> <ol> <li>Call <code>export_to_pubsub</code> within the query:  If the query returns any results, you integrate the <code>export_to_pubsub</code> function within the query itself:</li> </ol> <pre><code>SELECT bigfunctions.your_region.export_to_pubsub(\n    'your-project',\n    'sensor_alerts_topic',\n    TO_JSON_STRING(t),  -- Send the entire row as the message data\n    '{\"sensor_type\": \"temperature\"}' -- Add attributes for context\n)\nFROM (\n    SELECT sensor_id, timestamp, reading\n    FROM `your-project.your_dataset.sensor_data`\n    WHERE reading &gt; 1000 AND _PARTITIONTIME &gt;= TIMESTAMP_SUB(CURRENT_TIMESTAMP(), INTERVAL 1 MINUTE)\n) AS t;\n</code></pre> <ol> <li>Pub/Sub triggers downstream process: The <code>sensor_alerts_topic</code> is subscribed to by a service that handles the alerts or automated actions. When a message arrives on the topic, the subscriber is triggered, and the downstream process is initiated.</li> </ol> <p>Benefits:</p> <ul> <li>Real-time responsiveness:  Alerts and actions are triggered as soon as the threshold is crossed, without needing to constantly poll BigQuery.</li> <li>Scalability: Pub/Sub handles the message distribution, ensuring that the downstream systems can scale to handle a large volume of alerts.</li> <li>Decoupling: BigQuery is decoupled from the downstream processes, making the system more flexible and maintainable.</li> <li>Reduced cost: Avoids the cost and latency of repeatedly querying BigQuery for new data.</li> </ul> <p>This is just one example.  The <code>export_to_pubsub</code> function can be used in various scenarios where you need to push data from BigQuery to other systems in a real-time or near real-time fashion. Other examples include:</p> <ul> <li>New user registration: Push new user data to a Pub/Sub topic for welcome email processing.</li> <li>Order fulfillment:  Notify downstream systems about new orders placed.</li> <li>Fraud detection: Push suspicious transactions to a Pub/Sub topic for real-time analysis.</li> <li>Data synchronization: Keep other systems in sync with changes happening in BigQuery.</li> </ul>"},{"location":"bigfunctions/export_to_pubsub/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/faker/","title":"faker - BigQuery function","text":"<p> bigfunctions  &gt; faker </p>"},{"location":"bigfunctions/faker/#faker","title":"faker","text":"Call or Deploy <code>faker</code> ? Call <code>faker</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>faker</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>faker</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>faker</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>faker</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get faker\nbigfun deploy faker\n</code></pre>"},{"location":"bigfunctions/faker/#description","title":"Description","text":"<p>Signature</p> <pre><code>faker(what, locale)\n</code></pre> <p>Description</p> <p>Generates fake data of type <code>what</code> and localized with <code>locale</code> parameter (using faker python library)</p> Param Possible values <code>what</code> <code>aba</code>, <code>address</code>, <code>administrative_unit</code>, <code>am_pm</code>, <code>android_platform_token</code>, <code>ascii_company_email</code>, <code>ascii_email</code>, <code>ascii_free_email</code>, <code>ascii_safe_email</code>, <code>bank_country</code>, <code>bban</code>, <code>binary</code>, <code>boolean</code>, <code>bothify</code>, <code>bs</code>, <code>building_number</code>, <code>catch_phrase</code>, <code>century</code>, <code>chrome</code>, <code>city</code>, <code>city_prefix</code>, <code>city_suffix</code>, <code>color</code>, <code>color_name</code>, <code>company</code>, <code>company_email</code>, <code>company_suffix</code>, <code>coordinate</code>, <code>country</code>, <code>country_calling_code</code>, <code>country_code</code>, <code>credit_card_expire</code>, <code>credit_card_full</code>, <code>credit_card_number</code>, <code>credit_card_provider</code>, <code>credit_card_security_code</code>, <code>cryptocurrency</code>, <code>cryptocurrency_code</code>, <code>cryptocurrency_name</code>, <code>csv</code>, <code>currency</code>, <code>currency_code</code>, <code>currency_name</code>, <code>currency_symbol</code>, <code>current_country</code>, <code>current_country_code</code>, <code>date</code>, <code>date_between</code>, <code>date_between_dates</code>, <code>date_object</code>, <code>date_of_birth</code>, <code>date_this_century</code>, <code>date_this_decade</code>, <code>date_this_month</code>, <code>date_this_year</code>, <code>date_time</code>, <code>date_time_ad</code>, <code>date_time_between</code>, <code>date_time_between_dates</code>, <code>date_time_this_century</code>, <code>date_time_this_decade</code>, <code>date_time_this_month</code>, <code>date_time_this_year</code>, <code>day_of_month</code>, <code>day_of_week</code>, <code>dga</code>, <code>domain_name</code>, <code>domain_word</code>, <code>dsv</code>, <code>ean</code>, <code>ean13</code>, <code>ean8</code>, <code>ein</code>, <code>email</code>, <code>emoji</code>, <code>file_extension</code>, <code>file_name</code>, <code>file_path</code>, <code>firefox</code>, <code>first_name</code>, <code>first_name_female</code>, <code>first_name_male</code>, <code>first_name_nonbinary</code>, <code>fixed_width</code>, <code>free_email</code>, <code>free_email_domain</code>, <code>future_date</code>, <code>future_datetime</code>, <code>get_providers</code>, <code>hex_color</code>, <code>hexify</code>, <code>hostname</code>, <code>http_method</code>, <code>iana_id</code>, <code>iban</code>, <code>image_url</code>, <code>internet_explorer</code>, <code>invalid_ssn</code>, <code>ios_platform_token</code>, <code>ipv4</code>, <code>ipv4_network_class</code>, <code>ipv4_private</code>, <code>ipv4_public</code>, <code>ipv6</code>, <code>isbn10</code>, <code>isbn13</code>, <code>iso8601</code>, <code>items</code>, <code>itin</code>, <code>job</code>, <code>json</code>, <code>json_bytes</code>, <code>language_code</code>, <code>language_name</code>, <code>last_name</code>, <code>last_name_female</code>, <code>last_name_male</code>, <code>last_name_nonbinary</code>, <code>latitude</code>, <code>latlng</code>, <code>lexify</code>, <code>license_plate</code>, <code>linux_platform_token</code>, <code>linux_processor</code>, <code>local_latlng</code>, <code>locale</code>, <code>localized_ean</code>, <code>localized_ean13</code>, <code>localized_ean8</code>, <code>location_on_land</code>, <code>longitude</code>, <code>mac_address</code>, <code>mac_platform_token</code>, <code>mac_processor</code>, <code>md5</code>, <code>military_apo</code>, <code>military_dpo</code>, <code>military_ship</code>, <code>military_state</code>, <code>mime_type</code>, <code>month</code>, <code>month_name</code>, <code>msisdn</code>, <code>name</code>, <code>name_female</code>, <code>name_male</code>, <code>name_nonbinary</code>, <code>nic_handle</code>, <code>nic_handles</code>, <code>null_boolean</code>, <code>numerify</code>, <code>opera</code>, <code>paragraph</code>, <code>paragraphs</code>, <code>password</code>, <code>past_date</code>, <code>past_datetime</code>, <code>phone_number</code>, <code>port_number</code>, <code>postalcode</code>, <code>postalcode_in_state</code>, <code>postalcode_plus4</code>, <code>postcode</code>, <code>postcode_in_state</code>, <code>prefix</code>, <code>prefix_female</code>, <code>prefix_male</code>, <code>prefix_nonbinary</code>, <code>pricetag</code>, <code>profile</code>, <code>psv</code>, <code>pybool</code>, <code>pydecimal</code>, <code>pydict</code>, <code>pyfloat</code>, <code>pyint</code>, <code>pyiterable</code>, <code>pylist</code>, <code>pyobject</code>, <code>pyset</code>, <code>pystr</code>, <code>pystr_format</code>, <code>pystruct</code>, <code>pytimezone</code>, <code>pytuple</code>, <code>random_choices</code>, <code>random_digit</code>, <code>random_digit_not_null</code>, <code>random_digit_not_null_or_empty</code>, <code>random_digit_or_empty</code>, <code>random_element</code>, <code>random_elements</code>, <code>random_int</code>, <code>random_letter</code>, <code>random_letters</code>, <code>random_lowercase_letter</code>, <code>random_number</code>, <code>random_sample</code>, <code>random_uppercase_letter</code>, <code>randomize_nb_elements</code>, <code>rgb_color</code>, <code>rgb_css_color</code>, <code>ripe_id</code>, <code>safari</code>, <code>safe_color_name</code>, <code>safe_domain_name</code>, <code>safe_email</code>, <code>safe_hex_color</code>, <code>sbn9</code>, <code>secondary_address</code>, <code>seed_instance</code>, <code>sentence</code>, <code>sentences</code>, <code>sha1</code>, <code>sha256</code>, <code>simple_profile</code>, <code>slug</code>, <code>ssn</code>, <code>state</code>, <code>state_abbr</code>, <code>street_address</code>, <code>street_name</code>, <code>street_suffix</code>, <code>suffix</code>, <code>suffix_female</code>, <code>suffix_male</code>, <code>suffix_nonbinary</code>, <code>swift</code>, <code>swift11</code>, <code>swift8</code>, <code>tar</code>, <code>text</code>, <code>texts</code>, <code>time</code>, <code>time_delta</code>, <code>time_object</code>, <code>time_series</code>, <code>timezone</code>, <code>tld</code>, <code>tsv</code>, <code>unix_device</code>, <code>unix_partition</code>, <code>unix_time</code>, <code>upc_a</code>, <code>upc_e</code>, <code>uri</code>, <code>uri_extension</code>, <code>uri_page</code>, <code>uri_path</code>, <code>url</code>, <code>user_agent</code>, <code>user_name</code>, <code>uuid4</code>, <code>windows_platform_token</code>, <code>word</code>, <code>words</code>, <code>year</code>, <code>zip</code>, <code>zipcode</code>, <code>zipcode_in_state</code>, <code>zipcode_plus4</code> <code>locale</code> <code>null</code>, <code>ar_AA</code>, <code>ar_AE</code>, <code>ar_BH</code>, <code>ar_EG</code>, <code>ar_JO</code>, <code>ar_PS</code>, <code>ar_SA</code>, <code>az_AZ</code>, <code>bg_BG</code>, <code>bn_BD</code>, <code>bs_BA</code>, <code>cs_CZ</code>, <code>da_DK</code>, <code>de</code>, <code>de_AT</code>, <code>de_CH</code>, <code>de_DE</code>, <code>dk_DK</code>, <code>el_CY</code>, <code>el_GR</code>, <code>en</code>, <code>en_AU</code>, <code>en_CA</code>, <code>en_GB</code>, <code>en_IE</code>, <code>en_IN</code>, <code>en_NZ</code>, <code>en_PH</code>, <code>en_TH</code>, <code>en_US</code>, <code>es</code>, <code>es_AR</code>, <code>es_CA</code>, <code>es_CL</code>, <code>es_CO</code>, <code>es_ES</code>, <code>es_MX</code>, <code>et_EE</code>, <code>fa_IR</code>, <code>fi_FI</code>, <code>fil_PH</code>, <code>fr_BE</code>, <code>fr_CA</code>, <code>fr_CH</code>, <code>fr_FR</code>, <code>fr_QC</code>, <code>ga_IE</code>, <code>he_IL</code>, <code>hi_IN</code>, <code>hr_HR</code>, <code>hu_HU</code>, <code>hy_AM</code>, <code>id_ID</code>, <code>it_CH</code>, <code>it_IT</code>, <code>ja_JP</code>, <code>ka_GE</code>, <code>ko_KR</code>, <code>la</code>, <code>lb_LU</code>, <code>lt_LT</code>, <code>lv_LV</code>, <code>mt_MT</code>, <code>ne_NP</code>, <code>nl_BE</code>, <code>nl_NL</code>, <code>no_NO</code>, <code>or_IN</code>, <code>pl_PL</code>, <code>pt_BR</code>, <code>pt_PT</code>, <code>ro_RO</code>, <code>ru_RU</code>, <code>sk_SK</code>, <code>sl_SI</code>, <code>sq_AL</code>, <code>sv_SE</code>, <code>ta_IN</code>, <code>th</code>, <code>th_TH</code>, <code>tl_PH</code>, <code>tr_TR</code>, <code>tw_GH</code>, <code>uk_UA</code>, <code>vi_VN</code>, <code>zh_CN</code>, <code>zh_TW</code>"},{"location":"bigfunctions/faker/#examples","title":"Examples","text":"<p>1. Generate fake italian name</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.faker(\"name\", \"it_IT\")\n</code></pre> <pre><code>select bigfunctions.us.faker(\"name\", \"it_IT\")\n</code></pre> <pre><code>select bigfunctions.europe_west1.faker(\"name\", \"it_IT\")\n</code></pre> <pre>\n<code>+------------------+\n| fake_data        |\n+------------------+\n| Michela Beccaria |\n+------------------+\n</code>\n</pre> <p>2. Generate fake IPv4 address (without specifying locale)</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.faker(\"ipv4_private\", null)\n</code></pre> <pre><code>select bigfunctions.us.faker(\"ipv4_private\", null)\n</code></pre> <pre><code>select bigfunctions.europe_west1.faker(\"ipv4_private\", null)\n</code></pre> <pre>\n<code>+---------------+\n| fake_data     |\n+---------------+\n| 10.52.207.187 |\n+---------------+\n</code>\n</pre> Need help or Found a bug using <code>faker</code>? Get help using <code>faker</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>faker</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/faker/#use-cases","title":"Use cases","text":"<p>This <code>faker</code> BigQuery function has several practical use cases, primarily centered around generating realistic test data:</p> <ol> <li> <p>Populating Test Databases: When developing or testing applications that interact with BigQuery, you often need a substantial amount of data to simulate real-world scenarios. Instead of manually creating this data, you can use <code>faker</code> to automatically generate a large volume of realistic fake data for various data types like names, addresses, emails, dates, etc.  This ensures your application is tested under realistic conditions.</p> </li> <li> <p>Data Anonymization and Privacy: In situations where you need to share data but protect sensitive information, <code>faker</code> can be used to replace real data with plausible fake data. This allows you to maintain the statistical properties of the dataset while preserving individual privacy.  For instance, you could replace real names with fake names, real addresses with fake addresses, and so on.</p> </li> <li> <p>Demonstrations and Mockups:  When demonstrating a new application or creating mockups, you may not have access to real data. <code>faker</code> provides a quick and easy way to generate realistic data to populate your demos and make them more compelling.</p> </li> <li> <p>Load Testing: To test the performance of your BigQuery queries and applications under stress, you can use <code>faker</code> to generate large datasets with specific characteristics. This helps you identify potential bottlenecks and optimize your queries for better performance.</p> </li> <li> <p>Training Machine Learning Models: Some machine learning models require large amounts of data for training. <code>faker</code> can supplement real data or even be used to generate entirely synthetic datasets for training purposes, especially when real data is scarce or expensive to obtain.</p> </li> <li> <p>Data Analysis and Exploration: When exploring a new dataset or developing new data analysis techniques, <code>faker</code> can be used to generate datasets with known properties. This allows you to test your analysis methods and understand how they perform under different conditions.</p> </li> </ol> <p>Example Scenario:</p> <p>Imagine you are developing a new e-commerce application and need to test its reporting features.  You could use <code>faker</code> to generate a dataset of fake customer orders with realistic order dates, product names, prices, shipping addresses, and so on.  This would allow you to thoroughly test your reporting dashboard and ensure it can handle a large volume of data and accurately calculate metrics like sales by region, average order value, and customer lifetime value.</p> <p>By leveraging the various data types and locales supported by <code>faker</code>, you can tailor the generated data to your specific needs and create highly realistic test scenarios.</p>"},{"location":"bigfunctions/faker/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/find_greater_value/","title":"find_greater_value - BigQuery function","text":"<p> bigfunctions  &gt; find_greater_value </p>"},{"location":"bigfunctions/find_greater_value/#find_greater_value","title":"find_greater_value","text":"Call or Deploy <code>find_greater_value</code> ? Call <code>find_greater_value</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>find_greater_value</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>find_greater_value</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>find_greater_value</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>find_greater_value</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get find_greater_value\nbigfun deploy find_greater_value\n</code></pre>"},{"location":"bigfunctions/find_greater_value/#description","title":"Description","text":"<p>Signature</p> <pre><code>find_greater_value(arr, x)\n</code></pre> <p>Description</p> <p>Return the <code>offset</code> (zero-based index) of the first <code>value</code> in <code>arr</code> where <code>value &gt;= x</code> (or <code>null</code> if no <code>value</code> is greater than <code>x</code>).</p>"},{"location":"bigfunctions/find_greater_value/#examples","title":"Examples","text":"<p>1. When a strictly greater <code>value</code> exists in array</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.find_greater_value([0, 20, 50, 80, 100], 25)\n</code></pre> <pre><code>select bigfunctions.us.find_greater_value([0, 20, 50, 80, 100], 25)\n</code></pre> <pre><code>select bigfunctions.europe_west1.find_greater_value([0, 20, 50, 80, 100], 25)\n</code></pre> <pre>\n<code>+--------+\n| offset |\n+--------+\n| 2      |\n+--------+\n</code>\n</pre> <p>2. When an identical <code>value</code> exists in array</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.find_greater_value([0, 20, 50, 80, 100], 20)\n</code></pre> <pre><code>select bigfunctions.us.find_greater_value([0, 20, 50, 80, 100], 20)\n</code></pre> <pre><code>select bigfunctions.europe_west1.find_greater_value([0, 20, 50, 80, 100], 20)\n</code></pre> <pre>\n<code>+--------+\n| offset |\n+--------+\n| 1      |\n+--------+\n</code>\n</pre> <p>3. When a greater <code>value</code> does NOT exist in array</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.find_greater_value([0, 20, 50, 80, 100], 110)\n</code></pre> <pre><code>select bigfunctions.us.find_greater_value([0, 20, 50, 80, 100], 110)\n</code></pre> <pre><code>select bigfunctions.europe_west1.find_greater_value([0, 20, 50, 80, 100], 110)\n</code></pre> <pre>\n<code>+--------+\n| offset |\n+--------+\n| null   |\n+--------+\n</code>\n</pre> Need help or Found a bug using <code>find_greater_value</code>? Get help using <code>find_greater_value</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>find_greater_value</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/find_greater_value/#use-cases","title":"Use cases","text":"<p>Use Case: Finding the appropriate pricing tier</p> <p>Imagine you have a table of pricing tiers for a product, with each tier defined by a usage threshold and a corresponding price. You could use <code>find_greater_value</code> to efficiently determine the correct pricing tier for a given customer's usage.</p> <p>Example Scenario:</p> <p>A software company offers different pricing tiers based on the number of API calls made per month:</p> Tier API Calls Price Free 0-1,000 $0 Basic 1,001-5,000 $25 Premium 5,001-10,000 $50 Enterprise &gt; 10,000 $100 <p>BigQuery Implementation:</p> <pre><code>WITH PricingTiers AS (\n    SELECT [1000, 5000, 10000] AS api_call_thresholds,\n           [0, 25, 50, 100] AS prices\n),\nCustomerUsage AS (\n    SELECT 'customer_A' AS customer_id, 7500 AS api_calls\n)\nSELECT\n    CustomerUsage.customer_id,\n    CustomerUsage.api_calls,\n    PricingTiers.prices[SAFE_OFFSET(bigfunctions.YOUR_REGION.find_greater_value(PricingTiers.api_call_thresholds, CustomerUsage.api_calls))] AS price\nFROM CustomerUsage\nCROSS JOIN PricingTiers;\n</code></pre> <p>Explanation:</p> <ol> <li><code>PricingTiers</code> CTE: This CTE stores the API call thresholds and corresponding prices as arrays.</li> <li><code>CustomerUsage</code> CTE: This CTE represents the customer's API usage.</li> <li>Main Query:</li> <li>It joins <code>CustomerUsage</code> and <code>PricingTiers</code>.</li> <li><code>find_greater_value</code> searches the <code>api_call_thresholds</code> array for the first value greater than or equal to the customer's <code>api_calls</code>. This returns the index (offset) of the appropriate tier.</li> <li><code>SAFE_OFFSET</code> handles cases where the usage exceeds all defined tiers (e.g., &gt; 10,000), returning the last price in the array.</li> </ol> <p>Result:</p> customer_id api_calls price customer_A 7500 50 <p>This example demonstrates how <code>find_greater_value</code> can be used for efficient lookups in tiered data, eliminating the need for complex <code>CASE</code> statements or joins. This approach is particularly useful when dealing with a large number of tiers or when the tiers are subject to change, as updating the arrays is much simpler than modifying numerous <code>CASE</code> conditions. You could extend this to other use cases such as tax brackets, shipping costs based on weight, or commission rates based on sales volume.  Remember to replace <code>YOUR_REGION</code> with your BigQuery region (e.g. <code>us</code>, <code>eu</code>, <code>us-central1</code>).</p>"},{"location":"bigfunctions/find_greater_value/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/find_lower_value/","title":"find_lower_value - BigQuery function","text":"<p> bigfunctions  &gt; find_lower_value </p>"},{"location":"bigfunctions/find_lower_value/#find_lower_value","title":"find_lower_value","text":"Call or Deploy <code>find_lower_value</code> ? Call <code>find_lower_value</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>find_lower_value</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>find_lower_value</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>find_lower_value</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>find_lower_value</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get find_lower_value\nbigfun deploy find_lower_value\n</code></pre>"},{"location":"bigfunctions/find_lower_value/#description","title":"Description","text":"<p>Signature</p> <pre><code>find_lower_value(arr, x)\n</code></pre> <p>Description</p> <p>Return the <code>offset</code> (zero-based index) of the first <code>value</code> in <code>arr</code> where <code>value &lt;= x</code> (or <code>null</code> if no <code>value</code> is lower than <code>x</code>).</p>"},{"location":"bigfunctions/find_lower_value/#examples","title":"Examples","text":"<p>1. When a strictly lower <code>value</code> exists in array</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.find_lower_value([5, 4, 3, 100], 3.5)\n</code></pre> <pre><code>select bigfunctions.us.find_lower_value([5, 4, 3, 100], 3.5)\n</code></pre> <pre><code>select bigfunctions.europe_west1.find_lower_value([5, 4, 3, 100], 3.5)\n</code></pre> <pre>\n<code>+--------+\n| offset |\n+--------+\n| 2      |\n+--------+\n</code>\n</pre> <p>2. When an identical <code>value</code> exists in array</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.find_lower_value([5, 4, 3, 100], 4)\n</code></pre> <pre><code>select bigfunctions.us.find_lower_value([5, 4, 3, 100], 4)\n</code></pre> <pre><code>select bigfunctions.europe_west1.find_lower_value([5, 4, 3, 100], 4)\n</code></pre> <pre>\n<code>+--------+\n| offset |\n+--------+\n| 1      |\n+--------+\n</code>\n</pre> <p>3. When a lower <code>value</code> does NOT exist in array</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.find_lower_value([5, 4, 3, 100], 2)\n</code></pre> <pre><code>select bigfunctions.us.find_lower_value([5, 4, 3, 100], 2)\n</code></pre> <pre><code>select bigfunctions.europe_west1.find_lower_value([5, 4, 3, 100], 2)\n</code></pre> <pre>\n<code>+--------+\n| offset |\n+--------+\n| null   |\n+--------+\n</code>\n</pre> Need help or Found a bug using <code>find_lower_value</code>? Get help using <code>find_lower_value</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>find_lower_value</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/find_lower_value/#use-cases","title":"Use cases","text":"<p>Imagine you have a table of product prices and you want to find the index of the first product in a given list that is priced at or below a certain threshold.</p> <p>Scenario: You're building a price comparison tool.  You have a table with competitor prices for a specific product:</p> Competitor Price A 12.99 B 10.50 C 15.00 D 9.99 E 11.75 <p>A user sets a maximum price they are willing to pay, say $11.00. You want to quickly find the first competitor in the list offering a price at or below $11.00.</p> <p>BigQuery SQL using <code>find_lower_value</code>:</p> <pre><code>SELECT find_lower_value([12.99, 10.50, 15.00, 9.99, 11.75], 11.00) AS first_affordable_competitor_index;\n</code></pre> <p>This query would return <code>1</code>, which is the index of competitor B (remember, it's zero-based indexing).</p> <p>Other Use Cases:</p> <ul> <li>Inventory Management: Finding the index of the first bin in a warehouse with stock at or below a reorder point.</li> <li>Data Analysis: Quickly locating the first data point in a time series that falls below a certain threshold (e.g., first day temperature dropped below freezing).</li> <li>Game Development: Determining the first item in a sorted list of player scores that is less than or equal to a given score.</li> <li>Algorithm Optimization:  As part of more complex algorithms like binary search variations, where you need to efficiently find the position of an element or the first element meeting a specific condition within a sorted or partially sorted array.</li> </ul> <p>This function provides a concise and efficient way to perform this type of search within BigQuery without needing to write more complex procedural code.</p>"},{"location":"bigfunctions/find_lower_value/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/find_value/","title":"find_value - BigQuery function","text":"<p> bigfunctions  &gt; find_value </p>"},{"location":"bigfunctions/find_value/#find_value","title":"find_value","text":"Call or Deploy <code>find_value</code> ? Call <code>find_value</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>find_value</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>find_value</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>find_value</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>find_value</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get find_value\nbigfun deploy find_value\n</code></pre>"},{"location":"bigfunctions/find_value/#description","title":"Description","text":"<p>Signature</p> <pre><code>find_value(arr, value)\n</code></pre> <p>Description</p> <p>Return the first <code>offset</code> (zero-based index) of <code>value</code> in array <code>arr</code> (or <code>null</code> if <code>value</code> is not in <code>arr</code>).</p>"},{"location":"bigfunctions/find_value/#examples","title":"Examples","text":"<p>1. When <code>value</code> is in array</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.find_value([3, 4], 4)\n</code></pre> <pre><code>select bigfunctions.us.find_value([3, 4], 4)\n</code></pre> <pre><code>select bigfunctions.europe_west1.find_value([3, 4], 4)\n</code></pre> <pre>\n<code>+--------+\n| offset |\n+--------+\n| 1      |\n+--------+\n</code>\n</pre> <p>2. When <code>value</code> is not in array</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.find_value([3, 4], 7)\n</code></pre> <pre><code>select bigfunctions.us.find_value([3, 4], 7)\n</code></pre> <pre><code>select bigfunctions.europe_west1.find_value([3, 4], 7)\n</code></pre> <pre>\n<code>+--------+\n| offset |\n+--------+\n| null   |\n+--------+\n</code>\n</pre> Need help or Found a bug using <code>find_value</code>? Get help using <code>find_value</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>find_value</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/find_value/#use-cases","title":"Use cases","text":"<p>You have a table of customer orders, and each order has an array of product IDs.  You want to find the position of a specific product ID within each order's product array.</p> <p>Table Schema:</p> <pre><code>CREATE OR REPLACE TABLE `your_project.your_dataset.orders` (\n  order_id INT64,\n  product_ids ARRAY&lt;INT64&gt;\n);\n\nINSERT INTO `your_project.your_dataset.orders` (order_id, product_ids) VALUES\n(1, [101, 102, 103, 104]),\n(2, [102, 105, 106]),\n(3, [101, 103, 107, 102]);\n</code></pre> <p>Use Case: Finding the position of product ID 102:</p> <pre><code>SELECT\n    order_id,\n    bigfunctions.your_region.find_value(product_ids, 102) AS product_102_position\n  FROM\n    `your_project.your_dataset.orders`;\n</code></pre> <p>Result:</p> <pre><code>+---------+----------------------+\n| order_id | product_102_position |\n+---------+----------------------+\n|       1 |                    1 |\n|       2 |                    0 |\n|       3 |                    3 |\n+---------+----------------------+\n</code></pre> <p>Explanation:</p> <ul> <li>The <code>find_value</code> function searches the <code>product_ids</code> array for the value <code>102</code>.</li> <li>It returns the zero-based index (position) of the first occurrence of <code>102</code>.</li> <li>For <code>order_id = 1</code>, <code>102</code> is at index 1.</li> <li>For <code>order_id = 2</code>, <code>102</code> is at index 0.</li> <li>For <code>order_id = 3</code>, <code>102</code> is at index 3.</li> </ul> <p>Other Potential Use Cases:</p> <ul> <li>Inventory Management:  Find the location of a specific item within a warehouse represented as an array.</li> <li>Log Analysis: Find the first occurrence of a specific error code within a log entry containing an array of codes.</li> <li>User Behavior Analysis:  Determine the position of a specific action within a user's sequence of actions on a website.</li> </ul> <p>Remember to replace <code>your_project</code>, <code>your_dataset</code>, and <code>your_region</code> with your actual values.  For example, if your dataset is in the <code>us-central1</code> region, you would use <code>bigfunctions.us_central1</code>.</p>"},{"location":"bigfunctions/find_value/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/format_percentage/","title":"format_percentage - BigQuery function","text":"<p> bigfunctions  &gt; format_percentage </p>"},{"location":"bigfunctions/format_percentage/#format_percentage","title":"format_percentage","text":"Call or Deploy <code>format_percentage</code> ? Call <code>format_percentage</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>format_percentage</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>format_percentage</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>format_percentage</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>format_percentage</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get format_percentage\nbigfun deploy format_percentage\n</code></pre>"},{"location":"bigfunctions/format_percentage/#description","title":"Description","text":"<p>Signature</p> <pre><code>format_percentage(first_number, second_number, nb_decimals)\n</code></pre> <p>Description</p> <p>Return <code>first_number / second_number</code> as a formatted percentage in a user-friendly format. You can use this function to handle a safe divide of the two numbers as well as your desired level of rounding.</p>"},{"location":"bigfunctions/format_percentage/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.format_percentage(1, 3, 2)\n</code></pre> <pre><code>select bigfunctions.us.format_percentage(1, 3, 2)\n</code></pre> <pre><code>select bigfunctions.europe_west1.format_percentage(1, 3, 2)\n</code></pre> <pre>\n<code>+----------------------+\n| formatted_percentage |\n+----------------------+\n| 33.33 %              |\n+----------------------+\n</code>\n</pre> Need help or Found a bug using <code>format_percentage</code>? Get help using <code>format_percentage</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>format_percentage</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/format_percentage/#use-cases","title":"Use cases","text":"<p>You're an analyst for an e-commerce company and you need to calculate and display the conversion rate for different marketing campaigns.  You have a table with the number of clicks and the number of resulting purchases for each campaign.</p> <pre><code>WITH campaign_data AS (\n    SELECT\n        'Campaign A' AS campaign_name,\n        1000 AS clicks,\n        50 AS purchases\n    UNION ALL\n    SELECT\n        'Campaign B' AS campaign_name,\n        500 AS clicks,\n        20 AS purchases\n    UNION ALL\n    SELECT\n        'Campaign C' AS campaign_name,\n        2000 AS clicks,\n        150 AS purchases\n\n)\n\nSELECT\n    campaign_name,\n    bigfunctions.us.format_percentage(purchases, clicks, 2) AS conversion_rate\nFROM campaign_data;\n</code></pre> <p>This query uses the <code>format_percentage</code> function to calculate the conversion rate (purchases / clicks) for each campaign and format it as a percentage with two decimal places.  The result would be a table like this:</p> <pre><code>+---------------+----------------+\n| campaign_name | conversion_rate |\n+---------------+----------------+\n| Campaign A    | 5.00 %         |\n| Campaign B    | 4.00 %         |\n| Campaign C    | 7.50 %         |\n+---------------+----------------+\n</code></pre> <p>This makes it easy to compare the effectiveness of different campaigns in a human-readable format.  You could also use this function to calculate and display other percentages, such as sales growth rates, discount percentages, or return rates.</p>"},{"location":"bigfunctions/format_percentage/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/frequent_values/","title":"frequent_values - BigQuery function","text":"<p> bigfunctions  &gt; frequent_values </p>"},{"location":"bigfunctions/frequent_values/#frequent_values","title":"frequent_values","text":"Call or Deploy <code>frequent_values</code> ? Call <code>frequent_values</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>frequent_values</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>frequent_values</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>frequent_values</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>frequent_values</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get frequent_values\nbigfun deploy frequent_values\n</code></pre>"},{"location":"bigfunctions/frequent_values/#description","title":"Description","text":"<p>Signature</p> <pre><code>frequent_values(values, frequency_threshold)\n</code></pre> <p>Description</p> <p>Returns <code>frequent_values</code> among array of <code>values</code></p> <p>This function computes the frequency of each value in <code>values</code> array and returns the values which frequency is stricly above the given <code>frequency_threshold</code>.</p>"},{"location":"bigfunctions/frequent_values/#examples","title":"Examples","text":"<p>Detect frequent strings in an array of strings with a <code>frequency_threshold</code> of 0.2. <code>banana</code> appears 3 times for an array of 6 elements so its frequency is 3 / 6 = 0.5 &gt; 0.4. It is a frequent string compared to the <code>frequency_threshold</code>.</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.frequent_values([\"apple\", \"apple\", \"banana\", \"banana\", \"banana\", \"cherry\"], 0.4)\n</code></pre> <pre><code>select bigfunctions.us.frequent_values([\"apple\", \"apple\", \"banana\", \"banana\", \"banana\", \"cherry\"], 0.4)\n</code></pre> <pre><code>select bigfunctions.europe_west1.frequent_values([\"apple\", \"apple\", \"banana\", \"banana\", \"banana\", \"cherry\"], 0.4)\n</code></pre> <pre>\n<code>+-----------------+\n| frequent_values |\n+-----------------+\n| [\"banana\"]      |\n+-----------------+\n</code>\n</pre> Need help or Found a bug using <code>frequent_values</code>? Get help using <code>frequent_values</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>frequent_values</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/frequent_values/#use-cases","title":"Use cases","text":"<p>Let's say you have a BigQuery table storing customer product reviews.  Each row represents a review and includes a column named <code>keywords</code> which is an array of strings representing keywords extracted from the review text.</p> <p>You want to identify the most frequently occurring keywords across all reviews to understand trending topics or product features that customers frequently mention.</p> <p>Here's how you can use the <code>frequent_values</code> function:</p> <pre><code>SELECT bigfunctions.us.frequent_values(ARRAY_AGG(keywords), 0.05) AS frequent_keywords\nFROM `your_project.your_dataset.your_table`\n</code></pre> <p>This query does the following:</p> <ol> <li><code>ARRAY_AGG(keywords)</code>: Aggregates all the <code>keywords</code> arrays from each review into a single array of all keywords.</li> <li><code>bigfunctions.us.frequent_values(..., 0.05)</code>:  Applies the <code>frequent_values</code> function to this aggregated array with a <code>frequency_threshold</code> of 0.05.  This means that only keywords that appear in at least 5% of the reviews will be returned.</li> <li><code>AS frequent_keywords</code>: Aliases the resulting array of frequent keywords as <code>frequent_keywords</code>.</li> </ol> <p>This will give you an array of strings containing the keywords that occur most frequently in your customer reviews, allowing you to identify important themes and trends.</p> <p>Other Use Cases:</p> <ul> <li>Log analysis: Identify frequent error messages or user actions in log data.</li> <li>E-commerce: Find frequently purchased items together (market basket analysis).</li> <li>Social media analysis: Detect trending hashtags or topics.</li> <li>Genomics:  Identify frequently occurring gene mutations in a population.</li> </ul> <p>Essentially, any time you need to find frequently occurring elements within a large dataset of arrays, the <code>frequent_values</code> function can be a useful tool.</p>"},{"location":"bigfunctions/frequent_values/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/generate_categories/","title":"generate_categories - BigQuery function","text":"<p> bigfunctions  &gt; generate_categories </p>"},{"location":"bigfunctions/generate_categories/#generate_categories","title":"generate_categories","text":"Call or Deploy <code>generate_categories</code> ? Call <code>generate_categories</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>generate_categories</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>generate_categories</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>generate_categories</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>generate_categories</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get generate_categories\nbigfun deploy generate_categories\n</code></pre>"},{"location":"bigfunctions/generate_categories/#description","title":"Description","text":"<p>Signature</p> <pre><code>generate_categories(items)\n</code></pre> <p>Description</p> <p>Return <code>categories</code> of <code>items</code>.</p> <p>Using GenAi, this function generates a hierarchy of categories and subcategories that best represents the given <code>items</code>. (<code>items</code>: must be a json array of strings or or objects).</p> <p>Result is a json with the following schema:</p> <pre><code>{\n  categories: [\n    {\n      name: string,\n      subcategories: [\n        string\n      ]\n    }\n  ]\n}\n</code></pre>"},{"location":"bigfunctions/generate_categories/#examples","title":"Examples","text":"<p>Categorize User Reviews of Nickel App in App Store</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.generate_categories(\n  (\n    select to_json(array_agg(content))\n    from bigfunctions.eu.get_appstore_reviews(\n      'https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763'\n    )\n  )\n  )\n</code></pre> <pre><code>select bigfunctions.us.generate_categories(\n  (\n    select to_json(array_agg(content))\n    from bigfunctions.us.get_appstore_reviews(\n      'https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763'\n    )\n  )\n  )\n</code></pre> <pre><code>select bigfunctions.europe_west1.generate_categories(\n  (\n    select to_json(array_agg(content))\n    from bigfunctions.europe_west1.get_appstore_reviews(\n      'https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763'\n    )\n  )\n  )\n</code></pre> <pre>\n<code>+------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| categories                                                                                                                                                       |\n+------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| {\n  \"categories\": [\n    {\n      \"name\": \"Account Management\",\n      \"subcategories\": [\n            \"Login Issues\",\n            ...\n      ]\n    },\n    ...\n  ]\n}\n |\n+------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>generate_categories</code>? Get help using <code>generate_categories</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>generate_categories</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/generate_categories/#use-cases","title":"Use cases","text":"<p>The <code>generate_categories</code> function is useful for automatically categorizing text data, particularly when you have a large collection of items and want to understand the main themes or topics discussed.  Here are a few specific use cases:</p> <ul> <li> <p>Customer Feedback Analysis:  Analyze customer reviews, support tickets, or survey responses to identify common issues, compliments, or feature requests.  The function can group similar feedback into categories, making it easier to understand customer sentiment and prioritize areas for improvement. The provided example shows how to categorize app store reviews, highlighting topics like \"Account Management,\" which might include subcategories like \"Login Issues.\"</p> </li> <li> <p>Product Categorization:  Automatically categorize products in an e-commerce setting based on their descriptions. This can improve search functionality, recommend related products, or organize product catalogs.  For example, if the input <code>items</code> are product descriptions like \"vintage leather jacket,\" \"stylish bomber jacket,\" and \"warm winter coat,\" the function might generate categories like \"Outerwear\" with subcategories \"Jackets\" and \"Coats.\"</p> </li> <li> <p>Topic Modeling for Research:  Analyze a collection of research papers, articles, or social media posts to identify the main topics discussed.  This can be helpful for literature reviews, trend analysis, or identifying areas for further research.</p> </li> <li> <p>Content Tagging:  Automatically tag articles, blog posts, or other content with relevant keywords or categories, making it easier for users to discover content that interests them.</p> </li> <li> <p>Support Ticket Routing:  Categorize incoming support tickets based on their descriptions to automatically route them to the appropriate support team.</p> </li> </ul> <p>In essence, any scenario where you need to group a large number of text items into meaningful categories could benefit from the <code>generate_categories</code> function. The use of GenAI allows the function to infer categories and subcategories even without predefined categories, making it flexible and adaptable to various data types.</p>"},{"location":"bigfunctions/generate_categories/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/generate_dates/","title":"generate_dates - BigQuery function","text":"<p> bigfunctions  &gt; generate_dates </p>"},{"location":"bigfunctions/generate_dates/#generate_dates","title":"generate_dates","text":"Call or Deploy <code>generate_dates</code> ? Call <code>generate_dates</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>generate_dates</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>generate_dates</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>generate_dates</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>generate_dates</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get generate_dates\nbigfun deploy generate_dates\n</code></pre>"},{"location":"bigfunctions/generate_dates/#description","title":"Description","text":"<p>Signature</p> <pre><code>generate_dates(start_date, end_date)\n</code></pre> <p>Description</p> <p>Generate a table of dates</p>"},{"location":"bigfunctions/generate_dates/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select * from bigfunctions.eu.generate_dates(date('2023-01-01'), date('2023-01-05'))\n</code></pre> <pre><code>select * from bigfunctions.us.generate_dates(date('2023-01-01'), date('2023-01-05'))\n</code></pre> <pre><code>select * from bigfunctions.europe_west1.generate_dates(date('2023-01-01'), date('2023-01-05'))\n</code></pre> <pre>\n<code>\n+------------+-------------+-------------------+-----------------+-------------------+-----------------+-------------+------------+---------------+-------------+\n|    date    | day_of_week | week_start_monday | week_end_monday | week_start_sunday | week_end_sunday | month_start | month_end  | quarter_start | quarter_end |\n+------------+-------------+-------------------+-----------------+-------------------+-----------------+-------------+------------+---------------+-------------+\n| 2023-01-01 |     Sun     |    2022-12-26     |    2023-01-01   |     2023-01-01    |    2023-01-07   |  2023-01-01 | 2023-01-31 |   2023-01-01  | 2023-03-31  |\n| 2023-01-02 |     Mon     |    2023-01-02     |    2023-01-08   |     2023-01-01    |    2023-01-07   |  2023-01-01 | 2023-01-31 |   2023-01-01  | 2023-03-31  |\n| 2023-01-03 |     Tue     |    2023-01-02     |    2023-01-08   |     2023-01-01    |    2023-01-07   |  2023-01-01 | 2023-01-31 |   2023-01-01  | 2023-03-31  |\n| 2023-01-04 |     Wed     |    2023-01-02     |    2023-01-08   |     2023-01-01    |    2023-01-07   |  2023-01-01 | 2023-01-31 |   2023-01-01  | 2023-03-31  |\n| 2023-01-05 |     Thu     |    2023-01-02     |    2023-01-08   |     2023-01-01    |    2023-01-07   |  2023-01-01 | 2023-01-31 |   2023-01-01  | 2023-03-31  |\n+------------+-------------+-------------------+-----------------+-------------------+-----------------+-------------+------------+---------------+-------------+\n\n</code>\n</pre> Need help or Found a bug using <code>generate_dates</code>? Get help using <code>generate_dates</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>generate_dates</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/generate_dates/#use-cases","title":"Use cases","text":"<p>The <code>generate_dates</code> function is useful for several scenarios requiring a series of dates, including:</p> <ul> <li> <p>Generating time series data: If you need to analyze trends or patterns over time but only have data for certain dates, you could use <code>generate_dates</code> to create a complete date range and then join it with your existing data, filling in missing values as needed. For example, you might track daily website visits but have some gaps in your data. This function can help create a continuous date series.</p> </li> <li> <p>Creating date dimension tables for a data warehouse: A date dimension table is a common component of data warehouses.  It stores a comprehensive list of dates along with related attributes like day of week, week start/end dates, month start/end dates, quarter start/end dates, etc. <code>generate_dates</code> provides many of these attributes, facilitating the creation of such a table.</p> </li> <li> <p>Scheduling or automating tasks: You could use <code>generate_dates</code> to create a list of dates for a specific period, then use that list to schedule tasks or trigger automated processes. For example, you could generate a list of dates representing business days in the next month and then schedule a report to be generated on each of those dates.</p> </li> <li> <p>Backfilling or forecasting data: If you need to backfill missing data or generate forecasts for future periods, <code>generate_dates</code> can help provide the date framework. For backfilling, you'd specify a past date range, and for forecasting, you'd specify a future date range.</p> </li> <li> <p>Simplifying date calculations in queries: Instead of performing complex date calculations within a query, you can pre-calculate these values using <code>generate_dates</code> and store them in a table. This can make your queries simpler, easier to understand, and potentially more efficient.  For instance, determining the start of the week for various dates becomes a simple lookup rather than a calculation in each query.</p> </li> </ul> <p>Example:  Analyzing website traffic trends even with missing data points for specific dates.</p> <ol> <li>Generate a table of dates covering the period you want to analyze:</li> </ol> <pre><code>SELECT * FROM bigfunctions.us.generate_dates('2023-01-01', '2023-01-31');\n</code></pre> <ol> <li> <p>Join this generated table with your website traffic data table using the <code>date</code> field as the join key.</p> </li> <li> <p>You now have a row for each date, even if your original website traffic data was missing entries for some dates.  You can then use functions like <code>COALESCE</code> or <code>IFNULL</code> to fill in missing traffic values with zeros or other appropriate placeholders. This enables continuous trend analysis without being affected by missing data points.</p> </li> </ol>"},{"location":"bigfunctions/generate_dates/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/generate_face_embedding/","title":"generate_face_embedding - BigQuery function","text":"<p> bigfunctions  &gt; generate_face_embedding </p>"},{"location":"bigfunctions/generate_face_embedding/#generate_face_embedding","title":"generate_face_embedding","text":"Call or Deploy <code>generate_face_embedding</code> ? Call <code>generate_face_embedding</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>generate_face_embedding</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>generate_face_embedding</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>generate_face_embedding</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>generate_face_embedding</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get generate_face_embedding\nbigfun deploy generate_face_embedding\n</code></pre>"},{"location":"bigfunctions/generate_face_embedding/#description","title":"Description","text":"<p>Signature</p> <pre><code>generate_face_embedding(image_url)\n</code></pre> <p>Description</p> <p>Detect Face on image and Generate its Embedding using deepface.</p> <ul> <li><code>image_url</code> is the url of a photo which contains a face. It can be a signed url of a cloud storage object. Then this function works well with object tables.</li> <li><code>output</code> is the output of <code>DeepFace.represent</code> method. It is like:</li> </ul> <pre><code>{\n  embedding: [...],      # A 4096 float vector\n  facial_areal: {...},   # Coordinated of detected face\n  face_confidence: 1.0,  # Confidence score for face detection\n}\n</code></pre>"},{"location":"bigfunctions/generate_face_embedding/#examples","title":"Examples","text":"<p>Public test image from deepface</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.generate_face_embedding('https://raw.githubusercontent.com/serengil/deepface/master/tests/dataset/img1.jpg')\n</code></pre> <pre><code>select bigfunctions.us.generate_face_embedding('https://raw.githubusercontent.com/serengil/deepface/master/tests/dataset/img1.jpg')\n</code></pre> <pre><code>select bigfunctions.europe_west1.generate_face_embedding('https://raw.githubusercontent.com/serengil/deepface/master/tests/dataset/img1.jpg')\n</code></pre> <pre>\n<code>+-------------------------------------------------------------------------+\n| output                                                                  |\n+-------------------------------------------------------------------------+\n| {\n  embedding: [...],\n  facial_areal: {...},\n  face_confidence: 1.0,\n}\n |\n+-------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>generate_face_embedding</code>? Get help using <code>generate_face_embedding</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>generate_face_embedding</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/generate_face_embedding/#use-cases","title":"Use cases","text":"<p>This <code>generate_face_embedding</code> function is useful for facial recognition tasks within BigQuery.  Here's a use case:</p> <p>Scenario: You have a large dataset of images stored in Google Cloud Storage, represented as an object table in BigQuery.  You want to identify all images that contain a specific person.</p> <p>Implementation using <code>generate_face_embedding</code>:</p> <ol> <li> <p>Pre-calculate the embedding of the target person:  Take a known image of the target person and use <code>generate_face_embedding</code> to calculate their facial embedding. Store this embedding (a vector of numbers) somewhere accessible, like a small BigQuery table.</p> </li> <li> <p>Process your image dataset: Query your object table and apply <code>generate_face_embedding</code> to the image URL column for each row.  This will generate facial embeddings for all faces detected in your dataset.</p> </li> <li> <p>Compare embeddings:  Use a BigQuery function (e.g., a user-defined function or a built-in function for vector similarity like cosine similarity) to compare the embeddings generated in step 2 with the target person's embedding from step 1.</p> </li> <li> <p>Filter based on similarity: Filter the results based on a similarity threshold. Images with embeddings that are highly similar to the target person's embedding likely contain the target person.</p> </li> </ol> <p>Example SQL Snippet (Illustrative):</p> <pre><code># Assuming 'target_embeddings' table contains pre-calculated embedding\n# and 'image_table' is your object table with 'image_url' column\n\nSELECT\n    image_url\nFROM\n    image_table\nWHERE EXISTS (\n    SELECT\n        1\n    FROM\n        target_embeddings\n    WHERE\n        cosine_similarity(bigfunctions.us.generate_face_embedding(image_table.image_url).embedding, target_embeddings.embedding) &gt; 0.9  -- Example threshold\n);\n</code></pre> <p>Benefits of using <code>generate_face_embedding</code> within BigQuery:</p> <ul> <li>Scalability: BigQuery's distributed processing power allows you to analyze massive image datasets efficiently.</li> <li>Integration: Seamlessly integrates with your existing BigQuery data and workflows.  No need to export data or use external tools.</li> <li>Cost-effectiveness: BigQuery's pricing model can be advantageous for large-scale processing compared to other solutions.</li> </ul> <p>Other Use Cases:</p> <ul> <li>Face clustering: Group similar faces together to identify different individuals in a dataset.</li> <li>Security and surveillance:  Identify known individuals in security footage.</li> <li>Image search: Search for images containing similar faces.</li> <li>Social media analysis: Analyze profile pictures for demographic information or to identify influencers.</li> </ul>"},{"location":"bigfunctions/generate_face_embedding/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/generate_sql/","title":"generate_sql - BigQuery function","text":"<p> bigfunctions  &gt; generate_sql </p>"},{"location":"bigfunctions/generate_sql/#generate_sql","title":"generate_sql","text":"Call or Deploy <code>generate_sql</code> ? Call <code>generate_sql</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>generate_sql</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>generate_sql</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>generate_sql</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>generate_sql</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get generate_sql\nbigfun deploy generate_sql\n</code></pre>"},{"location":"bigfunctions/generate_sql/#description","title":"Description","text":"<p>Signature</p> <pre><code>generate_sql(question, fully_qualified_table)\n</code></pre> <p>Description</p> <p>Transform <code>question</code> to a SQL query.</p> <p>This function sends the following enriched question to <code>ask_ai</code> (the schema of <code>fully_qualified_table</code> is sent so that the generated SQL query is adapted to your data):</p> <pre><code>Question: {{question}}\nTable:    {{fully_qualified_table}}\nColumns:  {{columns of fully_qualified_table}}\nAnswer:   bigquery sql query\n</code></pre> Param Description <code>question</code> A question to ask over your data. It may start with a verb <code>fully_qualified_table</code> A table whose schema will be given to the generative AI model for context. - <code>fully_qualified_table</code> format must be like <code>PROJECT.DATASET.TABLE</code>.  - <code>fully_qualified_table</code> must exist.  - You must have read permission on the table schema"},{"location":"bigfunctions/generate_sql/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>call bigfunctions.eu.generate_sql('get the 3 products which generated the most revenue in 2023', 'bigfunctions.eu.sales');\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.us.generate_sql('get the 3 products which generated the most revenue in 2023', 'bigfunctions.us.sales');\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.europe_west1.generate_sql('get the 3 products which generated the most revenue in 2023', 'bigfunctions.europe_west1.sales');\nselect * from bigfunction_result;\n</code></pre> <pre>\n<code>\n+---------------+-------------------+-------------------------+\n| generated_sql | question          | raw_answer_before_clean |\n+---------------+-------------------+-------------------------+\n+ SELECT ...    + Question: get ... | sql``` SELECT...        |\n+---------------+-------------------+-------------------------+\n\n</code>\n</pre> Need help or Found a bug using <code>generate_sql</code>? Get help using <code>generate_sql</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>generate_sql</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/generate_sql/#use-cases","title":"Use cases","text":"<p>A use case for the <code>generate_sql</code> function is to quickly generate SQL queries from natural language questions for data analysis.  Imagine a business analyst who isn't proficient in SQL but needs to explore a BigQuery dataset called <code>my_project.sales_data.transactions</code>. They could use this function like so:</p> <pre><code>CALL bigfunctions.us.generate_sql(\n    'What are the top 5 selling products by revenue in Q1 2024?',\n    'my_project.sales_data.transactions'\n);\nSELECT * FROM bigfunction_result;\n</code></pre> <p>This call would send the question and the fully qualified table name to the <code>generate_sql</code> function. The function leverages a generative AI model (likely by internally calling <code>ask_ai</code>) to understand the question and the schema of the provided table (<code>my_project.sales_data.transactions</code>).  It then returns a generated SQL query in the <code>bigfunction_result</code> table. The analyst can then execute the generated SQL to get the desired results without having to write the query themselves.</p> <p>Benefits of this approach:</p> <ul> <li>Accessibility: Enables non-technical users to analyze data using natural language.</li> <li>Speed and Efficiency:  Quickly generates queries, saving time and effort.</li> <li>Exploration and Prototyping:  Facilitates quick data exploration and testing different hypotheses.</li> <li>Learning SQL:  Can be used as a learning tool to understand how natural language questions translate to SQL.</li> </ul> <p>Other Examples:</p> <ul> <li>Marketing Analyst: \"How many customers made their first purchase in the last month?\"</li> <li>Sales Manager: \"What is the average order value for customers in California?\"</li> <li>Product Manager: \"Which products have seen the biggest increase in sales this year?\"</li> </ul> <p>In each of these cases, the analyst can ask their question in plain English, and the <code>generate_sql</code> function takes care of translating it into a functional SQL query.</p>"},{"location":"bigfunctions/generate_sql/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/generate_website/","title":"generate_website - BigQuery function","text":"<p> bigfunctions  &gt; generate_website </p>"},{"location":"bigfunctions/generate_website/#generate_website","title":"generate_website","text":"Call or Deploy <code>generate_website</code> ? Call <code>generate_website</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>generate_website</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>generate_website</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>generate_website</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>generate_website</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get generate_website\nbigfun deploy generate_website\n</code></pre>"},{"location":"bigfunctions/generate_website/#description","title":"Description","text":"<p>Signature</p> <pre><code>generate_website(site_name, assets, mkdocs_config)\n</code></pre> <p>Description</p> <p>Request <code>url</code></p>"},{"location":"bigfunctions/generate_website/#examples","title":"Examples","text":"<p>Without headers</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.generate_website('My Website', json '''[\n    {\"path\": \"/\", \"content\": \"# Hello\\n\\nThis is my first website\"}\n  ]'''\n  , None)\n</code></pre> <pre><code>select bigfunctions.us.generate_website('My Website', json '''[\n    {\"path\": \"/\", \"content\": \"# Hello\\n\\nThis is my first website\"}\n  ]'''\n  , None)\n</code></pre> <pre><code>select bigfunctions.europe_west1.generate_website('My Website', json '''[\n    {\"path\": \"/\", \"content\": \"# Hello\\n\\nThis is my first website\"}\n  ]'''\n  , None)\n</code></pre> <pre>\n<code>+------------------------------------------------+\n| site_url                                       |\n+------------------------------------------------+\n| https://catalogs.unytics.io/public/my-website/ |\n+------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>generate_website</code>? Get help using <code>generate_website</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>generate_website</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/generate_website/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/geocode/","title":"geocode - BigQuery function","text":"<p> bigfunctions  &gt; geocode </p>"},{"location":"bigfunctions/geocode/#geocode","title":"geocode","text":"Call or Deploy <code>geocode</code> ? Call <code>geocode</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>geocode</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>geocode</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>geocode</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>geocode</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get geocode\nbigfun deploy geocode\n</code></pre> <p>Requirements</p> <p><code>geocode</code> uses the following secrets. Get them by reading the documentation link and store them in Google Secret Manager in the project where you deploy the function (and give Accessor role to the service account of the function):</p> name description documentation to get the secret <code>gmaps_api_key</code> Google Maps Api Key doc"},{"location":"bigfunctions/geocode/#description","title":"Description","text":"<p>Signature</p> <pre><code>geocode(address)\n</code></pre> <p>Description</p> <p>Get <code>address</code> details from Google Maps</p>"},{"location":"bigfunctions/geocode/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.geocode('1 rue des champs elysees, Paris')\n</code></pre> <pre><code>select bigfunctions.us.geocode('1 rue des champs elysees, Paris')\n</code></pre> <pre><code>select bigfunctions.europe_west1.geocode('1 rue des champs elysees, Paris')\n</code></pre> <pre>\n<code>+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| address_details                                                                                                                                                                                                                                                                                                                                                 |\n+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| {\n    \"address_components\": [...],\n    \"formatted_address\": \"1 Av. des Champs-\u00c9lys\u00e9es, 75008 Paris, France\",\n    \"geometry\": {\n        \"location\": {\n            \"lat\": 48.86988770000001,\n            \"lng\": 2.3079341\n        },\n        ...\n    },\n    \"place_id\": \"ChIJ6499V8Rv5kcR5f9dbz3OeBI\",\n    \"plus_code\": {...},\n    \"types\": [\"street_address\"]\n}\n |\n+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>geocode</code>? Get help using <code>geocode</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>geocode</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/geocode/#use-cases","title":"Use cases","text":"<p>A use case for the <code>geocode</code> function is to enrich a dataset of customer addresses with geographic information.</p> <p>Scenario: An e-commerce company has a table of customer data, including their addresses as text strings. They want to analyze sales by geographic region, calculate shipping distances, or visualize customer locations on a map.</p> <p>Implementation:</p> <ol> <li> <p>Data: The company has a BigQuery table named <code>customers</code> with columns like <code>customer_id</code>, <code>address</code>, etc.</p> </li> <li> <p>Geocoding: They use the <code>geocode</code> function to get the latitude, longitude, and other location details for each customer address.</p> </li> </ol> <p><pre><code>SELECT\n    customer_id,\n    address,\n    bigfunctions.us.geocode(address).geometry.location.lat AS latitude,\n    bigfunctions.us.geocode(address).geometry.location.lng AS longitude,\n    bigfunctions.us.geocode(address).formatted_address AS standardized_address\nFROM\n    `customers`;\n</code></pre> (Remember to replace <code>bigfunctions.us</code> with the appropriate dataset for your region.)</p> <ol> <li> <p>Enriched Data: The query above creates a new table (or you can save the results into a new column in the existing table) with the original customer data plus the derived <code>latitude</code>, <code>longitude</code>, and <code>standardized_address</code>.  The <code>standardized_address</code> is helpful for data cleaning and consistency.</p> </li> <li> <p>Downstream Analysis:  Now the company can use the latitude and longitude information for various analytical purposes:</p> <ul> <li>Sales Analysis by Region: Aggregate sales data based on customer location (e.g., total sales within a specific city or state).</li> <li>Shipping Optimization: Calculate distances between warehouses and customer locations to optimize delivery routes and estimate shipping costs.</li> <li>Customer Segmentation: Group customers based on proximity for targeted marketing campaigns.</li> <li>Data Visualization:  Visualize customer locations on a map to identify geographic patterns and trends.</li> </ul> </li> </ol> <p>Benefits:</p> <ul> <li>Improved Data Accuracy:  Geocoding standardizes addresses and provides accurate location data, which is crucial for accurate analysis.</li> <li>Enhanced Business Insights:  Geographic data enables deeper analysis of customer behavior and market trends.</li> <li>Operational Efficiency: Optimized shipping routes and targeted marketing campaigns lead to cost savings and increased revenue.</li> </ul> <p>This example illustrates a common use case for geocoding in business analytics. By leveraging the <code>geocode</code> function, companies can enrich their data with valuable location information and unlock new possibilities for analysis and decision-making.</p>"},{"location":"bigfunctions/geocode/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/geocode_fr/","title":"geocode_fr - BigQuery function","text":"<p> bigfunctions  &gt; geocode_fr </p>"},{"location":"bigfunctions/geocode_fr/#geocode_fr","title":"geocode_fr","text":"Call or Deploy <code>geocode_fr</code> ? Call <code>geocode_fr</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>geocode_fr</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>geocode_fr</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>geocode_fr</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>geocode_fr</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get geocode_fr\nbigfun deploy geocode_fr\n</code></pre>"},{"location":"bigfunctions/geocode_fr/#description","title":"Description","text":"<p>Signature</p> <pre><code>geocode_fr(address)\n</code></pre> <p>Description</p> <p>Get <code>address</code> details from api-adresse.data.gouv.fr</p>"},{"location":"bigfunctions/geocode_fr/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.geocode_fr('1 rue des champs elysees, Paris')\n</code></pre> <pre><code>select bigfunctions.us.geocode_fr('1 rue des champs elysees, Paris')\n</code></pre> <pre><code>select bigfunctions.europe_west1.geocode_fr('1 rue des champs elysees, Paris')\n</code></pre> <pre>\n<code>+---------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| address_details                                                                                                                                               |\n+---------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| {\n  \"latitude\": 48.871285,\n  \"longitude\": 2.302859,\n  \"result_label\": \"Avenue des Champs Elys\u00e9es 75008 Paris\",\n  \"result_score\": 0.7805588980716253,\n  ...\n}\n |\n+---------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>geocode_fr</code>? Get help using <code>geocode_fr</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>geocode_fr</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/geocode_fr/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/get/","title":"get - BigQuery function","text":"<p> bigfunctions  &gt; get </p>"},{"location":"bigfunctions/get/#get","title":"get","text":"Call or Deploy <code>get</code> ? Call <code>get</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>get</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>get</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>get</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>get</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get get\nbigfun deploy get\n</code></pre>"},{"location":"bigfunctions/get/#description","title":"Description","text":"<p>Signature</p> <pre><code>get(url, headers)\n</code></pre> <p>Description</p> <p>Request <code>url</code></p>"},{"location":"bigfunctions/get/#encrypt-your-secrets","title":"\u26a0\ufe0f Encrypt your secrets!","text":"<p>Do NOT write secrets in plain text in your SQL queries!</p> <p>Otherwise, anyone with access to your BigQuery logs can read them.</p> <p>Instead, generate an encrypted version of your secret that you can safely share.</p> <p>Enter a secret value to encrypt below along with the emails of the users who are authorized to use it. It will generate an encrypted version that you can paste into the arguments of your function (exactly like if you passed the plain text version). If a user, who is not in the auhorized users list, tries to use the encrypted version, the function will raise a permission error. Besides, the encrypted version can only be used with this function <code>get</code>.</p> <p>Encrypt a secret</p> <p> Encrypt Secret </p> How secret encryption works <p>Technically, this encryption system uses the same encryption mechanism used to transfer data over the internet. It uses a pair of a public and private keys.</p> <p>The public key (contained in this web page) is used to encrypt a text. The corresponding private key is the only one who is able to decrypt the text. The private key is stored in a secret manager and is only accessible to this function. Thus, this function (and this function only) can decrypt it.</p> <p>Moreover, the function will check that the caller of the function belong to the kist of <code>authorized users</code> that you gave at encryption time.</p> <p>Thanks to this:</p> <ul> <li>Nobody but this function will be able to decrypt it.</li> <li>Nobody but <code>authorized users</code> can use the encrypted version in a function.</li> <li>No function but the function <code>get</code> can decrypt it.</li> </ul>"},{"location":"bigfunctions/get/#examples","title":"Examples","text":"<p>1. Without headers</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.get('https://unytics.io/bigfunctions/', null)\n</code></pre> <pre><code>select bigfunctions.us.get('https://unytics.io/bigfunctions/', null)\n</code></pre> <pre><code>select bigfunctions.europe_west1.get('https://unytics.io/bigfunctions/', null)\n</code></pre> <pre>\n<code>+------------------------+\n| response               |\n+------------------------+\n| &amp;lt;html&gt;...&amp;lt;/html&gt; |\n+------------------------+\n</code>\n</pre> <p>2. With <code>Content-Type = application/json</code> headers</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.get('https://api.github.com/repos/unytics/bigfunctions', json_object('Content-Type', 'application/json'))\n</code></pre> <pre><code>select bigfunctions.us.get('https://api.github.com/repos/unytics/bigfunctions', json_object('Content-Type', 'application/json'))\n</code></pre> <pre><code>select bigfunctions.europe_west1.get('https://api.github.com/repos/unytics/bigfunctions', json_object('Content-Type', 'application/json'))\n</code></pre> <pre>\n<code>+----------+\n| response |\n+----------+\n| {...}    |\n+----------+\n</code>\n</pre> <p>3. With encrypted bearer token</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.get('https://api.github.com/repos/unytics/bigfunctions_terraform', json_object(\n    'Content-Type', 'application/json',\n    'Authorization', 'Bearer ENCRYPTED_SECRET(ioLZsCtEu5ZKu...)'\n  )\n  )\n</code></pre> <pre><code>select bigfunctions.us.get('https://api.github.com/repos/unytics/bigfunctions_terraform', json_object(\n    'Content-Type', 'application/json',\n    'Authorization', 'Bearer ENCRYPTED_SECRET(ioLZsCtEu5ZKu...)'\n  )\n  )\n</code></pre> <pre><code>select bigfunctions.europe_west1.get('https://api.github.com/repos/unytics/bigfunctions_terraform', json_object(\n    'Content-Type', 'application/json',\n    'Authorization', 'Bearer ENCRYPTED_SECRET(ioLZsCtEu5ZKu...)'\n  )\n  )\n</code></pre> <pre>\n<code>+----------+\n| response |\n+----------+\n| {...}    |\n+----------+\n</code>\n</pre> Need help or Found a bug using <code>get</code>? Get help using <code>get</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>get</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/get/#use-cases","title":"Use cases","text":"<p>This <code>get</code> BigQuery function allows you to make HTTP GET requests directly from within your BigQuery SQL queries.  Here are a few use cases:</p> <p>1. Enriching Data:</p> <p>Imagine you have a table of customer orders with country codes. You can use <code>get</code> to call a third-party geocoding API to get more detailed location information (like city and latitude/longitude) based on the country code, enriching your order data without leaving BigQuery.</p> <pre><code>SELECT\n    order_id,\n    bigfunctions.&lt;your-region&gt;.get(CONCAT('https://geocoding-api.example.com/?country=', country_code), CAST('{\"Content-Type\": \"application/json\"}' as JSON)) as geo_data\nFROM\n    `your_project.your_dataset.orders`;\n</code></pre> <p>2. Monitoring External Services:</p> <p>You can periodically call a health check endpoint of your services using <code>get</code> within a scheduled query.  This lets you monitor the uptime and response times of your services directly from BigQuery and potentially trigger alerts based on the returned status.</p> <pre><code>SELECT\n    CURRENT_TIMESTAMP() as check_time,\n    bigfunctions.&lt;your-region&gt;.get('https://your-service.example.com/healthcheck', null) as health_status;\n</code></pre> <p>3. Retrieving Current Data:</p> <p>Suppose you need up-to-the-minute exchange rates for currency conversions.  You could use <code>get</code> to fetch the latest rates from a financial API within your query, ensuring your conversions are always based on the most current data.</p> <pre><code>SELECT\n    transaction_amount,\n    JSON_VALUE(bigfunctions.&lt;your-region&gt;.get('https://financial-api.example.com/exchange_rates', CAST('{\"Content-Type\": \"application/json\"}' as JSON)), '$.USD_to_EUR') AS exchange_rate\nFROM\n    `your_project.your_dataset.transactions`;\n</code></pre> <p>4. Simple Web Scraping (Caution):</p> <p>While not its primary purpose, <code>get</code> can be used for basic web scraping tasks. For example, retrieving the current price of a product from a publicly accessible website.  However, be mindful of the website's terms of service and rate limiting policies.  Dedicated web scraping tools are generally more robust and suitable for complex scraping tasks.</p> <pre><code>SELECT\n    REGEXP_EXTRACT(bigfunctions.&lt;your-region&gt;.get('https://example.com/product-page', null), '&lt;price&gt;(.*?)&lt;/price&gt;') AS product_price;\n</code></pre> <p>Key Considerations:</p> <ul> <li>Rate Limiting:  Be aware of potential rate limits imposed by the APIs or websites you are calling. Implement appropriate retry mechanisms and backoff strategies to avoid overloading external services.</li> <li>Error Handling:  Handle potential errors gracefully. The <code>get</code> function might return error codes or empty responses if the external service is unavailable or there are network issues.  Include error handling in your SQL to manage such scenarios.</li> <li>Data Volume and Cost:  Making a large number of external requests can impact query performance and incur costs, especially if the responses are substantial. Consider caching responses where appropriate to reduce the number of calls.</li> <li>Security:  Avoid exposing sensitive information (like API keys) directly in your SQL queries. Use BigQuery authorized networks or alternative secure methods for accessing protected resources.</li> </ul> <p>By carefully considering these factors, you can leverage the <code>get</code> BigQuery function to effectively integrate external data and services into your data analysis workflows.</p>"},{"location":"bigfunctions/get/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/get_appstore_reviews/","title":"get_appstore_reviews - BigQuery function","text":"<p> bigfunctions  &gt; get_appstore_reviews </p>"},{"location":"bigfunctions/get_appstore_reviews/#get_appstore_reviews","title":"get_appstore_reviews","text":"Call or Deploy <code>get_appstore_reviews</code> ? Call <code>get_appstore_reviews</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>get_appstore_reviews</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>get_appstore_reviews</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>get_appstore_reviews</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>get_appstore_reviews</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get get_appstore_reviews\nbigfun deploy get_appstore_reviews\n</code></pre>"},{"location":"bigfunctions/get_appstore_reviews/#description","title":"Description","text":"<p>Signature</p> <pre><code>get_appstore_reviews(url)\n</code></pre> <p>Description</p> <p>GET Apple App Store Reviews of an app given its <code>url</code></p>"},{"location":"bigfunctions/get_appstore_reviews/#examples","title":"Examples","text":"<p>Get customer reviews of Nickel App in App Store</p> EUUSeurope-west1 <pre><code>select * from bigfunctions.eu.get_appstore_reviews('https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763')\n</code></pre> <pre><code>select * from bigfunctions.us.get_appstore_reviews('https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763')\n</code></pre> <pre><code>select * from bigfunctions.europe_west1.get_appstore_reviews('https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763')\n</code></pre> <pre>\n<code>\n| ---------------------------------------------------|\n| rating | content                                   |\n| ---------------------------------------------------|\n|    5   | Very simple to use                        |\n|        |                                           |\n|    5   | I advise you perfectly,                   |\n|        | I have been with them for 5 years now,    |\n|        | I have never had a problem.               |\n|        |                                           |\n|    5   | Really great. I opted for the black card. |\n|        |                                           |\n|        | ...                                       |\n| ---------------------------------------------------|\n\n</code>\n</pre> Need help or Found a bug using <code>get_appstore_reviews</code>? Get help using <code>get_appstore_reviews</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>get_appstore_reviews</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/get_appstore_reviews/#use-cases","title":"Use cases","text":"<p>A market research team wants to analyze user sentiment towards a competitor's mobile application. They can use the <code>get_appstore_reviews</code> function to retrieve all user reviews for the competitor's app from the Apple App Store.  The team can then perform the following actions:</p> <ul> <li>Sentiment Analysis:  Process the text of the reviews to determine the overall sentiment (positive, negative, neutral) expressed by users. This can provide insights into the strengths and weaknesses of the competitor's app as perceived by users.</li> <li>Feature Analysis: Identify frequently mentioned features or functionalities within the reviews. This helps understand what users like or dislike about the competitor's app and can inform feature development for their own app.</li> <li>Issue Tracking: Detect recurring complaints or issues reported by users.  This can help the team understand potential problems with the competitor's app and proactively address similar concerns in their own development.</li> <li>Competitive Benchmarking: Compare user ratings and reviews of the competitor's app with their own to gauge their relative performance and identify areas for improvement.</li> <li>Marketing &amp; Strategy:  Understand the language and tone used by users in their reviews. This can help craft more effective marketing messages and target specific user needs.</li> </ul> <p>Example:  Let's say the competitor's app is \"Fitness Tracker X\" and its App Store URL is known.  The market research team can use the BigQuery function like this (using the US region as an example):</p> <pre><code>SELECT *\nFROM bigfunctions.us.get_appstore_reviews('https://apps.apple.com/us/app/fitness-tracker-x/some_app_id')\n</code></pre> <p>This query will return a table with the reviews and ratings for \"Fitness Tracker X.\" The team can then further process this data for sentiment analysis, feature analysis, etc.  They could also store the results in a BigQuery table for ongoing monitoring of user reviews over time.</p>"},{"location":"bigfunctions/get_appstore_reviews/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/get_data_from_apify/","title":"get_data_from_apify - BigQuery function","text":"<p> bigfunctions  &gt; get_data_from_apify </p>"},{"location":"bigfunctions/get_data_from_apify/#get_data_from_apify","title":"get_data_from_apify","text":"Call or Deploy <code>get_data_from_apify</code> ? Call <code>get_data_from_apify</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>get_data_from_apify</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>get_data_from_apify</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>get_data_from_apify</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>get_data_from_apify</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get get_data_from_apify\nbigfun deploy get_data_from_apify\n</code></pre>"},{"location":"bigfunctions/get_data_from_apify/#description","title":"Description","text":"<p>Signature</p> <pre><code>get_data_from_apify(actor, input, api_token)\n</code></pre> <p>Description</p> <p>Get data using an apify <code>actor</code>.</p> <p>Requirements</p> <p>You must create an account on apify and rent an actor to be able to get data from it.</p>"},{"location":"bigfunctions/get_data_from_apify/#encrypt-your-secrets","title":"\u26a0\ufe0f Encrypt your secrets!","text":"<p>Do NOT write secrets in plain text in your SQL queries!</p> <p>Otherwise, anyone with access to your BigQuery logs can read them.</p> <p>Instead, generate an encrypted version of your secret that you can safely share.</p> <p>Enter a secret value to encrypt below along with the emails of the users who are authorized to use it. It will generate an encrypted version that you can paste into the arguments of your function (exactly like if you passed the plain text version). If a user, who is not in the auhorized users list, tries to use the encrypted version, the function will raise a permission error. Besides, the encrypted version can only be used with this function <code>get_data_from_apify</code>.</p> <p>Encrypt a secret</p> <p> Encrypt Secret </p> How secret encryption works <p>Technically, this encryption system uses the same encryption mechanism used to transfer data over the internet. It uses a pair of a public and private keys.</p> <p>The public key (contained in this web page) is used to encrypt a text. The corresponding private key is the only one who is able to decrypt the text. The private key is stored in a secret manager and is only accessible to this function. Thus, this function (and this function only) can decrypt it.</p> <p>Moreover, the function will check that the caller of the function belong to the kist of <code>authorized users</code> that you gave at encryption time.</p> <p>Thanks to this:</p> <ul> <li>Nobody but this function will be able to decrypt it.</li> <li>Nobody but <code>authorized users</code> can use the encrypted version in a function.</li> <li>No function but the function <code>get_data_from_apify</code> can decrypt it.</li> </ul>"},{"location":"bigfunctions/get_data_from_apify/#examples","title":"Examples","text":"<p>Get PSG followers on instagram</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.get_data_from_apify('apify/instagram-followers-count-scraper', json '{ \"usernames\": [\"psg\"] }', 'ENCRYPTED_SECRET(Eu5XjDuxO1IBPOAN0U...==)')\n</code></pre> <pre><code>select bigfunctions.us.get_data_from_apify('apify/instagram-followers-count-scraper', json '{ \"usernames\": [\"psg\"] }', 'ENCRYPTED_SECRET(Eu5XjDuxO1IBPOAN0U...==)')\n</code></pre> <pre><code>select bigfunctions.europe_west1.get_data_from_apify('apify/instagram-followers-count-scraper', json '{ \"usernames\": [\"psg\"] }', 'ENCRYPTED_SECRET(Eu5XjDuxO1IBPOAN0U...==)')\n</code></pre> <pre>\n<code>+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| data                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |\n+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| [\n  {\n    \"followersCount\": 62841046,\n    \"followsCount\": 168,\n    \"profilePic\": \"https://instagram.fmel7-1.fna.fbcdn.net/v/t51.2885-19/449700979_1506857413562380_7088351830712502452_n.jpg?stp=dst-jpg_e0_s150x150_tt6&amp;_nc_ht=instagram.fmel7-1.fna.fbcdn.net&amp;_nc_cat=1&amp;_nc_oc=Q6cZ2AF9oFgyWnsA4x8tu8w5Rr1J_mI9FoabJNg7fHkelZ6jSaMwUSor_QZNs9IQ-iRs_iw&amp;_nc_ohc=gUrxGWpcWb4Q7kNvgEJE0ih&amp;_nc_gid=cb1d2f086b814adca4020f9401c84a32&amp;edm=AOQ1c0wBAAAA&amp;ccb=7-5&amp;oh=00_AYBbHG5DjV1qxsQhy0IaD0_d51XzY0LAcRhK2Fx1lnjRKA&amp;oe=67B4E610&amp;_nc_sid=8b3546\",\n    \"timestamp\": \"2025-02-14 - 11:22\",\n    \"userFullName\": \"Paris Saint-Germain\",\n    \"userId\": \"232024162\",\n    \"userName\": \"psg\",\n    \"userUrl\": \"https://www.instagram.com/psg\"\n  }\n]\n |\n+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>get_data_from_apify</code>? Get help using <code>get_data_from_apify</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>get_data_from_apify</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/get_data_from_apify/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/get_github_data/","title":"get_github_data - BigQuery function","text":"<p> bigfunctions  &gt; get_github_data </p>"},{"location":"bigfunctions/get_github_data/#get_github_data","title":"get_github_data","text":"Call or Deploy <code>get_github_data</code> ? Call <code>get_github_data</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>get_github_data</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>get_github_data</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>get_github_data</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>get_github_data</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get get_github_data\nbigfun deploy get_github_data\n</code></pre> <p>Requirements</p> <p><code>get_github_data</code> uses the following secrets. Get them by reading the documentation link and store them in Google Secret Manager in the project where you deploy the function (and give Accessor role to the service account of the function):</p> name description documentation to get the secret <code>github_personal_access_token</code> GitHub Personal Access Token for public repositories doc"},{"location":"bigfunctions/get_github_data/#description","title":"Description","text":"<p>Signature</p> <pre><code>get_github_data(public_repo, destination_dataset, streams)\n</code></pre> <p>Description</p> <p>Get data from <code>public_repo</code> into <code>destination_dataset</code> (using GitHub Airbyte Connector with Airbyte-Serverless)</p> <p>Data is appended in raw format in tables (one table per stream) into <code>destination_dataset</code>. When supported by the stream, data is extracted incrementally (next execution will only retrieve new rows).</p> <p>You must create the <code>destination_dataset</code> and give <code>dataEditor</code> access to <code>bigfunction@bigfunctions.iam.gserviceaccount.com</code> before calling this function. You can do this by executing:</p> <pre><code>-- Create Destination Dataset\ncreate schema `your_project.your_dataset`;\n\n-- Grant Access to Destination Dataset\ngrant `roles/bigquery.dataEditor`\non schema `your_project.your_dataset`\nto 'serviceAccount:bigfunction@bigfunctions.iam.gserviceaccount.com';\n</code></pre> <p>While it's running (or after) you can explore logs in table <code>your_project.your_dataset._airbyte_logs</code></p>"},{"location":"bigfunctions/get_github_data/#examples","title":"Examples","text":"<p>1. Get stargazers from airbytehq/airbyte repository</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.get_github_data('airbytehq/airbyte', 'your_project.your_dataset', 'stargazers')\n</code></pre> <pre><code>select bigfunctions.us.get_github_data('airbytehq/airbyte', 'your_project.your_dataset', 'stargazers')\n</code></pre> <pre><code>select bigfunctions.europe_west1.get_github_data('airbytehq/airbyte', 'your_project.your_dataset', 'stargazers')\n</code></pre> <pre>\n<code>+--------+\n| result |\n+--------+\n| ok     |\n+--------+\n</code>\n</pre> <p>2. Get stargazers AND releases from airbytehq/airbyte repository</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.get_github_data('airbytehq/airbyte', 'your_project.your_dataset', 'stargazers, releases')\n</code></pre> <pre><code>select bigfunctions.us.get_github_data('airbytehq/airbyte', 'your_project.your_dataset', 'stargazers, releases')\n</code></pre> <pre><code>select bigfunctions.europe_west1.get_github_data('airbytehq/airbyte', 'your_project.your_dataset', 'stargazers, releases')\n</code></pre> <pre>\n<code>+--------+\n| result |\n+--------+\n| ok     |\n+--------+\n</code>\n</pre> <p>3. To get a list of available streams, let <code>streams</code> param to null</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.get_github_data('airbytehq/airbyte', 'your_project.your_dataset', null)\n</code></pre> <pre><code>select bigfunctions.us.get_github_data('airbytehq/airbyte', 'your_project.your_dataset', null)\n</code></pre> <pre><code>select bigfunctions.europe_west1.get_github_data('airbytehq/airbyte', 'your_project.your_dataset', null)\n</code></pre> <pre>\n<code>+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| result                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |\n+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| issue_timeline_events,assignees,branches,collaborators,comments,commit_comment_reactions,commit_comments,commits,contributor_activity,deployments,events,issue_comment_reactions,issue_events,issue_labels,issue_milestones,issue_reactions,issues,organizations,project_cards,project_columns,projects,pull_request_comment_reactions,pull_request_commits,pull_request_stats,projects_v2,pull_requests,releases,repositories,review_comments,reviews,stargazers,tags,teams,team_members,users,workflows,workflow_runs,workflow_jobs,team_memberships |\n+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>get_github_data</code>? Get help using <code>get_github_data</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>get_github_data</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/get_github_data/#use-cases","title":"Use cases","text":"<p>A data analyst wants to analyze the activity on the <code>dbt-labs/dbt-core</code> GitHub repository.  They are particularly interested in tracking the number of stargazers over time, identifying key contributors through commits, and understanding the release history.  They can use the <code>get_github_data</code> BigQuery function to import this data directly into BigQuery for analysis.</p> <p>Here's how they would use the function:</p> <ol> <li>Prepare the destination dataset:</li> </ol> <pre><code>-- Create the dataset\nCREATE SCHEMA `my_project.github_data`;\n\n-- Grant access to the BigFunctions service account\nGRANT `roles/bigquery.dataEditor`\nON SCHEMA `my_project.github_data`\nTO 'serviceAccount:bigfunction@bigfunctions.iam.gserviceaccount.com';\n</code></pre> <ol> <li>Import the data using the function:</li> </ol> <pre><code>SELECT bigfunctions.us.get_github_data('dbt-labs/dbt-core', 'my_project.github_data', 'stargazers, commits, releases');\n</code></pre> <p>This call will import data for the specified streams (<code>stargazers</code>, <code>commits</code>, and <code>releases</code>) into tables within the <code>my_project.github_data</code> dataset.  For instance, the stargazer data will likely be in a table named <code>my_project.github_data.stargazers</code>.</p> <ol> <li>Analyze the data in BigQuery:</li> </ol> <p>Now the analyst can use standard SQL queries to analyze the imported data.  For example:</p> <pre><code>-- Track stargazer growth over time\nSELECT DATE(starred_at) AS star_date, COUNT(*) AS num_stars\nFROM `my_project.github_data.stargazers`\nGROUP BY star_date\nORDER BY star_date;\n\n-- Identify top contributors\nSELECT author.login, COUNT(*) AS num_commits\nFROM `my_project.github_data.commits`\nGROUP BY author.login\nORDER BY num_commits DESC;\n\n-- Explore release history\nSELECT name, tag_name, published_at\nFROM `my_project.github_data.releases`\nORDER BY published_at DESC;\n</code></pre> <p>This use case demonstrates how the <code>get_github_data</code> function simplifies the process of importing and analyzing GitHub repository data within BigQuery, enabling data-driven insights into project activity and community engagement.</p>"},{"location":"bigfunctions/get_github_data/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/get_json/","title":"get_json - BigQuery function","text":"<p> bigfunctions  &gt; get_json </p>"},{"location":"bigfunctions/get_json/#get_json","title":"get_json","text":"Call or Deploy <code>get_json</code> ? Call <code>get_json</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>get_json</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>get_json</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>get_json</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>get_json</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get get_json\nbigfun deploy get_json\n</code></pre>"},{"location":"bigfunctions/get_json/#description","title":"Description","text":"<p>Signature</p> <pre><code>get_json(url, headers)\n</code></pre> <p>Description</p> <p>GET json <code>data</code> from <code>url</code></p>"},{"location":"bigfunctions/get_json/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.get_json('https://api.github.com/repos/unytics/bigfunctions', null)\n</code></pre> <pre><code>select bigfunctions.us.get_json('https://api.github.com/repos/unytics/bigfunctions', null)\n</code></pre> <pre><code>select bigfunctions.europe_west1.get_json('https://api.github.com/repos/unytics/bigfunctions', null)\n</code></pre> <pre>\n<code>+-------+\n| data  |\n+-------+\n| {...} |\n+-------+\n</code>\n</pre> Need help or Found a bug using <code>get_json</code>? Get help using <code>get_json</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>get_json</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/get_json/#use-cases","title":"Use cases","text":"<p>A use case for the <code>get_json</code> function is enriching data in BigQuery with information from an external API.</p> <p>Scenario: You have a table in BigQuery containing information about GitHub repositories, including their names. You want to enrich this data with details like the number of stars, forks, and open issues for each repository.  The GitHub API provides this information in JSON format.</p> <p>Implementation:</p> <ol> <li> <p>BigQuery Table: Let's assume your BigQuery table is named <code>github_repos</code> and has a column named <code>repo_name</code> containing the names of the repositories (e.g., \"unytics/bigfunctions\").</p> </li> <li> <p>BigQuery Query using <code>get_json</code>: You can use the following query to fetch data from the GitHub API and extract the desired information:</p> </li> </ol> <pre><code>SELECT\n    repo_name,\n    JSON_EXTRACT_SCALAR(get_json(CONCAT('https://api.github.com/repos/', repo_name), NULL), '$.stargazers_count') AS stars,\n    JSON_EXTRACT_SCALAR(get_json(CONCAT('https://api.github.com/repos/', repo_name), NULL), '$.forks_count') AS forks,\n    JSON_EXTRACT_SCALAR(get_json(CONCAT('https://api.github.com/repos/', repo_name), NULL), '$.open_issues_count') AS open_issues\nFROM\n    `your-project.your-dataset.github_repos`;\n</code></pre> <p>Explanation:</p> <ul> <li><code>CONCAT('https://api.github.com/repos/', repo_name)</code> dynamically constructs the URL for each repository's API endpoint.</li> <li><code>get_json(..., NULL)</code> fetches the JSON data from the constructed URL. The second argument <code>NULL</code> indicates that no custom headers are needed for this request.</li> <li><code>JSON_EXTRACT_SCALAR(..., '$.stargazers_count')</code> extracts the value associated with the key <code>stargazers_count</code> from the JSON response. Similarly, we extract <code>forks_count</code> and <code>open_issues_count</code>.</li> <li>Remember to replace  <code>your-project.your-dataset.github_repos</code> with the actual path to your BigQuery table and select the correct regional dataset for <code>bigfunctions</code> (e.g., <code>bigfunctions.us</code>, <code>bigfunctions.eu</code>).</li> </ul> <p>Result: This query will produce a new table with the original <code>repo_name</code> and the newly fetched <code>stars</code>, <code>forks</code>, and <code>open_issues</code> columns.</p> <p>This example demonstrates how <code>get_json</code> can be used to integrate external API data directly into BigQuery for analysis and reporting, avoiding the need for intermediate data extraction and loading steps.  You can adapt this pattern to interact with other APIs that provide JSON data.</p>"},{"location":"bigfunctions/get_json/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/get_latest_partition_timestamp/","title":"get_latest_partition_timestamp - BigQuery function","text":"<p> bigfunctions  &gt; get_latest_partition_timestamp </p>"},{"location":"bigfunctions/get_latest_partition_timestamp/#get_latest_partition_timestamp","title":"get_latest_partition_timestamp","text":"Call or Deploy <code>get_latest_partition_timestamp</code> ? Call <code>get_latest_partition_timestamp</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>get_latest_partition_timestamp</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>get_latest_partition_timestamp</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>get_latest_partition_timestamp</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>get_latest_partition_timestamp</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get get_latest_partition_timestamp\nbigfun deploy get_latest_partition_timestamp\n</code></pre>"},{"location":"bigfunctions/get_latest_partition_timestamp/#description","title":"Description","text":"<p>Signature</p> <pre><code>get_latest_partition_timestamp(fully_qualified_table)\n</code></pre> <p>Description</p> <p>Return the maximum of the partition column of <code>fully_qualified_table</code></p>"},{"location":"bigfunctions/get_latest_partition_timestamp/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>call bigfunctions.eu.get_latest_partition_timestamp(\"my_project.my_dataset.my_table\");\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.us.get_latest_partition_timestamp(\"my_project.my_dataset.my_table\");\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.europe_west1.get_latest_partition_timestamp(\"my_project.my_dataset.my_table\");\nselect * from bigfunction_result;\n</code></pre> <pre>\n<code>\n+----------------------------+\n| latest_partition_timestamp |\n+----------------------------+\n|         2023-01-10         |\n+----------------------------+\n\n</code>\n</pre> Need help or Found a bug using <code>get_latest_partition_timestamp</code>? Get help using <code>get_latest_partition_timestamp</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>get_latest_partition_timestamp</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/get_latest_partition_timestamp/#use-cases","title":"Use cases","text":"<p>Let's say you have a BigQuery table called <code>my_project.my_dataset.event_logs</code> that is partitioned by day on a column named <code>event_date</code>.  You want to find the date of the most recent events logged in that table. You can use <code>get_latest_partition_timestamp</code> for this:</p> <pre><code>SELECT * FROM bigfunctions.us.get_latest_partition_timestamp('my_project.my_dataset.event_logs');\nSELECT * FROM bigfunction_result; -- To see the result\n</code></pre> <p>This will return a table with one row and one column, <code>latest_partition_timestamp</code>, containing the latest date for which a partition exists.</p> <p>Other Use Cases:</p> <ul> <li>Data ingestion pipelines: Determine if new data has arrived since the last pipeline run.  You can compare the latest partition timestamp with the timestamp of the last processed data.</li> <li>Report generation: Automatically filter reports to include only the most recent data.  For example, a daily report could use this function to determine the date to filter on.</li> <li>Monitoring: Track the recency of data in different tables.  Regularly call this function on key tables and alert if the latest partition timestamp is older than expected.</li> <li>Data quality checks: Verify that partitions are being created as expected. For instance, if you expect daily partitions, you can check if the latest partition timestamp is within the last 24 hours.</li> </ul> <p>Important Considerations:</p> <ul> <li>Partitioning Column: The table must be partitioned, and the function will return the maximum value of the partitioning column.</li> <li>Data Type: The partitioning column's data type will determine the returned timestamp format.  If the partitioning column is DATE, the function will return a date.  If it's TIMESTAMP, it will return a timestamp.</li> <li>Empty Partitions: The function returns the latest partition regardless of whether that partition contains data.  An empty partition will still be considered the latest.</li> <li>Region: Remember to use the correct BigFunctions dataset for your region (e.g., <code>bigfunctions.us</code> for US, <code>bigfunctions.eu</code> for EU).  See the documentation for the full list of regions.</li> </ul>"},{"location":"bigfunctions/get_latest_partition_timestamp/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/get_meteo/","title":"get_meteo - BigQuery function","text":"<p> bigfunctions  &gt; get_meteo </p>"},{"location":"bigfunctions/get_meteo/#get_meteo","title":"get_meteo","text":"Call or Deploy <code>get_meteo</code> ? Call <code>get_meteo</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>get_meteo</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>get_meteo</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>get_meteo</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>get_meteo</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get get_meteo\nbigfun deploy get_meteo\n</code></pre>"},{"location":"bigfunctions/get_meteo/#description","title":"Description","text":"<p>Signature</p> <pre><code>get_meteo(latitude, longitude, date)\n</code></pre> <p>Description</p> <p>Get <code>meteo</code> for <code>latitude</code> , <code>longitude</code> and <code>date</code></p>"},{"location":"bigfunctions/get_meteo/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.get_meteo(52.52, 13.41, '2023-05-10')\n</code></pre> <pre><code>select bigfunctions.us.get_meteo(52.52, 13.41, '2023-05-10')\n</code></pre> <pre><code>select bigfunctions.europe_west1.get_meteo(52.52, 13.41, '2023-05-10')\n</code></pre> <pre>\n<code>+-------+\n| meteo |\n+-------+\n| {...} |\n+-------+\n</code>\n</pre> Need help or Found a bug using <code>get_meteo</code>? Get help using <code>get_meteo</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>get_meteo</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/get_meteo/#use-cases","title":"Use cases","text":"<p>This <code>get_meteo</code> function appears to retrieve meteorological data (likely temperature, precipitation, wind, etc.) based on a given latitude, longitude, and date.</p> <p>Here's a potential use case:</p> <p>Analyzing the impact of weather on sales for a retail chain.</p> <p>Imagine a retail company with stores across various locations. They want to understand how weather conditions influence daily sales.  They could use this function in the following way:</p> <ol> <li> <p>Data Preparation:  They have a BigQuery table with daily sales data for each store, including the store's location (latitude and longitude) and the date of the sales.</p> </li> <li> <p>Enriching Sales Data with Weather:  They can use the <code>get_meteo</code> function within a BigQuery query to add weather information to their sales data.  For example:</p> </li> </ol> <pre><code>SELECT\n    sales.*,\n    bigfunctions.us.get_meteo(sales.latitude, sales.longitude, sales.date) AS weather_data\nFROM\n    `project.dataset.sales_table` AS sales;\n</code></pre> <p>(Assuming the sales table is in the US region. Adjust the dataset name according to the table's location).</p> <ol> <li> <p>Analysis: Now they have a combined table with sales and corresponding weather data.  They can analyze this data to identify correlations and patterns. For example:</p> <ul> <li>Do rainy days lead to increased sales of umbrellas or indoor games?</li> <li>Does hot weather boost sales of ice cream and cold drinks?</li> <li>Does extreme weather (heavy snow, heat waves) negatively impact overall sales?</li> </ul> </li> <li> <p>Predictive Modeling: This enriched data can be used to train machine learning models to predict future sales based on weather forecasts.</p> </li> </ol> <p>Other potential use cases:</p> <ul> <li>Agriculture: Analyzing historical weather patterns to optimize planting and harvesting schedules.</li> <li>Real Estate:  Understanding the climate of different locations for property valuation and development.</li> <li>Tourism: Providing weather information to tourists planning their trips.</li> <li>Insurance: Assessing weather-related risks for pricing policies.</li> </ul> <p>Essentially, anytime you need to combine location-based data with historical or current weather information within BigQuery, the <code>get_meteo</code> function could be a valuable tool.  The documentation emphasizes its ease of use by being directly callable within BigQuery without needing to deploy it separately.</p>"},{"location":"bigfunctions/get_meteo/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/get_playstore_reviews/","title":"get_playstore_reviews - BigQuery function","text":"<p> bigfunctions  &gt; get_playstore_reviews </p>"},{"location":"bigfunctions/get_playstore_reviews/#get_playstore_reviews","title":"get_playstore_reviews","text":"Call or Deploy <code>get_playstore_reviews</code> ? Call <code>get_playstore_reviews</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>get_playstore_reviews</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>get_playstore_reviews</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>get_playstore_reviews</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>get_playstore_reviews</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get get_playstore_reviews\nbigfun deploy get_playstore_reviews\n</code></pre>"},{"location":"bigfunctions/get_playstore_reviews/#description","title":"Description","text":"<p>Signature</p> <pre><code>get_playstore_reviews(app_id, country, language)\n</code></pre> <p>Description</p> <p>GET Google Play Store Reviews of an app (using google-play-scraper)</p> <ul> <li><code>app_id</code> can be found in the url of the app on the play store. For example for url <code>https://play.google.com/store/apps/details?id=com.fpe.comptenickel&amp;hl=en&amp;pli=1</code>, the <code>app_id</code> is <code>com.fpe.comptenickel</code></li> <li><code>country</code> is the two-letter country iso code of the device where the app was downloaded</li> <li><code>language</code> is the two-letter language iso code of the review</li> </ul> <p>The function will return the 600 newest <code>reviews</code> as json.</p>"},{"location":"bigfunctions/get_playstore_reviews/#examples","title":"Examples","text":"<p>GET reviews written in English for Nickel App installed on French devices</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.get_playstore_reviews('com.fpe.comptenickel', 'fr', 'en')\n</code></pre> <pre><code>select bigfunctions.us.get_playstore_reviews('com.fpe.comptenickel', 'fr', 'en')\n</code></pre> <pre><code>select bigfunctions.europe_west1.get_playstore_reviews('com.fpe.comptenickel', 'fr', 'en')\n</code></pre> <pre>\n<code>+--------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| reviews                                                                                                                                                      |\n+--------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| [\n  {\n    appVersion: \"2.90.0\"\n    at: \"Thu, 19 Sep 2024 10:44:05 GMT\",\n    content: \"...\",\n    repliedAt: ...,\n    replyContent: ...,\n    ...\n  },\n  ...\n]\n |\n+--------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>get_playstore_reviews</code>? Get help using <code>get_playstore_reviews</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>get_playstore_reviews</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/get_playstore_reviews/#use-cases","title":"Use cases","text":"<p>A market research team wants to analyze user sentiment towards a specific mobile application (e.g., \"Nickel App\" with app ID <code>com.fpe.comptenickel</code>) across different regions. They want to understand how French users who have downloaded the app and written their review in English perceive the app.  To achieve this, they would use the <code>get_playstore_reviews</code> BigQuery function with the following parameters:</p> <ul> <li><code>app_id</code>: <code>com.fpe.comptenickel</code></li> <li><code>country</code>: <code>fr</code> (France)</li> <li><code>language</code>: <code>en</code> (English)</li> </ul> <p>They would then execute a query like this (adjusting the dataset <code>bigfunctions.us</code> to match their BigQuery region):</p> <pre><code>SELECT * FROM UNNEST(JSON_EXTRACT_ARRAY(bigfunctions.us.get_playstore_reviews('com.fpe.comptenickel', 'fr', 'en'), '$.reviews')) AS review;\n</code></pre> <p>This query retrieves the reviews as a JSON array, then unnests the array so each review is a separate row.  The team can then perform further analysis on the <code>content</code>, <code>score</code>, and other fields within each review to gauge user sentiment, identify common themes in positive or negative feedback, and understand the overall user experience for this specific user segment. This information can then be used to inform product development, marketing strategies, and customer support efforts.</p>"},{"location":"bigfunctions/get_playstore_reviews/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/get_table_columns/","title":"get_table_columns - BigQuery function","text":"<p> bigfunctions  &gt; get_table_columns </p>"},{"location":"bigfunctions/get_table_columns/#get_table_columns","title":"get_table_columns","text":"Call or Deploy <code>get_table_columns</code> ? Call <code>get_table_columns</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>get_table_columns</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>get_table_columns</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>get_table_columns</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>get_table_columns</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get get_table_columns\nbigfun deploy get_table_columns\n</code></pre>"},{"location":"bigfunctions/get_table_columns/#description","title":"Description","text":"<p>Signature</p> <pre><code>get_table_columns(fully_qualified_table)\n</code></pre> <p>Description</p> <p>Get the column information of the given table from <code>INFORMATION_SCHEMA.COLUMNS</code> and put them in a temporary table called <code>bigfunction_result</code>.</p>"},{"location":"bigfunctions/get_table_columns/#examples","title":"Examples","text":"<p>call <code>bigfunctions.eu._get_columns</code>(\"bigfunctions.samples.natality\"); select column_name, data_type from bigfunction_result ;</p> EUUSeurope-west1 <pre><code>call bigfunctions.eu.get_table_columns(\"bigfunctions.eu.natality\");\n</code></pre> <pre><code>call bigfunctions.us.get_table_columns(\"bigfunctions.us.natality\");\n</code></pre> <pre><code>call bigfunctions.europe_west1.get_table_columns(\"bigfunctions.europe_west1.natality\");\n</code></pre> Need help or Found a bug using <code>get_table_columns</code>? Get help using <code>get_table_columns</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>get_table_columns</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/get_table_columns/#use-cases","title":"Use cases","text":"<p>A use case for the <code>get_table_columns</code> function is to programmatically determine the schema of a BigQuery table. This can be useful in various scenarios, including:</p> <ul> <li> <p>Data Validation: Before loading data into a table, you could use this function to verify that the incoming data matches the expected schema. This can prevent errors and ensure data consistency.</p> </li> <li> <p>Dynamic Query Generation:  You might need to construct SQL queries dynamically based on the columns present in a table. <code>get_table_columns</code> allows you to retrieve the column names and data types, which you can then use to build your query string.</p> </li> <li> <p>Data Discovery and Exploration: When working with unfamiliar datasets, this function can help you quickly understand the structure of a table without manually inspecting it in the BigQuery UI.</p> </li> <li> <p>Schema Migration:  If you're migrating data between tables or systems, you can use <code>get_table_columns</code> to compare the schemas of the source and destination tables and identify any discrepancies.</p> </li> <li> <p>Automated Documentation:  You can use this function as part of a script to automatically generate documentation about your BigQuery tables, including a list of columns and their data types.</p> </li> <li> <p>Monitoring and Auditing: Regularly checking the schema of critical tables can help detect any unexpected changes that might indicate data quality issues or unauthorized modifications.</p> </li> </ul> <p>Example Scenario: Dynamic Query Generation</p> <p>Let's say you have a table with a variable number of columns, and you want to write a query that selects only the columns of a specific data type (e.g., INTEGER). You can use <code>get_table_columns</code> to achieve this:</p> <pre><code>-- Call the function to get the columns of the table 'your_project.your_dataset.your_table'\nCALL `bigfunctions.your_region.get_table_columns`('your_project.your_dataset.your_table');\n\n-- Build a dynamic SQL query based on the results\nDECLARE query STRING;\nSET query = 'SELECT ';\n\nSELECT\n    ARRAY_TO_STRING(\n        ARRAY_AGG(\n            IF(data_type = 'INTEGER', column_name, NULL)\n        ),\n        ', '\n    )\nINTO query\nFROM bigfunction_result;\n\nSET query = query || ' FROM `your_project.your_dataset.your_table`';\n\n-- Execute the dynamic query\nEXECUTE IMMEDIATE query;\n</code></pre> <p>This code first calls <code>get_table_columns</code> to populate the <code>bigfunction_result</code> table. Then, it constructs a dynamic SQL query by iterating over the results and including only the INTEGER columns in the SELECT clause. Finally, it executes the generated query.  This approach allows you to adapt your queries to different table schemas without hardcoding column names.  Remember to replace <code>your_project</code>, <code>your_dataset</code>, <code>your_table</code>, and <code>your_region</code> with the appropriate values for your environment.</p>"},{"location":"bigfunctions/get_table_columns/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/get_transport_emissions/","title":"get_transport_emissions - BigQuery function","text":"<p> bigfunctions  &gt; get_transport_emissions </p>"},{"location":"bigfunctions/get_transport_emissions/#get_transport_emissions","title":"get_transport_emissions","text":"Call or Deploy <code>get_transport_emissions</code> ? Call <code>get_transport_emissions</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>get_transport_emissions</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>get_transport_emissions</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>get_transport_emissions</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>get_transport_emissions</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get get_transport_emissions\nbigfun deploy get_transport_emissions\n</code></pre>"},{"location":"bigfunctions/get_transport_emissions/#description","title":"Description","text":"<p>Signature</p> <pre><code>get_transport_emissions(distance_km)\n</code></pre> <p>Description</p> <p>Get the transport CO2 emissions given the <code>distance_km</code> by transport mode from impactco2.fr</p>"},{"location":"bigfunctions/get_transport_emissions/#examples","title":"Examples","text":"<p>Get transport emissions for 200 km</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.get_transport_emissions(200)\n</code></pre> <pre><code>select bigfunctions.us.get_transport_emissions(200)\n</code></pre> <pre><code>select bigfunctions.europe_west1.get_transport_emissions(200)\n</code></pre> <pre>\n<code>+-------------------------------------------------------------------------------------------------------------------------------------------+\n| co2_emissions_by_transport_mode                                                                                                           |\n+-------------------------------------------------------------------------------------------------------------------------------------------+\n| [\n  {\"id\": 2, \"name\": \"High-speed train\",\"value\":0.46},\n  {\"id\": 22,\"name\": \"Carpooling combustion (1 passenger)\",\"value\":19.2},\n  ...\n]\n |\n+-------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>get_transport_emissions</code>? Get help using <code>get_transport_emissions</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>get_transport_emissions</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/get_transport_emissions/#use-cases","title":"Use cases","text":"<p>A logistics company uses BigQuery to store data about its deliveries.  Each record in the <code>deliveries</code> table includes the <code>distance_km</code> for each delivery.  The company wants to calculate the estimated CO2 emissions for each delivery, broken down by different transportation modes (e.g., truck, train, plane) to understand its environmental impact and explore potential optimizations.</p> <p>They can use the <code>get_transport_emissions</code> function within a query like this:</p> <pre><code>SELECT\n    delivery_id,\n    distance_km,\n    bigfunctions.eu.get_transport_emissions(distance_km) AS co2_emissions\n  FROM\n    `project.dataset.deliveries`;\n</code></pre> <p>This query adds a new column, <code>co2_emissions</code>, to the results.  This column contains an array of structs, where each struct represents a transportation mode and its associated CO2 emission for the given distance. The company can then further process this data:</p> <ul> <li>Aggregate emissions by transport mode:  Unnest the <code>co2_emissions</code> array and aggregate the total emissions for each transport mode across all deliveries.  This allows them to see which modes contribute most to their carbon footprint.</li> </ul> <pre><code>SELECT\n    transport.name,\n    SUM(transport.value) AS total_emissions\n  FROM\n    `project.dataset.deliveries`,\n    UNNEST(bigfunctions.eu.get_transport_emissions(distance_km)) AS transport\n  GROUP BY 1\n  ORDER BY\n    total_emissions DESC\n</code></pre> <ul> <li> <p>Compare emissions for different delivery routes: If they have multiple potential routes for a delivery, they can use this function to estimate the emissions for each route and choose the most environmentally friendly option.</p> </li> <li> <p>Scenario planning: The company could use this function to model the impact of switching to different transport modes for a portion of their deliveries.  For example, what would be the CO2 reduction if 20% of truck deliveries were switched to rail?</p> </li> <li> <p>Reporting and dashboards: Integrate the emission data into reports and dashboards to monitor progress towards sustainability goals.</p> </li> </ul> <p>By using the <code>get_transport_emissions</code> function directly within their BigQuery workflows, the logistics company can efficiently analyze their emissions data without needing to manage external APIs or data transfers.  This enables them to make data-driven decisions to optimize their operations for lower environmental impact.</p>"},{"location":"bigfunctions/get_transport_emissions/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/get_value/","title":"get_value - BigQuery function","text":"<p> bigfunctions  &gt; get_value </p>"},{"location":"bigfunctions/get_value/#get_value","title":"get_value","text":"Call or Deploy <code>get_value</code> ? Call <code>get_value</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>get_value</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>get_value</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>get_value</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>get_value</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get get_value\nbigfun deploy get_value\n</code></pre>"},{"location":"bigfunctions/get_value/#description","title":"Description","text":"<p>Signature</p> <pre><code>get_value(key_value_items, search_key)\n</code></pre> <p>Description</p> <p>Return the first <code>value</code> with a key <code>search_key</code> from <code>key_value_items</code> (or return <code>null</code> if <code>search_key</code> does not exist in <code>key_value_items</code>).</p>"},{"location":"bigfunctions/get_value/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.get_value([struct('a' as key, 8 as value), struct('b' as key, 9 as value)], 'a')\n</code></pre> <pre><code>select bigfunctions.us.get_value([struct('a' as key, 8 as value), struct('b' as key, 9 as value)], 'a')\n</code></pre> <pre><code>select bigfunctions.europe_west1.get_value([struct('a' as key, 8 as value), struct('b' as key, 9 as value)], 'a')\n</code></pre> <pre>\n<code>+-------+\n| value |\n+-------+\n| 8     |\n+-------+\n</code>\n</pre> EUUSeurope-west1 <pre><code>select bigfunctions.eu.get_value([struct('a' as key, 8 as value), struct('b' as key, 9 as value)], 'c')\n</code></pre> <pre><code>select bigfunctions.us.get_value([struct('a' as key, 8 as value), struct('b' as key, 9 as value)], 'c')\n</code></pre> <pre><code>select bigfunctions.europe_west1.get_value([struct('a' as key, 8 as value), struct('b' as key, 9 as value)], 'c')\n</code></pre> <pre>\n<code>+-------+\n| value |\n+-------+\n| null  |\n+-------+\n</code>\n</pre> <p>3. When there are multiple occurences of <code>search_key</code>, return the first found <code>value</code></p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.get_value([struct('a' as key, 8 as value), struct('a' as key, 9 as value)], 'a')\n</code></pre> <pre><code>select bigfunctions.us.get_value([struct('a' as key, 8 as value), struct('a' as key, 9 as value)], 'a')\n</code></pre> <pre><code>select bigfunctions.europe_west1.get_value([struct('a' as key, 8 as value), struct('a' as key, 9 as value)], 'a')\n</code></pre> <pre>\n<code>+-------+\n| value |\n+-------+\n| 8     |\n+-------+\n</code>\n</pre> Need help or Found a bug using <code>get_value</code>? Get help using <code>get_value</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>get_value</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/get_value/#use-cases","title":"Use cases","text":"<p>This <code>get_value</code> function is useful for extracting values from arrays of key-value pairs (structs).  Here are a few use cases:</p> <p>1. Parameter Extraction: Imagine you have a table storing event data, where one column contains parameters as an array of key-value structs:</p> <pre><code>| event_id | parameters                                      |\n|----------|-------------------------------------------------|\n| 1        | [{'key': 'user_id', 'value': '123'}, {'key': 'event_type', 'value': 'purchase'}] |\n| 2        | [{'key': 'item_id', 'value': '456'}, {'key': 'user_id', 'value': '789'}] |\n</code></pre> <p>You could use <code>get_value</code> to extract the <code>user_id</code> for each event:</p> <pre><code>SELECT\n    event_id,\n    bigfunctions.YOUR_REGION.get_value(parameters, 'user_id') AS user_id\nFROM\n    your_table;\n</code></pre> <p>This would give you:</p> <pre><code>| event_id | user_id |\n|----------|---------|\n| 1        | 123     |\n| 2        | 789     |\n</code></pre> <p>2. Configuration Management:  Suppose you store configuration settings as key-value pairs in a table:</p> <pre><code>| setting_group | settings                                       |\n|---------------|-------------------------------------------------|\n| website       | [{'key': 'theme', 'value': 'dark'}, {'key': 'font_size', 'value': '16px'}] |\n| mobile_app    | [{'key': 'version', 'value': '1.2.3'}, {'key': 'platform', 'value': 'ios'}] |\n</code></pre> <p>You could retrieve specific settings using <code>get_value</code>:</p> <pre><code>SELECT\n    setting_group,\n    bigfunctions.YOUR_REGION.get_value(settings, 'theme') AS theme\nFROM\n    your_config_table\nWHERE setting_group = 'website';\n</code></pre> <p>3. Product Attributes:  E-commerce platforms often store product attributes as key-value pairs.  <code>get_value</code> can help extract these attributes:</p> <pre><code>| product_id | attributes                                     |\n|------------|-------------------------------------------------|\n| 1          | [{'key': 'color', 'value': 'red'}, {'key': 'size', 'value': 'L'}] |\n| 2          | [{'key': 'weight', 'value': '1kg'}, {'key': 'material', 'value': 'cotton'}] |\n</code></pre> <p>You can extract the color of product 1 with:</p> <pre><code>SELECT bigfunctions.YOUR_REGION.get_value(attributes, 'color') AS color\nFROM your_product_table\nWHERE product_id = 1;\n</code></pre> <p>These are just a few examples. Anytime you have data stored as an array of key-value pairs in BigQuery, <code>get_value</code> can be a convenient way to access the values associated with specific keys. Remember to replace <code>YOUR_REGION</code> with the appropriate BigQuery region for your data.</p>"},{"location":"bigfunctions/get_value/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/get_view_history/","title":"get_view_history - BigQuery function","text":"<p> bigfunctions  &gt; get_view_history </p>"},{"location":"bigfunctions/get_view_history/#get_view_history","title":"get_view_history","text":"Call or Deploy <code>get_view_history</code> ? Call <code>get_view_history</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>get_view_history</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>get_view_history</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>get_view_history</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>get_view_history</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get get_view_history\nbigfun deploy get_view_history\n</code></pre>"},{"location":"bigfunctions/get_view_history/#description","title":"Description","text":"<p>Signature</p> <pre><code>get_view_history(fully_qualified_view)\n</code></pre> <p>Description</p> <p>Get BigQuery View history</p>"},{"location":"bigfunctions/get_view_history/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>call bigfunctions.eu.get_view_history(your_project.your_dataset.view_name);\n</code></pre> <pre><code>call bigfunctions.us.get_view_history(your_project.your_dataset.view_name);\n</code></pre> <pre><code>call bigfunctions.europe_west1.get_view_history(your_project.your_dataset.view_name);\n</code></pre> Need help or Found a bug using <code>get_view_history</code>? Get help using <code>get_view_history</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>get_view_history</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/get_view_history/#use-cases","title":"Use cases","text":"<p>A use case for the <code>get_view_history</code> function is tracking changes and debugging issues with a view's definition.</p> <p>Imagine a complex view used in several dashboards and reports. Suddenly, the reports start showing unexpected results. Using <code>get_view_history</code>, you can quickly:</p> <ol> <li>Identify when the view definition changed: Retrieve the historical definitions of the view to pinpoint the exact time a modification was made that might have introduced the error.</li> <li>Compare different versions:  Analyze the differences between previous versions and the current definition to understand exactly what changed in the SQL query.  This helps in identifying the root cause of the issue.</li> <li>Revert to a previous version: If a problematic change is identified, having access to the historical definitions makes it easy to revert the view to a known good state while a fix is being developed.</li> <li>Audit view changes: Track who made changes and when, enhancing accountability and control over critical data assets. This is particularly important for regulatory compliance and data governance.</li> <li>Understand the evolution of a view: By examining the history, you can gain insights into how the view's logic has evolved over time, aiding in documentation and knowledge transfer.</li> </ol> <p>Example: Let's say your view <code>my_project.my_dataset.important_sales_view</code> is producing incorrect totals. You suspect a recent change to the view's SQL is responsible.  You could use <code>get_view_history</code> (assuming your project is in the <code>US</code> multi-region):</p> <pre><code>SELECT * FROM bigfunctions.us.get_view_history('my_project.my_dataset.important_sales_view');\n</code></pre> <p>This would return a table showing the different versions of the view's definition along with timestamps, allowing you to compare the SQL before and after the problem started occurring. This helps isolate the problematic change and restore a correct version quickly.</p>"},{"location":"bigfunctions/get_view_history/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/get_webpage_data/","title":"get_webpage_data - BigQuery function","text":"<p> bigfunctions  &gt; get_webpage_data </p>"},{"location":"bigfunctions/get_webpage_data/#get_webpage_data","title":"get_webpage_data","text":"Call or Deploy <code>get_webpage_data</code> ? Call <code>get_webpage_data</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>get_webpage_data</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>get_webpage_data</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>get_webpage_data</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>get_webpage_data</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get get_webpage_data\nbigfun deploy get_webpage_data\n</code></pre> <p>Requirements</p> <p><code>get_webpage_data</code> uses the following secrets. Get them by reading the documentation link and store them in Google Secret Manager in the project where you deploy the function (and give Accessor role to the service account of the function):</p> name description documentation to get the secret <code>gemini_api_key</code> Gemini Api Key doc"},{"location":"bigfunctions/get_webpage_data/#description","title":"Description","text":"<p>Signature</p> <pre><code>get_webpage_data(prompt, url)\n</code></pre> <p>Description</p> <p>Extract <code>data</code> from <code>url</code> using <code>prompt</code> (using scrapegraph-ai python library)</p>"},{"location":"bigfunctions/get_webpage_data/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.get_webpage_data('''\n  Return the list of bigfunctions in the category \"get data\".\n\n  Result must be a dict with the name of the bigfunction as key and its description as value.\n  Do not include arguments in the name.\n  '''\n  , 'https://unytics.io/bigfunctions/bigfunctions/')\n</code></pre> <pre><code>select bigfunctions.us.get_webpage_data('''\n  Return the list of bigfunctions in the category \"get data\".\n\n  Result must be a dict with the name of the bigfunction as key and its description as value.\n  Do not include arguments in the name.\n  '''\n  , 'https://unytics.io/bigfunctions/bigfunctions/')\n</code></pre> <pre><code>select bigfunctions.europe_west1.get_webpage_data('''\n  Return the list of bigfunctions in the category \"get data\".\n\n  Result must be a dict with the name of the bigfunction as key and its description as value.\n  Do not include arguments in the name.\n  '''\n  , 'https://unytics.io/bigfunctions/bigfunctions/')\n</code></pre> <pre>\n<code>+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| data                                                                                                                                                                                |\n+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| {\n  \"exchange_rate\": \"Get `exchange_rate`\",\n  \"faker\": \"Generates fake data\",\n  \"get\": \"Request `url`\",\n  \"get_appstore_reviews\": \"GET Apple App Store Reviews of an app\",\n  ...\n}\n |\n+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>get_webpage_data</code>? Get help using <code>get_webpage_data</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>get_webpage_data</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/get_webpage_data/#use-cases","title":"Use cases","text":"<p>The provided function <code>get_webpage_data(prompt, url)</code> allows you to extract specific data from a webpage using a natural language prompt.  Here are a few use cases:</p> <ul> <li>Competitive Analysis: You could extract pricing information from competitor websites.  For example:</li> </ul> <pre><code>SELECT bigfunctions.us.get_webpage_data(\n    'Extract the price of the \"Product X\" from the product page.',\n    'https://competitorwebsite.com/product-x'\n);\n</code></pre> <ul> <li>Market Research: Extract product descriptions and customer reviews from e-commerce sites to understand market trends and customer sentiment:</li> </ul> <pre><code>SELECT bigfunctions.us.get_webpage_data(\n    'Extract all customer reviews and ratings for \"Product Y\".',\n    'https://ecommercewebsite.com/product-y'\n);\n</code></pre> <ul> <li>Lead Generation: Extract contact information from business directories or websites:</li> </ul> <pre><code>SELECT bigfunctions.us.get_webpage_data(\n    'Extract the email address and phone number from the contact us page.',\n    'https://targetcompany.com/contact-us'\n);\n</code></pre> <ul> <li>Content Aggregation: Pull news headlines and summaries from various news websites to create a consolidated news feed:</li> </ul> <pre><code>SELECT bigfunctions.us.get_webpage_data(\n    'Extract the headline and summary of the top 3 news articles on the homepage.',\n    'https://newswebsite.com'\n);\n</code></pre> <ul> <li>Real Estate Data Analysis: Extract property details like price, square footage, and number of bedrooms from real estate listings:</li> </ul> <pre><code>SELECT bigfunctions.us.get_webpage_data(\n    'Extract the price, square footage, number of bedrooms, and address of the property.',\n    'https://realestatewebsite.com/property-listing-123'\n);\n</code></pre> <ul> <li> <p>Monitoring Website Changes: Track changes in product availability or pricing on a specific webpage by periodically calling the function with the same prompt and URL.</p> </li> <li> <p>Extracting Data from Tables within Web Pages: The function can be used to parse HTML tables and extract structured data. For instance, it can extract financial data from tables on a company's investor relations page.</p> </li> </ul> <p>The key advantage is the use of natural language prompts, making it easier to specify what data you need without needing to write complex web scraping code or understand the underlying HTML structure. However, the accuracy and reliability depend heavily on the clarity and specificity of the prompt and the complexity of the target website's structure.  It's essential to test and refine prompts for optimal results.</p>"},{"location":"bigfunctions/get_webpage_data/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/get_webpage_metadata/","title":"get_webpage_metadata - BigQuery function","text":"<p> bigfunctions  &gt; get_webpage_metadata </p>"},{"location":"bigfunctions/get_webpage_metadata/#get_webpage_metadata","title":"get_webpage_metadata","text":"Call or Deploy <code>get_webpage_metadata</code> ? Call <code>get_webpage_metadata</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>get_webpage_metadata</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>get_webpage_metadata</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>get_webpage_metadata</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>get_webpage_metadata</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get get_webpage_metadata\nbigfun deploy get_webpage_metadata\n</code></pre>"},{"location":"bigfunctions/get_webpage_metadata/#description","title":"Description","text":"<p>Signature</p> <pre><code>get_webpage_metadata(url)\n</code></pre> <p>Description</p> <p>Get webpage metadata (using metadata_parser python library)</p>"},{"location":"bigfunctions/get_webpage_metadata/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.get_webpage_metadata('https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763')\n</code></pre> <pre><code>select bigfunctions.us.get_webpage_metadata('https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763')\n</code></pre> <pre><code>select bigfunctions.europe_west1.get_webpage_metadata('https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763')\n</code></pre> <pre>\n<code>+----------+\n| metadata |\n+----------+\n| {...}    |\n+----------+\n</code>\n</pre> Need help or Found a bug using <code>get_webpage_metadata</code>? Get help using <code>get_webpage_metadata</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>get_webpage_metadata</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/get_webpage_metadata/#use-cases","title":"Use cases","text":"<p>You could use this function in BigQuery to analyze a dataset of URLs and extract metadata from each URL.  Here are a few concrete use cases:</p> <ul> <li> <p>SEO Analysis:  Imagine you have a table of competitor websites. You could use <code>get_webpage_metadata</code> to extract title tags, descriptions, and other metadata to understand their SEO strategies and identify opportunities.  You could analyze trends in keywords used in titles and descriptions.</p> </li> <li> <p>Content Auditing:  For a large website, you might have a table of all your pages.  This function could help you audit your content by extracting metadata and looking for missing or inconsistent information, like missing title tags or descriptions that are too short.</p> </li> <li> <p>Social Media Analysis: If you have a table of URLs shared on social media, you could use this function to understand the type of content being shared.  Extracting titles and descriptions can give you insights into the topics and themes that resonate with your audience.</p> </li> <li> <p>Data Enrichment:  Suppose you have a table of news articles with only URLs. You can enrich this data by extracting metadata such as the publisher, publication date, and author, if available, using this function.</p> </li> <li> <p>Classifying Web Pages: Based on the extracted metadata like title and description, you can train a machine learning model to categorize web pages into different topics or industries.</p> </li> </ul> <p>Here's a simplified example in BigQuery (assuming your dataset is in the <code>us</code> region and your table is named <code>urls</code> with a column named <code>url</code>):</p> <pre><code>SELECT\n    url,\n    bigfunctions.us.get_webpage_metadata(url) AS metadata\nFROM\n    `your_project.your_dataset.urls`;\n</code></pre> <p>This query would add a new column called <code>metadata</code> to your table, containing the extracted metadata for each URL.  You could then further process this JSON metadata within BigQuery to extract specific fields.  For instance, to extract the title:</p> <pre><code>SELECT\n    url,\n    JSON_EXTRACT_SCALAR(bigfunctions.us.get_webpage_metadata(url), '$.title') AS title\nFROM\n    `your_project.your_dataset.urls`;\n</code></pre>"},{"location":"bigfunctions/get_webpage_metadata/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/get_webpage_structured_data/","title":"get_webpage_structured_data - BigQuery function","text":"<p> bigfunctions  &gt; get_webpage_structured_data </p>"},{"location":"bigfunctions/get_webpage_structured_data/#get_webpage_structured_data","title":"get_webpage_structured_data","text":"Call or Deploy <code>get_webpage_structured_data</code> ? Call <code>get_webpage_structured_data</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>get_webpage_structured_data</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>get_webpage_structured_data</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>get_webpage_structured_data</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>get_webpage_structured_data</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get get_webpage_structured_data\nbigfun deploy get_webpage_structured_data\n</code></pre>"},{"location":"bigfunctions/get_webpage_structured_data/#description","title":"Description","text":"<p>Signature</p> <pre><code>get_webpage_structured_data(url)\n</code></pre> <p>Description</p> <p>Get webpage Structured Data that Google shows in search results.</p>"},{"location":"bigfunctions/get_webpage_structured_data/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.get_webpage_structured_data('https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763')\n</code></pre> <pre><code>select bigfunctions.us.get_webpage_structured_data('https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763')\n</code></pre> <pre><code>select bigfunctions.europe_west1.get_webpage_structured_data('https://apps.apple.com/fr/app/nickel-compte-pour-tous/id1119225763')\n</code></pre> <pre>\n<code>+-----------------+\n| structured_data |\n+-----------------+\n| {...}           |\n+-----------------+\n</code>\n</pre> Need help or Found a bug using <code>get_webpage_structured_data</code>? Get help using <code>get_webpage_structured_data</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>get_webpage_structured_data</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/get_webpage_structured_data/#use-cases","title":"Use cases","text":"<p>A use case for the <code>get_webpage_structured_data</code> function is SEO analysis and monitoring.</p> <p>Imagine you have a database of competitor websites or a list of your own web pages. You could use this function within BigQuery to:</p> <ol> <li> <p>Extract structured data at scale: Periodically run a query that iterates through your list of URLs and calls <code>get_webpage_structured_data</code> for each one.  This allows you to collect the structured data for a large number of pages efficiently.</p> </li> <li> <p>Identify missing or incorrect structured data: Analyze the returned JSON for specific schema types (e.g., Product, Article, LocalBusiness) to ensure your competitors or your own pages have correctly implemented structured data markup. This helps identify opportunities to improve search engine visibility.</p> </li> <li> <p>Track changes in structured data: By running the function regularly, you can monitor changes in structured data implementations over time. This could indicate updates to content, changes in SEO strategy, or technical issues.</p> </li> <li> <p>Competitive analysis:  See what structured data your competitors are using.  This can inform your own SEO strategy.  For example, if competitors are using a specific schema type that you aren't, it might be worth investigating.</p> </li> <li> <p>Automated reporting: Build dashboards and reports in BigQuery to visualize structured data trends and identify areas for improvement.</p> </li> </ol> <p>Example Scenario:</p> <p>Let's say you want to check if your competitors are using the <code>Product</code> schema correctly on their product pages. You have a table called <code>competitor_products</code> with a column <code>product_url</code>. You can use the <code>get_webpage_structured_data</code> function in a query like this:</p> <pre><code>SELECT\n    competitor_products.product_url,\n    bigfunctions.us.get_webpage_structured_data(competitor_products.product_url) AS structured_data\nFROM\n    `your_project.your_dataset.competitor_products`;\n</code></pre> <p>This query will return the structured data for each product URL.  You can then further process the JSON within BigQuery to check for the presence and correctness of the <code>Product</code> schema, allowing you to identify competitors who are doing a better job with structured data and learn from their implementation.</p>"},{"location":"bigfunctions/get_webpage_structured_data/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/gregorian2hijri/","title":"gregorian2hijri - BigQuery function","text":"<p> bigfunctions  &gt; gregorian2hijri </p>"},{"location":"bigfunctions/gregorian2hijri/#gregorian2hijri","title":"gregorian2hijri","text":"Call or Deploy <code>gregorian2hijri</code> ? Call <code>gregorian2hijri</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>gregorian2hijri</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>gregorian2hijri</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>gregorian2hijri</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>gregorian2hijri</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get gregorian2hijri\nbigfun deploy gregorian2hijri\n</code></pre>"},{"location":"bigfunctions/gregorian2hijri/#description","title":"Description","text":"<p>Signature</p> <pre><code>gregorian2hijri(gregorian_date)\n</code></pre> <p>Description</p> <p>Convert Gregorian Date to Hijri Date (taken from here)</p>"},{"location":"bigfunctions/gregorian2hijri/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.gregorian2hijri(date '2023-02-12')\n</code></pre> <pre><code>select bigfunctions.us.gregorian2hijri(date '2023-02-12')\n</code></pre> <pre><code>select bigfunctions.europe_west1.gregorian2hijri(date '2023-02-12')\n</code></pre> <pre>\n<code>+------------+\n| hijri_date |\n+------------+\n| 1444-7-20  |\n+------------+\n</code>\n</pre> Need help or Found a bug using <code>gregorian2hijri</code>? Get help using <code>gregorian2hijri</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>gregorian2hijri</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/gregorian2hijri/#use-cases","title":"Use cases","text":"<p>A use case for the <code>gregorian2hijri</code> function would be for any application or analysis that needs to represent dates in both the Gregorian and Hijri calendars.  Here are a few specific examples:</p> <ul> <li> <p>Event Scheduling and Reminders: An application scheduling events for a predominantly Muslim audience could use this function to display event dates in the Hijri calendar alongside the Gregorian date.  This would be particularly relevant for religious holidays or culturally significant dates.  Reminder systems could also utilize this function to send out reminders based on the Hijri date.</p> </li> <li> <p>Historical Data Analysis: Researchers studying historical events in regions where the Hijri calendar was prevalent could use this function to convert Gregorian dates in their datasets to Hijri dates. This allows for a more accurate understanding of the timing of events within the historical context.</p> </li> <li> <p>Financial Reporting: Businesses operating in regions using the Hijri calendar might need to generate reports based on both calendar systems. This function would facilitate the conversion of Gregorian transaction dates to Hijri dates for accurate financial reporting and analysis.</p> </li> <li> <p>Data Warehousing and ETL:  In a data warehouse setting, having a function like this available simplifies the process of converting Gregorian dates to Hijri dates during the Extract, Transform, Load (ETL) process. This allows for consistent date representation and facilitates analysis that requires both calendar systems.</p> </li> <li> <p>E-commerce and Localized Applications:  E-commerce platforms or applications catering to a global audience could use this function to display dates in the user's preferred calendar system.  This improves user experience and facilitates better understanding of delivery dates, promotional periods, etc., especially in regions where the Hijri calendar is commonly used.</p> </li> <li> <p>Genealogical Research: Individuals researching family history in regions using the Hijri calendar could use this function to convert Gregorian dates on birth certificates, marriage records, or other historical documents to Hijri dates, aiding in the accurate reconstruction of family timelines.</p> </li> </ul> <p>In essence, <code>gregorian2hijri</code> bridges the gap between the Gregorian and Hijri calendar systems within BigQuery, enabling a wider range of applications and analyses for data involving dates relevant to both calendars.</p>"},{"location":"bigfunctions/gregorian2hijri/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/h3/","title":"h3 - BigQuery function","text":"<p> bigfunctions  &gt; h3 </p>"},{"location":"bigfunctions/h3/#h3","title":"h3","text":"Call or Deploy <code>h3</code> ? Call <code>h3</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>h3</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>h3</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>h3</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>h3</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get h3\nbigfun deploy h3\n</code></pre>"},{"location":"bigfunctions/h3/#description","title":"Description","text":"<p>Signature</p> <pre><code>h3(function_name, arguments)\n</code></pre> <p>Description</p> <p>Wrapper around Uber H3 (A Hexagonal Hierarchical Geospatial Indexing System).</p>"},{"location":"bigfunctions/h3/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.h3('latLngToCell', json '[37.3615593, -122.0553238, 7]')\n</code></pre> <pre><code>select bigfunctions.us.h3('latLngToCell', json '[37.3615593, -122.0553238, 7]')\n</code></pre> <pre><code>select bigfunctions.europe_west1.h3('latLngToCell', json '[37.3615593, -122.0553238, 7]')\n</code></pre> <pre>\n<code>+-------------------+\n| result            |\n+-------------------+\n| \"87283472bffffff\" |\n+-------------------+\n</code>\n</pre> Need help or Found a bug using <code>h3</code>? Get help using <code>h3</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>h3</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/h3/#use-cases","title":"Use cases","text":"<p>A use case for the <code>h3</code> BigQuery function would be analyzing ride-sharing data.  Imagine you have a table of ride-sharing trips with starting and ending GPS coordinates (latitude and longitude). You want to identify popular pickup and dropoff locations at different levels of granularity.</p> <p>Here's how you could use the <code>h3</code> function:</p> <ol> <li>Convert GPS coordinates to H3 indexes:  Use the <code>latLngToCell</code> function within <code>h3</code> to convert each ride's start and end coordinates into H3 indexes at a specific resolution.  The resolution controls the size of the hexagonal grid cells. A higher resolution (e.g., 10) means smaller, more precise cells, while a lower resolution (e.g., 6) means larger, more generalized cells.</li> </ol> <p><pre><code>SELECT\n    trip_id,\n    bigfunctions.&lt;your-region&gt;.h3('latLngToCell', JSON_ARRAY(start_lat, start_lng, 8)) AS start_h3,\n    bigfunctions.&lt;your-region&gt;.h3('latLngToCell', JSON_ARRAY(end_lat, end_lng, 8)) AS end_h3\nFROM\n    `your_project.your_dataset.rides_table`;\n</code></pre>    Replace <code>&lt;your-region&gt;</code> with the appropriate BigQuery region (e.g., <code>us</code>, <code>eu</code>, <code>us_central1</code>).</p> <ol> <li>Aggregate trips by H3 index: Now you can group the trips by their <code>start_h3</code> or <code>end_h3</code> indexes to count the number of pickups or dropoffs within each hexagonal grid cell.</li> </ol> <pre><code>SELECT\n    start_h3,\n    COUNT(*) AS pickup_count\nFROM (\n    SELECT\n        bigfunctions.&lt;your-region&gt;.h3('latLngToCell', JSON_ARRAY(start_lat, start_lng, 8)) AS start_h3\n    FROM\n        `your_project.your_dataset.rides_table`\n)\nGROUP BY\n    start_h3\nORDER BY\n    pickup_count DESC;\n</code></pre> <ol> <li>Visualize the results:  You can export the results to a visualization tool like GeoJSON.io or Kepler.gl.  Since H3 indexes represent hexagons, you can easily display them on a map to visualize the density of ride-sharing activity in different areas.  This allows you to identify hotspots, areas with high demand, or areas that might benefit from more drivers.</li> </ol> <p>By using different H3 resolutions, you can analyze ride-sharing patterns at different scales.  For example, a resolution of 8 might be suitable for identifying neighborhoods with high pickup activity, while a resolution of 6 could be used to analyze demand across larger districts or cities.  The <code>h3</code> function also provides other functionalities from the H3 library, such as finding neighboring cells (<code>kRing</code>), which can be useful for analyzing nearby areas or defining service zones.</p>"},{"location":"bigfunctions/h3/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/html2pdf/","title":"html2pdf - BigQuery function","text":"<p> bigfunctions  &gt; html2pdf </p>"},{"location":"bigfunctions/html2pdf/#html2pdf","title":"html2pdf","text":"Call or Deploy <code>html2pdf</code> ? Call <code>html2pdf</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>html2pdf</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>html2pdf</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>html2pdf</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>html2pdf</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get html2pdf\nbigfun deploy html2pdf\n</code></pre>"},{"location":"bigfunctions/html2pdf/#description","title":"Description","text":"<p>Signature</p> <pre><code>html2pdf(html)\n</code></pre> <p>Description</p> <p>Convert <code>html</code> to <code>pdf</code> encoded as a base64 string.</p> <p>This function is useful to combine with <code>send_mail</code> if you want to send a personnalized pdf to some people.</p> <p>To have a beautiful pdf, we advise you to get inspired by this invoice template.</p>"},{"location":"bigfunctions/html2pdf/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.html2pdf(\"&lt;h1&gt;Love It!&lt;/h1&gt;\")\n</code></pre> <pre><code>select bigfunctions.us.html2pdf(\"&lt;h1&gt;Love It!&lt;/h1&gt;\")\n</code></pre> <pre><code>select bigfunctions.europe_west1.html2pdf(\"&lt;h1&gt;Love It!&lt;/h1&gt;\")\n</code></pre> <pre>\n<code>+------------------+\n| pdf_base64       |\n+------------------+\n| JVBERi0xLjQK.... |\n+------------------+\n</code>\n</pre> Need help or Found a bug using <code>html2pdf</code>? Get help using <code>html2pdf</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>html2pdf</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/html2pdf/#use-cases","title":"Use cases","text":"<p>A use case for the <code>html2pdf</code> BigQuery function would be generating personalized PDF invoices or reports directly from BigQuery data.  Imagine you have a table with customer order information, including items purchased, quantities, prices, and customer details. You could use a query to format this data into an HTML invoice template, then use the <code>html2pdf</code> function to convert this HTML into a PDF for each customer.</p> <p>Here's a more concrete example:</p> <p>1. Data in BigQuery:</p> <pre><code>orders table:\n| order_id | customer_id | item | quantity | price | customer_name | customer_email |\n|---|---|---|---|---|---|---|\n| 1 | 123 | Widget A | 2 | 10 | John Doe | john.doe@email.com |\n| 1 | 123 | Widget B | 1 | 25 | John Doe | john.doe@email.com |\n| 2 | 456 | Widget C | 3 | 15 | Jane Smith | jane.smith@email.com |\n</code></pre> <p>2. BigQuery SQL with <code>html2pdf</code>:</p> <pre><code>SELECT\n    order_id,\n    customer_id,\n    bigfunctions.us.html2pdf(FORMAT(\"\"\"\n        &lt;!DOCTYPE html&gt;\n        &lt;html&gt;\n        &lt;head&gt;\n          &lt;title&gt;Invoice #%d&lt;/title&gt;\n        &lt;/head&gt;\n        &lt;body&gt;\n          &lt;h1&gt;Invoice #%d&lt;/h1&gt;\n          &lt;p&gt;Customer: %s&lt;/p&gt;\n          &lt;table&gt;\n            &lt;tr&gt;&lt;th&gt;Item&lt;/th&gt;&lt;th&gt;Quantity&lt;/th&gt;&lt;th&gt;Price&lt;/th&gt;&lt;/tr&gt;\n            %s\n          &lt;/table&gt;\n          &lt;p&gt;Total: $%d&lt;/p&gt;\n        &lt;/body&gt;\n        &lt;/html&gt;\n    \"\"\", order_id, order_id, customer_name, ARRAY_TO_STRING(\n        ARRAY_AGG(\n            FORMAT(\"\"\"&lt;tr&gt;&lt;td&gt;%s&lt;/td&gt;&lt;td&gt;%d&lt;/td&gt;&lt;td&gt;$%d&lt;/td&gt;&lt;/tr&gt;\"\"\", item, quantity, price)\n        ), ''\n    ), SUM(quantity * price))) AS invoice_pdf\nFROM\n    `your_project.your_dataset.orders`\nGROUP BY\n    order_id, customer_id, customer_name;\n</code></pre> <p>Explanation:</p> <ul> <li>The query groups order items by <code>order_id</code> and <code>customer_id</code>.</li> <li>Inside the <code>FORMAT</code> function, an HTML invoice template is created. Placeholders like <code>%d</code> and <code>%s</code> are used for dynamic data.</li> <li><code>ARRAY_AGG</code> and <code>ARRAY_TO_STRING</code> are used to create the table rows of items in the invoice.</li> <li><code>SUM(quantity * price)</code> calculates the total amount.</li> <li>Finally, <code>bigfunctions.us.html2pdf</code> converts the generated HTML string into a base64 encoded PDF.</li> </ul> <p>3. Result:</p> <p>The query will return a table with <code>order_id</code>, <code>customer_id</code>, and <code>invoice_pdf</code> (base64 encoded PDF) for each order.  You could then use another tool or process to decode the base64 strings and store or send the PDF invoices. This could be part of a scheduled job to automatically generate and email invoices to customers.</p> <p>Other Use Cases:</p> <ul> <li>Generating personalized reports (e.g., monthly performance reports for clients).</li> <li>Creating product catalogs with dynamic pricing and images.</li> <li>Generating tickets or certificates with unique codes.</li> <li>Creating dynamic presentations based on data.</li> </ul> <p>This function makes it much easier to automate the generation of personalized PDF documents directly from BigQuery, without needing to export data and use external PDF generation libraries.</p>"},{"location":"bigfunctions/html2pdf/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/ip2asn/","title":"ip2asn - BigQuery function","text":"<p> bigfunctions  &gt; ip2asn </p>"},{"location":"bigfunctions/ip2asn/#ip2asn","title":"ip2asn","text":"Call or Deploy <code>ip2asn</code> ? Call <code>ip2asn</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>ip2asn</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>ip2asn</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>ip2asn</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>ip2asn</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get ip2asn\nbigfun deploy ip2asn\n</code></pre> <p>Requirements</p> <p><code>ip2asn</code> uses the following secrets. Get them by reading the documentation link and store them in Google Secret Manager in the project where you deploy the function (and give Accessor role to the service account of the function):</p> name description documentation to get the secret <code>ipinfo_token</code> IP Info Token doc"},{"location":"bigfunctions/ip2asn/#description","title":"Description","text":"<p>Signature</p> <pre><code>ip2asn(ip)\n</code></pre> <p>Description</p> <p>Get <code>asn</code> of <code>ip</code></p> <p>This functions uses IP address data powered by IPinfo and released under Creative Commons Attribution-ShareAlike 4.0 International License. You are required to attribute IPinfo to use their free datasets. The attribution requirements can be met by giving their service credit as your data source. Simply place a link to IPinfo on the website, application, or social media account that uses their data.</p>"},{"location":"bigfunctions/ip2asn/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.ip2asn('152.216.7.110')\n</code></pre> <pre><code>select bigfunctions.us.ip2asn('152.216.7.110')\n</code></pre> <pre><code>select bigfunctions.europe_west1.ip2asn('152.216.7.110')\n</code></pre> <pre>\n<code>+------------------------------------------------------------------------+\n| asn                                                                    |\n+------------------------------------------------------------------------+\n| {\"asn\":\"AS30313\",\"domain\":\"irs.gov\",\"name\":\"Internal Revenue Service\"} |\n+------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>ip2asn</code>? Get help using <code>ip2asn</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>ip2asn</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/ip2asn/#use-cases","title":"Use cases","text":"<p>You have a table of web server logs that includes the IP address of each client that made a request.  You want to analyze these logs to understand the geographic distribution of your users at a network level (Autonomous System Number or ASN).  ASNs represent blocks of IP addresses managed by a specific network operator (e.g., an internet service provider or a large organization).</p> <p>Here's how <code>ip2asn</code> could be used:</p> <pre><code>SELECT\n    request_time,\n    client_ip,\n    bigfunctions.us.ip2asn(client_ip) AS asn_info\nFROM\n    `your_project.your_dataset.web_server_logs`;\n</code></pre> <p>This query would add a new column, <code>asn_info</code>, to your log data.  This column would contain a JSON string with information about the ASN associated with the client IP address, including the ASN number (<code>asn</code>), domain (<code>domain</code>), and name (<code>name</code>) of the network.  You could then use this ASN information for various analytical purposes:</p> <ul> <li>Geographic analysis: By aggregating data based on ASN, you can identify which networks (and therefore, potentially which geographic regions) are generating the most traffic to your website.</li> <li>Network performance analysis: You might observe performance issues related to specific ASNs, which could indicate problems with a particular internet service provider.</li> <li>Security analysis: Analyzing traffic patterns by ASN can help detect unusual activity that might be indicative of malicious actors operating within a certain network.</li> <li>Marketing and sales:  Understanding the distribution of your users across different ASNs could inform targeted advertising campaigns.</li> </ul> <p>You could further process the JSON string to extract the individual fields:</p> <pre><code>SELECT\n    request_time,\n    client_ip,\n    JSON_EXTRACT_SCALAR(bigfunctions.us.ip2asn(client_ip), '$.asn') AS asn,\n    JSON_EXTRACT_SCALAR(bigfunctions.us.ip2asn(client_ip), '$.name') AS asn_name\nFROM\n    `your_project.your_dataset.web_server_logs`;\n</code></pre> <p>This revised query provides cleaner, separate columns for the ASN and its name, making it easier to use these values in further analysis, like grouping and filtering. Remember to select the correct BigQuery dataset location (e.g. <code>bigfunctions.eu</code> for EU region) to match your data's location.</p>"},{"location":"bigfunctions/ip2asn/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/ip2continent/","title":"ip2continent - BigQuery function","text":"<p> bigfunctions  &gt; ip2continent </p>"},{"location":"bigfunctions/ip2continent/#ip2continent","title":"ip2continent","text":"Call or Deploy <code>ip2continent</code> ? Call <code>ip2continent</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>ip2continent</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>ip2continent</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>ip2continent</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>ip2continent</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get ip2continent\nbigfun deploy ip2continent\n</code></pre> <p>Requirements</p> <p><code>ip2continent</code> uses the following secrets. Get them by reading the documentation link and store them in Google Secret Manager in the project where you deploy the function (and give Accessor role to the service account of the function):</p> name description documentation to get the secret <code>ipinfo_token</code> IP Info Token doc"},{"location":"bigfunctions/ip2continent/#description","title":"Description","text":"<p>Signature</p> <pre><code>ip2continent(ip)\n</code></pre> <p>Description</p> <p>Get <code>continent_code</code> of <code>ip</code></p> <p>This functions uses IP address data powered by IPinfo and released under Creative Commons Attribution-ShareAlike 4.0 International License. You are required to attribute IPinfo to use their free datasets. The attribution requirements can be met by giving their service credit as your data source. Simply place a link to IPinfo on the website, application, or social media account that uses their data.</p>"},{"location":"bigfunctions/ip2continent/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.ip2continent('152.216.7.110')\n</code></pre> <pre><code>select bigfunctions.us.ip2continent('152.216.7.110')\n</code></pre> <pre><code>select bigfunctions.europe_west1.ip2continent('152.216.7.110')\n</code></pre> <pre>\n<code>+----------------+\n| continent_code |\n+----------------+\n| NA             |\n+----------------+\n</code>\n</pre> Need help or Found a bug using <code>ip2continent</code>? Get help using <code>ip2continent</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>ip2continent</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/ip2continent/#use-cases","title":"Use cases","text":"<p>You have a table of website access logs, including the IP address of each visitor. You want to analyze traffic patterns by continent.  You can use the <code>ip2continent</code> function to add a continent code to each log entry:</p> <pre><code>#standardSQL\nSELECT\n    timestamp,\n    request_path,\n    user_agent,\n    ip_address,\n    bigfunctions.YOUR_REGION.ip2continent(ip_address) AS continent_code\nFROM\n    `your_project.your_dataset.your_access_logs_table`;\n</code></pre> <p>Replace <code>YOUR_REGION</code> with the BigQuery region where your <code>your_access_logs_table</code> resides (e.g., <code>us</code>, <code>eu</code>, <code>us-central1</code>). This query will add a <code>continent_code</code> column to your results, allowing you to then group and aggregate your data by continent:</p> <pre><code>#standardSQL\nSELECT\n    bigfunctions.YOUR_REGION.ip2continent(ip_address) AS continent_code,\n    COUNT(*) AS access_count\nFROM\n    `your_project.your_dataset.your_access_logs_table`\nGROUP BY\n    continent_code\nORDER BY\n    access_count DESC;\n</code></pre> <p>This will give you a count of accesses from each continent. This is useful for understanding your user base geographically, targeting marketing campaigns, or optimizing content delivery.</p>"},{"location":"bigfunctions/ip2continent/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/ip2continent_name/","title":"ip2continent_name - BigQuery function","text":"<p> bigfunctions  &gt; ip2continent_name </p>"},{"location":"bigfunctions/ip2continent_name/#ip2continent_name","title":"ip2continent_name","text":"Call or Deploy <code>ip2continent_name</code> ? Call <code>ip2continent_name</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>ip2continent_name</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>ip2continent_name</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>ip2continent_name</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>ip2continent_name</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get ip2continent_name\nbigfun deploy ip2continent_name\n</code></pre> <p>Requirements</p> <p><code>ip2continent_name</code> uses the following secrets. Get them by reading the documentation link and store them in Google Secret Manager in the project where you deploy the function (and give Accessor role to the service account of the function):</p> name description documentation to get the secret <code>ipinfo_token</code> IP Info Token doc"},{"location":"bigfunctions/ip2continent_name/#description","title":"Description","text":"<p>Signature</p> <pre><code>ip2continent_name(ip)\n</code></pre> <p>Description</p> <p>Get <code>continent</code> of <code>ip</code></p> <p>This functions uses IP address data powered by IPinfo and released under Creative Commons Attribution-ShareAlike 4.0 International License. You are required to attribute IPinfo to use their free datasets. The attribution requirements can be met by giving their service credit as your data source. Simply place a link to IPinfo on the website, application, or social media account that uses their data.</p>"},{"location":"bigfunctions/ip2continent_name/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.ip2continent_name('152.216.7.110')\n</code></pre> <pre><code>select bigfunctions.us.ip2continent_name('152.216.7.110')\n</code></pre> <pre><code>select bigfunctions.europe_west1.ip2continent_name('152.216.7.110')\n</code></pre> <pre>\n<code>+---------------+\n| continent     |\n+---------------+\n| North America |\n+---------------+\n</code>\n</pre> Need help or Found a bug using <code>ip2continent_name</code>? Get help using <code>ip2continent_name</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>ip2continent_name</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/ip2continent_name/#use-cases","title":"Use cases","text":"<p>You have web server logs stored in BigQuery that contain the IP addresses of visitors.  You want to analyze traffic patterns by continent. You can use the <code>ip2continent_name</code> function to add a \"continent\" column to your log data:</p> <pre><code>#standardSQL\nSELECT\n    timestamp,\n    request,\n    userAgent,\n    clientIp,\n    bigfunctions.us.ip2continent_name(clientIp) AS continent  -- Assuming your data is in US region\n  FROM\n    `your_project.your_dataset.your_webserver_logs`;\n</code></pre> <p>This query adds a <code>continent</code> column derived from the <code>clientIp</code> column. You can then use this new column for aggregations and reporting:</p> <pre><code>#standardSQL\nSELECT\n    continent,\n    COUNT(*) AS visit_count\n  FROM (\n    SELECT\n        bigfunctions.us.ip2continent_name(clientIp) AS continent\n      FROM\n        `your_project.your_dataset.your_webserver_logs`\n  )\n  GROUP BY continent\n  ORDER BY visit_count DESC;\n</code></pre> <p>This would give you a breakdown of the number of visits from each continent.  Remember to replace  <code>your_project.your_dataset.your_webserver_logs</code> with the actual path to your table and select the appropriate BigQuery region for the function call (e.g., <code>bigfunctions.eu</code>, <code>bigfunctions.asia_northeast1</code>, etc.) based on your data location.</p>"},{"location":"bigfunctions/ip2continent_name/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/ip2country/","title":"ip2country - BigQuery function","text":"<p> bigfunctions  &gt; ip2country </p>"},{"location":"bigfunctions/ip2country/#ip2country","title":"ip2country","text":"Call or Deploy <code>ip2country</code> ? Call <code>ip2country</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>ip2country</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>ip2country</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>ip2country</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>ip2country</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get ip2country\nbigfun deploy ip2country\n</code></pre> <p>Requirements</p> <p><code>ip2country</code> uses the following secrets. Get them by reading the documentation link and store them in Google Secret Manager in the project where you deploy the function (and give Accessor role to the service account of the function):</p> name description documentation to get the secret <code>ipinfo_token</code> IP Info Token doc"},{"location":"bigfunctions/ip2country/#description","title":"Description","text":"<p>Signature</p> <pre><code>ip2country(ip)\n</code></pre> <p>Description</p> <p>Get <code>country_code</code> of <code>ip</code></p> <p>This functions uses IP address data powered by IPinfo and released under Creative Commons Attribution-ShareAlike 4.0 International License. You are required to attribute IPinfo to use their free datasets. The attribution requirements can be met by giving their service credit as your data source. Simply place a link to IPinfo on the website, application, or social media account that uses their data.</p>"},{"location":"bigfunctions/ip2country/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.ip2country('152.216.7.110')\n</code></pre> <pre><code>select bigfunctions.us.ip2country('152.216.7.110')\n</code></pre> <pre><code>select bigfunctions.europe_west1.ip2country('152.216.7.110')\n</code></pre> <pre>\n<code>+--------------+\n| country_code |\n+--------------+\n| US           |\n+--------------+\n</code>\n</pre> Need help or Found a bug using <code>ip2country</code>? Get help using <code>ip2country</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>ip2country</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/ip2country/#use-cases","title":"Use cases","text":"<p>You have a table of website access logs, and each record includes the IP address of the visitor. You want to analyze website traffic by country.  The <code>ip2country</code> function can be used to determine the country code associated with each IP address, allowing you to aggregate and analyze traffic patterns based on visitor location.</p> <pre><code>SELECT\n    bigfunctions.us.ip2country(client_ip) AS country_code,\n    COUNT(*) AS visit_count\nFROM\n    `your_project.your_dataset.website_logs`\nGROUP BY\n    country_code\nORDER BY\n    visit_count DESC;\n</code></pre> <p>This query uses the <code>ip2country</code> function to add a <code>country_code</code> column to the <code>website_logs</code> table. Then, it groups the data by <code>country_code</code> and counts the number of visits from each country, providing a summary of website traffic by country of origin. Remember to replace <code>your_project.your_dataset.website_logs</code> with the actual path to your website logs table and choose the correct BigFunctions dataset according to your region (e.g., <code>bigfunctions.eu</code>, <code>bigfunctions.asia_northeast1</code>).</p>"},{"location":"bigfunctions/ip2country/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/ip2country_name/","title":"ip2country_name - BigQuery function","text":"<p> bigfunctions  &gt; ip2country_name </p>"},{"location":"bigfunctions/ip2country_name/#ip2country_name","title":"ip2country_name","text":"Call or Deploy <code>ip2country_name</code> ? Call <code>ip2country_name</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>ip2country_name</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>ip2country_name</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>ip2country_name</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>ip2country_name</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get ip2country_name\nbigfun deploy ip2country_name\n</code></pre> <p>Requirements</p> <p><code>ip2country_name</code> uses the following secrets. Get them by reading the documentation link and store them in Google Secret Manager in the project where you deploy the function (and give Accessor role to the service account of the function):</p> name description documentation to get the secret <code>ipinfo_token</code> IP Info Token doc"},{"location":"bigfunctions/ip2country_name/#description","title":"Description","text":"<p>Signature</p> <pre><code>ip2country_name(ip)\n</code></pre> <p>Description</p> <p>Get <code>country_name</code> of <code>ip</code></p> <p>This functions uses IP address data powered by IPinfo and released under Creative Commons Attribution-ShareAlike 4.0 International License. You are required to attribute IPinfo to use their free datasets. The attribution requirements can be met by giving their service credit as your data source. Simply place a link to IPinfo on the website, application, or social media account that uses their data.</p>"},{"location":"bigfunctions/ip2country_name/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.ip2country_name('152.216.7.110')\n</code></pre> <pre><code>select bigfunctions.us.ip2country_name('152.216.7.110')\n</code></pre> <pre><code>select bigfunctions.europe_west1.ip2country_name('152.216.7.110')\n</code></pre> <pre>\n<code>+---------------+\n| country_name  |\n+---------------+\n| United States |\n+---------------+\n</code>\n</pre> Need help or Found a bug using <code>ip2country_name</code>? Get help using <code>ip2country_name</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>ip2country_name</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/ip2country_name/#use-cases","title":"Use cases","text":"<p>A use case for the <code>ip2country_name</code> function would be analyzing website traffic logs to understand the geographical distribution of visitors.</p> <p>Scenario: You have a table in BigQuery containing website access logs, including the IP address of each visitor. You want to determine the number of visitors from each country.</p> <p>Implementation:</p> <pre><code>SELECT\n    bigfunctions.&lt;your-region&gt;.ip2country_name(client_ip) AS country,\n    COUNT(*) AS visitor_count\nFROM\n    `your-project.your-dataset.website_logs`\nGROUP BY\n    country\nORDER BY\n    visitor_count DESC;\n</code></pre> <p>Replace <code>&lt;your-region&gt;</code> with the appropriate BigQuery region for your data (e.g., <code>us</code>, <code>eu</code>, <code>us-central1</code>).  Replace  <code>your-project.your-dataset.website_logs</code> with the actual path to your website logs table.  The <code>client_ip</code> field should contain the IP address of the visitor.</p> <p>Result: This query will output a table showing the number of visitors from each country, ordered from highest to lowest.  This information can be used for various purposes, such as:</p> <ul> <li>Targeted marketing:  Tailoring marketing campaigns based on the countries with the most visitors.</li> <li>Content localization:  Prioritizing translation of website content into the languages spoken in the countries with the highest visitor numbers.</li> <li>Performance optimization:  Identifying countries with slow access times and investigating potential network issues.</li> <li>Security analysis:  Detecting suspicious activity from specific countries or regions.</li> </ul> <p>This is just one example.  The <code>ip2country_name</code> function can be useful in any scenario where you need to determine the country associated with an IP address, such as analyzing server logs, security event data, or e-commerce transactions.</p>"},{"location":"bigfunctions/ip2country_name/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/ip_range2ip_networks/","title":"ip_range2ip_networks - BigQuery function","text":"<p> bigfunctions  &gt; ip_range2ip_networks </p>"},{"location":"bigfunctions/ip_range2ip_networks/#ip_range2ip_networks","title":"ip_range2ip_networks","text":"Call or Deploy <code>ip_range2ip_networks</code> ? Call <code>ip_range2ip_networks</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>ip_range2ip_networks</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>ip_range2ip_networks</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>ip_range2ip_networks</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>ip_range2ip_networks</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get ip_range2ip_networks\nbigfun deploy ip_range2ip_networks\n</code></pre>"},{"location":"bigfunctions/ip_range2ip_networks/#description","title":"Description","text":"<p>Signature</p> <pre><code>ip_range2ip_networks(first_ip, last_ip)\n</code></pre> <p>Description</p> <p>Convert an IP range into a json list of IP networks in CIDR notation (the list can have only one element)</p>"},{"location":"bigfunctions/ip_range2ip_networks/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.ip_range2ip_networks('1.0.0.0', '1.0.0.255')\n</code></pre> <pre><code>select bigfunctions.us.ip_range2ip_networks('1.0.0.0', '1.0.0.255')\n</code></pre> <pre><code>select bigfunctions.europe_west1.ip_range2ip_networks('1.0.0.0', '1.0.0.255')\n</code></pre> <pre>\n<code>+--------------+\n| ip_networks  |\n+--------------+\n| [1.0.0.0/24] |\n+--------------+\n</code>\n</pre> EUUSeurope-west1 <pre><code>select bigfunctions.eu.ip_range2ip_networks('192.0.2.1', '192.0.2.15')\n</code></pre> <pre><code>select bigfunctions.us.ip_range2ip_networks('192.0.2.1', '192.0.2.15')\n</code></pre> <pre><code>select bigfunctions.europe_west1.ip_range2ip_networks('192.0.2.1', '192.0.2.15')\n</code></pre> <pre>\n<code>+----------------------------------------------------------+\n| ip_networks                                              |\n+----------------------------------------------------------+\n| [192.0.2.1/32, 192.0.2.2/31, 192.0.2.4/30, 192.0.2.8/29] |\n+----------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>ip_range2ip_networks</code>? Get help using <code>ip_range2ip_networks</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>ip_range2ip_networks</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/ip_range2ip_networks/#use-cases","title":"Use cases","text":"<p>A security analyst wants to identify all traffic originating from a specific range of IP addresses.  They have logs containing source IP addresses and want to categorize these logs based on whether the source IP falls within a predefined range. The <code>ip_range2ip_networks</code> function can be used to convert the IP range into a list of CIDR blocks.  This list can then be used in a <code>WHERE</code> clause with the <code>IN</code> operator or a <code>JOIN</code> operation to filter or categorize the log data efficiently.</p> <p>Example Scenario:</p> <p>The security analyst wants to flag all traffic from the IP range 192.168.1.100 to 192.168.1.110.</p> <ol> <li>Convert the IP range to CIDR notation using the function:</li> </ol> <pre><code>SELECT bigfunctions.us.ip_range2ip_networks('192.168.1.100', '192.168.1.110');\n</code></pre> <p>This will return:</p> <pre><code>+---------------------------------------------------------------------------------+\n| ip_networks                                                                     |\n+---------------------------------------------------------------------------------+\n| [192.168.1.100/32, 192.168.1.102/31, 192.168.1.104/30, 192.168.1.108/30]       |\n+---------------------------------------------------------------------------------+\n</code></pre> <ol> <li>Use the result to filter the logs:</li> </ol> <p>Let's assume the logs are stored in a table named <code>traffic_logs</code> with a column <code>source_ip</code>.</p> <pre><code>SELECT *\nFROM traffic_logs\nWHERE source_ip IN (\n    SELECT ip\n    FROM UNNEST(bigfunctions.us.ip_range2ip_networks('192.168.1.100', '192.168.1.110')) AS ip\n);\n</code></pre> <p>This query effectively filters the <code>traffic_logs</code> table to only show entries where the <code>source_ip</code> falls within the specified IP range. This allows the analyst to easily isolate and analyze traffic from the range of interest.</p> <p>This use case demonstrates how <code>ip_range2ip_networks</code> simplifies working with IP ranges in BigQuery by converting them into a more manageable and query-friendly CIDR representation. This is especially useful when dealing with large datasets and complex filtering requirements.</p>"},{"location":"bigfunctions/ip_range2ip_networks/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/is_email_valid/","title":"is_email_valid - BigQuery function","text":"<p> bigfunctions  &gt; is_email_valid </p>"},{"location":"bigfunctions/is_email_valid/#is_email_valid","title":"is_email_valid","text":"Call or Deploy <code>is_email_valid</code> ? Call <code>is_email_valid</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>is_email_valid</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>is_email_valid</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>is_email_valid</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>is_email_valid</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get is_email_valid\nbigfun deploy is_email_valid\n</code></pre>"},{"location":"bigfunctions/is_email_valid/#description","title":"Description","text":"<p>Signature</p> <pre><code>is_email_valid(email)\n</code></pre> <p>Description</p> <p>Return true if <code>email</code> is valid (inspired from this reddit answer)</p>"},{"location":"bigfunctions/is_email_valid/#examples","title":"Examples","text":"<p>1. with a valid email</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.is_email_valid('paul.marcombes@unytics.io')\n</code></pre> <pre><code>select bigfunctions.us.is_email_valid('paul.marcombes@unytics.io')\n</code></pre> <pre><code>select bigfunctions.europe_west1.is_email_valid('paul.marcombes@unytics.io')\n</code></pre> <pre>\n<code>+----------------+\n| is_email_valid |\n+----------------+\n| true           |\n+----------------+\n</code>\n</pre> <p>2. with incorrect format</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.is_email_valid('paul/marcombes@example.com')\n</code></pre> <pre><code>select bigfunctions.us.is_email_valid('paul/marcombes@example.com')\n</code></pre> <pre><code>select bigfunctions.europe_west1.is_email_valid('paul/marcombes@example.com')\n</code></pre> <pre>\n<code>+----------------+\n| is_email_valid |\n+----------------+\n| false          |\n+----------------+\n</code>\n</pre> <p>3. with a domain not registrable</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.is_email_valid('paul.marcombes@example.con')\n</code></pre> <pre><code>select bigfunctions.us.is_email_valid('paul.marcombes@example.con')\n</code></pre> <pre><code>select bigfunctions.europe_west1.is_email_valid('paul.marcombes@example.con')\n</code></pre> <pre>\n<code>+----------------+\n| is_email_valid |\n+----------------+\n| false          |\n+----------------+\n</code>\n</pre> Need help or Found a bug using <code>is_email_valid</code>? Get help using <code>is_email_valid</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>is_email_valid</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/is_email_valid/#use-cases","title":"Use cases","text":"<p>A common use case for the <code>is_email_valid</code> function would be cleaning or validating customer data in a BigQuery table.</p> <p>Imagine you have a table of user information, including an email address column. You want to identify and potentially correct or remove invalid email addresses.</p> <p>Scenario:</p> <p>You have a table named <code>users</code> with columns like <code>user_id</code>, <code>name</code>, and <code>email</code>. You want to create a new table containing only users with valid email addresses.</p> <p>Query:</p> <pre><code>SELECT *\nFROM `your_project.your_dataset.users`\nWHERE bigfunctions.your_region.is_email_valid(email);\n</code></pre> <p>Replace <code>your_project</code>, <code>your_dataset</code>, and <code>your_region</code> with your actual project ID, dataset ID and BigQuery region respectively (like <code>bigfunctions.eu</code> if your dataset is in EU multi-region).</p> <p>This query uses the <code>is_email_valid</code> function to filter the <code>users</code> table, keeping only rows where the <code>email</code> column contains a valid email address according to the function's validation criteria.</p> <p>Other Use Cases:</p> <ul> <li>Data Quality Reporting:  Generate reports on the percentage of valid email addresses in your data. This helps track data quality and identify potential issues.</li> <li>Pre-processing for Marketing Campaigns: Ensure that your marketing emails are sent only to valid email addresses, reducing bounce rates and improving campaign effectiveness.</li> <li>Form Validation: Use the function as part of a data pipeline to validate email addresses submitted through online forms before storing them in your database.</li> <li>Lead Scoring: Assign higher scores to leads with valid email addresses, prioritizing them for sales outreach.</li> </ul> <p>By incorporating the <code>is_email_valid</code> function into your BigQuery workflows, you can improve the accuracy and reliability of your data, leading to better decision-making and more effective business processes.</p>"},{"location":"bigfunctions/is_email_valid/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/is_phone_number_valid/","title":"is_phone_number_valid - BigQuery function","text":"<p> bigfunctions  &gt; is_phone_number_valid </p>"},{"location":"bigfunctions/is_phone_number_valid/#is_phone_number_valid","title":"is_phone_number_valid","text":"Call or Deploy <code>is_phone_number_valid</code> ? Call <code>is_phone_number_valid</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>is_phone_number_valid</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>is_phone_number_valid</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>is_phone_number_valid</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>is_phone_number_valid</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get is_phone_number_valid\nbigfun deploy is_phone_number_valid\n</code></pre>"},{"location":"bigfunctions/is_phone_number_valid/#description","title":"Description","text":"<p>Signature</p> <pre><code>is_phone_number_valid(phone_number, options)\n</code></pre> <p>Description</p> <p>Return if <code>phone_number</code> is valid using libphonenumber-js library.</p> <p>Argument <code>options</code> can be <code>null</code> or must be a json with the following keys: <code>defaultCountry</code>, <code>defaultCallingCode</code> and <code>extract</code> as described in the library documentation.</p>"},{"location":"bigfunctions/is_phone_number_valid/#examples","title":"Examples","text":"<p>1. Check an international <code>phone_number</code> (starting with <code>+</code>)</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.is_phone_number_valid('+33123456789', null)\n</code></pre> <pre><code>select bigfunctions.us.is_phone_number_valid('+33123456789', null)\n</code></pre> <pre><code>select bigfunctions.europe_west1.is_phone_number_valid('+33123456789', null)\n</code></pre> <pre>\n<code>+----------+\n| is_valid |\n+----------+\n| true     |\n+----------+\n</code>\n</pre> <p>2. Check a national <code>phone_number</code></p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.is_phone_number_valid('0123456789', json '{\"defaultCountry\": \"FR\"}')\n</code></pre> <pre><code>select bigfunctions.us.is_phone_number_valid('0123456789', json '{\"defaultCountry\": \"FR\"}')\n</code></pre> <pre><code>select bigfunctions.europe_west1.is_phone_number_valid('0123456789', json '{\"defaultCountry\": \"FR\"}')\n</code></pre> <pre>\n<code>+----------+\n| is_valid |\n+----------+\n| true     |\n+----------+\n</code>\n</pre> <p>3. If no phone number is found in <code>phone_number</code>, it returns false</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.is_phone_number_valid('Hello!', null)\n</code></pre> <pre><code>select bigfunctions.us.is_phone_number_valid('Hello!', null)\n</code></pre> <pre><code>select bigfunctions.europe_west1.is_phone_number_valid('Hello!', null)\n</code></pre> <pre>\n<code>+----------+\n| is_valid |\n+----------+\n| false    |\n+----------+\n</code>\n</pre> <p>4. By default, if the given <code>phone_number</code> text contains a valid phone number among other text, it returns true.</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.is_phone_number_valid('Hello +33123456789 !', null)\n</code></pre> <pre><code>select bigfunctions.us.is_phone_number_valid('Hello +33123456789 !', null)\n</code></pre> <pre><code>select bigfunctions.europe_west1.is_phone_number_valid('Hello +33123456789 !', null)\n</code></pre> <pre>\n<code>+----------+\n| is_valid |\n+----------+\n| true     |\n+----------+\n</code>\n</pre> <p>5. To consider that <code>phone_number</code> cannot have additional text use <code>extract:  false</code> as option</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.is_phone_number_valid('Hello +33123456789 !', json '{\"extract\": false}')\n</code></pre> <pre><code>select bigfunctions.us.is_phone_number_valid('Hello +33123456789 !', json '{\"extract\": false}')\n</code></pre> <pre><code>select bigfunctions.europe_west1.is_phone_number_valid('Hello +33123456789 !', json '{\"extract\": false}')\n</code></pre> <pre>\n<code>+----------+\n| is_valid |\n+----------+\n| false    |\n+----------+\n</code>\n</pre> Need help or Found a bug using <code>is_phone_number_valid</code>? Get help using <code>is_phone_number_valid</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>is_phone_number_valid</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/is_phone_number_valid/#use-cases","title":"Use cases","text":"<p>A common use case for the <code>is_phone_number_valid</code> function is cleaning and validating customer data. Imagine you have a BigQuery table containing customer information, including a phone number column.  This data might have been collected from various sources and could contain errors, inconsistencies, or improperly formatted numbers.</p> <p>Scenario: You want to identify valid phone numbers in your customer data to improve the accuracy of your marketing campaigns, reduce communication errors, and ensure data quality for analysis.</p> <p>Implementation using <code>is_phone_number_valid</code>:</p> <pre><code>#standardSQL\nCREATE OR REPLACE TABLE `your_project.your_dataset.cleaned_customer_data` AS\nSELECT *\nFROM `your_project.your_dataset.customer_data`\nWHERE bigfunctions.your_region.is_phone_number_valid(phone_number, json '{\"defaultCountry\": \"US\"}'); -- Replace \"US\" with the appropriate default country if needed.\n\n-- Alternatively, to handle various international numbers without a default country:\nCREATE OR REPLACE TABLE `your_project.your_dataset.cleaned_customer_data_international` AS\nSELECT *\nFROM `your_project.your_dataset.customer_data`\nWHERE bigfunctions.your_region.is_phone_number_valid(phone_number, NULL); --  Handles international numbers starting with \"+\"\n\n-- Or, to find potentially valid numbers embedded within other text:\nCREATE OR REPLACE TABLE `your_project.your_dataset.potentially_valid_numbers` AS\nSELECT *\nFROM `your_project.your_dataset.customer_data`\nWHERE bigfunctions.your_region.is_phone_number_valid(notes_field, NULL); -- Extract phone numbers from a text field like 'notes'\n</code></pre> <p>Explanation:</p> <ul> <li><code>your_project.your_dataset.customer_data</code>:  Your original table with customer information, including a <code>phone_number</code> column (and potentially other text fields that might contain phone numbers).</li> <li><code>bigfunctions.your_region.is_phone_number_valid(phone_number, ...)</code>: This calls the BigFunction, passing the <code>phone_number</code> column and optional parameters.<ul> <li>Using <code>json '{\"defaultCountry\": \"US\"}'</code> helps validate national numbers without the \"+\" prefix assuming they are from the US.</li> <li>Using <code>NULL</code> as the second argument allows validation of international numbers (starting with \"+\") and attempts to extract phone numbers embedded in other text. You can further refine this with the <code>extract</code> option in the JSON.</li> </ul> </li> <li><code>WHERE</code> clause: Filters the customer data, keeping only rows where the <code>is_phone_number_valid</code> function returns <code>true</code>.</li> </ul> <p>Benefits:</p> <ul> <li>Data Quality: Ensures your customer data contains only valid and consistently formatted phone numbers.</li> <li>Improved Communication: Reduces errors in SMS marketing, phone calls, and other communication efforts.</li> <li>Accurate Analysis: Provides reliable data for customer segmentation, targeting, and other analytical tasks.</li> <li>Cost Savings: Avoids wasted resources on trying to contact invalid or unreachable phone numbers.</li> </ul> <p>This use case demonstrates how <code>is_phone_number_valid</code> can be incorporated into a data cleaning workflow to maintain data integrity and improve the overall quality of your customer data in BigQuery.  Remember to replace <code>\"your_project\"</code>, <code>\"your_dataset\"</code>, <code>\"your_region\"</code>, and <code>\"customer_data\"</code> with your actual values.  And adjust the optional parameters of the <code>is_phone_number_valid</code> function as needed for your specific data and requirements.</p>"},{"location":"bigfunctions/is_phone_number_valid/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/is_public_holiday/","title":"is_public_holiday - BigQuery function","text":"<p> bigfunctions  &gt; is_public_holiday </p>"},{"location":"bigfunctions/is_public_holiday/#is_public_holiday","title":"is_public_holiday","text":"Call or Deploy <code>is_public_holiday</code> ? Call <code>is_public_holiday</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>is_public_holiday</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>is_public_holiday</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>is_public_holiday</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>is_public_holiday</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get is_public_holiday\nbigfun deploy is_public_holiday\n</code></pre>"},{"location":"bigfunctions/is_public_holiday/#description","title":"Description","text":"<p>Signature</p> <pre><code>is_public_holiday(date, country_code)\n</code></pre> <p>Description</p> <p>Return true if <code>date</code> corresponds to a public holiday in <code>country_code</code></p> <ul> <li>Always return <code>false</code> if date is not between year 1974 and year 2076.</li> <li><code>country_code</code> must be among <code>[AO, AR, AW, AU, AT, AZ, BD, BY, BE, BO, BW, BR, BG, BI, CA, CL, CN, CO, HR, CU, CW, CY, CZ, DK, DJ, DO, EG, EE, ET, FI, FR, GE, DE, GR, HN, HK, HU, IS, IN, IE, IL, IT, JM, JP, KZ, KE, KR, LV, LS, LT, LU, MG, MW, MY, MT, MX, MD, MA, MZ, NA, NL, NZ, NI, NG, MK, NO, PY, PE, PL, PT, RO, RU, SA, RS, SG, SK, SI, ZA, ES, SZ, SE, CH, TW, TN, TR, UA, AE, GB, US, UY, UZ, VE, VN, ZM, ZW]</code></li> <li>Holiday dates come from <code>python-holidays</code>.</li> </ul>"},{"location":"bigfunctions/is_public_holiday/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.is_public_holiday(date('2022-07-14'), 'FR')\n</code></pre> <pre><code>select bigfunctions.us.is_public_holiday(date('2022-07-14'), 'FR')\n</code></pre> <pre><code>select bigfunctions.europe_west1.is_public_holiday(date('2022-07-14'), 'FR')\n</code></pre> <pre>\n<code>+-------------------+\n| is_public_holiday |\n+-------------------+\n| true              |\n+-------------------+\n</code>\n</pre> Need help or Found a bug using <code>is_public_holiday</code>? Get help using <code>is_public_holiday</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>is_public_holiday</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/is_public_holiday/#use-cases","title":"Use cases","text":"<p>A common use case for the <code>is_public_holiday</code> function is adjusting business metrics or forecasts based on public holiday occurrences.</p> <p>Scenario: An e-commerce company wants to analyze daily sales data and understand the impact of public holidays on sales performance.</p> <p>Implementation using <code>is_public_holiday</code>:</p> <pre><code>SELECT\n    order_date,\n    total_sales,\n    bigfunctions.YOUR_REGION.is_public_holiday(order_date, 'US') AS is_public_holiday_us -- Replace YOUR_REGION with your BigQuery region\n  FROM\n    `your_project.your_dataset.sales_data`\n  WHERE order_date BETWEEN '2023-01-01' AND '2023-12-31';\n</code></pre> <p>Explanation:</p> <ol> <li>The query retrieves <code>order_date</code> and <code>total_sales</code> from the <code>sales_data</code> table.</li> <li>It then uses the <code>is_public_holiday</code> function to determine whether each <code>order_date</code> falls on a public holiday in the US.  The region for bigfunctions should be replaced with your BigQuery region (e.g. <code>bigfunctions.us</code>, <code>bigfunctions.eu</code>).</li> <li>The result includes a new column <code>is_public_holiday_us</code> indicating whether each date is a public holiday (true/false).</li> </ol> <p>Further analysis:</p> <p>Having this information, the company can:</p> <ul> <li>Compare sales: Compare sales figures on public holidays versus regular days to quantify the impact.  They might see lower sales on some holidays (e.g., Christmas, when stores might be closed) and higher sales on others (e.g., Black Friday).</li> <li>Adjust forecasts:  Use the historical holiday data to improve sales forecasting accuracy by accounting for the expected impact of upcoming public holidays. For example, they might anticipate increased online sales in the week leading up to a holiday.</li> <li>Identify trends: Identify any specific product categories or customer segments that are particularly affected by public holidays.</li> <li>Optimize marketing campaigns: Plan and execute targeted marketing campaigns around public holidays, taking into account predicted sales fluctuations.</li> </ul> <p>This is just one example.  The <code>is_public_holiday</code> function can be useful in various other scenarios involving date analysis, such as:</p> <ul> <li>Supply chain management: Predicting potential delays due to public holidays in different countries.</li> <li>Human resources: Calculating employee working hours, considering public holidays.</li> <li>Financial analysis:  Understanding market behavior around public holidays.</li> </ul> <p>By integrating the <code>is_public_holiday</code> function into BigQuery queries, businesses can gain valuable insights and make more informed decisions based on a better understanding of the influence of public holidays on their operations.</p>"},{"location":"bigfunctions/is_public_holiday/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/items2json/","title":"items2json - BigQuery function","text":"<p> bigfunctions  &gt; items2json </p>"},{"location":"bigfunctions/items2json/#items2json","title":"items2json","text":"Call or Deploy <code>items2json</code> ? Call <code>items2json</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>items2json</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>items2json</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>items2json</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>items2json</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get items2json\nbigfun deploy items2json\n</code></pre>"},{"location":"bigfunctions/items2json/#description","title":"Description","text":"<p>Signature</p> <pre><code>items2json(key_value_items)\n</code></pre> <p>Description</p> <p>Returns <code>json</code> object from array of <code>key_value_items</code> which is a <code>array&lt;struct&lt;key string, value string&gt;&gt;</code>.</p>"},{"location":"bigfunctions/items2json/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.items2json([('a', 'foo'), ('b': 'bar')])\n</code></pre> <pre><code>select bigfunctions.us.items2json([('a', 'foo'), ('b': 'bar')])\n</code></pre> <pre><code>select bigfunctions.europe_west1.items2json([('a', 'foo'), ('b': 'bar')])\n</code></pre> <pre>\n<code>+--------------------------+\n| json                     |\n+--------------------------+\n| {\"a\": \"foo\", \"b\": \"bar\"} |\n+--------------------------+\n</code>\n</pre> <p>2. \u26a0\ufe0f Whatever the names of the struct fields: the first field is always considered as the key and the second as the value.</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.items2json([struct('a' as value, 'foo' as key), struct('b' as one, 'bar' as two)])\n</code></pre> <pre><code>select bigfunctions.us.items2json([struct('a' as value, 'foo' as key), struct('b' as one, 'bar' as two)])\n</code></pre> <pre><code>select bigfunctions.europe_west1.items2json([struct('a' as value, 'foo' as key), struct('b' as one, 'bar' as two)])\n</code></pre> <pre>\n<code>+--------------------------+\n| json                     |\n+--------------------------+\n| {\"a\": \"foo\", \"b\": \"bar\"} |\n+--------------------------+\n</code>\n</pre> Need help or Found a bug using <code>items2json</code>? Get help using <code>items2json</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>items2json</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/items2json/#use-cases","title":"Use cases","text":"<p>Let's say you have a BigQuery table that stores product information, including a set of custom attributes for each product.  These attributes are stored as key-value pairs in an array.  You want to transform this array of key-value pairs into a JSON object for easier processing or export.</p> <p>Example Table:</p> <pre><code>CREATE OR REPLACE TABLE `your_project.your_dataset.products` (\n  product_id INT64,\n  product_name STRING,\n  attributes ARRAY&lt;STRUCT&lt;key STRING, value STRING&gt;&gt;\n);\n\nINSERT INTO `your_project.your_dataset.products` (product_id, product_name, attributes) VALUES\n(1, 'Product A', [('color', 'red'), ('size', 'large'), ('material', 'cotton')]),\n(2, 'Product B', [('color', 'blue'), ('weight', '10kg')]);\n</code></pre> <p>Using <code>items2json</code>:</p> <p>You can use the <code>items2json</code> function to convert the <code>attributes</code> array into a JSON object:</p> <pre><code>SELECT\n  product_id,\n  product_name,\n  bigfunctions.your_region.items2json(attributes) AS attributes_json\nFROM\n  `your_project.your_dataset.products`;\n</code></pre> <p>Result:</p> <pre><code>+------------+--------------+---------------------------------------------------+\n| product_id | product_name | attributes_json                                   |\n+------------+--------------+---------------------------------------------------+\n|          1 | Product A    | {\"color\": \"red\", \"size\": \"large\", \"material\": \"cotton\"} |\n|          2 | Product B    | {\"color\": \"blue\", \"weight\": \"10kg\"}                |\n+------------+--------------+---------------------------------------------------+\n</code></pre> <p>Now, the <code>attributes_json</code> column contains a JSON representation of the product attributes, making it easier to work with in downstream processes.  For instance, you could easily extract individual attribute values using JSON functions or export the data in a JSON format.</p> <p>Another use case could be dynamically constructing JSON payloads for API calls based on data stored in key-value pairs in BigQuery.  Or you might use it to simplify the representation of complex data structures within BigQuery for analysis or reporting purposes.</p>"},{"location":"bigfunctions/items2json/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/json2excel/","title":"json2excel - BigQuery function","text":"<p> bigfunctions  &gt; json2excel </p>"},{"location":"bigfunctions/json2excel/#json2excel","title":"json2excel","text":"Call or Deploy <code>json2excel</code> ? Call <code>json2excel</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>json2excel</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>json2excel</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>json2excel</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>json2excel</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get json2excel\nbigfun deploy json2excel\n</code></pre>"},{"location":"bigfunctions/json2excel/#description","title":"Description","text":"<p>Signature</p> <pre><code>json2excel(data)\n</code></pre> <p>Description</p> <p>Dump data to excel file encoded as a base64 string.</p> <p>This function is useful to combine with <code>send_mail</code> if you want to send an excel file to some people.</p>"},{"location":"bigfunctions/json2excel/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.json2excel(json '[{\"col1\": \"row1\", \"col2\": 1}, {\"col1\": \"row2\", \"col2\": 2}]')\n</code></pre> <pre><code>select bigfunctions.us.json2excel(json '[{\"col1\": \"row1\", \"col2\": 1}, {\"col1\": \"row2\", \"col2\": 2}]')\n</code></pre> <pre><code>select bigfunctions.europe_west1.json2excel(json '[{\"col1\": \"row1\", \"col2\": 1}, {\"col1\": \"row2\", \"col2\": 2}]')\n</code></pre> <pre>\n<code>+------------------+\n| excel_base64     |\n+------------------+\n| UEsDBBQAAAAAA... |\n+------------------+\n</code>\n</pre> Need help or Found a bug using <code>json2excel</code>? Get help using <code>json2excel</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>json2excel</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/json2excel/#use-cases","title":"Use cases","text":"<p>A practical use case for the <code>json2excel</code> function would be generating and emailing a quick report of daily sales data.  Let's say you have a BigQuery table called <code>daily_sales</code> that gets updated every day with sales information.  You want to send a summary report as an Excel file to your sales team.</p> <p>Here's how you could use <code>json2excel</code> combined with a hypothetical <code>send_mail</code> function (assuming it exists and takes base64 encoded attachments):</p> <pre><code>#standardSQL\nCREATE TEMP FUNCTION FormatSalesForExcel(row STRUCT&lt;date DATE, product STRING, quantity INT64, revenue FLOAT64&gt;) AS (\n    TO_JSON_STRING(row)\n);\n\nWITH SalesData AS (\n    SELECT *\n    FROM `your_project.your_dataset.daily_sales`\n    WHERE date = CURRENT_DATE()\n),\nFormattedSales AS (\n    SELECT FormatSalesForExcel(t) AS json_row\n    FROM SalesData t\n),\nExcelFile AS (\n    SELECT bigfunctions.your_region.json2excel(\n        '[' || STRING_AGG(json_row) || ']'\n    ) AS excel_base64\n    FROM FormattedSales\n)\nSELECT bigfunctions.your_region.send_mail(\n    'sales_team@example.com',\n    'Daily Sales Report',\n    'Please find attached the daily sales report.',\n    'daily_sales_report.xlsx', # Filename\n    excel_base64\n)\nFROM ExcelFile;\n</code></pre> <p>Explanation:</p> <ol> <li>FormatSalesForExcel: This temporary function formats each row of the <code>daily_sales</code> table into a JSON string. This is necessary because <code>json2excel</code> expects a JSON array as input.</li> <li>SalesData:  This CTE selects the relevant sales data for today.</li> <li>FormattedSales: This CTE uses the <code>FormatSalesForExcel</code> function to convert each row into a JSON string.</li> <li>ExcelFile: This CTE uses <code>STRING_AGG</code> to combine all the JSON strings into a single JSON array string, enclosed in brackets <code>[]</code>. This array is then passed to the <code>json2excel</code> function, which returns the Excel file encoded as a base64 string.</li> <li>Final SELECT statement: This statement calls the hypothetical <code>send_mail</code> function, passing the email addresses, subject, body, desired filename, and the base64 encoded Excel data.</li> </ol> <p>This example demonstrates how to use <code>json2excel</code> to dynamically generate an Excel file from BigQuery data and then use it within a larger workflow, such as emailing reports.  You can adapt this pattern to create other kinds of reports, export data extracts in Excel format, or integrate with other systems that consume Excel files. Remember to replace <code>your_project</code>, <code>your_dataset</code>, and <code>your_region</code> with your actual values.</p>"},{"location":"bigfunctions/json2excel/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/json2xml/","title":"json2xml - BigQuery function","text":"<p> bigfunctions  &gt; json2xml </p>"},{"location":"bigfunctions/json2xml/#json2xml","title":"json2xml","text":"Call or Deploy <code>json2xml</code> ? Call <code>json2xml</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>json2xml</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>json2xml</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>json2xml</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>json2xml</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get json2xml\nbigfun deploy json2xml\n</code></pre>"},{"location":"bigfunctions/json2xml/#description","title":"Description","text":"<p>Signature</p> <pre><code>json2xml(json)\n</code></pre> <p>Description</p> <p>Returns XML for given JSON string</p>"},{"location":"bigfunctions/json2xml/#examples","title":"Examples","text":"<p>1. With valid JSON</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.json2xml('{\"a\": {\"b\": \"foo\"}}')\n</code></pre> <pre><code>select bigfunctions.us.json2xml('{\"a\": {\"b\": \"foo\"}}')\n</code></pre> <pre><code>select bigfunctions.europe_west1.json2xml('{\"a\": {\"b\": \"foo\"}}')\n</code></pre> <pre>\n<code>+-------------------+\n| xml               |\n+-------------------+\n| &lt;a&gt;&lt;b&gt;foo&lt;/b&gt;&lt;/a&gt; |\n+-------------------+\n</code>\n</pre> <p>2. With valid JSON and with one key that has empty string as a value</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.json2xml('{\"a\": \"\"}')\n</code></pre> <pre><code>select bigfunctions.us.json2xml('{\"a\": \"\"}')\n</code></pre> <pre><code>select bigfunctions.europe_west1.json2xml('{\"a\": \"\"}')\n</code></pre> <pre>\n<code>+---------+\n| xml     |\n+---------+\n| &lt;a&gt;&lt;/a&gt; |\n+---------+\n</code>\n</pre> <p>3. With invalid JSON</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.json2xml('{\"a\": \"\"')\n</code></pre> <pre><code>select bigfunctions.us.json2xml('{\"a\": \"\"')\n</code></pre> <pre><code>select bigfunctions.europe_west1.json2xml('{\"a\": \"\"')\n</code></pre> <pre>\n<code>+------+\n| xml  |\n+------+\n| null |\n+------+\n</code>\n</pre> Need help or Found a bug using <code>json2xml</code>? Get help using <code>json2xml</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>json2xml</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/json2xml/#use-cases","title":"Use cases","text":"<p>A practical use case for the <code>json2xml</code> function is converting JSON data stored in BigQuery into an XML format for integration with systems that primarily use XML.</p> <p>Scenario:  You have product data stored in BigQuery in JSON format.  A legacy system or a third-party partner requires product data in XML format for processing or integration.</p> <p>Example:</p> <p>Imagine your BigQuery table <code>product_data</code> has a column <code>product_info</code> containing JSON data like this:</p> <pre><code>{\"product_id\": \"12345\", \"name\": \"Awesome Gadget\", \"price\": 99.99, \"description\": \"A really cool gadget.\"}\n</code></pre> <p>You can use the <code>json2xml</code> function to convert this JSON data to XML within your BigQuery query:</p> <pre><code>SELECT bigfunctions.us.json2xml(product_info) AS product_xml\nFROM `your_project.your_dataset.product_data`;\n</code></pre> <p>This query will produce XML output like this:</p> <pre><code>&lt;product_info&gt;&lt;product_id&gt;12345&lt;/product_id&gt;&lt;name&gt;Awesome Gadget&lt;/name&gt;&lt;price&gt;99.99&lt;/price&gt;&lt;description&gt;A really cool gadget.&lt;/description&gt;&lt;/product_info&gt;\n</code></pre> <p>You can then export this XML data from BigQuery for use in the target system.</p> <p>Other Use Cases:</p> <ul> <li>Data Transformation for API Integration:  Convert JSON responses from APIs to XML for consumption by services that expect XML.</li> <li>Generating XML Reports:  Transform JSON data into structured XML reports for specific business needs.</li> <li>Data Migration: Migrate data stored in JSON format to systems that use XML.</li> <li>Interoperability between Systems: Facilitate data exchange between systems that use different data formats (JSON and XML).</li> </ul> <p>By using <code>json2xml</code> directly within BigQuery, you avoid the need to export the JSON data and process it externally, simplifying the data transformation process and improving efficiency.</p>"},{"location":"bigfunctions/json2xml/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/json_column_schema/","title":"json_column_schema - BigQuery function","text":"<p> bigfunctions  &gt; json_column_schema </p>"},{"location":"bigfunctions/json_column_schema/#json_column_schema","title":"json_column_schema","text":"Call or Deploy <code>json_column_schema</code> ? Call <code>json_column_schema</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>json_column_schema</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>json_column_schema</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>json_column_schema</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>json_column_schema</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get json_column_schema\nbigfun deploy json_column_schema\n</code></pre>"},{"location":"bigfunctions/json_column_schema/#description","title":"Description","text":"<p>Signature</p> <pre><code>json_column_schema(data)\n</code></pre> <p>Description</p> <p>Returns the schema of a json column .</p> <ul> <li>The schema of the json column is the union of schemas of the json objects of each cell.</li> <li><code>schema</code> is a json object like <code>{path: type}</code> with</li> <li><code>path</code> the path of the nested field</li> <li><code>type</code> among (<code>string</code>, <code>numeric</code>, <code>bool</code>, <code>date</code>, <code>timestamp</code>, <code>array</code>)</li> </ul>"},{"location":"bigfunctions/json_column_schema/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>with sample_data as (\n\n  select json '{\"created_at\": \"2022-01-01\", \"user\": {\"name\": \"James\"}}' as data\n  union all\n  select json '{\"user\": {\"friends\": [\"Jack\", \"Peter\"]}}' as data\n\n)\n\n\nselect bigfunctions.eu.json_column_schema(data)\nfrom sample_data\n</code></pre> <pre><code>with sample_data as (\n\n  select json '{\"created_at\": \"2022-01-01\", \"user\": {\"name\": \"James\"}}' as data\n  union all\n  select json '{\"user\": {\"friends\": [\"Jack\", \"Peter\"]}}' as data\n\n)\n\n\nselect bigfunctions.us.json_column_schema(data)\nfrom sample_data\n</code></pre> <pre><code>with sample_data as (\n\n  select json '{\"created_at\": \"2022-01-01\", \"user\": {\"name\": \"James\"}}' as data\n  union all\n  select json '{\"user\": {\"friends\": [\"Jack\", \"Peter\"]}}' as data\n\n)\n\n\nselect bigfunctions.europe_west1.json_column_schema(data)\nfrom sample_data\n</code></pre> <pre>\n<code>+------------------------------------------------------------------------+\n| schema                                                                 |\n+------------------------------------------------------------------------+\n| {\"created_at\": \"date\", \"user.name\": \"string\", \"user.friends\": \"array\"} |\n+------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>json_column_schema</code>? Get help using <code>json_column_schema</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>json_column_schema</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/json_column_schema/#use-cases","title":"Use cases","text":"<p>You have a BigQuery table containing a JSON column, and you want to understand the structure and data types within those JSON objects.  However, the JSON data isn't entirely consistent across all rows; some rows might have additional fields or different data types for the same field.  <code>json_column_schema</code> helps you discover all the possible fields and their respective types present in the entire column.</p> <p>Scenario: You're analyzing event data stored as JSON in BigQuery.  Each event might have slightly different properties.  For instance:</p> <pre><code>{\"event_type\": \"page_view\", \"url\": \"/home\", \"user_id\": 123}\n{\"event_type\": \"purchase\", \"item_id\": 456, \"user_id\": 456, \"value\": 10.99}\n{\"event_type\": \"sign_up\", \"user_id\": 789, \"referral_code\": \"ABC\"}\n</code></pre> <p>Use Case with <code>json_column_schema</code>:</p> <pre><code>WITH event_data AS (\n    SELECT JSON '{\"event_type\": \"page_view\", \"url\": \"/home\", \"user_id\": 123}' AS event_json\n    UNION ALL\n    SELECT JSON '{\"event_type\": \"purchase\", \"item_id\": 456, \"user_id\": 456, \"value\": 10.99}' AS event_json\n    UNION ALL\n    SELECT JSON '{\"event_type\": \"sign_up\", \"user_id\": 789, \"referral_code\": \"ABC\"}' AS event_json\n)\nSELECT bigfunctions.us.json_column_schema(event_json) AS schema\nFROM event_data;\n</code></pre> <p>Result:</p> <pre><code>{\"event_type\": \"string\", \"url\": \"string\", \"user_id\": \"numeric\", \"item_id\": \"numeric\", \"value\": \"numeric\", \"referral_code\": \"string\"}\n</code></pre> <p>Benefits:</p> <ul> <li>Schema Discovery: You automatically identify all potential fields and their most general types within the JSON column without manual inspection.</li> <li>Data Validation: You can use the generated schema to validate incoming data or build data quality checks.</li> <li>Downstream Processing:  Knowing the complete schema helps you design efficient queries and transformations for further analysis.  For example, you could use this information to create a materialized view with extracted JSON fields.</li> </ul> <p>This function is particularly useful for exploring and understanding semi-structured JSON data where the schema might not be strictly enforced or evolves over time.  It allows you to programmatically handle variations in JSON structure.</p>"},{"location":"bigfunctions/json_column_schema/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/json_items/","title":"json_items - BigQuery function","text":"<p> bigfunctions  &gt; json_items </p>"},{"location":"bigfunctions/json_items/#json_items","title":"json_items","text":"Call or Deploy <code>json_items</code> ? Call <code>json_items</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>json_items</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>json_items</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>json_items</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>json_items</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get json_items\nbigfun deploy json_items\n</code></pre>"},{"location":"bigfunctions/json_items/#description","title":"Description","text":"<p>Signature</p> <pre><code>json_items(json_string)\n</code></pre> <p>Description</p> <p>Extract <code>key_value_items</code> from <code>json_string</code> which has only flat (no nested) key-values. Return <code>key_value_items</code> as <code>array&lt; struct&lt;key string, value string&gt; &gt;</code></p>"},{"location":"bigfunctions/json_items/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.json_items('{\"created_at\": \"2022-01-01\", \"user\": \"sidali\"}')\n</code></pre> <pre><code>select bigfunctions.us.json_items('{\"created_at\": \"2022-01-01\", \"user\": \"sidali\"}')\n</code></pre> <pre><code>select bigfunctions.europe_west1.json_items('{\"created_at\": \"2022-01-01\", \"user\": \"sidali\"}')\n</code></pre> <pre>\n<code>+-----------------------------------------------------------------------------------------------------+\n| key_value_items                                                                                     |\n+-----------------------------------------------------------------------------------------------------+\n| [\n|   struct(\"created_at\" as key, \"date\" as value),\n|   struct(\"user\" as key, \"name\" as value)\n| ]\n |\n+-----------------------------------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>json_items</code>? Get help using <code>json_items</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>json_items</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/json_items/#use-cases","title":"Use cases","text":"<p>You have a table in BigQuery containing a column with JSON strings representing product details. Each JSON string has a flat structure (no nested objects).  You want to extract the key-value pairs from these JSON strings and analyze them.</p> <p>Example Table:</p> <pre><code>products\n| product_id | details                                    |\n|------------|--------------------------------------------|\n| 1          | '{\"name\": \"Laptop\", \"price\": \"1200\", \"brand\": \"XYZ\"}' |\n| 2          | '{\"name\": \"Mouse\", \"price\": \"25\", \"brand\": \"ABC\"}'   |\n| 3          | '{\"name\": \"Keyboard\", \"price\": \"75\", \"brand\": \"XYZ\"}'|\n</code></pre> <p>Query using <code>json_items</code>:</p> <pre><code>SELECT\n    product_id,\n    item.key,\n    item.value\n  FROM\n    `your-project.your_dataset.products`,\n    UNNEST(bigfunctions.your-region.json_items(details)) AS item;\n</code></pre> <p>Result:</p> <pre><code>| product_id | key    | value |\n|------------|--------|-------|\n| 1          | name   | Laptop|\n| 1          | price  | 1200  |\n| 1          | brand  | XYZ   |\n| 2          | name   | Mouse |\n| 2          | price  | 25    |\n| 2          | brand  | ABC   |\n| 3          | name   | Keyboard |\n| 3          | price  | 75    |\n| 3          | brand  | XYZ   |\n</code></pre> <p>This allows you to easily query and analyze individual attributes of the products, such as finding all products of a certain brand or within a specific price range.  You've effectively transformed semi-structured JSON data into a relational format for easier analysis with standard SQL.  Remember to replace <code>your-project</code>, <code>your_dataset</code>, and <code>your-region</code> with your actual values.</p>"},{"location":"bigfunctions/json_items/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/json_keys/","title":"json_keys - BigQuery function","text":"<p> bigfunctions  &gt; json_keys </p>"},{"location":"bigfunctions/json_keys/#json_keys","title":"json_keys","text":"Call or Deploy <code>json_keys</code> ? Call <code>json_keys</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>json_keys</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>json_keys</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>json_keys</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>json_keys</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get json_keys\nbigfun deploy json_keys\n</code></pre>"},{"location":"bigfunctions/json_keys/#description","title":"Description","text":"<p>Signature</p> <pre><code>json_keys(json_string)\n</code></pre> <p>Description</p> <p>Extract <code>keys</code> from <code>json_string</code> which has only flat (no nested) key-values. Return <code>keys</code> as an <code>array&lt;string&gt;</code></p>"},{"location":"bigfunctions/json_keys/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.json_keys('{\"created_at\": \"2022-01-01\", \"user\": \"sidali\"}')\n</code></pre> <pre><code>select bigfunctions.us.json_keys('{\"created_at\": \"2022-01-01\", \"user\": \"sidali\"}')\n</code></pre> <pre><code>select bigfunctions.europe_west1.json_keys('{\"created_at\": \"2022-01-01\", \"user\": \"sidali\"}')\n</code></pre> <pre>\n<code>+------------------------+\n| keys                   |\n+------------------------+\n| ['created_at', 'user'] |\n+------------------------+\n</code>\n</pre> Need help or Found a bug using <code>json_keys</code>? Get help using <code>json_keys</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>json_keys</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/json_keys/#use-cases","title":"Use cases","text":"<p>You have a BigQuery table containing a column with JSON strings representing product information. Each JSON string has a flat structure (no nested objects) with keys like \"product_name\", \"price\", \"category\", etc. You want to extract all the keys present in these JSON strings.</p> <p>Example Table:</p> <p>| product_info (STRING) | |---|---| | <code>{\"product_name\": \"Laptop\", \"price\": 1200, \"category\": \"electronics\"}</code> | | <code>{\"product_name\": \"T-shirt\", \"category\": \"clothing\", \"color\": \"blue\"}</code> | | <code>{\"price\": 25, \"product_name\": \"Book\", \"author\": \"Jane Doe\"}</code> |</p> <p>Query using <code>json_keys</code>:</p> <pre><code>SELECT bigfunctions.us.json_keys(product_info) AS keys\nFROM `your_project.your_dataset.your_table`;\n</code></pre> <p>Result:</p> <p>| keys (ARRAY) | |---|---| | <code>[\"product_name\", \"price\", \"category\"]</code> | | <code>[\"product_name\", \"category\", \"color\"]</code> | | <code>[\"price\", \"product_name\", \"author\"]</code> | <p>This allows you to dynamically determine the keys present in each JSON string without hardcoding them. You could then use this information for various purposes like:</p> <ul> <li>Schema validation: Verify that all expected keys are present in the JSON data.</li> <li>Data transformation:  Create new columns based on the extracted keys.</li> <li>Dynamic querying: Construct queries that access fields within the JSON based on the available keys.</li> <li>Data analysis: Analyze the frequency of different keys to understand the structure of your JSON data.</li> </ul>"},{"location":"bigfunctions/json_keys/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/json_merge/","title":"json_merge - BigQuery function","text":"<p> bigfunctions  &gt; json_merge </p>"},{"location":"bigfunctions/json_merge/#json_merge","title":"json_merge","text":"Call or Deploy <code>json_merge</code> ? Call <code>json_merge</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>json_merge</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>json_merge</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>json_merge</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>json_merge</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get json_merge\nbigfun deploy json_merge\n</code></pre>"},{"location":"bigfunctions/json_merge/#description","title":"Description","text":"<p>Signature</p> <pre><code>json_merge(json_string1, json_string2)\n</code></pre> <p>Description</p> <p>Merge <code>json_string1</code> and <code>json_string2</code></p>"},{"location":"bigfunctions/json_merge/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.json_merge('{\"k1\": \"v1\"}', '{\"k2\": \"v2\"}')\n</code></pre> <pre><code>select bigfunctions.us.json_merge('{\"k1\": \"v1\"}', '{\"k2\": \"v2\"}')\n</code></pre> <pre><code>select bigfunctions.europe_west1.json_merge('{\"k1\": \"v1\"}', '{\"k2\": \"v2\"}')\n</code></pre> <pre>\n<code>+----------------------------+\n| merged_json                |\n+----------------------------+\n| '{\"k1\": \"v1\", \"k2\": \"v2\"}' |\n+----------------------------+\n</code>\n</pre> Need help or Found a bug using <code>json_merge</code>? Get help using <code>json_merge</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>json_merge</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/json_merge/#use-cases","title":"Use cases","text":"<p>You have a table with customer data split into two JSON string columns, perhaps due to limitations in how the data was initially collected or stored. You want to combine these two JSON strings into a single, unified JSON object for easier querying and analysis.</p> <p>Example Scenario:</p> <p>Imagine a table named <code>customers</code> with columns <code>customer_info_1</code> and <code>customer_info_2</code> containing JSON strings:</p> <pre><code>| customer_id | customer_info_1        | customer_info_2           |\n|-------------|-------------------------|--------------------------|\n| 1           | '{\"name\": \"John Doe\", \"age\": 30}' | '{\"city\": \"New York\", \"country\": \"USA\"}' |\n| 2           | '{\"name\": \"Jane Smith\", \"age\": 25}' | '{\"city\": \"London\", \"country\": \"UK\"}'   |\n</code></pre> <p>Query using <code>json_merge</code>:</p> <pre><code>SELECT\n    customer_id,\n    bigfunctions.us.json_merge(customer_info_1, customer_info_2) AS merged_customer_info\nFROM\n    `your_project.your_dataset.customers`;\n</code></pre> <p>Result:</p> <pre><code>| customer_id | merged_customer_info                                           |\n|-------------|-----------------------------------------------------------------|\n| 1           | '{\"name\": \"John Doe\", \"age\": 30, \"city\": \"New York\", \"country\": \"USA\"}' |\n| 2           | '{\"name\": \"Jane Smith\", \"age\": 25, \"city\": \"London\", \"country\": \"UK\"}'   |\n</code></pre> <p>This now provides a single <code>merged_customer_info</code> column containing all customer data in a single JSON object, making it much easier to query using BigQuery's JSON functions.  For example, you could now easily find all customers in the UK with:</p> <pre><code>SELECT *\nFROM `your_project.your_dataset.customers`\nWHERE JSON_VALUE(merged_customer_info, '$.country') = 'UK';\n</code></pre> <p>This is just one example.  Other uses could include:</p> <ul> <li>Combining data from different APIs: If you're pulling data from multiple APIs that return JSON, <code>json_merge</code> can help combine the responses into a single object.</li> <li>Progressive profiling: You might gather user data in stages, storing each stage in a separate JSON string.  <code>json_merge</code> allows you to consolidate this data as it becomes available.</li> <li>Simplifying data storage: Instead of having multiple JSON columns, you can combine them into one, making your table schema cleaner and easier to manage.</li> </ul> <p>It's important to note how <code>json_merge</code> handles conflicts. If both JSON strings have the same key, the value from the second JSON string (<code>json_string2</code>) will overwrite the value from the first.  This behavior is important to consider when designing your data model.</p>"},{"location":"bigfunctions/json_merge/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/json_query/","title":"json_query - BigQuery function","text":"<p> bigfunctions  &gt; json_query </p>"},{"location":"bigfunctions/json_query/#json_query","title":"json_query","text":"Call or Deploy <code>json_query</code> ? Call <code>json_query</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>json_query</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>json_query</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>json_query</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>json_query</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get json_query\nbigfun deploy json_query\n</code></pre>"},{"location":"bigfunctions/json_query/#description","title":"Description","text":"<p>Signature</p> <pre><code>json_query(json_string, query)\n</code></pre> <p>Description</p> <p>Extract data from <code>json_string</code> using advanced json querying offered by JMESPath.</p> <p>JMESPath Links:</p> <ul> <li>See JMESPath Tutorial for exhaustive <code>query</code> possibilities</li> <li>GitHub of jmespath.js</li> </ul>"},{"location":"bigfunctions/json_query/#examples","title":"Examples","text":"<p>1. Basic Query</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.json_query('{\"foo\": [{\"first\": \"a\"}, {\"first\": \"c\"}]}', 'foo')\n</code></pre> <pre><code>select bigfunctions.us.json_query('{\"foo\": [{\"first\": \"a\"}, {\"first\": \"c\"}]}', 'foo')\n</code></pre> <pre><code>select bigfunctions.europe_west1.json_query('{\"foo\": [{\"first\": \"a\"}, {\"first\": \"c\"}]}', 'foo')\n</code></pre> <pre>\n<code>+----------------------------------+\n| result                           |\n+----------------------------------+\n| [{\"first\": \"a\"}, {\"first\": \"c\"}] |\n+----------------------------------+\n</code>\n</pre> <p>2. Getting array sub-items</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.json_query('{\"foo\": [{\"first\": \"a\"}, {\"first\": \"c\"}]}', 'foo[*].first')\n</code></pre> <pre><code>select bigfunctions.us.json_query('{\"foo\": [{\"first\": \"a\"}, {\"first\": \"c\"}]}', 'foo[*].first')\n</code></pre> <pre><code>select bigfunctions.europe_west1.json_query('{\"foo\": [{\"first\": \"a\"}, {\"first\": \"c\"}]}', 'foo[*].first')\n</code></pre> <pre>\n<code>+------------+\n| result     |\n+------------+\n| ['a', 'c'] |\n+------------+\n</code>\n</pre> <p>3. Slicing</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.json_query('{\"foo\": [{\"first\": \"a\"}, {\"first\": \"c\"}]}', 'foo[:1].first')\n</code></pre> <pre><code>select bigfunctions.us.json_query('{\"foo\": [{\"first\": \"a\"}, {\"first\": \"c\"}]}', 'foo[:1].first')\n</code></pre> <pre><code>select bigfunctions.europe_west1.json_query('{\"foo\": [{\"first\": \"a\"}, {\"first\": \"c\"}]}', 'foo[:1].first')\n</code></pre> <pre>\n<code>+--------+\n| result |\n+--------+\n| ['a']  |\n+--------+\n</code>\n</pre> <p>4. Projecting</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.json_query('{\"foo\": [{\"first\": \"a\"}, {\"first\": \"c\"}]}', 'foo[*].{name: first}')\n</code></pre> <pre><code>select bigfunctions.us.json_query('{\"foo\": [{\"first\": \"a\"}, {\"first\": \"c\"}]}', 'foo[*].{name: first}')\n</code></pre> <pre><code>select bigfunctions.europe_west1.json_query('{\"foo\": [{\"first\": \"a\"}, {\"first\": \"c\"}]}', 'foo[*].{name: first}')\n</code></pre> <pre>\n<code>+--------------------------------+\n| result                         |\n+--------------------------------+\n| [{\"name\": \"a\"}, {\"name\": \"c\"}] |\n+--------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>json_query</code>? Get help using <code>json_query</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>json_query</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/json_query/#use-cases","title":"Use cases","text":"<p>Let's imagine you have a BigQuery table storing user activity logs, where each row contains a JSON string representing various actions a user took within a session.  The JSON structure might look like this:</p> <pre><code>{\n  \"userId\": \"12345\",\n  \"sessionId\": \"abcde\",\n  \"actions\": [\n    {\"type\": \"pageview\", \"url\": \"/home\"},\n    {\"type\": \"click\", \"element\": \"button1\"},\n    {\"type\": \"form_submit\", \"data\": {\"name\": \"John\", \"email\": \"john@example.com\"}},\n    {\"type\": \"pageview\", \"url\": \"/products\"},\n    {\"type\": \"click\", \"element\": \"addtocart\"}\n  ]\n}\n</code></pre> <p>Here are a few use cases for the <code>json_query</code> function with this data:</p> <ol> <li>Extracting all URLs visited during a session:</li> </ol> <pre><code>SELECT bigfunctions.YOUR_REGION.json_query(activity_json, 'actions[*].url') AS visited_urls\nFROM your_table\nWHERE userId = '12345' AND sessionId = 'abcde';\n</code></pre> <p>This query would return an array like <code>[\"/home\", \"/products\"]</code>.</p> <ol> <li>Finding all \"click\" actions and the elements clicked:</li> </ol> <pre><code>SELECT bigfunctions.YOUR_REGION.json_query(activity_json, 'actions[?type==`click`].element') AS clicked_elements\nFROM your_table\nWHERE userId = '12345' AND sessionId = 'abcde';\n</code></pre> <p>This would return <code>[\"button1\", \"addtocart\"]</code>.</p> <ol> <li>Getting the data submitted in a form:</li> </ol> <pre><code>SELECT bigfunctions.YOUR_REGION.json_query(activity_json, 'actions[?type==`form_submit`].data') AS form_data\nFROM your_table\nWHERE userId = '12345' AND sessionId = 'abcde';\n</code></pre> <p>This would return an array containing a single object: <code>[{\"name\": \"John\", \"email\": \"john@example.com\"}]</code>.  You could further refine this to get specific fields within the <code>data</code> object.</p> <ol> <li>Checking if a specific action type occurred:</li> </ol> <pre><code>SELECT bigfunctions.YOUR_REGION.json_query(activity_json, 'actions[?type==`purchase`]') IS NOT NULL AS purchased\nFROM your_table\nWHERE userId = '12345' AND sessionId = 'abcde';\n</code></pre> <p>This query returns <code>true</code> if a \"purchase\" action exists in the <code>actions</code> array and <code>false</code> otherwise.</p> <p>These examples demonstrate the flexibility of <code>json_query</code> for extracting and analyzing data from complex JSON structures within BigQuery.  The function's use of JMESPath allows for complex filtering and projections, simplifying tasks that would otherwise require more complicated SQL or User-Defined Functions (UDFs).</p>"},{"location":"bigfunctions/json_query/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/json_schema/","title":"json_schema - BigQuery function","text":"<p> bigfunctions  &gt; json_schema </p>"},{"location":"bigfunctions/json_schema/#json_schema","title":"json_schema","text":"Call or Deploy <code>json_schema</code> ? Call <code>json_schema</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>json_schema</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>json_schema</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>json_schema</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>json_schema</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get json_schema\nbigfun deploy json_schema\n</code></pre>"},{"location":"bigfunctions/json_schema/#description","title":"Description","text":"<p>Signature</p> <pre><code>json_schema(data)\n</code></pre> <p>Description</p> <p>Returns the schema of <code>data</code> (with <code>data</code> a json object) as <code>[{path, type}]</code> with <code>path</code> the path of the nested field and <code>type</code> among (<code>string</code>, <code>numeric</code>, <code>bool</code>, <code>date</code>, <code>timestamp</code>)</p>"},{"location":"bigfunctions/json_schema/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.json_schema('{\"created_at\": \"2022-01-01\", \"user\": {\"name\": \"James\", \"friends\": [\"Jack\", \"Peter\"]}}')\n</code></pre> <pre><code>select bigfunctions.us.json_schema('{\"created_at\": \"2022-01-01\", \"user\": {\"name\": \"James\", \"friends\": [\"Jack\", \"Peter\"]}}')\n</code></pre> <pre><code>select bigfunctions.europe_west1.json_schema('{\"created_at\": \"2022-01-01\", \"user\": {\"name\": \"James\", \"friends\": [\"Jack\", \"Peter\"]}}')\n</code></pre> <pre>\n<code>+-----------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| schema                                                                                                                                                          |\n+-----------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| [\n|   struct(\"created_at\" as path, \"date\" as type),\n|   struct(\"user.name\" as path, \"string\" as type),\n|   struct(\"user.friends\" as path, \"array\" as type)\n| ]\n |\n+-----------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>json_schema</code>? Get help using <code>json_schema</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>json_schema</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/json_schema/#use-cases","title":"Use cases","text":"<p>A use case for the <code>json_schema</code> function is to dynamically determine the schema of JSON data stored in a BigQuery table without prior knowledge of its structure. This can be particularly helpful in situations like:</p> <ul> <li> <p>Data ingestion from diverse sources: Imagine receiving JSON data from various APIs or partners where the structure might not be consistent or documented thoroughly. <code>json_schema</code> can be used to automatically analyze a sample of the incoming data and infer its schema. This information can then be used to create or validate table schemas, ensuring proper data loading.</p> </li> <li> <p>Data exploration and analysis: When dealing with unfamiliar JSON data, <code>json_schema</code> helps quickly understand its structure and the types of information it contains. This is useful for exploratory data analysis and building queries without manually examining the JSON objects.</p> </li> <li> <p>Schema evolution tracking: By periodically applying <code>json_schema</code> to incoming data, you can detect changes in the JSON structure over time. This allows you to adapt your processing pipelines or table schemas as needed, ensuring compatibility and avoiding errors.</p> </li> <li> <p>Data validation: After inferring the schema, it can be used to validate subsequent JSON data against the expected structure. This can prevent malformed data from being ingested, ensuring data quality.</p> </li> <li> <p>Automated documentation: The output of <code>json_schema</code> can be used to generate documentation for the JSON data, simplifying communication and understanding among different teams or users.</p> </li> </ul> <p>Example Scenario:</p> <p>Let's say you have a BigQuery table containing a <code>raw_data</code> column storing JSON strings from different sources.  You can use the following query to get the schema of the JSON data in each row:</p> <pre><code>SELECT bigfunctions.us.json_schema(raw_data) AS inferred_schema\nFROM your_dataset.your_table;\n</code></pre> <p>This will return a table where each row contains the inferred schema of the corresponding JSON data in <code>raw_data</code>.  You can then further process this output to:</p> <ul> <li>Identify the common schema across different JSON data.</li> <li>Create a new table with the appropriate schema to store the extracted JSON data in a structured format.</li> <li>Flag rows with unexpected schemas for further investigation.</li> </ul> <p>By dynamically determining the schema of JSON data using <code>json_schema</code>, you can make your data ingestion, analysis, and validation processes more robust and efficient.</p>"},{"location":"bigfunctions/json_schema/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/json_values/","title":"json_values - BigQuery function","text":"<p> bigfunctions  &gt; json_values </p>"},{"location":"bigfunctions/json_values/#json_values","title":"json_values","text":"Call or Deploy <code>json_values</code> ? Call <code>json_values</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>json_values</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>json_values</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>json_values</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>json_values</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get json_values\nbigfun deploy json_values\n</code></pre>"},{"location":"bigfunctions/json_values/#description","title":"Description","text":"<p>Signature</p> <pre><code>json_values(json_string)\n</code></pre> <p>Description</p> <p>Extract <code>values</code> from <code>json_string</code> which has only flat (no nested) key-values. Return <code>values</code> as an <code>array&lt;string&gt;</code></p>"},{"location":"bigfunctions/json_values/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.json_values('{\"created_at\": \"2022-01-01\", \"user\": \"sidali\"}')\n</code></pre> <pre><code>select bigfunctions.us.json_values('{\"created_at\": \"2022-01-01\", \"user\": \"sidali\"}')\n</code></pre> <pre><code>select bigfunctions.europe_west1.json_values('{\"created_at\": \"2022-01-01\", \"user\": \"sidali\"}')\n</code></pre> <pre>\n<code>+--------------------------+\n| values                   |\n+--------------------------+\n| ['2022-01-01', 'sidali'] |\n+--------------------------+\n</code>\n</pre> Need help or Found a bug using <code>json_values</code>? Get help using <code>json_values</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>json_values</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/json_values/#use-cases","title":"Use cases","text":"<p>You have a table in BigQuery that stores JSON strings representing user activity.  Each JSON string contains key-value pairs where the keys represent activity types and the values represent timestamps or user IDs.  You want to extract all the values from these JSON strings to analyze the different types of activities performed without needing to know the specific keys.</p> <p>Example Table:</p> UserID ActivityJSON 1 <code>{\"login\": \"2023-10-26 10:00:00\", \"purchase\": \"item123\"}</code> 2 <code>{\"logout\": \"2023-10-26 10:15:00\", \"view_product\": \"item456\"}</code> 3 <code>{\"login\": \"2023-10-26 10:30:00\", \"add_to_cart\": \"item789\"}</code> <p>Query using <code>json_values</code>:</p> <pre><code>SELECT\n    UserID,\n    bigfunctions.us.json_values(ActivityJSON) AS ActivityValues\nFROM\n    `your_project.your_dataset.your_table`;\n</code></pre> <p>Result:</p> UserID ActivityValues 1 <code>['2023-10-26 10:00:00', 'item123']</code> 2 <code>['2023-10-26 10:15:00', 'item456']</code> 3 <code>['2023-10-26 10:30:00', 'item789']</code> <p>Now you have an array of values for each user, which you can further process. For instance, you could unnest the array to analyze the frequency of different activity values or join it with another table based on these values.  The key benefit here is that you've extracted the relevant data without needing to explicitly parse the JSON based on individual keys.  This is particularly useful when the keys in the JSON strings can vary across different rows but the values themselves hold the information you're interested in.</p>"},{"location":"bigfunctions/json_values/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/last_value/","title":"last_value - BigQuery function","text":"<p> bigfunctions  &gt; last_value </p>"},{"location":"bigfunctions/last_value/#last_value","title":"last_value","text":"Call or Deploy <code>last_value</code> ? Call <code>last_value</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>last_value</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>last_value</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>last_value</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>last_value</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get last_value\nbigfun deploy last_value\n</code></pre>"},{"location":"bigfunctions/last_value/#description","title":"Description","text":"<p>Signature</p> <pre><code>last_value(arr)\n</code></pre> <p>Description</p> <p>Return last value of array (inspired from sql-snippets repo)</p>"},{"location":"bigfunctions/last_value/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.last_value([1, 2, 3])\n</code></pre> <pre><code>select bigfunctions.us.last_value([1, 2, 3])\n</code></pre> <pre><code>select bigfunctions.europe_west1.last_value([1, 2, 3])\n</code></pre> <pre>\n<code>+-------+\n| value |\n+-------+\n| 3     |\n+-------+\n</code>\n</pre> Need help or Found a bug using <code>last_value</code>? Get help using <code>last_value</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>last_value</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/last_value/#use-cases","title":"Use cases","text":"<p>Imagine you have a table of customer orders, and each order has an array of timestamps representing different stages of the order fulfillment process (e.g., order placed, payment processed, shipped, delivered).  You want to find the last timestamp in each array, which would represent the time the order was completed (delivered in this example).</p> <pre><code>SELECT\n    order_id,\n    bigfunctions.us.last_value(fulfillment_timestamps) AS order_completion_timestamp\nFROM\n    your_project.your_dataset.your_order_table\n</code></pre> <p>This query would use the <code>last_value</code> function to extract the last timestamp from the <code>fulfillment_timestamps</code> array for each order, giving you the order completion time.</p> <p>Other use cases could include:</p> <ul> <li>Finding the latest status update:  If you have an array of status updates for a task or project, <code>last_value</code> can give you the most recent status.</li> <li>Getting the last element of a sequence:  If you have an array representing a sequence of events, <code>last_value</code> can retrieve the final event in the sequence.</li> <li>Extracting the latest value from sensor readings: If you have an array of sensor readings over time, <code>last_value</code> can retrieve the most recent reading.</li> </ul> <p>Essentially, anytime you need to efficiently extract the last element from an array within BigQuery, the <code>last_value</code> function provides a clean and easy solution.</p>"},{"location":"bigfunctions/last_value/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/list_bigquery_resources_in_current_project/","title":"list_bigquery_resources_in_current_project - BigQuery function","text":"<p> bigfunctions  &gt; list_bigquery_resources_in_current_project </p>"},{"location":"bigfunctions/list_bigquery_resources_in_current_project/#list_bigquery_resources_in_current_project","title":"list_bigquery_resources_in_current_project","text":"Call or Deploy <code>list_bigquery_resources_in_current_project</code> ? Call <code>list_bigquery_resources_in_current_project</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>list_bigquery_resources_in_current_project</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>list_bigquery_resources_in_current_project</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>list_bigquery_resources_in_current_project</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>list_bigquery_resources_in_current_project</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get list_bigquery_resources_in_current_project\nbigfun deploy list_bigquery_resources_in_current_project\n</code></pre>"},{"location":"bigfunctions/list_bigquery_resources_in_current_project/#description","title":"Description","text":"<p>Signature</p> <pre><code>list_bigquery_resources_in_current_project()\n</code></pre> <p>Description</p> <p>List BigQuery resources in current Google Cloud <code>project</code> enriched with their BigQuery usage in current <code>project</code>.</p> <p>BigQuery resources include tables, views, columns, datasets, users.</p> <p>For each data asset, a <code>popularity</code> score is computed. For example, for a table, it is equal to the number of distinct users which read the table in the latest 30 days using <code>execution_projects</code>.</p> <p>The result is written into <code>bigfunction_result</code> temporary table which has the following columns:</p> <ul> <li><code>id</code>: unique identifier of the data asset</li> <li><code>type</code>: asset type such as tables, views, datasets, users, etc.</li> <li><code>name</code>: asset name</li> <li><code>description</code>: asset description</li> <li><code>popularity</code>: popularity as float64 (the higher the more popular)</li> <li><code>details</code>: a json blob with asset additional details such as the tables of a dataset or the users of a table.</li> </ul>"},{"location":"bigfunctions/list_bigquery_resources_in_current_project/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>call bigfunctions.eu.list_bigquery_resources_in_current_project('you-bigquery-project');\n</code></pre> <pre><code>call bigfunctions.us.list_bigquery_resources_in_current_project('you-bigquery-project');\n</code></pre> <pre><code>call bigfunctions.europe_west1.list_bigquery_resources_in_current_project('you-bigquery-project');\n</code></pre> Need help or Found a bug using <code>list_bigquery_resources_in_current_project</code>? Get help using <code>list_bigquery_resources_in_current_project</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>list_bigquery_resources_in_current_project</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/list_bigquery_resources_in_current_project/#use-cases","title":"Use cases","text":"<p>A use case for the <code>list_bigquery_resources_in_current_project</code> function is to analyze BigQuery resource usage and identify popular or underutilized data assets within a project.</p> <p>Imagine a large organization with numerous datasets, tables, and views in their BigQuery project. They want to understand:</p> <ul> <li>Which datasets are most actively used: This can inform decisions about data retention, access control, and resource allocation.  The <code>popularity</code> score, reflecting recent usage by distinct users, highlights heavily used datasets.</li> <li>Identify unused or rarely used tables: These might be candidates for deletion or archiving to save storage costs and simplify data governance. Low <code>popularity</code> scores indicate underutilization.</li> <li>Understand data lineage and dependencies: The <code>details</code> field can reveal relationships between datasets and tables, helping to visualize data flow and assess the impact of potential changes. For example, you could see which tables are referenced by a particular view.</li> <li>Track user activity: The function can identify users interacting with different BigQuery resources, providing insights into data access patterns and potential security risks.</li> <li>Automate data discovery and documentation: The output can be used to generate reports or dashboards summarizing key information about BigQuery resources, including descriptions and usage metrics.  This assists in data discovery and documentation efforts.</li> </ul> <p>Example Scenario:</p> <p>A data engineering team needs to optimize their BigQuery costs. They suspect that many tables are no longer being used. By calling <code>list_bigquery_resources_in_current_project</code>, they can get a ranked list of tables by popularity.  Tables with a popularity of zero are prime candidates for deletion.  This allows them to reclaim storage space and reduce costs.  Further, they can examine the <code>details</code> for the popular tables to ensure appropriate access controls and optimize performance for frequently accessed data.</p>"},{"location":"bigfunctions/list_bigquery_resources_in_current_project/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/list_dataset_tables/","title":"list_dataset_tables - BigQuery function","text":"<p> bigfunctions  &gt; list_dataset_tables </p>"},{"location":"bigfunctions/list_dataset_tables/#list_dataset_tables","title":"list_dataset_tables","text":"Call or Deploy <code>list_dataset_tables</code> ? Call <code>list_dataset_tables</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>list_dataset_tables</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>list_dataset_tables</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>list_dataset_tables</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>list_dataset_tables</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get list_dataset_tables\nbigfun deploy list_dataset_tables\n</code></pre>"},{"location":"bigfunctions/list_dataset_tables/#description","title":"Description","text":"<p>Signature</p> <pre><code>list_dataset_tables(fully_qualified_dataset)\n</code></pre> <p>Description</p> <p>List tables of <code>fully_qualified_dataset</code></p>"},{"location":"bigfunctions/list_dataset_tables/#examples","title":"Examples","text":"<p>1. List tables of <code>your-project.your_dataset</code></p> EUUSeurope-west1 <pre><code>call bigfunctions.eu.list_dataset_tables(\"your-project.your_dataset\");\n</code></pre> <pre><code>call bigfunctions.us.list_dataset_tables(\"your-project.your_dataset\");\n</code></pre> <pre><code>call bigfunctions.europe_west1.list_dataset_tables(\"your-project.your_dataset\");\n</code></pre> <p>2. You can list tables of several datasets by providing several datasets separated by commas</p> EUUSeurope-west1 <pre><code>call bigfunctions.eu.list_dataset_tables(\"your-project.your_dataset1, your-project.your_dataset2\");\n</code></pre> <pre><code>call bigfunctions.us.list_dataset_tables(\"your-project.your_dataset1, your-project.your_dataset2\");\n</code></pre> <pre><code>call bigfunctions.europe_west1.list_dataset_tables(\"your-project.your_dataset1, your-project.your_dataset2\");\n</code></pre> Need help or Found a bug using <code>list_dataset_tables</code>? Get help using <code>list_dataset_tables</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>list_dataset_tables</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/list_dataset_tables/#use-cases","title":"Use cases","text":"<p>A use case for the <code>list_dataset_tables</code> function is to quickly get an overview of the tables within one or more datasets in BigQuery.  This can be useful in several scenarios:</p> <ul> <li>Data Discovery/Exploration: When working with a new project or dataset, you might not know all the tables that exist. <code>list_dataset_tables</code> provides a quick way to see what data is available.</li> <li>Auditing/Documentation:  You can use this function to generate a list of tables for documentation purposes or to audit the contents of your datasets.</li> <li>Automated Processes:  In scripts or workflows, you could use <code>list_dataset_tables</code> to dynamically determine which tables to process based on their presence in a dataset.  For example, you might have a process that iterates over all tables in a dataset and performs some operation (e.g., data validation, backup, etc.).</li> <li>Data Governance: This function can be used as part of a data governance process to track and manage the tables within your BigQuery environment. You can regularly run the function and compare the results to a known list of approved tables to identify any unauthorized tables.</li> <li>Interactive Analysis:  When working in the BigQuery console, you might want a quick reminder of the tables available in a dataset without navigating through the UI.  This function can provide that information directly in the query results.</li> </ul> <p>Example in a data pipeline:</p> <p>Imagine you have a daily data pipeline that aggregates data from several raw tables into a summary table. You could use the <code>list_dataset_tables</code> function to automatically determine which raw tables to include in the aggregation process, making the pipeline more flexible and adaptable to changes in the raw data.</p> <pre><code>DECLARE raw_dataset_id STRING DEFAULT \"your-project.your_raw_dataset\";\nDECLARE raw_tables ARRAY&lt;STRING&gt;;\n\nSET raw_tables = (\n    SELECT ARRAY_AGG(table_name)\n    FROM bigfunctions.your_region.list_dataset_tables(raw_dataset_id)\n    WHERE STARTS_WITH(table_name, 'raw_data_') -- Filter for relevant tables\n);\n\n-- Use the raw_tables array in your aggregation query\nSELECT ...\nFROM UNNEST(raw_tables) AS table_name\nJOIN `your-project.your_raw_dataset`.table_name  -- Dynamically access tables\n...\n</code></pre> <p>This example shows how <code>list_dataset_tables</code> can help automate processes by dynamically retrieving a list of tables within a dataset, enhancing the pipeline's flexibility and maintainability.  Replace <code>your_region</code> with the appropriate BigQuery region (e.g., <code>us</code>, <code>eu</code>, <code>us-central1</code>). Remember to adjust the table name filtering logic (<code>STARTS_WITH</code>) to suit your specific requirements.</p>"},{"location":"bigfunctions/list_dataset_tables/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/list_public_datasets/","title":"list_public_datasets - BigQuery function","text":"<p> bigfunctions  &gt; list_public_datasets </p>"},{"location":"bigfunctions/list_public_datasets/#list_public_datasets","title":"list_public_datasets","text":"Call or Deploy <code>list_public_datasets</code> ? Call <code>list_public_datasets</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>list_public_datasets</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>list_public_datasets</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>list_public_datasets</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>list_public_datasets</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get list_public_datasets\nbigfun deploy list_public_datasets\n</code></pre>"},{"location":"bigfunctions/list_public_datasets/#description","title":"Description","text":"<p>Signature</p> <pre><code>list_public_datasets()\n</code></pre> <p>Description</p> <p>Returns list of BigQuery <code>public_datasets</code></p>"},{"location":"bigfunctions/list_public_datasets/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.list_public_datasets()\n</code></pre> <pre><code>select bigfunctions.us.list_public_datasets()\n</code></pre> <pre><code>select bigfunctions.europe_west1.list_public_datasets()\n</code></pre> <pre>\n<code>+---------------------------------------------------------------------------------------------------+\n| public_datasets                                                                                   |\n+---------------------------------------------------------------------------------------------------+\n| [\n  \"bigquery-public-data.america_health_rankings\",\n  \"bigquery-public-data.austin_311\",\n  ...\n]\n |\n+---------------------------------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>list_public_datasets</code>? Get help using <code>list_public_datasets</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>list_public_datasets</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/list_public_datasets/#use-cases","title":"Use cases","text":"<p>A use case for the <code>list_public_datasets</code> BigQuery function is to dynamically discover and explore the available public datasets in BigQuery.  This can be useful for several scenarios:</p> <ol> <li> <p>Data Discovery and Exploration: A data analyst or scientist might want to explore what public datasets are available for research or analysis without manually browsing the BigQuery UI or relying on outdated documentation. This function provides a quick and programmatic way to get a list of all public datasets.</p> </li> <li> <p>Automated Data Pipelines:  In an automated data pipeline, you could use this function to check for the existence of a specific public dataset before attempting to query it. This adds robustness to your pipeline, handling cases where a dataset might be temporarily unavailable or renamed.</p> </li> <li> <p>Building a Data Catalog: You can use the output of this function to populate a custom data catalog or metadata store. This allows you to maintain an internal index of available public datasets with additional metadata, such as descriptions or tags.</p> </li> <li> <p>Interactive Data Exploration Tools:  A web application or interactive notebook could use this function to present users with a list of available public datasets to choose from for analysis.</p> </li> <li> <p>Training and Education: In a training environment, this function can be used to quickly demonstrate the breadth of publicly available data in BigQuery, allowing students to explore different datasets.</p> </li> </ol> <p>Example Scenario:</p> <p>Let's say a data analyst wants to build a dashboard showing trends in cryptocurrency prices. They know there are several public datasets related to cryptocurrency, but they're not sure of the exact names or what data is available. They can use the <code>list_public_datasets</code> function to get a list of all public datasets. Then, they can filter that list (perhaps using a regular expression) to find datasets related to cryptocurrency and explore their schemas to determine which datasets are suitable for their dashboard.</p> <p>Code Example (Illustrative):</p> <pre><code>SELECT dataset_id\nFROM UNNEST(bigfunctions.us.list_public_datasets()) AS dataset_id\nWHERE REGEXP_CONTAINS(dataset_id, r'cryptocurrency');\n</code></pre> <p>This query would return all public datasets containing the term \"cryptocurrency\" in their ID, allowing the analyst to quickly identify relevant datasets.</p>"},{"location":"bigfunctions/list_public_datasets/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/list_scheduled_queries/","title":"list_scheduled_queries - BigQuery function","text":"<p> bigfunctions  &gt; list_scheduled_queries </p>"},{"location":"bigfunctions/list_scheduled_queries/#list_scheduled_queries","title":"list_scheduled_queries","text":"Call or Deploy <code>list_scheduled_queries</code> ? Call <code>list_scheduled_queries</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>list_scheduled_queries</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>list_scheduled_queries</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>list_scheduled_queries</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>list_scheduled_queries</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get list_scheduled_queries\nbigfun deploy list_scheduled_queries\n</code></pre>"},{"location":"bigfunctions/list_scheduled_queries/#description","title":"Description","text":"<p>Signature</p> <pre><code>list_scheduled_queries(project)\n</code></pre> <p>Description</p> <p>Returns<code>scheduled_queries</code> of project <code>project</code>.</p> <p>Result is a list of TransferConfig.</p>"},{"location":"bigfunctions/list_scheduled_queries/#examples","title":"Examples","text":"<p>If <code>project</code> is null, then the current project is used</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.list_scheduled_queries(None)\n</code></pre> <pre><code>select bigfunctions.us.list_scheduled_queries(None)\n</code></pre> <pre><code>select bigfunctions.europe_west1.list_scheduled_queries(None)\n</code></pre> <pre>\n<code>+---------------------------------------------------------------------------------------------------+\n| scheduled_queries                                                                                 |\n+---------------------------------------------------------------------------------------------------+\n| [\n  \"bigquery-public-data.america_health_rankings\",\n  \"bigquery-public-data.austin_311\",\n  ...\n]\n |\n+---------------------------------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>list_scheduled_queries</code>? Get help using <code>list_scheduled_queries</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>list_scheduled_queries</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/list_scheduled_queries/#use-cases","title":"Use cases","text":"<p>A use case for the <code>list_scheduled_queries</code> function would be for an administrator or developer who needs to gain an overview of all scheduled queries within a specific Google Cloud project.  Here are some more detailed scenarios:</p> <ul> <li> <p>Auditing and Governance: A data governance team could use this function to regularly check for any unauthorized or outdated scheduled queries.  They could then disable or modify them as needed, ensuring compliance with data policies.</p> </li> <li> <p>Monitoring and Performance Tuning: By listing all scheduled queries, a performance engineer can identify resource-intensive queries that might be impacting overall BigQuery performance. This allows for optimization efforts and better resource allocation.</p> </li> <li> <p>Documentation and Knowledge Sharing:  This function can be used to generate a list of existing scheduled queries for documentation purposes. This is useful for onboarding new team members or understanding the data pipelines within a project.</p> </li> <li> <p>Dependency Management: Before making changes to underlying datasets or tables, a developer could use <code>list_scheduled_queries</code> to identify any scheduled queries that depend on those resources. This helps prevent unintended consequences and ensures a smooth transition during updates.</p> </li> <li> <p>Troubleshooting and Debugging: When investigating issues with data freshness or unexpected results, knowing which scheduled queries are running and their configurations is crucial.  This function provides that information quickly and easily.</p> </li> <li> <p>Building Management Tools: You could integrate this function into a custom management tool or dashboard that provides a centralized view of all scheduled tasks within a project, including queries, data transfers, and other operations.</p> </li> </ul> <p>Example: Imagine a company that uses scheduled queries to generate daily reports. They could use <code>list_scheduled_queries</code> within a script to:</p> <ol> <li>Retrieve all scheduled queries.</li> <li>Filter the list based on specific criteria (e.g., queries that run on a specific dataset, or queries containing certain keywords).</li> <li>Generate alerts if any crucial scheduled queries are missing or disabled.</li> <li>Automatically enable or disable queries based on certain conditions.</li> </ol> <p>This allows for programmatic control and monitoring of scheduled queries, simplifying administration and improving reliability.</p>"},{"location":"bigfunctions/list_scheduled_queries/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/load_api_data/","title":"load_api_data - BigQuery function","text":"<p> bigfunctions  &gt; load_api_data </p>"},{"location":"bigfunctions/load_api_data/#load_api_data","title":"load_api_data","text":"Call or Deploy <code>load_api_data</code> ? Call <code>load_api_data</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>load_api_data</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>load_api_data</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>load_api_data</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>load_api_data</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get load_api_data\nbigfun deploy load_api_data\n</code></pre>"},{"location":"bigfunctions/load_api_data/#description","title":"Description","text":"<p>Signature</p> <pre><code>load_api_data(source, source_config, streams, destination_dataset)\n</code></pre> <p>Description</p> <p>Load data from 250+ sources using Airbyte Python Connectors .</p> <ul> <li>The function creates a temporary dataset only accessible to you in <code>bigfunctions</code> project.</li> <li>Airbye Serverless will extract data from <code>source</code> (one of 250+ Airbyte Python Connectors available on PyPI) using <code>source_config</code> (source configuration in yaml format expected by Airbyte Serverless).</li> <li>It will create one table per stream (a stream is like a resource type) in the dataset + one table <code>_airbyte_logs</code> for logs and one table <code>_airbyte_states</code> for states.</li> <li>The data in then moved from the temporary dataset to be appended in <code>destination_dataset</code>. Tables of the temporary dataset are deleted.</li> <li>If you call this function several times, the function will start by getting the latest state from <code>destination_dataset._airbyte_states</code> table to only extract and load new data.</li> <li>Examples below explain how to set the arguments.</li> </ul>"},{"location":"bigfunctions/load_api_data/#examples","title":"Examples","text":"<p>1. Show valid sources for <code>source</code> argument by setting <code>source</code> to <code>null</code></p> <p>You can then copy one of these sources for <code>source</code> argument.</p> EUUSeurope-west1 <pre><code>call bigfunctions.eu.load_api_data(null, null, null, null);\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.us.load_api_data(null, null, null, null);\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.europe_west1.load_api_data(null, null, null, null);\nselect * from bigfunction_result;\n</code></pre> <pre>\n<code>\n+----------------------------------------+\n|                 result                 |\n+----------------------------------------+\n| # AVAILABLE SOURCES                    |\n|                                        |\n| airbyte-source-activecampaign==0.1.10  |\n| airbyte-source-adjust==0.1.11          |\n| airbyte-source-aha==0.3.10             |\n| ...                                    |\n+----------------------------------------+\n\n</code>\n</pre> <p>2. Show <code>source_config</code> sample at expected format by setting <code>source_config</code> to <code>null</code>.</p> <p>You can then copy the result, modify it and provide it as <code>source_config</code> argument.</p> EUUSeurope-west1 <pre><code>call bigfunctions.eu.load_api_data('airbyte-source-file==0.5.13', null, null, null);\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.us.load_api_data('airbyte-source-file==0.5.13', null, null, null);\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.europe_west1.load_api_data('airbyte-source-file==0.5.13', null, null, null);\nselect * from bigfunction_result;\n</code></pre> <pre>\n<code>\n+----------------------------------------------------+\n|                 result                             |\n+----------------------------------------------------+\n| # SOURCE CONFIG\n|\n| dataset_name: # REQUIRED | string | The Name of... |\n| format: \"csv\" # REQUIRED | string | The Format ... |\n| reader_options: # OPTIONAL | string | This shou... |\n| url: # REQUIRED | string | The URL path to acce... |\n| provider:                                          |\n|   ## -------- Pick one valid structure among th... |\n|   storage: \"HTTPS\" # REQUIRED | string             |\n|   user_agent: # OPTIONAL | boolean | Add User-A... |\n| ...                                                |\n+----------------------------------------------------+\n\n</code>\n</pre> <p>3. Encrypt Secrets!</p> <p>You usually have to write secrets in <code>source_config</code> such as api keys.</p> <p>We strongly advise NOT TO write your secrets in <code>source_config</code> in plain text.</p> <p>Otherwise, they will be stored in plain text in your BigQuery logs for months.</p> <p>Instead, you can use the following snippet to generate an encrypted version of your secrets that you can safely copy in <code>source_config</code> as shown in example below. This public bigfunction (deployed on bigfunctions GCP project) will be able to decrypt them. But no one else can.</p> Encrypt Secret EUUSeurope-west1 <pre><code>call bigfunctions.eu.load_api_data('airbyte-source-zendesk-support==2.6.10', '''\n  credentials:\n    access_token: ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd)\n  '''\n  , null, null);\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.us.load_api_data('airbyte-source-zendesk-support==2.6.10', '''\n  credentials:\n    access_token: ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd)\n  '''\n  , null, null);\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.europe_west1.load_api_data('airbyte-source-zendesk-support==2.6.10', '''\n  credentials:\n    access_token: ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd)\n  '''\n  , null, null);\nselect * from bigfunction_result;\n</code></pre> <pre>\n<code>\n...\n</code>\n</pre> <p>4. Show available streams by setting <code>streams</code> argument to <code>null</code>.</p> <p>You can then copy one or several of these streams (separate them with commas) for <code>streams</code> argument.</p> EUUSeurope-west1 <pre><code>call bigfunctions.eu.load_api_data('airbyte-source-file==0.5.13', '''\n  dataset_name: \"my_stream\"\n  format: \"csv\"\n  url: https://raw.githubusercontent.com/MobilityData/gbfs/refs/heads/master/systems.csv\n  provider:\n    storage: \"HTTPS\"\n  '''\n  , null, null);\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.us.load_api_data('airbyte-source-file==0.5.13', '''\n  dataset_name: \"my_stream\"\n  format: \"csv\"\n  url: https://raw.githubusercontent.com/MobilityData/gbfs/refs/heads/master/systems.csv\n  provider:\n    storage: \"HTTPS\"\n  '''\n  , null, null);\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.europe_west1.load_api_data('airbyte-source-file==0.5.13', '''\n  dataset_name: \"my_stream\"\n  format: \"csv\"\n  url: https://raw.githubusercontent.com/MobilityData/gbfs/refs/heads/master/systems.csv\n  provider:\n    storage: \"HTTPS\"\n  '''\n  , null, null);\nselect * from bigfunction_result;\n</code></pre> <pre>\n<code>\n+----------------------------------------+\n|                 result                 |\n+----------------------------------------+\n| # AVAILABLE STREAMS                    |\n|                                        |\n| my_stream                              |\n+----------------------------------------+\n\n</code>\n</pre> <p>5. Extract and load <code>my_stream</code> into <code>your_project.your_dataset</code>.</p> EUUSeurope-west1 <pre><code>call bigfunctions.eu.load_api_data('airbyte-source-file==0.5.13', '''\n  dataset_name: \"my_stream\"\n  format: \"csv\"\n  url: https://raw.githubusercontent.com/MobilityData/gbfs/refs/heads/master/systems.csv\n  provider:\n    storage: \"HTTPS\"\n  '''\n  , 'my_stream', 'your_project.your_dataset');\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.us.load_api_data('airbyte-source-file==0.5.13', '''\n  dataset_name: \"my_stream\"\n  format: \"csv\"\n  url: https://raw.githubusercontent.com/MobilityData/gbfs/refs/heads/master/systems.csv\n  provider:\n    storage: \"HTTPS\"\n  '''\n  , 'my_stream', 'your_project.your_dataset');\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.europe_west1.load_api_data('airbyte-source-file==0.5.13', '''\n  dataset_name: \"my_stream\"\n  format: \"csv\"\n  url: https://raw.githubusercontent.com/MobilityData/gbfs/refs/heads/master/systems.csv\n  provider:\n    storage: \"HTTPS\"\n  '''\n  , 'my_stream', 'your_project.your_dataset');\nselect * from bigfunction_result;\n</code></pre> <pre>\n<code>\n+----------------------------------------+\n|                 result                 |\n+----------------------------------------+\n| ok                                     |\n+----------------------------------------+\n\n</code>\n</pre> Need help or Found a bug using <code>load_api_data</code>? Get help using <code>load_api_data</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>load_api_data</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/load_api_data/#use-cases","title":"Use cases","text":"<p>Let's say you want to analyze customer feedback from your Zendesk Support instance in BigQuery. You can use the <code>load_api_data</code> function to achieve this without manual data extraction and uploads.</p> <p>1. Identify the Source and Explore Configuration:</p> <ul> <li>Source: <code>airbyte-source-zendesk-support==2.6.10</code> (or a later compatible version)</li> </ul> <p>2. Generate Encrypted Secret for your Zendesk Access Token:</p> <ul> <li>Follow the instructions in the documentation to encrypt your Zendesk access token. This ensures your credentials aren't exposed in logs. Let's assume the encrypted secret is <code>ENCRYPTED_SECRET(your_encrypted_token)</code>.</li> </ul> <p>3. Determine Available Streams:</p> <ul> <li>Call <code>load_api_data</code> with <code>streams</code> set to <code>null</code> to see what data Zendesk makes available:</li> </ul> <p><pre><code>call bigfunctions.us.load_api_data('airbyte-source-zendesk-support==2.6.10', '''\n  credentials:\n    access_token: ENCRYPTED_SECRET(your_encrypted_token)\n''', null, null);\nselect * from bigfunction_result;\n</code></pre> * This will return a list of available streams, such as <code>tickets</code>, <code>users</code>, <code>organizations</code>, etc.</p> <p>4. Select Desired Streams and Destination:</p> <ul> <li>Decide which streams you need (e.g., <code>tickets</code>, <code>users</code>).</li> <li>Choose your BigQuery destination dataset. For example: <code>your_project.your_zendesk_data</code></li> </ul> <p>5. Load the Data:</p> <ul> <li>Call <code>load_api_data</code> with the correct parameters:</li> </ul> <pre><code>call bigfunctions.us.load_api_data('airbyte-source-zendesk-support==2.6.10', '''\n  credentials:\n    access_token: ENCRYPTED_SECRET(your_encrypted_token)\n''', 'tickets,users', 'your_project.your_zendesk_data');\nselect * from bigfunction_result;\n</code></pre> <p>This will:</p> <ul> <li>Create temporary tables within the <code>bigfunctions</code> project.</li> <li>Extract data from the <code>tickets</code> and <code>users</code> streams in Zendesk.</li> <li>Load the extracted data into the temporary tables.</li> <li>Move the data from the temporary tables to your specified destination dataset (<code>your_project.your_zendesk_data</code>).</li> <li>Clean up the temporary tables and resources.</li> </ul> <p>Result:  You now have Zendesk ticket and user data in your BigQuery dataset, ready for analysis.  Subsequent calls will incrementally load new or updated data based on the state saved in the <code>_airbyte_states</code> table.</p> <p>Key Improvements over other Methods:</p> <ul> <li>Simplified Data Integration: No need to build custom ETL pipelines or manage infrastructure.</li> <li>Wide Connector Support: Access data from 250+ sources through Airbyte.</li> <li>Incremental Loads:  Avoids redundant data processing by loading only new or changed data.</li> <li>Secure Credential Handling: Encryption protects sensitive information.</li> <li>Serverless:  Leverages BigQuery's serverless architecture for scalability and cost-efficiency.</li> </ul> <p>This example showcases how <code>load_api_data</code> streamlines data ingestion from external APIs into BigQuery, enabling efficient data analysis and reporting.  You can adapt this approach to integrate data from various other sources supported by Airbyte connectors.</p>"},{"location":"bigfunctions/load_api_data/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/load_duckdb_database/","title":"load_duckdb_database - BigQuery function","text":"<p> bigfunctions  &gt; load_duckdb_database </p>"},{"location":"bigfunctions/load_duckdb_database/#load_duckdb_database","title":"load_duckdb_database","text":"Call or Deploy <code>load_duckdb_database</code> ? Call <code>load_duckdb_database</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>load_duckdb_database</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>load_duckdb_database</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>load_duckdb_database</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>load_duckdb_database</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get load_duckdb_database\nbigfun deploy load_duckdb_database\n</code></pre>"},{"location":"bigfunctions/load_duckdb_database/#description","title":"Description","text":"<p>Signature</p> <pre><code>load_duckdb_database(duckdb_file_url, destination_dataset)\n</code></pre> <p>Description</p> <p>Download duckdb database into <code>destination_dataset</code></p> <p>This function extends <code>load_duckdb_database_into_temp_dataset</code> function.</p> <p>Each call:</p> <ol> <li>Creates a new temporary dataset only accessible to you in bigfunctions project.</li> <li>Downloads the tables of the duckdb database to this temporary dataset.</li> <li>Copies the table into <code>destination_dataset</code> before deleting them from the temporary dataset.</li> </ol>"},{"location":"bigfunctions/load_duckdb_database/#examples","title":"Examples","text":"<p>load duckdb database used in evidence examples</p> EUUSeurope-west1 <pre><code>call bigfunctions.eu.load_duckdb_database('https://github.com/evidence-dev/sql-prophet/raw/refs/heads/main/sources/needful_things/needful_things.duckdb', 'your_project.your_dataset');\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.us.load_duckdb_database('https://github.com/evidence-dev/sql-prophet/raw/refs/heads/main/sources/needful_things/needful_things.duckdb', 'your_project.your_dataset');\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.europe_west1.load_duckdb_database('https://github.com/evidence-dev/sql-prophet/raw/refs/heads/main/sources/needful_things/needful_things.duckdb', 'your_project.your_dataset');\nselect * from bigfunction_result;\n</code></pre> <pre>\n<code>\n+--------+\n+ status +\n+--------+\n+   ok   +\n+--------+\n\n</code>\n</pre> Need help or Found a bug using <code>load_duckdb_database</code>? Get help using <code>load_duckdb_database</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>load_duckdb_database</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/load_duckdb_database/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/load_file/","title":"load_file - BigQuery function","text":"<p> bigfunctions  &gt; load_file </p>"},{"location":"bigfunctions/load_file/#load_file","title":"load_file","text":"Call or Deploy <code>load_file</code> ? Call <code>load_file</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>load_file</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>load_file</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>load_file</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>load_file</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get load_file\nbigfun deploy load_file\n</code></pre>"},{"location":"bigfunctions/load_file/#description","title":"Description","text":"<p>Signature</p> <pre><code>load_file(url, file_type, destination_table, options)\n</code></pre> <p>Description</p> <p>Download web file into <code>destination_table</code></p> <p></p> <p>This function extends <code>load_file_into_temp_dataset</code> function.</p> <p>Each call:</p> <ol> <li>Creates a new temporary dataset only accessible to you in bigfunctions project.</li> <li>Downloads the file data in a table within this temporary dataset.</li> <li>Copies the table into <code>destination_table</code> before deleting it from the temporary dataset.</li> </ol> <p>File Data is downloaded using ibis with DuckDB. Available <code>file_type</code> values are:</p> <ul> <li>csv : doc</li> <li>json : doc</li> <li>parquet : doc</li> <li>delta : doc</li> <li>geo : doc. (this uses GDAL under the hood and enable you to also read .xls, .xlsx, .shp ...)</li> </ul>"},{"location":"bigfunctions/load_file/#examples","title":"Examples","text":"<p>1. load random csv</p> EUUSeurope-west1 <pre><code>call bigfunctions.eu.load_file(\n    'https://raw.githubusercontent.com/AntoineGiraud/dbt_hypermarche/refs/heads/main/input/achats.csv', \n    'csv', 'your_project.your_dataset.random_sales', null\n  );\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.us.load_file(\n    'https://raw.githubusercontent.com/AntoineGiraud/dbt_hypermarche/refs/heads/main/input/achats.csv', \n    'csv', 'your_project.your_dataset.random_sales', null\n  );\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.europe_west1.load_file(\n    'https://raw.githubusercontent.com/AntoineGiraud/dbt_hypermarche/refs/heads/main/input/achats.csv', \n    'csv', 'your_project.your_dataset.random_sales', null\n  );\nselect * from bigfunction_result;\n</code></pre> <pre>\n<code>\n+--------+\n+ status +\n+--------+\n+   ok   +\n+--------+\n\n</code>\n</pre> <p>2. load json - french departements</p> EUUSeurope-west1 <pre><code>call bigfunctions.eu.load_file(\n    'https://geo.api.gouv.fr/departements?fields=nom,code,codeRegion,region', \n    'json', 'your_project.your_dataset.dim_french_departements', null\n  );\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.us.load_file(\n    'https://geo.api.gouv.fr/departements?fields=nom,code,codeRegion,region', \n    'json', 'your_project.your_dataset.dim_french_departements', null\n  );\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.europe_west1.load_file(\n    'https://geo.api.gouv.fr/departements?fields=nom,code,codeRegion,region', \n    'json', 'your_project.your_dataset.dim_french_departements', null\n  );\nselect * from bigfunction_result;\n</code></pre> <pre>\n<code>\n+--------+\n+ status +\n+--------+\n+   ok   +\n+--------+\n\n</code>\n</pre> <p>3. load json as string without records/struct inference (from DuckDB &amp; BigQuery) - (cf. issue #171)</p> EUUSeurope-west1 <pre><code>call bigfunctions.eu.load_file(\n    'https://geo.api.gouv.fr/departements?fields=nom,code,codeRegion,region', \n    'json', 'your_project.your_dataset.dim_french_departements', {\"records\":false, \"columns\":{\"json\":\"string\"}}\\n);\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.us.load_file(\n    'https://geo.api.gouv.fr/departements?fields=nom,code,codeRegion,region', \n    'json', 'your_project.your_dataset.dim_french_departements', {\"records\":false, \"columns\":{\"json\":\"string\"}}\\n);\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.europe_west1.load_file(\n    'https://geo.api.gouv.fr/departements?fields=nom,code,codeRegion,region', \n    'json', 'your_project.your_dataset.dim_french_departements', {\"records\":false, \"columns\":{\"json\":\"string\"}}\\n);\nselect * from bigfunction_result;\n</code></pre> <pre>\n<code>\n+--------+\n+ status +\n+--------+\n+   ok   +\n+--------+\n\n</code>\n</pre> <p>4. load parquet on Google Cloud Storage</p> EUUSeurope-west1 <pre><code>call bigfunctions.eu.load_file(\n    'gs://bike-sharing-history/toulouse/jcdecaux/2024/Feb.parquet', \n    'parquet', 'your_project.your_dataset.station_status', null\n  );\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.us.load_file(\n    'gs://bike-sharing-history/toulouse/jcdecaux/2024/Feb.parquet', \n    'parquet', 'your_project.your_dataset.station_status', null\n  );\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.europe_west1.load_file(\n    'gs://bike-sharing-history/toulouse/jcdecaux/2024/Feb.parquet', \n    'parquet', 'your_project.your_dataset.station_status', null\n  );\nselect * from bigfunction_result;\n</code></pre> <pre>\n<code>\n+--------+\n+ status +\n+--------+\n+   ok   +\n+--------+\n\n</code>\n</pre> <p>5. load xls or xlsx</p> EUUSeurope-west1 <pre><code>call bigfunctions.eu.load_file(\n    'https://github.com/AntoineGiraud/dbt_hypermarche/raw/refs/heads/main/input/Hypermarche.xlsx', \n    'geo', 'your_project.your_dataset.hypermarche_retours', '{\"layer\":\"Retours\", \"open_options\": [\"HEADERS=FORCE\"]}'\n  );\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.us.load_file(\n    'https://github.com/AntoineGiraud/dbt_hypermarche/raw/refs/heads/main/input/Hypermarche.xlsx', \n    'geo', 'your_project.your_dataset.hypermarche_retours', '{\"layer\":\"Retours\", \"open_options\": [\"HEADERS=FORCE\"]}'\n  );\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.europe_west1.load_file(\n    'https://github.com/AntoineGiraud/dbt_hypermarche/raw/refs/heads/main/input/Hypermarche.xlsx', \n    'geo', 'your_project.your_dataset.hypermarche_retours', '{\"layer\":\"Retours\", \"open_options\": [\"HEADERS=FORCE\"]}'\n  );\nselect * from bigfunction_result;\n</code></pre> <pre>\n<code>\n+--------+\n+ status +\n+--------+\n+   ok   +\n+--------+\n\n</code>\n</pre> <p>6. load french tricky csv</p> EUUSeurope-west1 <pre><code>call bigfunctions.eu.load_file(\n    'https://www.data.gouv.fr/fr/datasets/r/323af5b8-7831-445b-9a46-d4da140b61b6', \n    'csv', \n    'your_project.your_dataset.dim_french_postalcodes', \n  '''{\n    \"columns\": {\n        \"code_commune_insee\": \"VARCHAR\",\n        \"nom_commune_insee\": \"VARCHAR\",\n        \"code_postal\": \"VARCHAR\",\n        \"lb_acheminement\": \"VARCHAR\",\n        \"ligne_5\": \"VARCHAR\"\n    },\n    \"delim\": \";\",\n    \"skip\": 1\n  }'''\n  );\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.us.load_file(\n    'https://www.data.gouv.fr/fr/datasets/r/323af5b8-7831-445b-9a46-d4da140b61b6', \n    'csv', \n    'your_project.your_dataset.dim_french_postalcodes', \n  '''{\n    \"columns\": {\n        \"code_commune_insee\": \"VARCHAR\",\n        \"nom_commune_insee\": \"VARCHAR\",\n        \"code_postal\": \"VARCHAR\",\n        \"lb_acheminement\": \"VARCHAR\",\n        \"ligne_5\": \"VARCHAR\"\n    },\n    \"delim\": \";\",\n    \"skip\": 1\n  }'''\n  );\nselect * from bigfunction_result;\n</code></pre> <pre><code>call bigfunctions.europe_west1.load_file(\n    'https://www.data.gouv.fr/fr/datasets/r/323af5b8-7831-445b-9a46-d4da140b61b6', \n    'csv', \n    'your_project.your_dataset.dim_french_postalcodes', \n  '''{\n    \"columns\": {\n        \"code_commune_insee\": \"VARCHAR\",\n        \"nom_commune_insee\": \"VARCHAR\",\n        \"code_postal\": \"VARCHAR\",\n        \"lb_acheminement\": \"VARCHAR\",\n        \"ligne_5\": \"VARCHAR\"\n    },\n    \"delim\": \";\",\n    \"skip\": 1\n  }'''\n  );\nselect * from bigfunction_result;\n</code></pre> <pre>\n<code>\n+--------+\n+ status +\n+--------+\n+   ok   +\n+--------+\n\n</code>\n</pre> Need help or Found a bug using <code>load_file</code>? Get help using <code>load_file</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>load_file</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/load_file/#use-cases","title":"Use cases","text":"<p>The <code>load_file</code> function is useful for quickly loading data from various web-based file formats directly into a BigQuery table.  Here's a breakdown of potential use cases categorized by data type and source:</p> <p>1. CSV Data:</p> <ul> <li>Public Datasets: Loading publicly available datasets in CSV format, like government data or research data.  Example: Loading census data or economic indicators from a government website.</li> <li>Web APIs:  Some APIs return data in CSV format.  This function can be used to directly ingest that data into BigQuery. Example:  A marketing API providing campaign performance data.</li> <li>GitHub/GitLab: Loading data directly from CSV files stored in repositories like GitHub or GitLab.  This is helpful for sharing data within teams or for reproducible research. Example: Loading a training dataset for a machine learning model.</li> </ul> <p>2. JSON Data:</p> <ul> <li>REST APIs: Many REST APIs return data in JSON format. <code>load_file</code> simplifies the process of ingesting this data into BigQuery without intermediate processing. Example: Loading product information from an e-commerce API.</li> <li>GeoJSON Data: Loading geospatial data in GeoJSON format. Example: Loading geographic boundaries of cities or countries.</li> <li>Configuration Files: Loading configuration data from JSON files hosted online.</li> </ul> <p>3. Parquet/Delta Lake Data:</p> <ul> <li>Data Lakes: Accessing and loading data directly from data lakes stored on cloud storage platforms like Google Cloud Storage. This is efficient for large datasets as Parquet and Delta Lake are optimized for analytical queries. Example:  Loading historical sales data from a data lake.</li> </ul> <p>4. Excel/Shapefiles (via 'geo' file_type):</p> <ul> <li>Legacy Data: Loading data from legacy systems that often store data in Excel or Shapefile formats. Example:  Loading customer data from an older CRM system.</li> <li>GIS Data: Loading geospatial data from shapefiles.  Example: Loading data on road networks or land parcels.</li> </ul> <p>5. General Web Files:</p> <ul> <li>Automated Data Ingestion: Regularly loading data from a web source as part of an automated data pipeline. Example:  Daily updates of stock prices.</li> <li>Ad-hoc Data Analysis: Quickly loading data from a web source for exploratory data analysis.  Example: Analyzing a competitor's publicly available product catalog.</li> </ul> <p>Key Advantages of using <code>load_file</code>:</p> <ul> <li>Simplicity:  Reduces the need for complex ETL pipelines for simple data loading tasks.</li> <li>Speed:  Directly loads data into BigQuery, bypassing intermediate steps.</li> <li>Flexibility: Supports various file formats and sources.</li> <li>Accessibility:  Makes web-based data easily accessible for analysis within BigQuery.</li> </ul> <p>Example Scenario:</p> <p>A marketing analyst needs to analyze the performance of their recent social media campaigns. The social media platform provides an API that returns campaign data in CSV format. Instead of manually downloading the CSV file, processing it, and then uploading it to BigQuery, the analyst can use the <code>load_file</code> function to directly load the data from the API endpoint into a BigQuery table, saving time and effort.</p>"},{"location":"bigfunctions/load_file/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/load_google_trends/","title":"load_google_trends - BigQuery function","text":"<p> bigfunctions  &gt; load_google_trends </p>"},{"location":"bigfunctions/load_google_trends/#load_google_trends","title":"load_google_trends","text":"Call or Deploy <code>load_google_trends</code> ? Call <code>load_google_trends</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>load_google_trends</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>load_google_trends</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>load_google_trends</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>load_google_trends</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get load_google_trends\nbigfun deploy load_google_trends\n</code></pre>"},{"location":"bigfunctions/load_google_trends/#description","title":"Description","text":"<p>Signature</p> <pre><code>load_google_trends(destination_table, keywords, start_month, geo, category, gprop)\n</code></pre> <p>Description</p> <p>Load daily Google Trends (search volume) of <code>keywords</code> into <code>destination_table</code>.</p> How it works <p>This function will:</p> <ul> <li>download daily search volume for each <code>keyword</code> for each <code>month</code> which are not already in destination table. Search volumes of the current month are downloaded anyway even if already in destination table. The daily search volumes are normalized between <code>[0, 100]</code> for each <code>(keyword, month)</code>.</li> <li>download monthly search volume at once for all keywords altogether during the whole period. The downloaded volumes are then comparable for all keywords and the whole period.</li> <li>globally normalize the daily search volumes using the monthly search volumes to make them comparable.</li> </ul> <p>(This function calls <code>get_google_trends</code> function under the hood)</p> <p>Destination Table Schema</p> Column Description <code>date</code> day of the trend <code>keyword</code> keyword <code>search_volume</code> search volume (normalized) <code>_raw_search_volume</code> search volume at load time (before global normalization) <code>_raw_month_search_volume</code> search month volume at load time (before global normalization) <code>_load_date</code> date when the data was downloaded from google trends <p>Params</p> Param Description <code>destination_table</code> Fully qualified destination table (PROJECT.DATASET.TABLE) <code>keywords</code> Array of one to five search terms (a search term can be an expression) <code>start_month</code> First month (<code>YYYY-MM</code>) to load data from <code>geo</code> Two letter country abbreviation. For example United States is 'US'. Defaults to World. More detail available for States/Provinces by specifying additional abbreviations. For example: Alabama would be 'US-AL'. For example: England would be 'GB-ENG' <code>category</code> Category to narrow results. Find available categories by inspecting the url when manually using Google Trends. The category starts after cat= and ends before the next &amp; or view this wiki page containing all available categories. For example: \"https://www.google.com/trends/explore#q=pizza&amp;cat=71\". '71' is the category. Defaults to no category <code>gprop</code> What Google property to filter to. Example 'images'. Defaults to web searches. Can be images, news, youtube or froogle (for Google Shopping results) <p>You may need call this function several times a day</p> <p>Google Trends put some quotas to request their API. For this reason, this function may not return data for all months in one call. But if you schedule this function to be called several times a day, you will certainly have all the data.</p>"},{"location":"bigfunctions/load_google_trends/#examples","title":"Examples","text":"<p>Download daily google trends comparing bigquery and snowflake</p> <p></p> EUUSeurope-west1 <pre><code>call bigfunctions.eu.load_google_trends('your_project.dataset.table', ['bigquery', 'snowflake'], '2024-01', null, null, null);\n</code></pre> <pre><code>call bigfunctions.us.load_google_trends('your_project.dataset.table', ['bigquery', 'snowflake'], '2024-01', null, null, null);\n</code></pre> <pre><code>call bigfunctions.europe_west1.load_google_trends('your_project.dataset.table', ['bigquery', 'snowflake'], '2024-01', null, null, null);\n</code></pre> Need help or Found a bug using <code>load_google_trends</code>? Get help using <code>load_google_trends</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>load_google_trends</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/load_google_trends/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/markdown2html/","title":"markdown2html - BigQuery function","text":"<p> bigfunctions  &gt; markdown2html </p>"},{"location":"bigfunctions/markdown2html/#markdown2html","title":"markdown2html","text":"Call or Deploy <code>markdown2html</code> ? Call <code>markdown2html</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>markdown2html</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>markdown2html</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>markdown2html</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>markdown2html</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get markdown2html\nbigfun deploy markdown2html\n</code></pre>"},{"location":"bigfunctions/markdown2html/#description","title":"Description","text":"<p>Signature</p> <pre><code>markdown2html(markdown)\n</code></pre> <p>Description</p> <p>Convert <code>markdown</code> to <code>html</code></p> See the result as a data visualization in BigQuery Console! <p>The result of this function can be vizualized as an html report directly in BigQuery Console!</p> <ol> <li>Install this bookmarklet: bigfunctions (it has to be done only once)</li> <li>Open BigQuery console</li> <li>Click on the installed bookmarklet.<ul> <li>From now on, the bookmarklet code will observe the BigQuery console page.</li> <li>If a BigQuery result appears with a unique cell containing html content, it will be rendered.</li> </ul> </li> <li>You will have to click on the bookmarklet again:<ul> <li>If you refresh the Bigquery console page,</li> <li>If you open the BigQuery console in a new tab of your browser.</li> </ul> </li> <li>Run the query of the example and open the result of the latest subquery. The result will be shown as a nice html content.</li> </ol> <p></p> <p></p>"},{"location":"bigfunctions/markdown2html/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.markdown2html('# Title')\n</code></pre> <pre><code>select bigfunctions.us.markdown2html('# Title')\n</code></pre> <pre><code>select bigfunctions.europe_west1.markdown2html('# Title')\n</code></pre> <pre>\n<code>+----------------+\n| html           |\n+----------------+\n| &lt;h1&gt;Title&lt;/h1&gt; |\n+----------------+\n</code>\n</pre> Need help or Found a bug using <code>markdown2html</code>? Get help using <code>markdown2html</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>markdown2html</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/markdown2html/#use-cases","title":"Use cases","text":"<p>The <code>markdown2html</code> function is useful anytime you need to convert text formatted in Markdown to HTML within BigQuery. Here are a few use cases:</p> <ul> <li> <p>Generating HTML reports directly from BigQuery:  Imagine you have data in BigQuery that you want to present in a formatted report. You can use <code>markdown2html</code> to create the HTML structure of the report dynamically, including headings, lists, tables, and formatted text, all within your SQL query. The output can then be visualized directly in the BigQuery console (using the bookmarklet method described in the documentation) or exported for use in other applications.</p> </li> <li> <p>Email formatting: Suppose you are using BigQuery to generate email content.  You can store email templates in Markdown format within a BigQuery table. Then, using <code>markdown2html</code>, convert the Markdown to HTML within your query and send the formatted HTML as the body of the email.</p> </li> <li> <p>Dynamic content creation for web applications: If your web application integrates with BigQuery, you might store content in Markdown format in BigQuery. Using <code>markdown2html</code>, you can query the content and convert it to HTML on the fly, reducing the need to store and manage HTML directly. This allows for easier content updates and a more streamlined workflow.</p> </li> <li> <p>Data documentation: You could use Markdown to document your BigQuery datasets and tables. Using <code>markdown2html</code> within a query, you can dynamically generate HTML documentation pages based on the Markdown content, making it easier for users to understand the data.</p> </li> <li> <p>Enriching data exports:  If you're exporting data from BigQuery for use in another system that requires HTML formatting, you can use <code>markdown2html</code> to transform any Markdown fields into HTML before export.</p> </li> </ul> <p>In essence, <code>markdown2html</code> bridges the gap between the simplicity of Markdown for writing and editing text, and the richness of HTML for presentation, all within the BigQuery environment.</p>"},{"location":"bigfunctions/markdown2html/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/max_value/","title":"max_value - BigQuery function","text":"<p> bigfunctions  &gt; max_value </p>"},{"location":"bigfunctions/max_value/#max_value","title":"max_value","text":"Call or Deploy <code>max_value</code> ? Call <code>max_value</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>max_value</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>max_value</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>max_value</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>max_value</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get max_value\nbigfun deploy max_value\n</code></pre>"},{"location":"bigfunctions/max_value/#description","title":"Description","text":"<p>Signature</p> <pre><code>max_value(arr)\n</code></pre> <p>Description</p> <p>Return max value of array (inspired from sql-snippets repo)</p>"},{"location":"bigfunctions/max_value/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.max_value([1, 4, 3])\n</code></pre> <pre><code>select bigfunctions.us.max_value([1, 4, 3])\n</code></pre> <pre><code>select bigfunctions.europe_west1.max_value([1, 4, 3])\n</code></pre> <pre>\n<code>+-------+\n| value |\n+-------+\n| 4     |\n+-------+\n</code>\n</pre> Need help or Found a bug using <code>max_value</code>? Get help using <code>max_value</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>max_value</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/max_value/#use-cases","title":"Use cases","text":"<p>You have a table of products, and each product has a list of prices at different stores.  You want to find the highest price for each product.</p> <pre><code>WITH Products AS (\n    SELECT\n        'Product A' AS product_name,\n        [10.99, 12.50, 11.75] AS prices\n    UNION ALL SELECT\n        'Product B' AS product_name,\n        [5.00, 5.50, 4.99] AS prices\n    UNION ALL SELECT\n        'Product C' AS product_name,\n        [20.00, 19.50, 21.25] AS prices\n)\nSELECT\n    product_name,\n    bigfunctions.us.max_value(prices) AS max_price\nFROM Products;\n</code></pre> <p>This query uses the <code>max_value</code> function to find the highest price within the <code>prices</code> array for each product. The result will be:</p> <pre><code>+-------------+-----------+\n| product_name | max_price |\n+-------------+-----------+\n| Product A    | 12.5      |\n| Product B    | 5.5       |\n| Product C    | 21.25     |\n+-------------+-----------+\n</code></pre> <p>This shows how <code>max_value</code> can be practically used to extract the maximum value from an array of numbers within a larger dataset.  This could be useful for things like pricing analysis, finding peak values in time series data (if stored as arrays), or determining the maximum score in a game played multiple times.</p>"},{"location":"bigfunctions/max_value/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/median_value/","title":"median_value - BigQuery function","text":"<p> bigfunctions  &gt; median_value </p>"},{"location":"bigfunctions/median_value/#median_value","title":"median_value","text":"Call or Deploy <code>median_value</code> ? Call <code>median_value</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>median_value</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>median_value</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>median_value</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>median_value</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get median_value\nbigfun deploy median_value\n</code></pre>"},{"location":"bigfunctions/median_value/#description","title":"Description","text":"<p>Signature</p> <pre><code>median_value(arr)\n</code></pre> <p>Description</p> <p>Return median value of array (inspired from sql-snippets repo)</p>"},{"location":"bigfunctions/median_value/#examples","title":"Examples","text":"<p>1. When array length is odd</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.median_value([1, 4, 3])\n</code></pre> <pre><code>select bigfunctions.us.median_value([1, 4, 3])\n</code></pre> <pre><code>select bigfunctions.europe_west1.median_value([1, 4, 3])\n</code></pre> <pre>\n<code>+-------+\n| value |\n+-------+\n| 3     |\n+-------+\n</code>\n</pre> <p>2. When array length is even</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.median_value([1, 4, 3, 2])\n</code></pre> <pre><code>select bigfunctions.us.median_value([1, 4, 3, 2])\n</code></pre> <pre><code>select bigfunctions.europe_west1.median_value([1, 4, 3, 2])\n</code></pre> <pre>\n<code>+-------+\n| value |\n+-------+\n| 2.5   |\n+-------+\n</code>\n</pre> Need help or Found a bug using <code>median_value</code>? Get help using <code>median_value</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>median_value</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/median_value/#use-cases","title":"Use cases","text":"<p>You have a table of users, and each user has a list of scores they've achieved in a game. You want to find the median score for each user.</p> <pre><code>WITH UserScores AS (\n    SELECT 'UserA' AS user_id, [85, 92, 78, 95, 88] AS scores UNION ALL\n    SELECT 'UserB' AS user_id, [70, 75, 68, 72, 77] AS scores UNION ALL\n    SELECT 'UserC' AS user_id, [90, 95, 88, 92] AS scores\n)\n\nSELECT user_id, bigfunctions.us.median_value(scores) AS median_score\nFROM UserScores;\n</code></pre> <p>This query uses the <code>median_value</code> function to calculate the median score from the <code>scores</code> array for each user.  It will return a table like this:</p> user_id median_score UserA 88 UserB 75 UserC 91 <p>This is a practical use case where you need to find a representative central value for a set of numbers associated with each row in a table. Other potential use cases include:</p> <ul> <li>Sales Analysis: Finding the median sales amount per customer.</li> <li>Financial Modeling: Calculating the median value of a portfolio of investments.</li> <li>Sensor Data Analysis: Determining the median value of readings from a sensor over a period of time.</li> <li>Performance Monitoring: Calculating the median latency of API calls.</li> </ul> <p>In essence, anytime you have an array of numeric data associated with individual records, and you need to find a typical or central value that is robust to outliers, the <code>median_value</code> function becomes very useful.</p>"},{"location":"bigfunctions/median_value/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/min_max_scaler/","title":"min_max_scaler - BigQuery function","text":"<p> bigfunctions  &gt; min_max_scaler </p>"},{"location":"bigfunctions/min_max_scaler/#min_max_scaler","title":"min_max_scaler","text":"Call or Deploy <code>min_max_scaler</code> ? Call <code>min_max_scaler</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>min_max_scaler</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>min_max_scaler</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>min_max_scaler</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>min_max_scaler</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get min_max_scaler\nbigfun deploy min_max_scaler\n</code></pre>"},{"location":"bigfunctions/min_max_scaler/#description","title":"Description","text":"<p>Signature</p> <pre><code>min_max_scaler(arr)\n</code></pre> <p>Description</p> <p>Performs min-max scaling on an array. It takes an array of numbers as input and returns an array of values scaled between 0 and 1.</p>"},{"location":"bigfunctions/min_max_scaler/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.min_max_scaler([1, 2, 3, 4, 5])\n</code></pre> <pre><code>select bigfunctions.us.min_max_scaler([1, 2, 3, 4, 5])\n</code></pre> <pre><code>select bigfunctions.europe_west1.min_max_scaler([1, 2, 3, 4, 5])\n</code></pre> <pre>\n<code>+-------------------------+\n| scaled_array            |\n+-------------------------+\n| [0, 0.25, 0.5, 0.75, 1] |\n+-------------------------+\n</code>\n</pre> Need help or Found a bug using <code>min_max_scaler</code>? Get help using <code>min_max_scaler</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>min_max_scaler</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/min_max_scaler/#use-cases","title":"Use cases","text":"<p>Let's say you have a table of product prices and you want to compare their relative affordability. The prices range from $10 to $1000, but you need them on a normalized scale between 0 and 1 for a machine learning model or visualization.  Here's how <code>min_max_scaler</code> can be used:</p> <pre><code>WITH ProductPrices AS (\n    SELECT 'Product A' AS product, 10 AS price\n    UNION ALL SELECT 'Product B' AS product, 50 AS price\n    UNION ALL SELECT 'Product C' AS product, 200 AS price\n    UNION ALL SELECT 'Product D' AS product, 1000 AS price\n),\nMinMaxScaledPrices AS (\n  SELECT\n      product,\n      bigfunctions.us.min_max_scaler(ARRAY_AGG(price) OVER ()) AS scaled_prices\n  FROM ProductPrices\n)\nSELECT\n    product,\n    scaled_price\nFROM MinMaxScaledPrices, UNARRAY(scaled_prices) AS scaled_price;\n</code></pre> <p>This query first collects all prices into an array using <code>ARRAY_AGG</code>.  Then, <code>min_max_scaler</code> normalizes these prices within the array.  Finally, the <code>UNARRAY</code> function expands the resulting array so you get each product and its scaled price on separate rows.</p> <p>This results in a table like this (the exact values might vary slightly due to floating-point precision):</p> product scaled_price Product A 0 Product B 0.04 Product C 0.19 Product D 1 <p>Now \"Product A\", with the lowest price, has a scaled price of 0, and \"Product D\", with the highest price, has a scaled price of 1.  The other products have scaled prices in between, reflecting their relative affordability.</p> <p>Another use case would be normalizing features in a machine learning preprocessing step directly within BigQuery before exporting the data for training.  This can simplify your data pipeline.</p>"},{"location":"bigfunctions/min_max_scaler/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/min_value/","title":"min_value - BigQuery function","text":"<p> bigfunctions  &gt; min_value </p>"},{"location":"bigfunctions/min_value/#min_value","title":"min_value","text":"Call or Deploy <code>min_value</code> ? Call <code>min_value</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>min_value</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>min_value</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>min_value</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>min_value</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get min_value\nbigfun deploy min_value\n</code></pre>"},{"location":"bigfunctions/min_value/#description","title":"Description","text":"<p>Signature</p> <pre><code>min_value(arr)\n</code></pre> <p>Description</p> <p>Return min value of array (inspired from sql-snippets repo)</p>"},{"location":"bigfunctions/min_value/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.min_value([1, 4, 3])\n</code></pre> <pre><code>select bigfunctions.us.min_value([1, 4, 3])\n</code></pre> <pre><code>select bigfunctions.europe_west1.min_value([1, 4, 3])\n</code></pre> <pre>\n<code>+-------+\n| value |\n+-------+\n| 1     |\n+-------+\n</code>\n</pre> Need help or Found a bug using <code>min_value</code>? Get help using <code>min_value</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>min_value</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/min_value/#use-cases","title":"Use cases","text":"<p>You have a table of products, and each product has an array of prices representing its price history. You want to find the lowest price ever recorded for each product.</p> <pre><code>WITH Products AS (\n    SELECT\n        'Product A' AS product_name,\n        [10, 12, 8, 15, 9] AS prices\n    UNION ALL\n    SELECT\n        'Product B' AS product_name,\n        [20, 18, 18, 19, 21] AS prices\n    UNION ALL\n    SELECT\n        'Product C' AS product_name,\n        [5, 7, 5, 6, 4] AS prices\n)\nSELECT\n    product_name,\n    bigfunctions.us.min_value(prices) AS min_price\nFROM Products;\n</code></pre> <p>This query would utilize the <code>min_value</code> function to efficiently determine the minimum value within the <code>prices</code> array for each product, effectively identifying the historical lowest price.  You would replace <code>bigfunctions.us</code> with the appropriate dataset for your region.</p>"},{"location":"bigfunctions/min_value/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/ngram_frequency_similarity/","title":"ngram_frequency_similarity - BigQuery function","text":"<p> bigfunctions  &gt; ngram_frequency_similarity </p>"},{"location":"bigfunctions/ngram_frequency_similarity/#ngram_frequency_similarity","title":"ngram_frequency_similarity","text":"Call or Deploy <code>ngram_frequency_similarity</code> ? Call <code>ngram_frequency_similarity</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>ngram_frequency_similarity</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>ngram_frequency_similarity</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>ngram_frequency_similarity</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>ngram_frequency_similarity</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get ngram_frequency_similarity\nbigfun deploy ngram_frequency_similarity\n</code></pre>"},{"location":"bigfunctions/ngram_frequency_similarity/#description","title":"Description","text":"<p>Signature</p> <pre><code>ngram_frequency_similarity(string1, string2, n)\n</code></pre> <p>Description</p> <p>Calculates n-gram similarity between two strings</p> <p>The n-gram comparison algorithm is a method used to measure the similarity between two strings by analyzing their subsequence of n consecutive characters, called n-grams. The process of the n-gram comparison algorithm involves the following steps:</p> <ol> <li>N-gram Extraction: Divide each input string into overlapping sequences of n characters.</li> <li>Counting N-grams: Count the occurrences of each unique n-gram in both strings.</li> <li>Calculating Similarity: Compare the n-gram counts between the two strings and compute a similarity score. The similarity score is here calculated with cosine similarity.</li> </ol> <p>The above description is taken from Yassine EL KHAL article</p> <p>Example of n-gram: the sentence <code>Lorem ipsum dolor sit amet</code> gives the following 4-grams <code>['LORE', 'OREM', 'REM ', 'EM I', 'M IP', ' IPS', 'IPSU', ...]</code></p> <p>Returned similarity score is between 0 and 1, 1 meaning that the strings are the most similar.</p>"},{"location":"bigfunctions/ngram_frequency_similarity/#examples","title":"Examples","text":"<p>1. Calculate n-gram frequency similarity between two simple strings with n=2</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.ngram_frequency_similarity('hello world', 'world hello', 2)\n</code></pre> <pre><code>select bigfunctions.us.ngram_frequency_similarity('hello world', 'world hello', 2)\n</code></pre> <pre><code>select bigfunctions.europe_west1.ngram_frequency_similarity('hello world', 'world hello', 2)\n</code></pre> <pre>\n<code>+------------+\n| similarity |\n+------------+\n| 0.8        |\n+------------+\n</code>\n</pre> <p>2. Calculate n-gram frequency similarity between two phrases with n=3</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.ngram_frequency_similarity('The quick brown fox', 'The quick brown dog', 3)\n</code></pre> <pre><code>select bigfunctions.us.ngram_frequency_similarity('The quick brown fox', 'The quick brown dog', 3)\n</code></pre> <pre><code>select bigfunctions.europe_west1.ngram_frequency_similarity('The quick brown fox', 'The quick brown dog', 3)\n</code></pre> <pre>\n<code>+------------+\n| similarity |\n+------------+\n| 0.82       |\n+------------+\n</code>\n</pre> <p>3. Calculate n-gram frequency similarity between two sentences with n=4</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.ngram_frequency_similarity('Lorem ipsum dolor sit amet, consectetur adipiscing elit.', 'Lorem ipsum dolor sit amet, consectetur adipiscing.', 4)\n</code></pre> <pre><code>select bigfunctions.us.ngram_frequency_similarity('Lorem ipsum dolor sit amet, consectetur adipiscing elit.', 'Lorem ipsum dolor sit amet, consectetur adipiscing.', 4)\n</code></pre> <pre><code>select bigfunctions.europe_west1.ngram_frequency_similarity('Lorem ipsum dolor sit amet, consectetur adipiscing elit.', 'Lorem ipsum dolor sit amet, consectetur adipiscing.', 4)\n</code></pre> <pre>\n<code>+------------+\n| similarity |\n+------------+\n| 0.93       |\n+------------+\n</code>\n</pre> Need help or Found a bug using <code>ngram_frequency_similarity</code>? Get help using <code>ngram_frequency_similarity</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>ngram_frequency_similarity</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/ngram_frequency_similarity/#use-cases","title":"Use cases","text":"<p>This <code>ngram_frequency_similarity</code> function is useful for several text analysis and data matching tasks where you want to determine how similar two strings are based on the sequences of characters they contain. Here are a few use cases:</p> <p>1. Plagiarism Detection:  Compare student submissions or documents to identify potential plagiarism by calculating the n-gram similarity. A high similarity score could indicate copied content.</p> <p>2. Duplicate Detection: Identify duplicate records in a database, even if they have slight variations in wording or spelling. For example, finding near-identical product descriptions or customer addresses.</p> <p>3. Fuzzy Matching:  Match records that are not exactly the same but are similar enough to be considered a potential match.  This is useful in situations where data entry errors or variations in naming conventions might exist. Examples include:     * Matching customer names from different sources.     * Matching product names across different retailers.     * Finding similar articles or news stories.</p> <p>4. Recommendation Systems: Suggest related products or content based on the similarity of their descriptions or titles.  If two products have a high n-gram similarity, they might be relevant to the same customer.</p> <p>5. Spell Checking/Auto-Correction:  Suggest possible corrections for misspelled words by finding words with high n-gram similarity to the incorrect input.</p> <p>6. Information Retrieval:  Improve search relevance by identifying documents that are semantically similar to a search query, even if the exact words are not present.</p> <p>7. Text Classification: Group similar texts together based on their n-gram profiles.  This could be used to categorize documents, emails, or social media posts.</p> <p>Example Scenario (Fuzzy Matching):</p> <p>Imagine an e-commerce site that wants to prevent duplicate product listings.  A seller might try to list a \"Samsung Galaxy S23\" slightly differently, like \"Samsung Galaxy S23 Smartphone\" or \"New Samsung Galaxy S23\". By using <code>ngram_frequency_similarity</code> with an appropriate <code>n</code> value, the system can detect these near-duplicates and flag them for review, even though the strings aren't identical. This prevents redundant listings and ensures data quality.</p>"},{"location":"bigfunctions/ngram_frequency_similarity/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/nps/","title":"nps - BigQuery function","text":"<p> bigfunctions  &gt; nps </p>"},{"location":"bigfunctions/nps/#nps","title":"nps","text":"Call or Deploy <code>nps</code> ? Call <code>nps</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>nps</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>nps</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>nps</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>nps</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get nps\nbigfun deploy nps\n</code></pre>"},{"location":"bigfunctions/nps/#description","title":"Description","text":"<p>Signature</p> <pre><code>nps(rating)\n</code></pre> <p>Description</p> <p>Returns the NPS (Net Promoter Score) of <code>rating</code> (which represents customer satisfaction between 0 and 10):</p> <pre><code>NPS = \"% promoters\" - \"% detractors\"\n</code></pre> <p>where:</p> <ul> <li><code>\"% promoters\" = 100 * countif(rating &gt;= 9) / count(*)</code></li> <li><code>\"% detractors\" = 100 * countif(rating &lt;= 6) / count(*)</code></li> </ul>"},{"location":"bigfunctions/nps/#examples","title":"Examples","text":"<p>NPS = 25 &lt;-- 50 % (promoters) - 25 % (detractors)</p> EUUSeurope-west1 <pre><code>with sample_data as (\n\n  select 9 as rating\n  union all\n  select 10 as rating\n  union all\n  select 6 as rating\n  union all\n  select 8 as rating\n\n)\n\n\nselect bigfunctions.eu.nps(rating)\nfrom sample_data\n</code></pre> <pre><code>with sample_data as (\n\n  select 9 as rating\n  union all\n  select 10 as rating\n  union all\n  select 6 as rating\n  union all\n  select 8 as rating\n\n)\n\n\nselect bigfunctions.us.nps(rating)\nfrom sample_data\n</code></pre> <pre><code>with sample_data as (\n\n  select 9 as rating\n  union all\n  select 10 as rating\n  union all\n  select 6 as rating\n  union all\n  select 8 as rating\n\n)\n\n\nselect bigfunctions.europe_west1.nps(rating)\nfrom sample_data\n</code></pre> <pre>\n<code>+-----+\n| nps |\n+-----+\n| 25  |\n+-----+\n</code>\n</pre> Need help or Found a bug using <code>nps</code>? Get help using <code>nps</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>nps</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/nps/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/parse_date/","title":"parse_date - BigQuery function","text":"<p> bigfunctions  &gt; parse_date </p>"},{"location":"bigfunctions/parse_date/#parse_date","title":"parse_date","text":"Call or Deploy <code>parse_date</code> ? Call <code>parse_date</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>parse_date</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>parse_date</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>parse_date</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>parse_date</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get parse_date\nbigfun deploy parse_date\n</code></pre>"},{"location":"bigfunctions/parse_date/#description","title":"Description","text":"<p>Signature</p> <pre><code>parse_date(date_string)\n</code></pre> <p>Description</p> <p>Parse date with automatic format detection (inspired from Sebabrata BigQuery tutorial)</p>"},{"location":"bigfunctions/parse_date/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.parse_date('2021-01-20 ')\n</code></pre> <pre><code>select bigfunctions.us.parse_date('2021-01-20 ')\n</code></pre> <pre><code>select bigfunctions.europe_west1.parse_date('2021-01-20 ')\n</code></pre> <pre>\n<code>+--------------------+\n| cleaned_date       |\n+--------------------+\n| date('2021-01-20') |\n+--------------------+\n</code>\n</pre> EUUSeurope-west1 <pre><code>select bigfunctions.eu.parse_date('2021-1-20 ')\n</code></pre> <pre><code>select bigfunctions.us.parse_date('2021-1-20 ')\n</code></pre> <pre><code>select bigfunctions.europe_west1.parse_date('2021-1-20 ')\n</code></pre> <pre>\n<code>+--------------------+\n| cleaned_date       |\n+--------------------+\n| date('2021-01-20') |\n+--------------------+\n</code>\n</pre> EUUSeurope-west1 <pre><code>select bigfunctions.eu.parse_date('2021/01/20 ')\n</code></pre> <pre><code>select bigfunctions.us.parse_date('2021/01/20 ')\n</code></pre> <pre><code>select bigfunctions.europe_west1.parse_date('2021/01/20 ')\n</code></pre> <pre>\n<code>+--------------------+\n| cleaned_date       |\n+--------------------+\n| date('2021-01-20') |\n+--------------------+\n</code>\n</pre> EUUSeurope-west1 <pre><code>select bigfunctions.eu.parse_date('2021/1/20 ')\n</code></pre> <pre><code>select bigfunctions.us.parse_date('2021/1/20 ')\n</code></pre> <pre><code>select bigfunctions.europe_west1.parse_date('2021/1/20 ')\n</code></pre> <pre>\n<code>+--------------------+\n| cleaned_date       |\n+--------------------+\n| date('2021-01-20') |\n+--------------------+\n</code>\n</pre> EUUSeurope-west1 <pre><code>select bigfunctions.eu.parse_date('01/20/21')\n</code></pre> <pre><code>select bigfunctions.us.parse_date('01/20/21')\n</code></pre> <pre><code>select bigfunctions.europe_west1.parse_date('01/20/21')\n</code></pre> <pre>\n<code>+--------------------+\n| cleaned_date       |\n+--------------------+\n| date('2021-01-20') |\n+--------------------+\n</code>\n</pre> EUUSeurope-west1 <pre><code>select bigfunctions.eu.parse_date('1/20/21')\n</code></pre> <pre><code>select bigfunctions.us.parse_date('1/20/21')\n</code></pre> <pre><code>select bigfunctions.europe_west1.parse_date('1/20/21')\n</code></pre> <pre>\n<code>+--------------------+\n| cleaned_date       |\n+--------------------+\n| date('2021-01-20') |\n+--------------------+\n</code>\n</pre> EUUSeurope-west1 <pre><code>select bigfunctions.eu.parse_date('Wed Jan 20 21:47:00 2021')\n</code></pre> <pre><code>select bigfunctions.us.parse_date('Wed Jan 20 21:47:00 2021')\n</code></pre> <pre><code>select bigfunctions.europe_west1.parse_date('Wed Jan 20 21:47:00 2021')\n</code></pre> <pre>\n<code>+--------------------+\n| cleaned_date       |\n+--------------------+\n| date('2021-01-20') |\n+--------------------+\n</code>\n</pre> Need help or Found a bug using <code>parse_date</code>? Get help using <code>parse_date</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>parse_date</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/parse_date/#use-cases","title":"Use cases","text":"<p>You have a table containing date strings in various formats, and you need to standardize them into a consistent DATE type in BigQuery for analysis.  The <code>parse_date</code> function can automatically detect and convert these different formats.</p> <p>Scenario:</p> <p>You're analyzing customer orders, and the <code>order_date</code> column contains date values, but they were entered using different formats due to various data sources or input methods:</p> order_id order_date 1 2023-10-26 2 10/27/2023 3 Oct 28, 2023 4 28/10/23 5 Fri Oct 29 08:00:00 2023 <p>Query using <code>parse_date</code>:</p> <pre><code>SELECT\n    order_id,\n    bigfunctions.us.parse_date(order_date) AS standardized_order_date\nFROM\n    your_project.your_dataset.your_table;\n</code></pre> <p>(Replace <code>bigfunctions.us</code> with the appropriate dataset for your region.)</p> <p>Result:</p> order_id standardized_order_date 1 2023-10-26 2 2023-10-27 3 2023-10-28 4 2023-10-28 5 2023-10-29 <p>Now all your dates are in a standard <code>DATE</code> format, allowing you to perform date-based calculations, filtering, and aggregations consistently without having to manually handle the different formats. For example, you could then easily query for all orders placed in October:</p> <pre><code>SELECT\n    *\nFROM\n    your_project.your_dataset.your_table\nWHERE\n    standardized_order_date BETWEEN '2023-10-01' AND '2023-10-31';\n</code></pre>"},{"location":"bigfunctions/parse_date/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/parse_url/","title":"parse_url - BigQuery function","text":"<p> bigfunctions  &gt; parse_url </p>"},{"location":"bigfunctions/parse_url/#parse_url","title":"parse_url","text":"Call or Deploy <code>parse_url</code> ? Call <code>parse_url</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>parse_url</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>parse_url</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>parse_url</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>parse_url</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get parse_url\nbigfun deploy parse_url\n</code></pre>"},{"location":"bigfunctions/parse_url/#description","title":"Description","text":"<p>Signature</p> <pre><code>parse_url(url)\n</code></pre> <p>Description</p> <p>Return <code>url</code> parts (inspired from sql-snippets repo)</p>"},{"location":"bigfunctions/parse_url/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.parse_url('https://www.yoursite.com/pricing/details?myparam1=123&amp;myparam2=abc#newsfeed')\n</code></pre> <pre><code>select bigfunctions.us.parse_url('https://www.yoursite.com/pricing/details?myparam1=123&amp;myparam2=abc#newsfeed')\n</code></pre> <pre><code>select bigfunctions.europe_west1.parse_url('https://www.yoursite.com/pricing/details?myparam1=123&amp;myparam2=abc#newsfeed')\n</code></pre> <pre>\n<code>+------------------------------------------------------------------------------------------------------------------------------------------------------+\n| url_parts                                                                                                                                            |\n+------------------------------------------------------------------------------------------------------------------------------------------------------+\n| struct&lt;'www.yoursite.com' as host, 'pricing/details' as path, 'myparam1=123&amp;myparam2=abc#newsfeed' as query, 'newsfeed' as ref, 'https' as protocol&gt; |\n+------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>parse_url</code>? Get help using <code>parse_url</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>parse_url</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/parse_url/#use-cases","title":"Use cases","text":"<p>You could use the <code>parse_url</code> function to analyze website traffic logs stored in BigQuery.  Imagine you have a table with a column named <code>request_url</code> containing full URLs of pages visited. You want to understand which parts of your website are most popular, which campaigns (identified through URL parameters) are driving traffic, or which sections are accessed most frequently by users from specific referring domains.</p> <p>Here's a practical example:</p> <pre><code>SELECT\n    parsed_url.host,\n    parsed_url.path,\n    REGEXP_EXTRACT(parsed_url.query, r'utm_campaign=([^&amp;]*)') AS utm_campaign,\n    REGEXP_EXTRACT(parsed_url.ref, r'//([^/]*)') AS referring_domain,\n    COUNT(*) AS page_views\n  FROM\n    `your_project.your_dataset.your_table`,\n    UNNEST([bigfunctions.your_region.parse_url(request_url)]) AS parsed_url\n  GROUP BY 1, 2, 3, 4\n  ORDER BY page_views DESC;\n</code></pre> <p>Explanation:</p> <ol> <li><code>your_project.your_dataset.your_table</code>: Replace this with the actual location of your website traffic log table in BigQuery.</li> <li><code>bigfunctions.your_region.parse_url(request_url)</code>: This calls the <code>parse_url</code> function (make sure to replace <code>your_region</code> with your BigQuery region) on the <code>request_url</code> column, breaking it down into its components.  The result is an array containing a struct.</li> <li><code>UNNEST(...) AS parsed_url</code>:  This unnests the resulting array so that you can access individual fields of the URL parts struct.</li> <li><code>parsed_url.host</code>, <code>parsed_url.path</code>, etc.:  These access the individual components of the URL, like host, path, query string, and referring domain.</li> <li><code>REGEXP_EXTRACT(...)</code>: These functions extract specific parameters from the query string and referring domain. In this example, it's extracting the <code>utm_campaign</code> parameter (often used for tracking marketing campaigns) and the main domain from the referrer.  You can adapt these regular expressions to extract other parameters you're interested in.</li> <li><code>COUNT(*) AS page_views</code>: This counts the number of times each combination of host, path, campaign, and referring domain appears, representing the number of page views.</li> <li><code>GROUP BY 1, 2, 3, 4</code>: This groups the results by the extracted fields.</li> <li><code>ORDER BY page_views DESC</code>: This sorts the results to show the most viewed pages first.</li> </ol> <p>This query gives you valuable insights into user behavior on your website, allowing you to identify popular content, track marketing campaign effectiveness, and understand referral traffic patterns.  You could further refine this by adding filters based on date ranges, user segments, or other criteria relevant to your analysis.</p>"},{"location":"bigfunctions/parse_url/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/parse_user_agent/","title":"parse_user_agent - BigQuery function","text":"<p> bigfunctions  &gt; parse_user_agent </p>"},{"location":"bigfunctions/parse_user_agent/#parse_user_agent","title":"parse_user_agent","text":"Call or Deploy <code>parse_user_agent</code> ? Call <code>parse_user_agent</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>parse_user_agent</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>parse_user_agent</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>parse_user_agent</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>parse_user_agent</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get parse_user_agent\nbigfun deploy parse_user_agent\n</code></pre>"},{"location":"bigfunctions/parse_user_agent/#description","title":"Description","text":"<p>Signature</p> <pre><code>parse_user_agent(user_agent_string)\n</code></pre> <p>Description</p> <p>Parses User Agent strings into several components</p>"},{"location":"bigfunctions/parse_user_agent/#examples","title":"Examples","text":"<p>Mobile User Agent</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.parse_user_agent('Mozilla/5.0 (Linux; Android 12; SM-S906N Build/QP1A.190711.020; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/80.0.3987.119 Mobile Safari/537.36')\n</code></pre> <pre><code>select bigfunctions.us.parse_user_agent('Mozilla/5.0 (Linux; Android 12; SM-S906N Build/QP1A.190711.020; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/80.0.3987.119 Mobile Safari/537.36')\n</code></pre> <pre><code>select bigfunctions.europe_west1.parse_user_agent('Mozilla/5.0 (Linux; Android 12; SM-S906N Build/QP1A.190711.020; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/80.0.3987.119 Mobile Safari/537.36')\n</code></pre> <pre>\n<code>+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| parsed_user_agent                                                                                                                                                                                                                                                                                           |\n+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| STRUCT&lt;STRUCT&lt;'Chrome WebView' as name, '80.0.3987.119' as version, '80' as major&gt; as browser, STRUCT&lt;'Blink' as name, '80.0.3987.119' as version&gt; as engine, STRUCT&lt;'Android' as name, '12' as version&gt; as os, STRUCT&lt;'Samsung' as vendor, 'SM-S906N' as model, 'mobile' as type&gt; as device, null as arch&gt; |\n+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>parse_user_agent</code>? Get help using <code>parse_user_agent</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>parse_user_agent</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/parse_user_agent/#use-cases","title":"Use cases","text":"<p>A website analytics team could use the <code>parse_user_agent</code> function to analyze website traffic and user behavior.  Here's a breakdown of how they might use it:</p> <p>Scenario: The team wants to understand which browsers are most popular among their users, identify trends in mobile device usage, and optimize the website experience for different operating systems.  They have a BigQuery table containing website access logs, including a column with user agent strings.</p> <p>Use Case with BigQuery SQL:</p> <p><pre><code>SELECT\n    parsed_user_agent.browser.name AS browser_name,\n    parsed_user_agent.browser.version AS browser_version,\n    parsed_user_agent.os.name AS os_name,\n    parsed_user_agent.os.version AS os_version,\n    parsed_user_agent.device.model AS device_model,\n    parsed_user_agent.device.type AS device_type,\n    COUNT(*) AS access_count\n  FROM\n    `your_project.your_dataset.website_access_logs`,\n    UNTABLE(bigfunctions.your_region.parse_user_agent(user_agent) AS parsed_user_agent)\n  GROUP BY 1, 2, 3, 4, 5, 6\n  ORDER BY access_count DESC;\n</code></pre> (Replace <code>your_project.your_dataset.website_access_logs</code> and <code>your_region</code> with your actual values.)</p> <p>Benefits:</p> <ul> <li> <p>Browser Statistics:  By aggregating results by <code>browser_name</code> and <code>browser_version</code>, the team can determine the market share of different browsers accessing their website. This helps in prioritizing browser compatibility testing and ensuring a consistent user experience.</p> </li> <li> <p>Mobile Device Insights: Grouping by <code>device_model</code> and <code>device_type</code> reveals which mobile devices are commonly used to visit the site. This information is valuable for responsive design and mobile optimization efforts.</p> </li> <li> <p>Operating System Analysis: Analyzing data based on <code>os_name</code> and <code>os_version</code> allows the team to identify potential compatibility issues or optimize the website for specific operating systems.</p> </li> <li> <p>Targeted Improvements:  By understanding the breakdown of user agents, the team can make data-driven decisions about website improvements.  For example, if a significant portion of users are on older versions of a specific browser, they might choose to display a message encouraging them to update for better performance and security.</p> </li> <li> <p>Troubleshooting: If there's a sudden spike in errors from a specific browser or device, the parsed user agent data helps pinpoint the problem quickly.</p> </li> </ul> <p>This use case demonstrates how the <code>parse_user_agent</code> function empowers the analytics team to gain valuable insights from raw user agent data within BigQuery, leading to informed decisions about website development and optimization.</p>"},{"location":"bigfunctions/parse_user_agent/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/percentile_value/","title":"percentile_value - BigQuery function","text":"<p> bigfunctions  &gt; percentile_value </p>"},{"location":"bigfunctions/percentile_value/#percentile_value","title":"percentile_value","text":"Call or Deploy <code>percentile_value</code> ? Call <code>percentile_value</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>percentile_value</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>percentile_value</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>percentile_value</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>percentile_value</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get percentile_value\nbigfun deploy percentile_value\n</code></pre>"},{"location":"bigfunctions/percentile_value/#description","title":"Description","text":"<p>Signature</p> <pre><code>percentile_value(arr, percentile)\n</code></pre> <p>Description</p> <p>Returns percentile of an array with percentile a float in range [0, 1].</p> <p>Algorithm to calculate percentile is based on R. J. Hyndman and Y. Fan, \"Sample quantiles in statistical packages,\" The American Statistician, 50(4), pp. 361-365, 1996</p>"},{"location":"bigfunctions/percentile_value/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.percentile_value([20, 16, 15, 13, 10, 9, 8, 8, 7, 6, 3], 0.74)\n</code></pre> <pre><code>select bigfunctions.us.percentile_value([20, 16, 15, 13, 10, 9, 8, 8, 7, 6, 3], 0.74)\n</code></pre> <pre><code>select bigfunctions.europe_west1.percentile_value([20, 16, 15, 13, 10, 9, 8, 8, 7, 6, 3], 0.74)\n</code></pre> <pre>\n<code>+------------------+\n| percentile_value |\n+------------------+\n| 13.8             |\n+------------------+\n</code>\n</pre> EUUSeurope-west1 <pre><code>select bigfunctions.eu.percentile_value([20, 16, 15, 13, 10, 9, 8, 8, 7, 6, 3, 2], 0.9)\n</code></pre> <pre><code>select bigfunctions.us.percentile_value([20, 16, 15, 13, 10, 9, 8, 8, 7, 6, 3, 2], 0.9)\n</code></pre> <pre><code>select bigfunctions.europe_west1.percentile_value([20, 16, 15, 13, 10, 9, 8, 8, 7, 6, 3, 2], 0.9)\n</code></pre> <pre>\n<code>+------------------+\n| percentile_value |\n+------------------+\n| 15.9             |\n+------------------+\n</code>\n</pre> EUUSeurope-west1 <pre><code>select bigfunctions.eu.percentile_value([20, 16, 15, 13, 10, 9, 8, 8, 7, 6, 3, 2], 2)\n</code></pre> <pre><code>select bigfunctions.us.percentile_value([20, 16, 15, 13, 10, 9, 8, 8, 7, 6, 3, 2], 2)\n</code></pre> <pre><code>select bigfunctions.europe_west1.percentile_value([20, 16, 15, 13, 10, 9, 8, 8, 7, 6, 3, 2], 2)\n</code></pre> <pre>\n<code>+------------------+\n| percentile_value |\n+------------------+\n| null             |\n+------------------+\n</code>\n</pre> Need help or Found a bug using <code>percentile_value</code>? Get help using <code>percentile_value</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>percentile_value</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/percentile_value/#use-cases","title":"Use cases","text":"<p>Let's illustrate a use case for the <code>percentile_value</code> BigQuery function.</p> <p>Scenario: You have a table storing website session durations (in seconds) for different users. You want to analyze user engagement and identify the 95th percentile of session durations. This will help you understand how long highly engaged users typically spend on your site.</p> <p>Table Schema:</p> <pre><code>CREATE OR REPLACE TABLE `your_project.your_dataset.session_durations` (\n  user_id INT64,\n  session_duration INT64\n);\n\nINSERT INTO `your_project.your_dataset.session_durations` (user_id, session_duration) VALUES\n(1, 120), (2, 300), (3, 60), (4, 1800), (5, 45), (6, 900), (7, 240), (8, 30), (9, 600), (10, 150);\n</code></pre> <p>Query using <code>percentile_value</code>:</p> <pre><code>SELECT\n    bigfunctions.us.percentile_value(ARRAY_AGG(session_duration), 0.95) AS p95_session_duration\n  FROM\n    `your_project.your_dataset.session_durations`;\n</code></pre> <p>Explanation:</p> <ol> <li><code>ARRAY_AGG(session_duration)</code>: This aggregates all session durations into an array.</li> <li><code>bigfunctions.us.percentile_value(..., 0.95)</code>: This calculates the 95th percentile value from the array of session durations.  Remember to replace <code>us</code> with your BigQuery region if different.</li> <li><code>AS p95_session_duration</code>: This aliases the result for clarity.</li> </ol> <p>Result:</p> <p>The query will return a single value representing the 95th percentile of session durations. This value indicates that 95% of sessions are shorter than or equal to this duration. Let's say the result is 1500 seconds.  This tells you that highly engaged users tend to have sessions lasting around 1500 seconds or less.</p> <p>Benefits of using <code>percentile_value</code>:</p> <ul> <li>Simplified calculation:  Instead of manually implementing percentile logic, you can use this function directly.</li> <li>Efficiency:  BigQuery functions are generally optimized for performance.</li> <li>Flexibility: You can easily change the percentile value (e.g., to calculate the median (50th percentile) or other percentiles) by adjusting the second argument.</li> </ul> <p>This is a simple example.  You can apply this function to any scenario where you need to calculate percentiles from an array of values within BigQuery, such as:</p> <ul> <li>E-commerce: Analyzing product prices, order values, or customer spending.</li> <li>Gaming: Analyzing player scores, playtime, or in-game purchases.</li> <li>Finance: Analyzing stock prices, transaction amounts, or customer balances.</li> <li>Healthcare: Analyzing patient wait times, treatment costs, or lengths of stay.</li> </ul> <p>By using <code>percentile_value</code>, you can gain valuable insights into the distribution of your data and identify important thresholds or outliers.</p>"},{"location":"bigfunctions/percentile_value/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/phone_number_info/","title":"phone_number_info - BigQuery function","text":"<p> bigfunctions  &gt; phone_number_info </p>"},{"location":"bigfunctions/phone_number_info/#phone_number_info","title":"phone_number_info","text":"Call or Deploy <code>phone_number_info</code> ? Call <code>phone_number_info</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>phone_number_info</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>phone_number_info</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>phone_number_info</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>phone_number_info</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get phone_number_info\nbigfun deploy phone_number_info\n</code></pre>"},{"location":"bigfunctions/phone_number_info/#description","title":"Description","text":"<p>Signature</p> <pre><code>phone_number_info(phone_number, options)\n</code></pre> <p>Description</p> <p>Get <code>phone_number</code> info such as:</p> <ul> <li><code>country</code>,</li> <li><code>isValid</code>,</li> <li>etc</li> </ul> <p>using libphonenumber-js library.</p> <p>Argument <code>options</code> can be <code>null</code> or must be a json with the following keys: <code>defaultCountry</code>, <code>defaultCallingCode</code> and <code>extract</code> as described in the library documentation.</p>"},{"location":"bigfunctions/phone_number_info/#examples","title":"Examples","text":"<p>1. Get info about an international <code>phone_number</code> (starting with <code>+</code>)</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.phone_number_info('+33123456789', null)\n</code></pre> <pre><code>select bigfunctions.us.phone_number_info('+33123456789', null)\n</code></pre> <pre><code>select bigfunctions.europe_west1.phone_number_info('+33123456789', null)\n</code></pre> <pre>\n<code>+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| info                                                                                                                                                                                                                                                                                                                                                                                       |\n+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| {\n  \"isPossible\": true,\n  \"isValid\": true,\n  \"parseError\": null,\n  \"country\": \"FR\",\n  \"countryCallingCode\": \"33\",\n  \"formattedInternational\": \"+33 1 23 45 67 89\",\n  \"formattedNational\": \"01 23 45 67 89\",\n  \"isNonGeographic\": false,\n  \"nationalNumber\": \"123456789\",\n  \"number\": \"+33123456789\",\n  \"possibleCountries\": [\"FR\"],\n  \"type\": \"FIXED_LINE\",\n  \"uri\": \"tel:+33123456789\"\n}\n |\n+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> <p>2. Get info about a national <code>phone_number</code></p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.phone_number_info('0123456789', json '{\"defaultCountry\": \"FR\"}')\n</code></pre> <pre><code>select bigfunctions.us.phone_number_info('0123456789', json '{\"defaultCountry\": \"FR\"}')\n</code></pre> <pre><code>select bigfunctions.europe_west1.phone_number_info('0123456789', json '{\"defaultCountry\": \"FR\"}')\n</code></pre> <pre>\n<code>+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| info                                                                                                                                                                                                                                                                                                                                                                                       |\n+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| {\n  \"isPossible\": true,\n  \"isValid\": true,\n  \"parseError\": null,\n  \"country\": \"FR\",\n  \"countryCallingCode\": \"33\",\n  \"formattedInternational\": \"+33 1 23 45 67 89\",\n  \"formattedNational\": \"01 23 45 67 89\",\n  \"isNonGeographic\": false,\n  \"nationalNumber\": \"123456789\",\n  \"number\": \"+33123456789\",\n  \"possibleCountries\": [\"FR\"],\n  \"type\": \"FIXED_LINE\",\n  \"uri\": \"tel:+33123456789\"\n}\n |\n+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> <p>3. If no phone number is found in <code>phone_number</code> argument, a reason in given in <code>parseError</code></p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.phone_number_info('Hello!', null)\n</code></pre> <pre><code>select bigfunctions.us.phone_number_info('Hello!', null)\n</code></pre> <pre><code>select bigfunctions.europe_west1.phone_number_info('Hello!', null)\n</code></pre> <pre>\n<code>+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| info                                                                                                                                                                                                                                                                                                                               |\n+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| {\n  \"isPossible\": false,\n  \"isValid\": false,\n  \"parseError\": \"NOT_A_NUMBER\",\n  \"country\": null,\n  \"countryCallingCode\": null,\n  \"formattedInternational\": null,\n  \"formattedNational\": null,\n  \"isNonGeographic\": null,\n  \"nationalNumber\": null,\n  \"number\": null,\n  \"possibleCountries\": null,\n  \"type\": null,\n  \"uri\": null,\n}\n |\n+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> <p>4. By default, if the given <code>phone_number</code> text contains a phone number among other text, it will be extracted.</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.phone_number_info('Hello +33123456789 !', null)\n</code></pre> <pre><code>select bigfunctions.us.phone_number_info('Hello +33123456789 !', null)\n</code></pre> <pre><code>select bigfunctions.europe_west1.phone_number_info('Hello +33123456789 !', null)\n</code></pre> <pre>\n<code>+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| info                                                                                                                                                                                                                                                                                                                                                                                       |\n+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| {\n  \"isPossible\": true,\n  \"isValid\": true,\n  \"parseError\": null,\n  \"country\": \"FR\",\n  \"countryCallingCode\": \"33\",\n  \"formattedInternational\": \"+33 1 23 45 67 89\",\n  \"formattedNational\": \"01 23 45 67 89\",\n  \"isNonGeographic\": false,\n  \"nationalNumber\": \"123456789\",\n  \"number\": \"+33123456789\",\n  \"possibleCountries\": [\"FR\"],\n  \"type\": \"FIXED_LINE\",\n  \"uri\": \"tel:+33123456789\"\n}\n |\n+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> <p>5. To consider that <code>phone_number</code> cannot have additional text use <code>extract:  false</code> as option</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.phone_number_info('Hello +33123456789 !', json '{\"extract\": false}')\n</code></pre> <pre><code>select bigfunctions.us.phone_number_info('Hello +33123456789 !', json '{\"extract\": false}')\n</code></pre> <pre><code>select bigfunctions.europe_west1.phone_number_info('Hello +33123456789 !', json '{\"extract\": false}')\n</code></pre> <pre>\n<code>+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| info                                                                                                                                                                                                                                                                                                                               |\n+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| {\n  \"isPossible\": false,\n  \"isValid\": false,\n  \"parseError\": \"NOT_A_NUMBER\",\n  \"country\": null,\n  \"countryCallingCode\": null,\n  \"formattedInternational\": null,\n  \"formattedNational\": null,\n  \"isNonGeographic\": null,\n  \"nationalNumber\": null,\n  \"number\": null,\n  \"possibleCountries\": null,\n  \"type\": null,\n  \"uri\": null,\n}\n |\n+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>phone_number_info</code>? Get help using <code>phone_number_info</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>phone_number_info</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/phone_number_info/#use-cases","title":"Use cases","text":"<p>A customer service department stores customer phone numbers in a BigQuery table.  They want to clean up the data and enrich it with location information. The <code>phone_number_info</code> function can be used to accomplish this.</p> <p>Use Case Scenario:</p> <p>The table <code>customer_data</code> contains a column <code>phone</code> with various formats of phone numbers, including some with extra characters or missing country codes.</p> <p>Example BigQuery SQL:</p> <pre><code>SELECT\n    phone,\n    bigfunctions.us.phone_number_info(phone, JSON '{\"defaultCountry\": \"US\"}') AS phone_info\nFROM\n    `project_id.dataset_id.customer_data`;\n</code></pre> <p>Explanation:</p> <ol> <li> <p><code>bigfunctions.us.phone_number_info(phone, JSON '{\"defaultCountry\": \"US\"}')</code>: This calls the <code>phone_number_info</code> function.</p> <ul> <li>We're using the <code>us</code> dataset because our project is in the US multi-region.  Choose the appropriate regional or multi-regional dataset for your project's location.</li> <li><code>phone</code> is the column containing the phone number string.</li> <li><code>JSON '{\"defaultCountry\": \"US\"}'</code> provides the optional <code>defaultCountry</code> parameter. This is important for correctly interpreting phone numbers that don't start with a \"+\" and country code.  It assumes any number without a \"+\" is a US number.  You would change this to match the expected default country for your data.</li> </ul> </li> <li> <p><code>AS phone_info</code>: This assigns the output of the function to a new column named <code>phone_info</code>. The output is a JSON structure.</p> </li> </ol> <p>Benefits:</p> <ul> <li>Standardization:  The function parses and standardizes the phone numbers into a consistent international format (<code>number</code> field in the JSON output), even if the original data was messy.</li> <li>Validation: The <code>isValid</code> field in the JSON output indicates whether the phone number is valid according to international standards. This allows for identifying and correcting invalid numbers.</li> <li>Enrichment: The function provides additional information like <code>country</code> and <code>type</code> (e.g., mobile, fixed line). This data can be used for segmentation, analytics, and reporting.</li> <li>Data Cleaning:  You can use the output to filter out invalid numbers:</li> </ul> <pre><code>SELECT\n    phone\nFROM\n    `project_id.dataset_id.customer_data`,\n    UNNEST(bigfunctions.us.phone_number_info(phone, JSON '{\"defaultCountry\": \"US\"}')) AS phone_info\nWHERE phone_info.isValid = TRUE;\n</code></pre> <p>This example demonstrates how to use the <code>phone_number_info</code> function to clean, validate, and standardize phone number data in BigQuery, enabling better data quality and more insightful analysis.  Remember to adjust the dataset and <code>defaultCountry</code> parameter based on your project's location and the characteristics of your data.</p>"},{"location":"bigfunctions/phone_number_info/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/post/","title":"post - BigQuery function","text":"<p> bigfunctions  &gt; post </p>"},{"location":"bigfunctions/post/#post","title":"post","text":"Call or Deploy <code>post</code> ? Call <code>post</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>post</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>post</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>post</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>post</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get post\nbigfun deploy post\n</code></pre>"},{"location":"bigfunctions/post/#description","title":"Description","text":"<p>Signature</p> <pre><code>post(url, data, headers)\n</code></pre> <p>Description</p> <p>POST <code>data</code> to <code>url</code>. <code>response</code> is a json formatted as <code>{status_code, content}</code></p>"},{"location":"bigfunctions/post/#examples","title":"Examples","text":"<p>Without headers</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.post('https://httpbin.org/post', json '{\"hello\": \"world\"}', null)\n</code></pre> <pre><code>select bigfunctions.us.post('https://httpbin.org/post', json '{\"hello\": \"world\"}', null)\n</code></pre> <pre><code>select bigfunctions.europe_west1.post('https://httpbin.org/post', json '{\"hello\": \"world\"}', null)\n</code></pre> <pre>\n<code>+-----------------------------------------------+\n| response                                      |\n+-----------------------------------------------+\n| {\n  \"content\": {...},\n  \"status_code\": 200\n}\n |\n+-----------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>post</code>? Get help using <code>post</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>post</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/post/#use-cases","title":"Use cases","text":"<p>This <code>post</code> BigQuery function could be used in several scenarios:</p> <p>1. Sending Data to a Webhook:</p> <p>Imagine you have a BigQuery table that tracks user sign-ups. You could use the <code>post</code> function to send real-time notifications to a Slack channel or other messaging platform via a webhook every time a new user registers.  The <code>data</code> parameter would contain the user information you want to send in the notification.</p> <pre><code>SELECT bigfunctions.us.post('YOUR_WEBHOOK_URL', TO_JSON_STRING(new_users), NULL)\nFROM project.dataset.new_users;\n</code></pre> <p>2. Interacting with an API:</p> <p>You could use <code>post</code> to interact with REST APIs from within BigQuery.  For example, you might want to enrich your data with information from a third-party service. After performing some transformations on your data in BigQuery, you could use the <code>post</code> function to send the transformed data to the API endpoint, receive the response, and then process it further within BigQuery.</p> <pre><code>SELECT bigfunctions.us.post('https://api.example.com/data', TO_JSON_STRING(t), NULL)\nFROM (\n  SELECT user_id, SUM(order_value) as total_spent\n  FROM project.dataset.orders\n  GROUP BY user_id\n) AS t;\n</code></pre> <p>3. Triggering Actions in External Systems:</p> <p>Suppose you have a BigQuery table that monitors key performance indicators (KPIs). If a KPI falls below a certain threshold, you could use the <code>post</code> function to trigger an action in an external system. This could be anything from sending an alert email to initiating a process in a workflow automation tool.</p> <pre><code>SELECT bigfunctions.us.post('https://api.example.com/alert', TO_JSON_STRING(t), NULL)\nFROM (\n  SELECT *\n  FROM project.dataset.kpis\n  WHERE kpi_value &lt; threshold\n) AS t;\n</code></pre> <p>4. Sending Data to a Real-time Dashboard:</p> <p>If you are using a real-time dashboarding tool, you could use the <code>post</code> function to send data updates directly from BigQuery. This would allow you to keep your dashboards up-to-date with the latest information without needing to build complex data pipelines.</p> <pre><code>SELECT bigfunctions.us.post('https://api.dashboard.com/update', TO_JSON_STRING(t), NULL)\nFROM (\n  SELECT COUNT(*) AS active_users\n  FROM project.dataset.users\n  WHERE last_seen &gt; TIMESTAMP_SUB(CURRENT_TIMESTAMP(), INTERVAL 1 HOUR)\n) AS t;\n</code></pre> <p>Key Considerations:</p> <ul> <li>Data Format: The <code>data</code> parameter must be a valid JSON string. You can use the <code>TO_JSON_STRING</code> function in BigQuery to convert your data into the required format.</li> <li>Headers: The <code>headers</code> parameter allows you to set custom HTTP headers for your request. This can be useful for authentication or setting content types.  Pass <code>NULL</code> if no headers are needed.</li> <li>Error Handling: You should implement proper error handling to ensure that your queries are resilient to network issues or API errors. Check the <code>status_code</code> in the response to determine if the request was successful.</li> <li>Rate Limiting: Be mindful of rate limits imposed by the API you are interacting with. You might need to implement retry mechanisms or introduce delays to avoid exceeding these limits.</li> <li>Security: If you are sending sensitive data, ensure that the connection to the API is secure (HTTPS) and consider using appropriate authentication methods.</li> </ul> <p>By leveraging the <code>post</code> function, you can extend the functionality of BigQuery and seamlessly integrate it with other systems and services. This opens up a wide range of possibilities for automating tasks, enriching data, and building more dynamic data-driven applications.</p>"},{"location":"bigfunctions/post/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/precision_recall_auc/","title":"precision_recall_auc - BigQuery function","text":"<p> bigfunctions  &gt; precision_recall_auc </p>"},{"location":"bigfunctions/precision_recall_auc/#precision_recall_auc","title":"precision_recall_auc","text":"Call or Deploy <code>precision_recall_auc</code> ? Call <code>precision_recall_auc</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>precision_recall_auc</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>precision_recall_auc</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>precision_recall_auc</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>precision_recall_auc</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get precision_recall_auc\nbigfun deploy precision_recall_auc\n</code></pre>"},{"location":"bigfunctions/precision_recall_auc/#description","title":"Description","text":"<p>Signature</p> <pre><code>precision_recall_auc(predictions)\n</code></pre> <p>Description</p> <p>Returns the Area Under the Precision Recall Curve (a.k.a. AUC PR) given a set of predicted scores and ground truth labels using the trapezoidal rule</p>"},{"location":"bigfunctions/precision_recall_auc/#examples","title":"Examples","text":"<p>1. Random classifier</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.precision_recall_auc((select array_agg(struct(cast(predicted_score as float64), rand() &gt; 0.5)) from unnest(generate_array(1, 1000)) as predicted_score))\n</code></pre> <pre><code>select bigfunctions.us.precision_recall_auc((select array_agg(struct(cast(predicted_score as float64), rand() &gt; 0.5)) from unnest(generate_array(1, 1000)) as predicted_score))\n</code></pre> <pre><code>select bigfunctions.europe_west1.precision_recall_auc((select array_agg(struct(cast(predicted_score as float64), rand() &gt; 0.5)) from unnest(generate_array(1, 1000)) as predicted_score))\n</code></pre> <pre>\n<code>+--------+\n| auc_pr |\n+--------+\n| 0.5    |\n+--------+\n</code>\n</pre> <p>2. Good classifier</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.precision_recall_auc((select array_agg(struct(cast(predicted_score as float64), predicted_score &gt; 500)) from unnest(generate_array(1, 1000)) as predicted_score))\n</code></pre> <pre><code>select bigfunctions.us.precision_recall_auc((select array_agg(struct(cast(predicted_score as float64), predicted_score &gt; 500)) from unnest(generate_array(1, 1000)) as predicted_score))\n</code></pre> <pre><code>select bigfunctions.europe_west1.precision_recall_auc((select array_agg(struct(cast(predicted_score as float64), predicted_score &gt; 500)) from unnest(generate_array(1, 1000)) as predicted_score))\n</code></pre> <pre>\n<code>+--------+\n| auc_pr |\n+--------+\n| 1.0    |\n+--------+\n</code>\n</pre> Need help or Found a bug using <code>precision_recall_auc</code>? Get help using <code>precision_recall_auc</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>precision_recall_auc</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/precision_recall_auc/#use-cases","title":"Use cases","text":"<p>You're evaluating a machine learning model designed to predict customer churn for a telecommunications company.  You have a dataset with customer features and a label indicating whether they churned (1) or not (0).  Your model outputs a churn probability score for each customer.</p> <p>Here's how you would use the <code>precision_recall_auc</code> function in BigQuery to evaluate your model:</p> <pre><code>SELECT bigfunctions.YOUR_REGION.precision_recall_auc(\n    (\n        SELECT\n            ARRAY_AGG(\n                STRUCT(\n                    predicted_churn_probability AS predicted_score,\n                    churned AS label\n                )\n            )\n        FROM\n            `your_project.your_dataset.customer_churn_predictions`\n    )\n) AS auc_pr;\n</code></pre> <p>Explanation:</p> <ol> <li> <p><code>your_project.your_dataset.customer_churn_predictions</code>:  Replace this with the actual location of your BigQuery table containing the predictions. This table should have at least two columns:</p> <ul> <li><code>predicted_churn_probability</code>:  The predicted probability of churn (a floating-point number between 0 and 1).</li> <li><code>churned</code>: The ground truth label (1 for churn, 0 for no churn).</li> </ul> </li> <li> <p><code>ARRAY_AGG(STRUCT(...))</code>: This constructs an array of structs, where each struct contains the predicted score and the true label for a single customer. This is the required input format for the <code>precision_recall_auc</code> function.</p> </li> <li> <p><code>bigfunctions.YOUR_REGION.precision_recall_auc</code>: Replace <code>YOUR_REGION</code> with the appropriate BigQuery region where your data resides (e.g., <code>us</code>, <code>eu</code>, <code>us-central1</code>). This function calculates the area under the precision-recall curve.</p> </li> <li> <p><code>AS auc_pr</code>: This assigns the resulting AUC-PR value to a column named <code>auc_pr</code>.</p> </li> </ol> <p>Why use AUC-PR in this case?</p> <p>Churn prediction is often an imbalanced classification problem, meaning there are significantly more non-churners than churners.  AUC-PR is a better metric than AUC-ROC for imbalanced datasets because it focuses on the positive class (churners in this case).  A higher AUC-PR indicates a better model at identifying churners, even if they are a small portion of the overall customer base.</p> <p>By calculating the AUC-PR, you get a single number summarizing your model's performance, making it easier to compare different models or track the performance of a single model over time.</p>"},{"location":"bigfunctions/precision_recall_auc/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/precision_recall_curve/","title":"precision_recall_curve - BigQuery function","text":"<p> bigfunctions  &gt; precision_recall_curve </p>"},{"location":"bigfunctions/precision_recall_curve/#precision_recall_curve","title":"precision_recall_curve","text":"Call or Deploy <code>precision_recall_curve</code> ? Call <code>precision_recall_curve</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>precision_recall_curve</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>precision_recall_curve</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>precision_recall_curve</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>precision_recall_curve</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get precision_recall_curve\nbigfun deploy precision_recall_curve\n</code></pre>"},{"location":"bigfunctions/precision_recall_curve/#description","title":"Description","text":"<p>Signature</p> <pre><code>precision_recall_curve(predictions)\n</code></pre> <p>Description</p> <p>Returns the Precision-Recall Curve (as a table) given <code>predictions</code>, an array  of <code>(predicted_score, ground_truth_label)</code></p>"},{"location":"bigfunctions/precision_recall_curve/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select * from bigfunctions.eu.precision_recall_curve([(0.1, false), (0.4, false), (0.35, true), (0.8, true)])\n</code></pre> <pre><code>select * from bigfunctions.us.precision_recall_curve([(0.1, false), (0.4, false), (0.35, true), (0.8, true)])\n</code></pre> <pre><code>select * from bigfunctions.europe_west1.precision_recall_curve([(0.1, false), (0.4, false), (0.35, true), (0.8, true)])\n</code></pre> <pre>\n<code>\n+-----------+---------+\n| precision |  recall |\n+-----------+---------+\n|    0.5    |   1.0   |\n|    0.667  |   1.0   |\n|    0.5    |   0.5   |\n|    1.0    |   0.5   |\n|    1.0    |   0     |\n+-----------+---------+\n\n</code>\n</pre> Need help or Found a bug using <code>precision_recall_curve</code>? Get help using <code>precision_recall_curve</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>precision_recall_curve</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/precision_recall_curve/#use-cases","title":"Use cases","text":"<p>You're evaluating a binary classification model (e.g., spam detection, fraud detection, disease diagnosis) and want to understand its performance across different thresholds.  The <code>precision_recall_curve</code> function helps you analyze the trade-off between precision and recall.</p> <p>Use Case: Optimizing a Fraud Detection Model</p> <p>Imagine you've trained a model to predict fraudulent transactions.  Each transaction is assigned a score between 0 and 1, representing the model's confidence that the transaction is fraudulent.  You need to choose a threshold above which you flag a transaction as fraudulent.  A higher threshold means higher precision (fewer false positives\u2014legitimate transactions flagged as fraud) but lower recall (more false negatives\u2014fraudulent transactions missed).</p> <p>Here's how <code>precision_recall_curve</code> helps:</p> <ol> <li> <p>Data Preparation: You have a dataset with the predicted scores from your model and the ground truth labels (whether the transaction was actually fraudulent).  This data is formatted as an array of structs, where each struct contains the <code>predicted_score</code> (float64) and the <code>ground_truth_label</code> (bool).</p> </li> <li> <p>Calling the Function: You use the <code>precision_recall_curve</code> function in your BigQuery query, passing in the array of structs:</p> </li> </ol> <pre><code>SELECT *\nFROM bigfunctions.your_region.precision_recall_curve(\n    ARRAY[\n        (0.1, false), -- Low score, not fraud\n        (0.4, false), -- Low score, not fraud\n        (0.35, true), -- Moderate score, fraud\n        (0.8, true), -- High score, fraud\n        (0.95, false), -- Very high score, surprisingly not fraud (potential outlier?)\n        (0.6, true), --  Moderate-high score, fraud\n        (0.2, false) -- Low score, not fraud\n    ]\n);\n</code></pre> <ol> <li> <p>Interpreting the Results: The function returns a table with <code>precision</code> and <code>recall</code> columns. Each row represents a different threshold, and the values show the precision and recall achieved at that threshold.  By examining this curve:</p> </li> <li> <p>Visualization: You can plot the precision-recall curve (precision on the y-axis, recall on the x-axis) to visualize the trade-off.</p> </li> <li>Threshold Selection: You can identify the optimal threshold based on your specific business requirements.  For fraud detection, you might prioritize high recall (catching most fraudulent transactions even if it means more false positives that you can investigate manually) or balance precision and recall based on the costs associated with each type of error.</li> <li>Model Evaluation:  The overall shape of the curve tells you about the performance of your model. A curve closer to the top-right corner indicates a better-performing model. You can compare the precision-recall curves of different models to choose the best one.</li> <li>Identifying Issues: The example shows a case where a very high score (0.95) was associated with a non-fraudulent transaction.  This could be a sign of an issue with your model or a data anomaly worth investigating. The precision-recall curve, combined with an understanding of your data, helps pinpoint such scenarios.</li> </ol> <p>In essence, the <code>precision_recall_curve</code> function provides a powerful tool for evaluating and fine-tuning your binary classification models, enabling you to make informed decisions about selecting the best operating point based on the desired balance between precision and recall.</p>"},{"location":"bigfunctions/precision_recall_curve/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/prophet/","title":"prophet - BigQuery function","text":"<p> bigfunctions  &gt; prophet </p>"},{"location":"bigfunctions/prophet/#prophet","title":"prophet","text":"Call or Deploy <code>prophet</code> ? Call <code>prophet</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>prophet</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>prophet</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>prophet</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>prophet</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get prophet\nbigfun deploy prophet\n</code></pre>"},{"location":"bigfunctions/prophet/#description","title":"Description","text":"<p>Signature</p> <pre><code>prophet(records, periods, kwargs)\n</code></pre> <p>Description</p> <p>Return Time Series Forecast as json using prophet python library.</p> <p>Parameters of this function are passed as is to prophet python function and python function result is returned as is.</p> <p>(Inspired from this Felipe Hoffa medium's post)</p>"},{"location":"bigfunctions/prophet/#examples","title":"Examples","text":"<p>1. Using a table with columns named <code>ds</code> and <code>y</code> for date and value respectively</p> EUUSeurope-west1 <pre><code>with sample_data as (\n\n  select date('2022-01-01') as ds, 1 as y,\n  union all\n  select date('2022-01-02') as ds, 2 as y,\n\n)\n\n\nselect bigfunctions.eu.prophet(to_json(array_agg(sample_data)), 3, null)\nfrom sample_data\n</code></pre> <pre><code>with sample_data as (\n\n  select date('2022-01-01') as ds, 1 as y,\n  union all\n  select date('2022-01-02') as ds, 2 as y,\n\n)\n\n\nselect bigfunctions.us.prophet(to_json(array_agg(sample_data)), 3, null)\nfrom sample_data\n</code></pre> <pre><code>with sample_data as (\n\n  select date('2022-01-01') as ds, 1 as y,\n  union all\n  select date('2022-01-02') as ds, 2 as y,\n\n)\n\n\nselect bigfunctions.europe_west1.prophet(to_json(array_agg(sample_data)), 3, null)\nfrom sample_data\n</code></pre> <pre>\n<code>+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| forecasted_records                                                                                                                                                             |\n+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| [\n  {\"ds\": \"2022-01-03\", \"yhat\": 3, \"yhat_upper\": 3, ...},\n  {\"ds\": \"2022-01-04\", \"yhat\": 4, \"yhat_upper\": 4, ...},\n  {\"ds\": \"2022-01-05\", \"yhat\": 5, \"yhat_upper\": 5, ...}\n]\n |\n+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> <p>2. Using a table with columns to rename to <code>ds</code> and <code>y</code></p> EUUSeurope-west1 <pre><code>with sample_data as (\n\n  select date('2022-01-01') as date, 1 as value,\n  union all\n  select date('2022-01-02') as date, 2 as value,\n\n)\n\n\nselect bigfunctions.eu.prophet(to_json(array_agg(struct(date as ds, value as y))), 3, null)\nfrom sample_data\n</code></pre> <pre><code>with sample_data as (\n\n  select date('2022-01-01') as date, 1 as value,\n  union all\n  select date('2022-01-02') as date, 2 as value,\n\n)\n\n\nselect bigfunctions.us.prophet(to_json(array_agg(struct(date as ds, value as y))), 3, null)\nfrom sample_data\n</code></pre> <pre><code>with sample_data as (\n\n  select date('2022-01-01') as date, 1 as value,\n  union all\n  select date('2022-01-02') as date, 2 as value,\n\n)\n\n\nselect bigfunctions.europe_west1.prophet(to_json(array_agg(struct(date as ds, value as y))), 3, null)\nfrom sample_data\n</code></pre> <pre>\n<code>+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| forecasted_records                                                                                                                                                             |\n+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| [\n  {\"ds\": \"2022-01-03\", \"yhat\": 3, \"yhat_upper\": 3, ...},\n  {\"ds\": \"2022-01-04\", \"yhat\": 4, \"yhat_upper\": 4, ...},\n  {\"ds\": \"2022-01-05\", \"yhat\": 5, \"yhat_upper\": 5, ...}\n]\n |\n+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>prophet</code>? Get help using <code>prophet</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>prophet</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/prophet/#use-cases","title":"Use cases","text":"<p>A use case for this <code>prophet</code> BigQuery function would be forecasting future sales based on historical sales data. Imagine you have a table in BigQuery called <code>sales_data</code> with two columns: <code>date</code> (DATE) and <code>sales</code> (INTEGER).  You want to predict sales for the next 7 days.</p> <pre><code>SELECT bigfunctions.&lt;your-region&gt;.prophet(\n    (\n        SELECT\n            JSON_ARRAY(CAST(date AS STRING), sales)\n        FROM\n            `your-project.your_dataset.sales_data`\n        ORDER BY\n            date\n    ),\n    7\n) AS forecasted_sales;\n</code></pre> <p>Replace <code>&lt;your-region&gt;</code> with the appropriate BigQuery region for your dataset (e.g., <code>us</code>, <code>eu</code>, <code>us-central1</code>). This query will:</p> <ol> <li> <p>Prepare the input data: The subquery selects the date and sales data from your <code>sales_data</code> table, converts the date to a string, and uses <code>JSON_ARRAY</code> to create an array of [date, sales] pairs for each row. This is the format expected by the <code>prophet</code> function. The data is ordered by date, which is crucial for time series forecasting.</p> </li> <li> <p>Call the prophet function: The <code>prophet</code> function is called with the JSON array of historical data and the number of periods (7 days) to forecast.</p> </li> <li> <p>Return the forecast:  The function returns a JSON array containing the forecasted sales for the next 7 days in the same [date, sales] format.  The result is aliased as <code>forecasted_sales</code>.</p> </li> </ol> <p>You can then use the forecasted sales data for inventory planning, resource allocation, and other business decisions.</p> <p>More advanced example with custom seasonality:</p> <p>You can also pass additional parameters to the underlying Prophet model using the <code>kwargs</code> argument. For example, to add a weekly seasonality:</p> <pre><code>SELECT bigfunctions.&lt;your-region&gt;.prophet(\n    (\n        SELECT\n            JSON_ARRAY(CAST(date AS STRING), sales)\n        FROM\n            `your-project.your_dataset.sales_data`\n        ORDER BY\n            date\n    ),\n    7,\n    STRUCT(JSON'{\"weekly_seasonality\": true}' as kwargs)\n) AS forecasted_sales_with_weekly_seasonality;\n</code></pre> <p>This allows you to customize the model to better fit your specific data and business needs, such as accounting for daily, weekly, or yearly seasonality. Refer to the Prophet documentation for a complete list of available parameters.</p> <p>This example demonstrates how the <code>prophet</code> BigQuery function can be used for practical time series forecasting directly within BigQuery, simplifying the process and leveraging the power of Prophet without needing external libraries or tools.</p>"},{"location":"bigfunctions/prophet/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/prophet_table/","title":"prophet_table - BigQuery function","text":"<p> bigfunctions  &gt; prophet_table </p>"},{"location":"bigfunctions/prophet_table/#prophet_table","title":"prophet_table","text":"Call or Deploy <code>prophet_table</code> ? Call <code>prophet_table</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>prophet_table</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>prophet_table</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>prophet_table</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>prophet_table</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get prophet_table\nbigfun deploy prophet_table\n</code></pre>"},{"location":"bigfunctions/prophet_table/#description","title":"Description","text":"<p>Signature</p> <pre><code>prophet_table(records, periods, kwargs)\n</code></pre> <p>Description</p> <p>Return Time Series Forecast as table using prophet python library.</p> <p>Parameters of this function are passed as is to prophet python function and python function result is returned as is.</p> <p>(Inspired from this Felipe Hoffa medium's post)</p>"},{"location":"bigfunctions/prophet_table/#examples","title":"Examples","text":"<p>1. Using a table with columns named <code>ds</code> and <code>y</code> for date and value respectively</p> EUUSeurope-west1 <pre><code>with sample_data as (\n\n  select date('2022-01-01') as ds, 1 as y,\n  union all\n  select date('2022-01-02') as ds, 2 as y,\n\n)\n\n\nselect * from bigfunctions.eu.prophet_table(\n  to_json((\n    select array_agg(sample_data)\n    from sample_data\n  ))\n  , 3, null)\n</code></pre> <pre><code>with sample_data as (\n\n  select date('2022-01-01') as ds, 1 as y,\n  union all\n  select date('2022-01-02') as ds, 2 as y,\n\n)\n\n\nselect * from bigfunctions.us.prophet_table(\n  to_json((\n    select array_agg(sample_data)\n    from sample_data\n  ))\n  , 3, null)\n</code></pre> <pre><code>with sample_data as (\n\n  select date('2022-01-01') as ds, 1 as y,\n  union all\n  select date('2022-01-02') as ds, 2 as y,\n\n)\n\n\nselect * from bigfunctions.europe_west1.prophet_table(\n  to_json((\n    select array_agg(sample_data)\n    from sample_data\n  ))\n  , 3, null)\n</code></pre> <pre>\n<code>\n| -------------------------------------|\n|    date    | yhat | yhat_lower | ... |\n| -------------------------------------|\n| 2022-01-03 |  3   |     3      | ... |\n| 2022-01-04 |  4   |     4      | ... |\n| 2022-01-05 |  5   |     5      | ... |\n| -------------------------------------|\n\n</code>\n</pre> <p>2. Using a table with columns to rename to <code>ds</code> and <code>y</code></p> EUUSeurope-west1 <pre><code>with sample_data as (\n\n  select date('2022-01-01') as date, 1 as value,\n  union all\n  select date('2022-01-02') as date, 2 as value,\n\n)\n\n\nselect * from bigfunctions.eu.prophet_table(\n  to_json((\n    select array_agg(struct(date as ds, value as y))\n    from sample_data\n  ))\n  , 3, null)\n</code></pre> <pre><code>with sample_data as (\n\n  select date('2022-01-01') as date, 1 as value,\n  union all\n  select date('2022-01-02') as date, 2 as value,\n\n)\n\n\nselect * from bigfunctions.us.prophet_table(\n  to_json((\n    select array_agg(struct(date as ds, value as y))\n    from sample_data\n  ))\n  , 3, null)\n</code></pre> <pre><code>with sample_data as (\n\n  select date('2022-01-01') as date, 1 as value,\n  union all\n  select date('2022-01-02') as date, 2 as value,\n\n)\n\n\nselect * from bigfunctions.europe_west1.prophet_table(\n  to_json((\n    select array_agg(struct(date as ds, value as y))\n    from sample_data\n  ))\n  , 3, null)\n</code></pre> <pre>\n<code>\n| -------------------------------------|\n|    date    | yhat | yhat_lower | ... |\n| -------------------------------------|\n| 2022-01-03 |  3   |     3      | ... |\n| 2022-01-04 |  4   |     4      | ... |\n| 2022-01-05 |  5   |     5      | ... |\n| -------------------------------------|\n\n</code>\n</pre> Need help or Found a bug using <code>prophet_table</code>? Get help using <code>prophet_table</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>prophet_table</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/prophet_table/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/quantize_into_bins/","title":"quantize_into_bins - BigQuery function","text":"<p> bigfunctions  &gt; quantize_into_bins </p>"},{"location":"bigfunctions/quantize_into_bins/#quantize_into_bins","title":"quantize_into_bins","text":"Call or Deploy <code>quantize_into_bins</code> ? Call <code>quantize_into_bins</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>quantize_into_bins</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>quantize_into_bins</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>quantize_into_bins</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>quantize_into_bins</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get quantize_into_bins\nbigfun deploy quantize_into_bins\n</code></pre>"},{"location":"bigfunctions/quantize_into_bins/#description","title":"Description","text":"<p>Signature</p> <pre><code>quantize_into_bins(value, bin_bounds)\n</code></pre> <p>Description</p> <p>Get the <code>bin_range</code> in which belongs <code>value</code> with bins defined by their <code>bin_bounds</code>.</p>"},{"location":"bigfunctions/quantize_into_bins/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.quantize_into_bins(-4, [0, 1, 5, 10])\n</code></pre> <pre><code>select bigfunctions.us.quantize_into_bins(-4, [0, 1, 5, 10])\n</code></pre> <pre><code>select bigfunctions.europe_west1.quantize_into_bins(-4, [0, 1, 5, 10])\n</code></pre> <pre>\n<code>+-----------+\n| bin_range |\n+-----------+\n| ]-\u221e, 0[   |\n+-----------+\n</code>\n</pre> EUUSeurope-west1 <pre><code>select bigfunctions.eu.quantize_into_bins(3, [0, 1, 5, 10])\n</code></pre> <pre><code>select bigfunctions.us.quantize_into_bins(3, [0, 1, 5, 10])\n</code></pre> <pre><code>select bigfunctions.europe_west1.quantize_into_bins(3, [0, 1, 5, 10])\n</code></pre> <pre>\n<code>+-----------+\n| bin_range |\n+-----------+\n| [1, 5[    |\n+-----------+\n</code>\n</pre> EUUSeurope-west1 <pre><code>select bigfunctions.eu.quantize_into_bins(9, [0, 1, 5, 10])\n</code></pre> <pre><code>select bigfunctions.us.quantize_into_bins(9, [0, 1, 5, 10])\n</code></pre> <pre><code>select bigfunctions.europe_west1.quantize_into_bins(9, [0, 1, 5, 10])\n</code></pre> <pre>\n<code>+-----------+\n| bin_range |\n+-----------+\n| [5, 10]   |\n+-----------+\n</code>\n</pre> EUUSeurope-west1 <pre><code>select bigfunctions.eu.quantize_into_bins(130, [0, 1, 5, 10])\n</code></pre> <pre><code>select bigfunctions.us.quantize_into_bins(130, [0, 1, 5, 10])\n</code></pre> <pre><code>select bigfunctions.europe_west1.quantize_into_bins(130, [0, 1, 5, 10])\n</code></pre> <pre>\n<code>+-----------+\n| bin_range |\n+-----------+\n| ]10, +\u221e[  |\n+-----------+\n</code>\n</pre> Need help or Found a bug using <code>quantize_into_bins</code>? Get help using <code>quantize_into_bins</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>quantize_into_bins</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/quantize_into_bins/#use-cases","title":"Use cases","text":"<p>You could use this function to categorize website session durations into bins for analysis.  Let's say you have a table of website session data with a <code>session_duration_seconds</code> column. You want to group these sessions into duration categories like \"Short (0-30s)\", \"Medium (31-60s)\", \"Long (61-180s)\", and \"Very Long (181s+)\".</p> <pre><code>SELECT\n    user_id,\n    bigfunctions.us.quantize_into_bins(session_duration_seconds, [0, 30, 60, 180]) AS session_duration_category\n  FROM\n    `your_project.your_dataset.your_session_table`\n</code></pre> <p>This query would add a <code>session_duration_category</code> column to your results.  For a session lasting 20 seconds, the category would be \"]\u2212\u221e, 0[\", since the lower bound isn't inclusive. For 45 seconds it would be \"[30, 60[\", for 150 seconds it would be \"[60, 180]\", and for 200 seconds it would be \"]180, +\u221e[\". You can then use this new category for aggregation and reporting, such as:</p> <pre><code>SELECT\n    session_duration_category,\n    COUNT(*) AS num_sessions,\n    AVG(pages_viewed) AS avg_pages_viewed\n  FROM (\n    SELECT\n        user_id,\n        bigfunctions.us.quantize_into_bins(session_duration_seconds, [0, 30, 60, 180]) AS session_duration_category,\n        pages_viewed\n      FROM\n        `your_project.your_dataset.your_session_table`\n  )\n  GROUP BY 1\n  ORDER BY 1\n</code></pre> <p>This would give you a summary table showing the number of sessions and average pages viewed for each session duration category.  This allows you to analyze user behavior based on how long they spend on your website.</p> <p>Other use cases include:</p> <ul> <li>Customer Segmentation by Purchase Value: Categorize customers based on their total spending into different tiers (e.g., low, medium, high spenders).</li> <li>Lead Scoring: Assign leads to different score ranges based on factors like engagement and demographics.</li> <li>Performance Analysis: Group employees into performance categories based on metrics like sales or customer satisfaction scores.</li> <li>Data Visualization: Create histograms or other visualizations where data needs to be binned for clarity.  The output of <code>quantize_into_bins</code> can be used directly for grouping in chart creation.</li> <li>Data Preprocessing for Machine Learning: Binning continuous variables can be a useful preprocessing step for certain machine learning models.</li> </ul> <p>Remember to replace <code>bigfunctions.us</code> with the appropriate dataset for your BigQuery region.</p>"},{"location":"bigfunctions/quantize_into_bins/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/quantize_into_bins_with_labels/","title":"quantize_into_bins_with_labels - BigQuery function","text":"<p> bigfunctions  &gt; quantize_into_bins_with_labels </p>"},{"location":"bigfunctions/quantize_into_bins_with_labels/#quantize_into_bins_with_labels","title":"quantize_into_bins_with_labels","text":"Call or Deploy <code>quantize_into_bins_with_labels</code> ? Call <code>quantize_into_bins_with_labels</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>quantize_into_bins_with_labels</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>quantize_into_bins_with_labels</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>quantize_into_bins_with_labels</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>quantize_into_bins_with_labels</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get quantize_into_bins_with_labels\nbigfun deploy quantize_into_bins_with_labels\n</code></pre>"},{"location":"bigfunctions/quantize_into_bins_with_labels/#description","title":"Description","text":"<p>Signature</p> <pre><code>quantize_into_bins_with_labels(value, bin_bounds, labels)\n</code></pre> <p>Description</p> <p>Get the <code>label</code> of the bin in which belongs <code>value</code></p>"},{"location":"bigfunctions/quantize_into_bins_with_labels/#examples","title":"Examples","text":"<p>1. <code>55</code> is between <code>50</code> and <code>60</code> so it is in second bin. --&gt; Function returns <code>Wait for result exam</code> label.</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.quantize_into_bins_with_labels(55, [0, 50, 60, 90, 100], ['Fail', 'Wait for result exam', 'Pass', 'Pass with mention'])\n</code></pre> <pre><code>select bigfunctions.us.quantize_into_bins_with_labels(55, [0, 50, 60, 90, 100], ['Fail', 'Wait for result exam', 'Pass', 'Pass with mention'])\n</code></pre> <pre><code>select bigfunctions.europe_west1.quantize_into_bins_with_labels(55, [0, 50, 60, 90, 100], ['Fail', 'Wait for result exam', 'Pass', 'Pass with mention'])\n</code></pre> <pre>\n<code>+----------------------+\n| label                |\n+----------------------+\n| Wait for result exam |\n+----------------------+\n</code>\n</pre> <p>2. Lower bounds are inclusive. <code>50</code> is then also in second bin. --&gt; Function returns <code>Wait for result exam</code> label.</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.quantize_into_bins_with_labels(50, [0, 50, 60, 90, 100], ['Fail', 'Wait for result exam', 'Pass', 'Pass with mention'])\n</code></pre> <pre><code>select bigfunctions.us.quantize_into_bins_with_labels(50, [0, 50, 60, 90, 100], ['Fail', 'Wait for result exam', 'Pass', 'Pass with mention'])\n</code></pre> <pre><code>select bigfunctions.europe_west1.quantize_into_bins_with_labels(50, [0, 50, 60, 90, 100], ['Fail', 'Wait for result exam', 'Pass', 'Pass with mention'])\n</code></pre> <pre>\n<code>+----------------------+\n| label                |\n+----------------------+\n| Wait for result exam |\n+----------------------+\n</code>\n</pre> <p>3. <code>-10</code> is below the lowest bound --&gt; Function returns <code>UNDEFINED_INF</code>. (It returns <code>UNDEFINED_SUP</code> is above the upper bound).</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.quantize_into_bins_with_labels(-10, [0, 50, 60, 90, 100], ['Fail', 'Wait for result exam', 'Pass', 'Pass with mention'])\n</code></pre> <pre><code>select bigfunctions.us.quantize_into_bins_with_labels(-10, [0, 50, 60, 90, 100], ['Fail', 'Wait for result exam', 'Pass', 'Pass with mention'])\n</code></pre> <pre><code>select bigfunctions.europe_west1.quantize_into_bins_with_labels(-10, [0, 50, 60, 90, 100], ['Fail', 'Wait for result exam', 'Pass', 'Pass with mention'])\n</code></pre> <pre>\n<code>+---------------+\n| label         |\n+---------------+\n| UNDEFINED_INF |\n+---------------+\n</code>\n</pre> <p>4. You can also pass <code>n + 1</code> labels instead of <code>n - 1</code> labels (when <code>n</code> is the number of bounds). In that case, values below the first bound will have this first label (instead of <code>UNDEFINED_INF</code>). <code>-10</code> will then give <code>Lower than very bad!</code>.</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.quantize_into_bins_with_labels(-10, [0, 50, 60, 90, 100], ['Lower than very bad!', 'Fail', 'Wait for result exam', 'Pass', 'Pass with mention', 'Genius!'])\n</code></pre> <pre><code>select bigfunctions.us.quantize_into_bins_with_labels(-10, [0, 50, 60, 90, 100], ['Lower than very bad!', 'Fail', 'Wait for result exam', 'Pass', 'Pass with mention', 'Genius!'])\n</code></pre> <pre><code>select bigfunctions.europe_west1.quantize_into_bins_with_labels(-10, [0, 50, 60, 90, 100], ['Lower than very bad!', 'Fail', 'Wait for result exam', 'Pass', 'Pass with mention', 'Genius!'])\n</code></pre> <pre>\n<code>+---------------------+\n| label               |\n+---------------------+\n| Lower than very bad |\n+---------------------+\n</code>\n</pre> Need help or Found a bug using <code>quantize_into_bins_with_labels</code>? Get help using <code>quantize_into_bins_with_labels</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>quantize_into_bins_with_labels</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/quantize_into_bins_with_labels/#use-cases","title":"Use cases","text":"<p>A common use case for the <code>quantize_into_bins_with_labels</code> function is assigning letter grades to students based on their numerical scores.</p> <p>Imagine a grading system where:</p> <ul> <li>0-50:  Fail</li> <li>50-60: Wait for result exam</li> <li>60-90: Pass</li> <li>90-100: Pass with mention</li> </ul> <p>You have a table of student scores:</p> <pre><code>CREATE TEMP TABLE StudentScores AS\nSELECT 'Alice' AS student, 75 AS score UNION ALL\nSELECT 'Bob', 55 AS score UNION ALL\nSELECT 'Charlie', 92 AS score UNION ALL\nSELECT 'David', 45 AS score UNION ALL\nSELECT 'Eve', 105 AS score;\n</code></pre> <p>You can use the <code>quantize_into_bins_with_labels</code> function to assign letter grades:</p> <pre><code>SELECT\n    student,\n    score,\n    bigfunctions.us.quantize_into_bins_with_labels(score, [0, 50, 60, 90, 100], ['Fail', 'Wait for result exam', 'Pass', 'Pass with mention']) AS grade\nFROM\n    StudentScores;\n</code></pre> <p>This will return:</p> <pre><code>+---------+------+----------------------+\n| student | score | grade                |\n+---------+------+----------------------+\n| Alice   |   75 | Pass                 |\n| Bob     |   55 | Wait for result exam |\n| Charlie |   92 | Pass with mention    |\n| David   |   45 | Fail                 |\n| Eve     |  105 | UNDEFINED_SUP        |\n+---------+------+----------------------+\n</code></pre> <p>This clearly shows which grade each student receives based on their score.  The <code>UNDEFINED_SUP</code> for Eve indicates her score is above the defined range.  You could handle this by adding another bin (e.g., 100-110: Exceptional) or by using an n+1 label approach as shown in the documentation example 4.  For example:</p> <pre><code>SELECT\n    student,\n    score,\n    bigfunctions.us.quantize_into_bins_with_labels(score, [0, 50, 60, 90, 100], ['Lower than very bad!', 'Fail', 'Wait for result exam', 'Pass', 'Pass with mention', 'Genius!']) AS grade\nFROM\n    StudentScores;\n</code></pre> <p>Other use cases could include:</p> <ul> <li>Categorizing customer spending: Assign labels like \"Low Spender,\" \"Medium Spender,\" \"High Spender\" based on purchase amounts.</li> <li>Classifying product sales:  Group products into \"Low Sales,\" \"Moderate Sales,\" \"High Sales\" categories based on units sold.</li> <li>Defining age groups:  Assign age ranges to individuals like \"Child,\" \"Teenager,\" \"Adult,\" \"Senior.\"</li> <li>Bucketing sensor data: Categorize sensor readings into different levels (e.g., \"Low,\" \"Medium,\" \"High\") for easier analysis and alerts.</li> </ul> <p>Essentially, anytime you need to categorize continuous numeric data into discrete labeled bins, <code>quantize_into_bins_with_labels</code> can be helpful.</p>"},{"location":"bigfunctions/quantize_into_bins_with_labels/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/quantize_into_fixed_width_bins/","title":"quantize_into_fixed_width_bins - BigQuery function","text":"<p> bigfunctions  &gt; quantize_into_fixed_width_bins </p>"},{"location":"bigfunctions/quantize_into_fixed_width_bins/#quantize_into_fixed_width_bins","title":"quantize_into_fixed_width_bins","text":"Call or Deploy <code>quantize_into_fixed_width_bins</code> ? Call <code>quantize_into_fixed_width_bins</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>quantize_into_fixed_width_bins</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>quantize_into_fixed_width_bins</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>quantize_into_fixed_width_bins</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>quantize_into_fixed_width_bins</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get quantize_into_fixed_width_bins\nbigfun deploy quantize_into_fixed_width_bins\n</code></pre>"},{"location":"bigfunctions/quantize_into_fixed_width_bins/#description","title":"Description","text":"<p>Signature</p> <pre><code>quantize_into_fixed_width_bins(value, min_bound, max_bound, nb_bins)\n</code></pre> <p>Description</p> <p>Get the <code>bin_range</code> in which belongs <code>value</code> with bins defined so that there are <code>nb_bins</code> bins of same width between <code>min_bound</code> and <code>max_bound</code> plus a bin <code>]-\u221e, min_bound[</code> and a bin <code>]max_bound, +\u221e[</code></p>"},{"location":"bigfunctions/quantize_into_fixed_width_bins/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.quantize_into_fixed_width_bins(-4, 0, 100, 10)\n</code></pre> <pre><code>select bigfunctions.us.quantize_into_fixed_width_bins(-4, 0, 100, 10)\n</code></pre> <pre><code>select bigfunctions.europe_west1.quantize_into_fixed_width_bins(-4, 0, 100, 10)\n</code></pre> <pre>\n<code>+-----------+\n| bin_range |\n+-----------+\n| ]-\u221e, 0[   |\n+-----------+\n</code>\n</pre> EUUSeurope-west1 <pre><code>select bigfunctions.eu.quantize_into_fixed_width_bins(5, 0, 100, 10)\n</code></pre> <pre><code>select bigfunctions.us.quantize_into_fixed_width_bins(5, 0, 100, 10)\n</code></pre> <pre><code>select bigfunctions.europe_west1.quantize_into_fixed_width_bins(5, 0, 100, 10)\n</code></pre> <pre>\n<code>+-----------+\n| bin_range |\n+-----------+\n| [0, 10[   |\n+-----------+\n</code>\n</pre> EUUSeurope-west1 <pre><code>select bigfunctions.eu.quantize_into_fixed_width_bins(97, 0, 100, 10)\n</code></pre> <pre><code>select bigfunctions.us.quantize_into_fixed_width_bins(97, 0, 100, 10)\n</code></pre> <pre><code>select bigfunctions.europe_west1.quantize_into_fixed_width_bins(97, 0, 100, 10)\n</code></pre> <pre>\n<code>+-----------+\n| bin_range |\n+-----------+\n| [90, 100] |\n+-----------+\n</code>\n</pre> EUUSeurope-west1 <pre><code>select bigfunctions.eu.quantize_into_fixed_width_bins(130, 0, 100, 10)\n</code></pre> <pre><code>select bigfunctions.us.quantize_into_fixed_width_bins(130, 0, 100, 10)\n</code></pre> <pre><code>select bigfunctions.europe_west1.quantize_into_fixed_width_bins(130, 0, 100, 10)\n</code></pre> <pre>\n<code>+-----------+\n| bin_range |\n+-----------+\n| ]100, +\u221e[ |\n+-----------+\n</code>\n</pre> Need help or Found a bug using <code>quantize_into_fixed_width_bins</code>? Get help using <code>quantize_into_fixed_width_bins</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>quantize_into_fixed_width_bins</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/quantize_into_fixed_width_bins/#use-cases","title":"Use cases","text":"<p>Use Case: Customer Segmentation based on Purchase Value</p> <p>An e-commerce company wants to segment its customers based on their total purchase value over the last year. They want to create 5 segments of equal width, ranging from the lowest purchase value to the highest.</p> <p>Implementation with <code>quantize_into_fixed_width_bins</code>:</p> <ol> <li> <p>Determine the minimum and maximum purchase values: <pre><code>SELECT MIN(total_purchase_value) AS min_value, MAX(total_purchase_value) AS max_value\nFROM customer_purchases;\n</code></pre>    Let's assume <code>min_value</code> is 0 and <code>max_value</code> is 1000.</p> </li> <li> <p>Apply the <code>quantize_into_fixed_width_bins</code> function: <pre><code>SELECT customer_id, total_purchase_value,\n       bigfunctions.us.quantize_into_fixed_width_bins(total_purchase_value, 0, 1000, 5) AS purchase_segment\nFROM customer_purchases;\n</code></pre>    This will categorize each customer into one of the following segments:</p> </li> <li> <p><code>]-\u221e, 0[</code> (unlikely in this case, as purchase value should be non-negative)</p> </li> <li><code>[0, 200[</code></li> <li><code>[200, 400[</code></li> <li><code>[400, 600[</code></li> <li><code>[600, 800[</code></li> <li><code>[800, 1000]</code></li> <li> <p><code>]1000, +\u221e[</code></p> </li> <li> <p>Analyze and utilize the segments: The company can now use these segments for targeted marketing campaigns, personalized recommendations, and other business strategies. For example, customers in the highest segment (<code>[800, 1000]</code> and <code>]1000, +\u221e[</code>) could receive exclusive offers or loyalty programs.</p> </li> </ol> <p>Benefits of using <code>quantize_into_fixed_width_bins</code>:</p> <ul> <li>Simplified segmentation:  Easily creates equally sized bins, making it straightforward to understand and interpret the segments.</li> <li>Flexibility:  The number of bins and the range can be adjusted to suit different segmentation needs.</li> <li>Efficiency: The function handles the binning logic within the SQL query, eliminating the need for complex pre-processing steps.</li> </ul> <p>Other Use Cases:</p> <ul> <li>Categorizing website traffic:  Segmenting users based on time spent on site, number of pages viewed, or other metrics.</li> <li>Analyzing sensor data:  Grouping sensor readings into bins for easier analysis and visualization.</li> <li>Performance monitoring: Classifying response times or error rates into different severity levels.</li> <li>Creating histograms:  Generating histograms of data distributions using the binned values.</li> </ul>"},{"location":"bigfunctions/quantize_into_fixed_width_bins/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/rare_values/","title":"rare_values - BigQuery function","text":"<p> bigfunctions  &gt; rare_values </p>"},{"location":"bigfunctions/rare_values/#rare_values","title":"rare_values","text":"Call or Deploy <code>rare_values</code> ? Call <code>rare_values</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>rare_values</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>rare_values</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>rare_values</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>rare_values</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get rare_values\nbigfun deploy rare_values\n</code></pre>"},{"location":"bigfunctions/rare_values/#description","title":"Description","text":"<p>Signature</p> <pre><code>rare_values(values, frequency_threshold)\n</code></pre> <p>Description</p> <p>Returns <code>rare_values</code> among array of <code>values</code></p> <p>This function computes the frequency of each value in <code>values</code> array and returns the values which frequency is stricly below the given <code>frequency_threshold</code>.</p> <p>By returning rare values, this function can be used for anomaly detection in a variety of use cases.</p>"},{"location":"bigfunctions/rare_values/#examples","title":"Examples","text":"<p>Detect rare strings in an array of strings with a <code>frequency_threshold</code> of 0.2. <code>cherry</code> appears once for an array of 6 elements so its frequency is 1 / 6 ~= 0.167 &lt; 0.2. It is a rare string compared to the <code>frequency_threshold</code>.</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.rare_values([\"apple\", \"apple\", \"banana\", \"banana\", \"banana\", \"cherry\"], 0.2)\n</code></pre> <pre><code>select bigfunctions.us.rare_values([\"apple\", \"apple\", \"banana\", \"banana\", \"banana\", \"cherry\"], 0.2)\n</code></pre> <pre><code>select bigfunctions.europe_west1.rare_values([\"apple\", \"apple\", \"banana\", \"banana\", \"banana\", \"cherry\"], 0.2)\n</code></pre> <pre>\n<code>+-------------+\n| rare_values |\n+-------------+\n| [\"cherry\"]  |\n+-------------+\n</code>\n</pre> Need help or Found a bug using <code>rare_values</code>? Get help using <code>rare_values</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>rare_values</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/rare_values/#use-cases","title":"Use cases","text":"<p>Let's say you have a dataset of e-commerce transactions and you want to identify potentially fraudulent orders based on unusual shipping addresses.  You could use the <code>rare_values</code> function to find addresses that appear infrequently.</p> <p>Scenario:</p> <p>You have a table <code>orders</code> with a column <code>shipping_city</code>.  Most orders are shipped to common cities, but fraudulent orders might be shipped to less common locations.</p> <p>Query:</p> <pre><code>SELECT\n    shipping_city\n  FROM\n    `your-project.your_dataset.orders`\n  WHERE\n    shipping_city IN (\n      SELECT\n          *\n        FROM\n          UNARRAY(\n            bigfunctions.us.rare_values(\n              (\n                SELECT\n                    ARRAY_AGG(shipping_city)\n                  FROM\n                    `your-project.your_dataset.orders`\n              ),\n              0.01\n            )\n          )\n    )\n</code></pre> <p>Explanation:</p> <ol> <li><code>SELECT ARRAY_AGG(shipping_city) FROM your-project.your_dataset.orders</code>: This subquery aggregates all the <code>shipping_city</code> values into a single array.</li> <li><code>bigfunctions.us.rare_values(... , 0.01)</code>: This calls the <code>rare_values</code> function with the array of cities and a <code>frequency_threshold</code> of 0.01. This means any city that appears in less than 1% of the orders will be considered \"rare\".</li> <li><code>SELECT * FROM UNARRAY(...)</code>: This unnests the array of rare values returned by <code>rare_values</code> into individual rows.</li> <li><code>WHERE shipping_city IN (...)</code>: This filters the original <code>orders</code> table to only include rows where the <code>shipping_city</code> is present in the list of rare cities.</li> </ol> <p>Result:</p> <p>The query will return a list of <code>shipping_city</code> values that are considered rare based on the defined threshold.  You can then further investigate these orders to determine if they are potentially fraudulent.</p> <p>Other Use Cases:</p> <ul> <li>Product Anomaly Detection: Identify rarely purchased products, which could indicate data entry errors, discontinued items, or sudden changes in demand.</li> <li>User Behavior Analysis: Find users with uncommon activity patterns, which could be a sign of bots or malicious actors.</li> <li>Error Detection in Logs:  Identify rare error messages in system logs, which might point to new or infrequent bugs.</li> <li>Spam Detection: Find rare words or phrases used in emails or messages, which could indicate spam or phishing attempts.</li> </ul> <p>By adjusting the <code>frequency_threshold</code>, you can fine-tune the sensitivity of the rare value detection to suit your specific needs.</p>"},{"location":"bigfunctions/rare_values/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/refresh_powerbi/","title":"refresh_powerbi - BigQuery function","text":"<p> bigfunctions  &gt; refresh_powerbi </p>"},{"location":"bigfunctions/refresh_powerbi/#refresh_powerbi","title":"refresh_powerbi","text":"Call or Deploy <code>refresh_powerbi</code> ? Call <code>refresh_powerbi</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>refresh_powerbi</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>refresh_powerbi</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>refresh_powerbi</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>refresh_powerbi</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get refresh_powerbi\nbigfun deploy refresh_powerbi\n</code></pre> <p>Requirements</p> <p><code>refresh_powerbi</code> uses the following secrets. Get them by reading the documentation link and store them in Google Secret Manager in the project where you deploy the function (and give Accessor role to the service account of the function):</p> name description documentation to get the secret <code>refresh_powerbi_rsa_private_key</code> RSA Private Key used to decrypt secrets doc"},{"location":"bigfunctions/refresh_powerbi/#description","title":"Description","text":"<p>Signature</p> <pre><code>refresh_powerbi(dataset_id, workspace_id, tenant_id, app_id, token_secret, custom_refresh_param)\n</code></pre> <p>Description</p> <p>Refresh a Power BI dataset (semantic model) by it's id <code>dataset_id</code>.</p> <p>Use case:</p> <p>After model refresh, launch Power BI dataset (semantic model) refresh from BigQuery in SQL</p> <p></p> <ul> <li>in a dbt post-hook</li> <li>in a dataform post_operations</li> <li>in a SQL Mesh post-statements</li> <li>in your favorite orchestration tool</li> </ul> <p>Optionnal:</p> <p>on premium capacity, you can pass json argument (xmla like) to launch a custom refresh (ex: Full refresh only a given table )</p> <p>Docs:</p> <ul> <li>Microsoft's doc for service principal creation, token, security group affectation &amp; Fabric API to activate</li> <li>Microsoft's doc of refresh api</li> </ul> <p>Encrypt your secrets</p> <p>We advise NOT TO write your token in plain text in <code>token_secret</code> argument.</p> <p>Otherwise, they will be stored in plain text in your BigQuery logs for months.</p> <p>Instead, you can use the following snippet to generate an encrypted version of <code>token_secret</code> that you can copy safely as <code>token_secret</code> argument.</p> <p>This public bigfunction (deployed on bigfunctions GCP project) will be able to decrypt it. But no one else can.</p> Encrypt Secret"},{"location":"bigfunctions/refresh_powerbi/#examples","title":"Examples","text":"<p>1. Refresh of a dataset</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.refresh_powerbi('xxx-xxx-xxx', 'xxx-xxx-xxx', 'xxx-xxx-xxx', 'xxx-xxx-xxx', 'ENCRYPTED_SECRET(GvVm...)', null)\n</code></pre> <pre><code>select bigfunctions.us.refresh_powerbi('xxx-xxx-xxx', 'xxx-xxx-xxx', 'xxx-xxx-xxx', 'xxx-xxx-xxx', 'ENCRYPTED_SECRET(GvVm...)', null)\n</code></pre> <pre><code>select bigfunctions.europe_west1.refresh_powerbi('xxx-xxx-xxx', 'xxx-xxx-xxx', 'xxx-xxx-xxx', 'xxx-xxx-xxx', 'ENCRYPTED_SECRET(GvVm...)', null)\n</code></pre> <pre>\n<code>+----------+\n| response |\n+----------+\n| ok       |\n+----------+\n</code>\n</pre> <p>2. custom refresh (xmla like) - premium capacity only</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.refresh_powerbi('xxx-xxx-xxx', 'xxx-xxx-xxx', 'xxx-xxx-xxx', 'xxx-xxx-xxx', 'ENCRYPTED_SECRET(GvVm...)', json '{ \"type\": \"Full\", \"objects\": [ { \"table\": \"table_name\" } ] }')\n</code></pre> <pre><code>select bigfunctions.us.refresh_powerbi('xxx-xxx-xxx', 'xxx-xxx-xxx', 'xxx-xxx-xxx', 'xxx-xxx-xxx', 'ENCRYPTED_SECRET(GvVm...)', json '{ \"type\": \"Full\", \"objects\": [ { \"table\": \"table_name\" } ] }')\n</code></pre> <pre><code>select bigfunctions.europe_west1.refresh_powerbi('xxx-xxx-xxx', 'xxx-xxx-xxx', 'xxx-xxx-xxx', 'xxx-xxx-xxx', 'ENCRYPTED_SECRET(GvVm...)', json '{ \"type\": \"Full\", \"objects\": [ { \"table\": \"table_name\" } ] }')\n</code></pre> <pre>\n<code>+----------+\n| response |\n+----------+\n| ok       |\n+----------+\n</code>\n</pre> Need help or Found a bug using <code>refresh_powerbi</code>? Get help using <code>refresh_powerbi</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>refresh_powerbi</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/refresh_powerbi/#use-cases","title":"Use cases","text":"<p>A common use case for the <code>refresh_powerbi</code> function is automating the refresh of a Power BI dataset after data in its connected BigQuery tables has been updated.</p> <p>Scenario: Imagine you have a BigQuery data warehouse that is used as a source for a Power BI dashboard. You have a daily ETL process that updates several tables in BigQuery. After this process completes, you want to ensure that the Power BI dataset is refreshed so that the dashboard reflects the latest data.</p> <p>Implementation: You could use an orchestration tool like Airflow, Cloud Composer, or Cloud Functions to schedule the ETL process and the subsequent Power BI dataset refresh.  After the ETL tasks have successfully completed, a final task would call the <code>refresh_powerbi</code> function.  This function would trigger the refresh of the Power BI dataset using the provided credentials and parameters.</p> <p>Example (using Airflow):</p> <pre><code>from airflow import DAG\nfrom airflow.providers.google.cloud.operators.bigquery import BigQueryInsertJobOperator\nfrom datetime import datetime\n\nwith DAG(\n    dag_id=\"refresh_powerbi_example\",\n    start_date=datetime(2023, 10, 26),\n    schedule_interval=\"@daily\",\n    catchup=False,\n) as dag:\n    # ETL tasks (e.g., loading data into BigQuery)\n    etl_task_1 = BigQueryInsertJobOperator(\n        task_id=\"etl_task_1\",\n        configuration={\n            \"query\": {\n                \"query\": \"your_etl_query_1\",\n                \"useLegacySql\": False,\n            }\n        },\n    )\n\n    etl_task_2 = BigQueryInsertJobOperator(\n        task_id=\"etl_task_2\",\n        configuration={\n            \"query\": {\n                \"query\": \"your_etl_query_2\",\n                \"useLegacySql\": False,\n            }\n        },\n    )\n\n\n    # Refresh Power BI dataset after ETL completes\n    refresh_powerbi_task = BigQueryInsertJobOperator(\n        task_id=\"refresh_powerbi\",\n        configuration={\n            \"query\": {\n                \"query\": f\"\"\"\n                    SELECT bigfunctions.{your_region}.refresh_powerbi(\n                        '{your_dataset_id}',\n                        '{your_workspace_id}',\n                        '{your_tenant_id}',\n                        '{your_app_id}',\n                        'ENCRYPTED_SECRET({your_encrypted_token})',\n                        NULL\n                    );\n                \"\"\",\n                \"useLegacySql\": False,\n            }\n        },\n    )\n\n\n    [etl_task_1, etl_task_2] &gt;&gt; refresh_powerbi_task\n</code></pre> <p>Replace the placeholder values with your actual configuration. This setup ensures that the Power BI dataset is automatically refreshed after the ETL process finishes, keeping the dashboard up-to-date.  This automation simplifies data management and provides users with the most current insights.</p>"},{"location":"bigfunctions/refresh_powerbi/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/refresh_tableau/","title":"refresh_tableau - BigQuery function","text":"<p> bigfunctions  &gt; refresh_tableau </p>"},{"location":"bigfunctions/refresh_tableau/#refresh_tableau","title":"refresh_tableau","text":"Call or Deploy <code>refresh_tableau</code> ? Call <code>refresh_tableau</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>refresh_tableau</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>refresh_tableau</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>refresh_tableau</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>refresh_tableau</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get refresh_tableau\nbigfun deploy refresh_tableau\n</code></pre> <p>Requirements</p> <p><code>refresh_tableau</code> uses the following secrets. Get them by reading the documentation link and store them in Google Secret Manager in the project where you deploy the function (and give Accessor role to the service account of the function):</p> name description documentation to get the secret <code>refresh_tableau_rsa_private_key</code> RSA Private Key used to decrypt secrets doc"},{"location":"bigfunctions/refresh_tableau/#description","title":"Description","text":"<p>Signature</p> <pre><code>refresh_tableau(workbook_or_datasource_title, site, server, token_name, token_secret)\n</code></pre> <p>Description</p> <p>Refresh a tableau datasource or workbook named <code>workbook_or_datasource_title</code>.</p> <p>Use case:</p> <p>After model refresh, launch tableau datasource / workbook refresh from BigQuery in SQL</p> <p></p> <ul> <li>in a dbt post-hook</li> <li>in a dataform post_operations</li> <li>in a SQL Mesh post-statements</li> <li>in your favorite orchestration tool</li> </ul> <p>Docs</p> <ul> <li>Tableau's doc for creating a personnal access token on tableau server (cloud or onprem) for api usage</li> </ul> <p>Encrypt your secrets</p> <p>We advise NOT TO write your token in plain text in <code>token_secret</code> argument.</p> <p>Otherwise, they will be stored in plain text in your BigQuery logs for months.</p> <p>Instead, you can use the following snippet to generate an encrypted version of <code>token_secret</code> that you can copy safely as <code>token_secret</code> argument.</p> <p>This public bigfunction (deployed on bigfunctions GCP project) will be able to decrypt it. But no one else can.</p> Encrypt Secret"},{"location":"bigfunctions/refresh_tableau/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.refresh_tableau('My Great Workbook', 'site_name', 'eu-west-1a.online.tableau.com', 'token_name', 'ENCRYPTED_SECRET(GvVm...)')\n</code></pre> <pre><code>select bigfunctions.us.refresh_tableau('My Great Workbook', 'site_name', 'eu-west-1a.online.tableau.com', 'token_name', 'ENCRYPTED_SECRET(GvVm...)')\n</code></pre> <pre><code>select bigfunctions.europe_west1.refresh_tableau('My Great Workbook', 'site_name', 'eu-west-1a.online.tableau.com', 'token_name', 'ENCRYPTED_SECRET(GvVm...)')\n</code></pre> <pre>\n<code>+----------+\n| response |\n+----------+\n| ok       |\n+----------+\n</code>\n</pre> Need help or Found a bug using <code>refresh_tableau</code>? Get help using <code>refresh_tableau</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>refresh_tableau</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/refresh_tableau/#use-cases","title":"Use cases","text":"<p>A common use case for the <code>refresh_tableau</code> function is automating the refresh of Tableau dashboards after underlying data has been updated.</p> <p>Scenario: Imagine a company that uses BigQuery to store sales data and Tableau to visualize this data in dashboards.  They have a daily ETL process that updates the sales data in BigQuery.  They want their Tableau dashboards to reflect this updated data automatically.</p> <p>Implementation using <code>refresh_tableau</code>:</p> <ol> <li> <p>Tableau Setup:  A personal access token is created in Tableau Server with appropriate permissions to refresh the target datasource or workbook.</p> </li> <li> <p>BigQuery Implementation: The <code>refresh_tableau</code> function is called within a BigQuery script, scheduled to run after the daily ETL process completes. This script would look something like this (using the US region example):</p> </li> </ol> <pre><code>-- Assume the ETL process has just finished updating sales data.\n\nSELECT bigfunctions.us.refresh_tableau(\n    'Sales Dashboard',  -- Replace with the actual workbook/datasource name\n    'site_name',        -- Replace with the Tableau site name\n    'eu-west-1a.online.tableau.com', -- Replace with your Tableau server address\n    'token_name',       -- Replace with your token name\n    'ENCRYPTED_SECRET(GvVm...)' -- Replace with your encrypted token secret\n);\n</code></pre> <ol> <li>Orchestration (Optional):  A workflow orchestration tool like Cloud Composer or Cloud Functions could be used to manage the dependencies between the ETL process and the BigQuery script. The orchestration tool would ensure that the <code>refresh_tableau</code> function is called only after the ETL process has successfully completed.</li> </ol> <p>Benefits:</p> <ul> <li>Automation: Eliminates the need for manual refreshes, saving time and ensuring data consistency.</li> <li>Data Freshness:  Dashboards always reflect the latest data.</li> <li>Integration: Seamlessly integrates with BigQuery ETL processes.</li> <li>Centralized Management: Tableau refresh logic is managed within BigQuery, simplifying administration.</li> </ul> <p>This automation ensures that business users always have access to the most up-to-date insights in their Tableau dashboards without any manual intervention.  The encrypted secret provides a secure way to manage the Tableau access token within the BigQuery environment.</p>"},{"location":"bigfunctions/refresh_tableau/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/remove_accents/","title":"remove_accents - BigQuery function","text":"<p> bigfunctions  &gt; remove_accents </p>"},{"location":"bigfunctions/remove_accents/#remove_accents","title":"remove_accents","text":"Call or Deploy <code>remove_accents</code> ? Call <code>remove_accents</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>remove_accents</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>remove_accents</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>remove_accents</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>remove_accents</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get remove_accents\nbigfun deploy remove_accents\n</code></pre>"},{"location":"bigfunctions/remove_accents/#description","title":"Description","text":"<p>Signature</p> <pre><code>remove_accents(str)\n</code></pre> <p>Description</p> <p>Remove accents</p>"},{"location":"bigfunctions/remove_accents/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.remove_accents('Voil\u00e0 !')\n</code></pre> <pre><code>select bigfunctions.us.remove_accents('Voil\u00e0 !')\n</code></pre> <pre><code>select bigfunctions.europe_west1.remove_accents('Voil\u00e0 !')\n</code></pre> <pre>\n<code>+----------------+\n| cleaned_string |\n+----------------+\n| Voila !        |\n+----------------+\n</code>\n</pre> Need help or Found a bug using <code>remove_accents</code>? Get help using <code>remove_accents</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>remove_accents</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/remove_accents/#use-cases","title":"Use cases","text":"<p>A use case for the <code>remove_accents</code> function is to standardize text data for searching, indexing, or comparison.  For example, if you have a database of customer names with accents and you want to make it easier to search for names regardless of whether the user includes accents in their query, you can use this function.</p> <p>Scenario:</p> <p>You have a table of customer names in BigQuery, some of which contain accents:</p> <p>| customer_name | |---|---| | Jos\u00e9 P\u00e9rez | | Fran\u00e7ois Dupont | | Anna M\u00fcller |</p> <p>You want to be able to search for \"Jose Perez\" and still find \"Jos\u00e9 P\u00e9rez\".</p> <p>Query:</p> <pre><code>SELECT *\nFROM your_table\nWHERE bigfunctions.your_region.remove_accents(customer_name) = bigfunctions.your_region.remove_accents('Jose Perez');\n</code></pre> <p>(Remember to replace <code>your_region</code> with the appropriate BigQuery region for your data, e.g., <code>us</code>, <code>eu</code>, <code>us-central1</code>, etc.)</p> <p>This query will remove accents from both the stored customer names and the search query, allowing you to find matches even if the accents are not typed precisely.</p> <p>Other Use Cases:</p> <ul> <li>Data Cleaning: Removing accents can be a part of a broader data cleaning process to standardize text and remove inconsistencies.</li> <li>Natural Language Processing (NLP):  Accents can sometimes interfere with NLP tasks like text classification or sentiment analysis. Removing them can improve the accuracy of these models.</li> <li>Generating slugs or URL-friendly strings: Accents can be problematic in URLs. Removing them can create cleaner and more readable slugs.</li> <li>Matching data from different sources: If you're combining data from multiple sources that might have different conventions for accents, removing them can help standardize the data and improve matching accuracy.</li> </ul>"},{"location":"bigfunctions/remove_accents/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/remove_extra_whitespaces/","title":"remove_extra_whitespaces - BigQuery function","text":"<p> bigfunctions  &gt; remove_extra_whitespaces </p>"},{"location":"bigfunctions/remove_extra_whitespaces/#remove_extra_whitespaces","title":"remove_extra_whitespaces","text":"Call or Deploy <code>remove_extra_whitespaces</code> ? Call <code>remove_extra_whitespaces</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>remove_extra_whitespaces</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>remove_extra_whitespaces</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>remove_extra_whitespaces</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>remove_extra_whitespaces</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get remove_extra_whitespaces\nbigfun deploy remove_extra_whitespaces\n</code></pre>"},{"location":"bigfunctions/remove_extra_whitespaces/#description","title":"Description","text":"<p>Signature</p> <pre><code>remove_extra_whitespaces(str)\n</code></pre> <p>Description</p> <p>Remove unwanted whitespaces (inspired from re_data dbt repo)</p>"},{"location":"bigfunctions/remove_extra_whitespaces/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.remove_extra_whitespaces('Hi   Madison  and Mateusz!\\n How are you doing?')\n</code></pre> <pre><code>select bigfunctions.us.remove_extra_whitespaces('Hi   Madison  and Mateusz!\\n How are you doing?')\n</code></pre> <pre><code>select bigfunctions.europe_west1.remove_extra_whitespaces('Hi   Madison  and Mateusz!\\n How are you doing?')\n</code></pre> <pre>\n<code>+--------------------------------------------+\n| cleaned_string                             |\n+--------------------------------------------+\n| Hi Madison and Mateusz! How are you doing? |\n+--------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>remove_extra_whitespaces</code>? Get help using <code>remove_extra_whitespaces</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>remove_extra_whitespaces</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/remove_extra_whitespaces/#use-cases","title":"Use cases","text":"<p>You have a table of user-submitted comments where some users may have accidentally or intentionally added extra spaces within their text. This can affect analysis and presentation.  You want to normalize the comments by removing extra spaces.</p> <p>Example Table:</p> comment_id comment_text 1 \"  This is   a  comment  .   \" 2 \"Another    comment.\" 3 \"  Yet another       comment.  \" <p>Query using <code>remove_extra_whitespaces</code>:</p> <pre><code>SELECT\n    comment_id,\n    bigfunctions.us.remove_extra_whitespaces(comment_text) AS cleaned_comment_text\nFROM\n    `your_project.your_dataset.your_comments_table`;\n</code></pre> <p>Resulting Table:</p> comment_id cleaned_comment_text 1 \"This is a comment .\" 2 \"Another comment.\" 3 \"Yet another comment.\" <p>By using the <code>remove_extra_whitespaces</code> function, the extra spaces within the comments are removed, leaving only single spaces between words and removing leading/trailing spaces.  This makes the comments cleaner and easier to analyze, search, and present.  For example, if you were doing sentiment analysis or keyword extraction, removing the extra spaces would improve the accuracy of your results.</p>"},{"location":"bigfunctions/remove_extra_whitespaces/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/remove_strings/","title":"remove_strings - BigQuery function","text":"<p> bigfunctions  &gt; remove_strings </p>"},{"location":"bigfunctions/remove_strings/#remove_strings","title":"remove_strings","text":"Call or Deploy <code>remove_strings</code> ? Call <code>remove_strings</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>remove_strings</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>remove_strings</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>remove_strings</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>remove_strings</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get remove_strings\nbigfun deploy remove_strings\n</code></pre>"},{"location":"bigfunctions/remove_strings/#description","title":"Description","text":"<p>Signature</p> <pre><code>remove_strings(string, strings_to_remove)\n</code></pre> <p>Description</p> <p>Remove any string of <code>strings_to_remove</code> from <code>string</code></p>"},{"location":"bigfunctions/remove_strings/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.remove_strings('I can eat candies', ['can', 'eat'])\n</code></pre> <pre><code>select bigfunctions.us.remove_strings('I can eat candies', ['can', 'eat'])\n</code></pre> <pre><code>select bigfunctions.europe_west1.remove_strings('I can eat candies', ['can', 'eat'])\n</code></pre> <pre>\n<code>+----------------+\n| cleaned_string |\n+----------------+\n| I  dies        |\n+----------------+\n</code>\n</pre> Need help or Found a bug using <code>remove_strings</code>? Get help using <code>remove_strings</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>remove_strings</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/remove_strings/#use-cases","title":"Use cases","text":"<p>Let's say you have a dataset of product descriptions that are cluttered with promotional phrases like \"Free Shipping!\", \"Limited Time Offer!\", or \"New Arrival!\".  You want to clean these descriptions to improve text analysis or create a more uniform presentation.</p> <p>Here's how <code>remove_strings</code> could be used:</p> <pre><code>SELECT product_id, bigfunctions.us.remove_strings(description, ['Free Shipping!', 'Limited Time Offer!', 'New Arrival!']) AS cleaned_description\nFROM product_descriptions;\n</code></pre> <p>This query would process each row in the <code>product_descriptions</code> table.  For each product, the <code>remove_strings</code> function would remove any occurrences of \"Free Shipping!\", \"Limited Time Offer!\", or \"New Arrival!\" from the <code>description</code> field. The result would be stored in a new column called <code>cleaned_description</code>.</p> <p>Another example:  Imagine you have user-generated comments and want to remove common spam words or phrases.</p> <pre><code>SELECT comment_id, bigfunctions.us.remove_strings(comment_text, ['[link removed]', 'click here', 'make money fast']) AS cleaned_comment\nFROM user_comments;\n</code></pre> <p>This would remove instances of  \"[link removed]\", \"click here\", and \"make money fast\" from the <code>comment_text</code>, resulting in a cleaner <code>cleaned_comment</code> field.</p> <p>In essence,  <code>remove_strings</code> is helpful anytime you need to remove a specific set of strings from a larger body of text for cleaning, pre-processing, or standardization purposes.</p>"},{"location":"bigfunctions/remove_strings/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/remove_value/","title":"remove_value - BigQuery function","text":"<p> bigfunctions  &gt; remove_value </p>"},{"location":"bigfunctions/remove_value/#remove_value","title":"remove_value","text":"Call or Deploy <code>remove_value</code> ? Call <code>remove_value</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>remove_value</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>remove_value</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>remove_value</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>remove_value</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get remove_value\nbigfun deploy remove_value\n</code></pre>"},{"location":"bigfunctions/remove_value/#description","title":"Description","text":"<p>Signature</p> <pre><code>remove_value(arr, value)\n</code></pre> <p>Description</p> <p>Return an array with all values except <code>value</code>.</p>"},{"location":"bigfunctions/remove_value/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.remove_value([1, 4, 3, 8], 4)\n</code></pre> <pre><code>select bigfunctions.us.remove_value([1, 4, 3, 8], 4)\n</code></pre> <pre><code>select bigfunctions.europe_west1.remove_value([1, 4, 3, 8], 4)\n</code></pre> <pre>\n<code>+-----------+\n| arr       |\n+-----------+\n| [1, 3, 8] |\n+-----------+\n</code>\n</pre> Need help or Found a bug using <code>remove_value</code>? Get help using <code>remove_value</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>remove_value</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/remove_value/#use-cases","title":"Use cases","text":"<p>Imagine you have a table of user preferences where each user has a list of favorite colors stored in an array. You want to remove a specific color from a user's preference list.</p> <p>Table Schema:</p> <pre><code>CREATE OR REPLACE TABLE `your_project.your_dataset.user_preferences` (\n  user_id INT64,\n  favorite_colors ARRAY&lt;STRING&gt;\n);\n\nINSERT INTO `your_project.your_dataset.user_preferences` (user_id, favorite_colors) VALUES\n(1, ['red', 'blue', 'green', 'yellow']),\n(2, ['blue', 'green', 'purple']),\n(3, ['red', 'orange', 'yellow']);\n</code></pre> <p>Use Case: Removing 'blue' from user preferences:</p> <pre><code>SELECT\n    user_id,\n    bigfunctions.your_region.remove_value(favorite_colors, 'blue') AS updated_favorite_colors\nFROM\n    `your_project.your_dataset.user_preferences`;\n</code></pre> <p>Result:</p> <pre><code>+---------+-------------------------+\n| user_id | updated_favorite_colors |\n+---------+-------------------------+\n|       1 | ['red', 'green', 'yellow'] |\n|       2 | ['green', 'purple']       |\n|       3 | ['red', 'orange', 'yellow'] |\n+---------+-------------------------+\n</code></pre> <p>This query uses the <code>remove_value</code> function to remove the color 'blue' from each user's <code>favorite_colors</code> array.  Users who didn't have 'blue' in their list remain unaffected.  Replace <code>your_region</code> with the appropriate BigQuery region for your project (e.g., <code>us</code>, <code>eu</code>, <code>us-central1</code>).</p> <p>Other scenarios where <code>remove_value</code> can be useful:</p> <ul> <li>Product Recommendations: Removing previously purchased items from a recommendation list.</li> <li>Inventory Management: Removing out-of-stock items from a product catalog.</li> <li>Data Cleaning: Removing specific erroneous values from a dataset.</li> <li>Filtering Search Results: Removing unwanted tags or categories from a search query.</li> <li>Access Control: Removing revoked permissions from a user's access list.</li> </ul> <p>In essence, whenever you need to dynamically filter elements from an array based on their value, the <code>remove_value</code> function provides a concise and efficient solution.</p>"},{"location":"bigfunctions/remove_value/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/remove_words/","title":"remove_words - BigQuery function","text":"<p> bigfunctions  &gt; remove_words </p>"},{"location":"bigfunctions/remove_words/#remove_words","title":"remove_words","text":"Call or Deploy <code>remove_words</code> ? Call <code>remove_words</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>remove_words</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>remove_words</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>remove_words</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>remove_words</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get remove_words\nbigfun deploy remove_words\n</code></pre>"},{"location":"bigfunctions/remove_words/#description","title":"Description","text":"<p>Signature</p> <pre><code>remove_words(string, words_to_remove)\n</code></pre> <p>Description</p> <p>Remove any word of <code>words_to_remove</code> from <code>string</code></p>"},{"location":"bigfunctions/remove_words/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.remove_words('I can eat candies', ['can', 'eat'])\n</code></pre> <pre><code>select bigfunctions.us.remove_words('I can eat candies', ['can', 'eat'])\n</code></pre> <pre><code>select bigfunctions.europe_west1.remove_words('I can eat candies', ['can', 'eat'])\n</code></pre> <pre>\n<code>+----------------+\n| cleaned_string |\n+----------------+\n| I  candies     |\n+----------------+\n</code>\n</pre> Need help or Found a bug using <code>remove_words</code>? Get help using <code>remove_words</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>remove_words</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/remove_words/#use-cases","title":"Use cases","text":"<p>A common use case for the <code>remove_words</code> function is cleaning text data by removing stop words or unwanted terms.</p> <p>Example: Product Review Analysis</p> <p>Imagine you have a dataset of product reviews and you want to perform sentiment analysis.  Common words like \"a,\" \"the,\" \"and,\" \"is,\" etc. (stop words) don't contribute much to the sentiment and can even skew the analysis.  You can use <code>remove_words</code> to eliminate them:</p> <pre><code>SELECT bigfunctions.us.remove_words(review_text, ['a', 'the', 'and', 'is', 'this', 'it', 'to', 'in', 'of', 'for', 'on', 'with', 'at', 'by', 'that', 'from']) AS cleaned_review\nFROM `your_project.your_dataset.product_reviews`;\n</code></pre> <p>This query will process each <code>review_text</code> and return a <code>cleaned_review</code> with the specified stop words removed.  This cleaned text can then be used for more accurate sentiment analysis or other text processing tasks.</p> <p>Other Use Cases:</p> <ul> <li>Data Preprocessing for Machine Learning: Removing irrelevant or noisy words from text data before feeding it into a machine learning model can improve performance.</li> <li>Spam Filtering: Identifying and removing common spam words from emails or messages.</li> <li>Content Filtering: Blocking inappropriate or offensive language from user-generated content.</li> <li>Keyword Extraction: Removing common words to identify the most important keywords in a piece of text.</li> <li>Search Optimization: Cleaning search queries by removing unnecessary terms.</li> </ul> <p>By customizing the <code>words_to_remove</code> array, you can tailor the <code>remove_words</code> function to various text cleaning and preprocessing tasks.</p>"},{"location":"bigfunctions/remove_words/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/render_handlebars_template/","title":"render_handlebars_template - BigQuery function","text":"<p> bigfunctions  &gt; render_handlebars_template </p>"},{"location":"bigfunctions/render_handlebars_template/#render_handlebars_template","title":"render_handlebars_template","text":"Call or Deploy <code>render_handlebars_template</code> ? Call <code>render_handlebars_template</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>render_handlebars_template</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>render_handlebars_template</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>render_handlebars_template</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>render_handlebars_template</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get render_handlebars_template\nbigfun deploy render_handlebars_template\n</code></pre>"},{"location":"bigfunctions/render_handlebars_template/#description","title":"Description","text":"<p>Signature</p> <pre><code>render_handlebars_template(template, context)\n</code></pre> <p>Description</p> <p>Render template with context using handlebars.js templating library</p>"},{"location":"bigfunctions/render_handlebars_template/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.render_handlebars_template('Hello {{ user }}', json '{\"user\": \"James\"}')\n</code></pre> <pre><code>select bigfunctions.us.render_handlebars_template('Hello {{ user }}', json '{\"user\": \"James\"}')\n</code></pre> <pre><code>select bigfunctions.europe_west1.render_handlebars_template('Hello {{ user }}', json '{\"user\": \"James\"}')\n</code></pre> <pre>\n<code>+------------------+\n| rendered_content |\n+------------------+\n| Hello James      |\n+------------------+\n</code>\n</pre> Need help or Found a bug using <code>render_handlebars_template</code>? Get help using <code>render_handlebars_template</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>render_handlebars_template</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/render_handlebars_template/#use-cases","title":"Use cases","text":"<p>Let's say you have a BigQuery table with customer data, including their name and purchase history. You want to generate personalized email greetings for each customer, incorporating details from their purchase history.  The <code>render_handlebars_template</code> function makes this easy.</p> <p>Example Scenario:</p> <p>Your table, <code>customer_data</code>, looks like this:</p> customer_id customer_name last_purchase_date last_purchase_amount 1 Alice 2024-03-15 50.00 2 Bob 2024-03-22 100.00 3 Carol 2024-03-29 25.00 <p>You could use the following query:</p> <pre><code>SELECT\n    customer_id,\n    bigfunctions.us.render_handlebars_template(\n        \"\"\"\n        Hello {{customer_name}},\n\n        Thank you for your recent purchase on {{last_purchase_date}} for ${{last_purchase_amount}}. We appreciate your business!\n        \"\"\",\n        TO_JSON_STRING(STRUCT(customer_name, last_purchase_date, last_purchase_amount))\n    ) AS personalized_email\n  FROM\n    `your-project.your_dataset.customer_data`;\n</code></pre> <p>This query would produce a table with the <code>customer_id</code> and <code>personalized_email</code>:</p> customer_id personalized_email 1 Hello Alice,\\n\\nThank you for your recent purchase on 2024-03-15 for $50.00. We appreciate your business! 2 Hello Bob,\\n\\nThank you for your recent purchase on 2024-03-22 for $100.00. We appreciate your business! 3 Hello Carol,\\n\\nThank you for your recent purchase on 2024-03-29 for $25.00. We appreciate your business! <p>Explanation:</p> <ol> <li> <p>Template: The first argument to <code>render_handlebars_template</code> is the template string. It uses Handlebars syntax (<code>{{variable_name}}</code>) to denote placeholders that will be replaced with actual values.</p> </li> <li> <p>Context: The second argument is a JSON string representing the context. This provides the values for the placeholders in the template.  <code>TO_JSON_STRING(STRUCT(...))</code> is used to convert the desired columns into a JSON object.</p> </li> <li> <p>Result: The function substitutes the values from the context into the template, generating the personalized email greeting for each customer.</p> </li> </ol> <p>Other Use Cases:</p> <ul> <li>Generating dynamic reports:  Create report templates with placeholders for metrics, dates, and other data, then populate them using query results.</li> <li>Creating custom error messages:  Craft more informative error messages by incorporating dynamic context from the data.</li> <li>Formatting data for external APIs:  Prepare data in specific formats required by external services using templating.</li> </ul> <p>This function provides a flexible and powerful way to generate dynamic text within BigQuery, improving tasks involving personalization, reporting, and data formatting.</p>"},{"location":"bigfunctions/render_handlebars_template/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/render_template/","title":"render_template - BigQuery function","text":"<p> bigfunctions  &gt; render_template </p>"},{"location":"bigfunctions/render_template/#render_template","title":"render_template","text":"Call or Deploy <code>render_template</code> ? Call <code>render_template</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>render_template</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>render_template</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>render_template</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>render_template</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get render_template\nbigfun deploy render_template\n</code></pre>"},{"location":"bigfunctions/render_template/#description","title":"Description","text":"<p>Signature</p> <pre><code>render_template(template, context)\n</code></pre> <p>Description</p> <p>Render template with context using nunjucks.js templating library</p>"},{"location":"bigfunctions/render_template/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.render_template('Hello {{ user }}', json '{\"user\": \"James\"}')\n</code></pre> <pre><code>select bigfunctions.us.render_template('Hello {{ user }}', json '{\"user\": \"James\"}')\n</code></pre> <pre><code>select bigfunctions.europe_west1.render_template('Hello {{ user }}', json '{\"user\": \"James\"}')\n</code></pre> <pre>\n<code>+------------------+\n| rendered_content |\n+------------------+\n| Hello James      |\n+------------------+\n</code>\n</pre> Need help or Found a bug using <code>render_template</code>? Get help using <code>render_template</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>render_template</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/render_template/#use-cases","title":"Use cases","text":"<p>Let's say you have a BigQuery table with customer data, including their name and purchase history. You want to generate personalized email greetings for each customer using a template.</p> <p>Table Example:</p> customer_id customer_name last_purchase_date 1 Alice 2023-10-26 2 Bob 2023-10-27 3 Charlie 2023-10-28 <p>Template:</p> <pre><code>Hello {{ customer_name }},\n\nThank you for your recent purchase on {{ last_purchase_date }}. We appreciate your business!\n\nSincerely,\n\nThe Team\n</code></pre> <p>BigQuery SQL using <code>render_template</code>:</p> <pre><code>SELECT\n    customer_id,\n    bigfunctions.us.render_template(\n        \"\"\"\n        Hello {{ customer_name }},\n\n        Thank you for your recent purchase on {{ last_purchase_date }}. We appreciate your business!\n\n        Sincerely,\n\n        The Team\n        \"\"\",\n        TO_JSON_STRING(STRUCT(customer_name, last_purchase_date))\n    ) AS personalized_email\n  FROM\n    `your_project.your_dataset.your_customer_table`\n</code></pre> <p>This query will generate a new column <code>personalized_email</code> containing the rendered email greeting for each customer.  The <code>TO_JSON_STRING</code> function converts the <code>STRUCT</code> of <code>customer_name</code> and <code>last_purchase_date</code>  into a JSON string which is then used as the context for the template.</p> <p>Result:</p> customer_id personalized_email 1 Hello Alice,Thank you for your recent purchase on 2023-10-26. We appreciate your business!Sincerely,The Team 2 Hello Bob,Thank you for your recent purchase on 2023-10-27. We appreciate your business!Sincerely,The Team 3 Hello Charlie,Thank you for your recent purchase on 2023-10-28. We appreciate your business!Sincerely,The Team <p>This demonstrates how <code>render_template</code> can be used for dynamic content generation based on data within BigQuery, useful for various applications like personalized emails, custom reports, or dynamic SQL query generation.  You can use more advanced templating features like loops and conditional logic provided by nunjucks.js as well.</p>"},{"location":"bigfunctions/render_template/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/replace_special_characters/","title":"replace_special_characters - BigQuery function","text":"<p> bigfunctions  &gt; replace_special_characters </p>"},{"location":"bigfunctions/replace_special_characters/#replace_special_characters","title":"replace_special_characters","text":"Call or Deploy <code>replace_special_characters</code> ? Call <code>replace_special_characters</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>replace_special_characters</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>replace_special_characters</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>replace_special_characters</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>replace_special_characters</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get replace_special_characters\nbigfun deploy replace_special_characters\n</code></pre>"},{"location":"bigfunctions/replace_special_characters/#description","title":"Description","text":"<p>Signature</p> <pre><code>replace_special_characters(string, replacement)\n</code></pre> <p>Description</p> <p>Replace most common special characters in a <code>string</code> with <code>replacement</code></p>"},{"location":"bigfunctions/replace_special_characters/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.replace_special_characters('%\u2665!Hello!*\u2665#', '')\n</code></pre> <pre><code>select bigfunctions.us.replace_special_characters('%\u2665!Hello!*\u2665#', '')\n</code></pre> <pre><code>select bigfunctions.europe_west1.replace_special_characters('%\u2665!Hello!*\u2665#', '')\n</code></pre> <pre>\n<code>+----------------+\n| cleaned_string |\n+----------------+\n| Hello          |\n+----------------+\n</code>\n</pre> Need help or Found a bug using <code>replace_special_characters</code>? Get help using <code>replace_special_characters</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>replace_special_characters</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/replace_special_characters/#use-cases","title":"Use cases","text":"<p>A use case for the <code>replace_special_characters</code> function is cleaning user-generated data before storing or processing it.  Imagine you have a website where users can submit product reviews. These reviews might contain special characters like emoticons, punctuation marks beyond the standard set, or even unintended HTML entities.  These characters can cause problems when:</p> <ul> <li>Storing data in a database:  Some databases may not handle certain special characters correctly, leading to errors or data corruption.</li> <li>Displaying data:  Special characters may not render correctly on different browsers or devices, leading to a poor user experience.</li> <li>Performing text analysis: Special characters can interfere with natural language processing tasks like sentiment analysis or topic modeling.</li> </ul> <p>Using the <code>replace_special_characters</code> function, you could clean the user-submitted reviews before storing them in your database. For example:</p> <pre><code>SELECT bigfunctions.us.replace_special_characters(review_text, ' ') AS cleaned_review\nFROM `your_project.your_dataset.user_reviews`;\n</code></pre> <p>This query would replace all special characters in the <code>review_text</code> column with spaces, resulting in a cleaner version of the review text that is more suitable for storage, display, and analysis.  This helps to ensure data consistency and improve the performance of downstream tasks.</p> <p>Here's another example, focusing on creating URL-friendly strings (slugs):</p> <pre><code>SELECT bigfunctions.us.replace_special_characters('This is a product title with special characters!@#$%^&amp;*()', '-') AS url_slug\n</code></pre> <p>This would output <code>This-is-a-product-title-with-special-characters-------</code>, which, after removing repeating hyphens, could be used as a URL slug.</p> <p>In essence, the <code>replace_special_characters</code> BigQuery function assists in data sanitization and preparation for various uses by removing or replacing characters that could otherwise cause issues.</p>"},{"location":"bigfunctions/replace_special_characters/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/reverse_geocode/","title":"reverse_geocode - BigQuery function","text":"<p> bigfunctions  &gt; reverse_geocode </p>"},{"location":"bigfunctions/reverse_geocode/#reverse_geocode","title":"reverse_geocode","text":"Call or Deploy <code>reverse_geocode</code> ? Call <code>reverse_geocode</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>reverse_geocode</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>reverse_geocode</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>reverse_geocode</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>reverse_geocode</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get reverse_geocode\nbigfun deploy reverse_geocode\n</code></pre> <p>Requirements</p> <p><code>reverse_geocode</code> uses the following secrets. Get them by reading the documentation link and store them in Google Secret Manager in the project where you deploy the function (and give Accessor role to the service account of the function):</p> name description documentation to get the secret <code>gmaps_api_key</code> Google Maps Api Key doc"},{"location":"bigfunctions/reverse_geocode/#description","title":"Description","text":"<p>Signature</p> <pre><code>reverse_geocode(latitude, longitude)\n</code></pre> <p>Description</p> <p>Get address details at <code>latitude</code>, <code>longitude</code> using Google Maps</p>"},{"location":"bigfunctions/reverse_geocode/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.reverse_geocode(48.86988770000001, 2.3079341)\n</code></pre> <pre><code>select bigfunctions.us.reverse_geocode(48.86988770000001, 2.3079341)\n</code></pre> <pre><code>select bigfunctions.europe_west1.reverse_geocode(48.86988770000001, 2.3079341)\n</code></pre> <pre>\n<code>+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| address_details                                                                                                                                                                                                                                                                                                                                                 |\n+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| {\n    \"address_components\": [...],\n    \"formatted_address\": \"1 Av. des Champs-\u00c9lys\u00e9es, 75008 Paris, France\",\n    \"geometry\": {\n        \"location\": {\n            \"lat\": 48.86988770000001,\n            \"lng\": 2.3079341\n        },\n        ...\n    },\n    \"place_id\": \"ChIJ6499V8Rv5kcR5f9dbz3OeBI\",\n    \"plus_code\": {...},\n    \"types\": [\"street_address\"]\n}\n |\n+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>reverse_geocode</code>? Get help using <code>reverse_geocode</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>reverse_geocode</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/reverse_geocode/#use-cases","title":"Use cases","text":"<p>A delivery company has a database of orders with latitude and longitude coordinates of delivery locations.  They want to enrich this data with more detailed address information for reporting, analysis, and customer service purposes.</p> <p>They can use the <code>reverse_geocode</code> function to get the full address details for each delivery location.  For example, if they have a delivery location with latitude 48.86988770000001 and longitude 2.3079341, they can use the following query in BigQuery:</p> <pre><code>SELECT order_id, bigfunctions.eu.reverse_geocode(latitude, longitude) AS address_details\nFROM `orders_table`\n</code></pre> <p>This will add a new column <code>address_details</code> to the <code>orders_table</code> containing the full address information for each order, including the formatted address, address components, place ID, and more. This information can then be used to:</p> <ul> <li>Improve reporting: Generate reports on deliveries by city, postal code, or other administrative area.</li> <li>Enhance analysis: Analyze delivery patterns and optimize routes based on address details.</li> <li>Improve customer service: Provide customer service representatives with accurate address information to resolve delivery issues.</li> <li>Data validation: Verify the accuracy of the provided latitude and longitude coordinates.</li> <li>Geocoding database cleanup:  Identify and correct inaccurate or incomplete address information in their database.</li> </ul> <p>Another use case could be for a real estate company that wants to analyze property values based on location details derived from latitude/longitude data.  Or, a ride-sharing service might use this function to provide drivers with more detailed pickup/dropoff location information.</p>"},{"location":"bigfunctions/reverse_geocode/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/roc_auc/","title":"roc_auc - BigQuery function","text":"<p> bigfunctions  &gt; roc_auc </p>"},{"location":"bigfunctions/roc_auc/#roc_auc","title":"roc_auc","text":"Call or Deploy <code>roc_auc</code> ? Call <code>roc_auc</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>roc_auc</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>roc_auc</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>roc_auc</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>roc_auc</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get roc_auc\nbigfun deploy roc_auc\n</code></pre>"},{"location":"bigfunctions/roc_auc/#description","title":"Description","text":"<p>Signature</p> <pre><code>roc_auc(predictions)\n</code></pre> <p>Description</p> <p>Returns the Area Under the Receiver Operating Characteristic Curve (a.k.a. ROC AUC) given a set of predicted scores and ground truth labels using the trapezoidal rule</p>"},{"location":"bigfunctions/roc_auc/#examples","title":"Examples","text":"<p>1. Random classifier</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.roc_auc((select array_agg(struct(cast(predicted_score as float64), rand() &gt; 0.5)) from unnest(generate_array(1, 1000)) as predicted_score))\n</code></pre> <pre><code>select bigfunctions.us.roc_auc((select array_agg(struct(cast(predicted_score as float64), rand() &gt; 0.5)) from unnest(generate_array(1, 1000)) as predicted_score))\n</code></pre> <pre><code>select bigfunctions.europe_west1.roc_auc((select array_agg(struct(cast(predicted_score as float64), rand() &gt; 0.5)) from unnest(generate_array(1, 1000)) as predicted_score))\n</code></pre> <pre>\n<code>+---------+\n| roc_auc |\n+---------+\n| 0.5     |\n+---------+\n</code>\n</pre> <p>2. Good classifier</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.roc_auc((select array_agg(struct(cast(predicted_score as float64), predicted_score &gt; 500)) from unnest(generate_array(1, 1000)) as predicted_score))\n</code></pre> <pre><code>select bigfunctions.us.roc_auc((select array_agg(struct(cast(predicted_score as float64), predicted_score &gt; 500)) from unnest(generate_array(1, 1000)) as predicted_score))\n</code></pre> <pre><code>select bigfunctions.europe_west1.roc_auc((select array_agg(struct(cast(predicted_score as float64), predicted_score &gt; 500)) from unnest(generate_array(1, 1000)) as predicted_score))\n</code></pre> <pre>\n<code>+---------+\n| roc_auc |\n+---------+\n| 1.0     |\n+---------+\n</code>\n</pre> <p>3. Bad classifier</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.roc_auc((select array_agg(struct(cast(predicted_score as float64), predicted_score &lt; 500)) from unnest(generate_array(1, 1000)) as predicted_score))\n</code></pre> <pre><code>select bigfunctions.us.roc_auc((select array_agg(struct(cast(predicted_score as float64), predicted_score &lt; 500)) from unnest(generate_array(1, 1000)) as predicted_score))\n</code></pre> <pre><code>select bigfunctions.europe_west1.roc_auc((select array_agg(struct(cast(predicted_score as float64), predicted_score &lt; 500)) from unnest(generate_array(1, 1000)) as predicted_score))\n</code></pre> <pre>\n<code>+---------+\n| roc_auc |\n+---------+\n| 0.0     |\n+---------+\n</code>\n</pre> Need help or Found a bug using <code>roc_auc</code>? Get help using <code>roc_auc</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>roc_auc</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/roc_auc/#use-cases","title":"Use cases","text":"<p>Let's say you're building a machine learning model in BigQuery to predict customer churn for a subscription service. You've trained your model and it outputs a <code>predicted_score</code> between 0 and 1 for each customer, where higher scores indicate a higher probability of churn.  You also have the ground truth labels indicating whether each customer actually churned (<code>true</code>) or not (<code>false</code>).</p> <p>You can use the <code>roc_auc</code> function to evaluate the performance of your churn prediction model. Here's how:</p> <pre><code>SELECT bigfunctions.us.roc_auc(\n    (\n        SELECT\n            ARRAY_AGG(STRUCT(predicted_score, churned))\n        FROM `your_project.your_dataset.your_predictions_table`\n    )\n);\n</code></pre> <ul> <li><code>your_project.your_dataset.your_predictions_table</code>:  This table contains your model's predictions and the actual churn outcomes. It should have at least two columns: <code>predicted_score</code> (FLOAT64) and <code>churned</code> (BOOL).</li> <li><code>ARRAY_AGG(STRUCT(predicted_score, churned))</code>: This gathers all the predictions and labels into an array of structs, which is the required input format for the <code>roc_auc</code> function.</li> <li><code>bigfunctions.us.roc_auc(...)</code>: This calls the <code>roc_auc</code> function in the <code>us</code> region (replace with your appropriate region) with the array of structs.</li> </ul> <p>The query will return a single value representing the ROC AUC. This value will be between 0 and 1.  A higher ROC AUC indicates a better performing model:</p> <ul> <li>ROC AUC = 1: Perfect classifier.</li> <li>ROC AUC = 0.5:  No better than random guessing.</li> <li>ROC AUC = 0:  The classifier is always wrong (predicting positive when it's negative, and vice versa).</li> </ul> <p>By calculating the ROC AUC, you can quantify how well your churn prediction model distinguishes between customers who will churn and those who won't. This allows you to compare different models, tune hyperparameters, and ultimately select the best model for deployment.</p>"},{"location":"bigfunctions/roc_auc/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/roc_curve/","title":"roc_curve - BigQuery function","text":"<p> bigfunctions  &gt; roc_curve </p>"},{"location":"bigfunctions/roc_curve/#roc_curve","title":"roc_curve","text":"Call or Deploy <code>roc_curve</code> ? Call <code>roc_curve</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>roc_curve</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>roc_curve</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>roc_curve</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>roc_curve</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get roc_curve\nbigfun deploy roc_curve\n</code></pre>"},{"location":"bigfunctions/roc_curve/#description","title":"Description","text":"<p>Signature</p> <pre><code>roc_curve(predictions)\n</code></pre> <p>Description</p> <p>Returns the Receiver Operating Characteristic Curve (a.k.a. ROC Curve) given a set of predicted scores and ground truth labels</p>"},{"location":"bigfunctions/roc_curve/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select * from bigfunctions.eu.roc_curve([(0.1, false), (0.4, false), (0.35, true), (0.8, true)])\n</code></pre> <pre><code>select * from bigfunctions.us.roc_curve([(0.1, false), (0.4, false), (0.35, true), (0.8, true)])\n</code></pre> <pre><code>select * from bigfunctions.europe_west1.roc_curve([(0.1, false), (0.4, false), (0.35, true), (0.8, true)])\n</code></pre> <pre>\n<code>\n+---------------------+--------------------+\n| false_positive_rate | true_positive_rate |\n+---------------------+--------------------+\n|         0.0         |         0.0        |\n|         0.0         |         0.5        |\n|         0.5         |         0.5        |\n|         0.5         |         1.0        |\n|         1.0         |         1.0        |\n+---------------------+--------------------+\n\n</code>\n</pre> Need help or Found a bug using <code>roc_curve</code>? Get help using <code>roc_curve</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>roc_curve</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/roc_curve/#use-cases","title":"Use cases","text":"<p>You're evaluating a new machine learning model designed to predict customer churn for a telecommunications company.  You have a dataset with predicted churn probabilities (output of your model) and the actual churn outcomes (true or false) for a set of customers.  You want to assess the performance of your model across different probability thresholds.  The ROC curve is a perfect tool for this.</p> <p>Here's how you would use the <code>roc_curve</code> BigQuery function in this scenario:</p> <pre><code>#standardSQL\nWITH churn_predictions AS (\n    SELECT\n        customer_id,\n        predicted_churn_probability,\n        IF(churned, TRUE, FALSE) AS actual_churned\n    FROM\n        `your_project.your_dataset.customer_churn_data`\n)\n\nSELECT *\nFROM bigfunctions.your_region.roc_curve(\n    ARRAY_AGG(\n        STRUCT(predicted_churn_probability, actual_churned)\n    )\n) AS roc;\n</code></pre> <p>Explanation:</p> <ol> <li> <p><code>churn_predictions</code> CTE: This selects the customer ID, the predicted churn probability from your model, and the actual churn outcome.  The <code>IF</code> statement converts the <code>churned</code> column (presumably an integer or string) into a boolean <code>TRUE</code> or <code>FALSE</code> as required by the <code>roc_curve</code> function.</p> </li> <li> <p><code>ARRAY_AGG</code>: This aggregates the predicted probability and actual churn outcome into an array of structs, which is the expected input format for the <code>roc_curve</code> function.</p> </li> <li> <p><code>bigfunctions.your_region.roc_curve(...)</code>:  This calls the <code>roc_curve</code> function with the array of structs. Remember to replace <code>your_region</code> with the appropriate BigQuery region (e.g., <code>us</code>, <code>eu</code>, <code>us-central1</code>).</p> </li> <li> <p><code>AS roc</code>: This assigns the output of the function to a table alias <code>roc</code>.</p> </li> </ol> <p>Result and Interpretation:</p> <p>The query will return a table with two columns: <code>false_positive_rate</code> and <code>true_positive_rate</code>.  These represent the coordinates of the ROC curve.  By plotting these points, you can visualize the trade-off between the model's sensitivity (true positive rate) and its specificity (1 - false positive rate) at various threshold settings.  A higher area under the ROC curve (AUC) indicates better model performance.</p> <p>This example demonstrates how <code>roc_curve</code> can be practically used to evaluate the performance of a binary classification model in a real-world business scenario. You could then use this information to choose an appropriate threshold for your model based on the desired balance between correctly identifying churned customers and minimizing false alarms.</p>"},{"location":"bigfunctions/roc_curve/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/run_python/","title":"run_python - BigQuery function","text":"<p> bigfunctions  &gt; run_python </p>"},{"location":"bigfunctions/run_python/#run_python","title":"run_python","text":"Call or Deploy <code>run_python</code> ? Call <code>run_python</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>run_python</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>run_python</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>run_python</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>run_python</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get run_python\nbigfun deploy run_python\n</code></pre>"},{"location":"bigfunctions/run_python/#description","title":"Description","text":"<p>Signature</p> <pre><code>run_python(python_code, requirements, kwargs)\n</code></pre> <p>Description</p> <p>Run any <code>python_code</code>.</p> <p>For security reasons (sandboxing):</p> <ul> <li>this function is rather slow (a new python environement is created for each query). You may prefer to create a dedicated python function for your use case. You can suggest a new bigfunction here if you want someone to create your function.</li> <li>your python code won't have access to internet</li> <li>not all python packages can be installed</li> </ul> Param Possible values <code>python_code</code> Arbitrary python code (indented with 4 spaces). <code>requirements</code> requirements as you would pass them to <code>pip install</code> (separated with space). Keep note that for security reasons, not all python packages can be installed <code>kwargs</code> A json dict of variables. These variables will be defined and usable in your python code. How sandboxing is done <p>The provided <code>python_code</code> will run in pyodide: a python distribution which runs in a chrome headless browser.</p> <p>This simplifies the implementation of:</p> <ul> <li>isolation between function calls,</li> <li>installation of python packages,</li> <li>isolation from the internet.</li> </ul> <p>For every function call:</p> <ul> <li>we init a new browser context,</li> <li>download pyodide,</li> <li>install python packages</li> <li>run the code.</li> </ul>"},{"location":"bigfunctions/run_python/#examples","title":"Examples","text":"<p>1. Basic Example</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.run_python(\n  '''\n  return sum(range(10))\n  '''\n  , \n  null\n  , \n  null\n  )\n</code></pre> <pre><code>select bigfunctions.us.run_python(\n  '''\n  return sum(range(10))\n  '''\n  , \n  null\n  , \n  null\n  )\n</code></pre> <pre><code>select bigfunctions.europe_west1.run_python(\n  '''\n  return sum(range(10))\n  '''\n  , \n  null\n  , \n  null\n  )\n</code></pre> <pre>\n<code>+--------+\n| result |\n+--------+\n| 45     |\n+--------+\n</code>\n</pre> <p>2. Some packages such as <code>pandas</code> can be installed and used.</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.run_python(\n  '''\n  import pandas as pd\n  return pd.Series(range(10)).sum()\n  '''\n  , \n  'pandas'\n  , \n  null\n  )\n</code></pre> <pre><code>select bigfunctions.us.run_python(\n  '''\n  import pandas as pd\n  return pd.Series(range(10)).sum()\n  '''\n  , \n  'pandas'\n  , \n  null\n  )\n</code></pre> <pre><code>select bigfunctions.europe_west1.run_python(\n  '''\n  import pandas as pd\n  return pd.Series(range(10)).sum()\n  '''\n  , \n  'pandas'\n  , \n  null\n  )\n</code></pre> <pre>\n<code>+--------+\n| result |\n+--------+\n| 45     |\n+--------+\n</code>\n</pre> <p>3. Replace <code>word</code> passed as a variable by its stem</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.run_python(\n  '''\n  import snowballstemmer\n  stemmer = snowballstemmer.stemmer('english')\n  stems = stemmer.stemWords(text.split())\n  return ' '.join(stems)\n  '''\n  , \n  'snowballstemmer'\n  , \n  to_json(struct(\n    'care cared and caring' as text\n  ))\n  )\n</code></pre> <pre><code>select bigfunctions.us.run_python(\n  '''\n  import snowballstemmer\n  stemmer = snowballstemmer.stemmer('english')\n  stems = stemmer.stemWords(text.split())\n  return ' '.join(stems)\n  '''\n  , \n  'snowballstemmer'\n  , \n  to_json(struct(\n    'care cared and caring' as text\n  ))\n  )\n</code></pre> <pre><code>select bigfunctions.europe_west1.run_python(\n  '''\n  import snowballstemmer\n  stemmer = snowballstemmer.stemmer('english')\n  stems = stemmer.stemWords(text.split())\n  return ' '.join(stems)\n  '''\n  , \n  'snowballstemmer'\n  , \n  to_json(struct(\n    'care cared and caring' as text\n  ))\n  )\n</code></pre> <pre>\n<code>+--------+\n| result |\n+--------+\n| go     |\n+--------+\n</code>\n</pre> Need help or Found a bug using <code>run_python</code>? Get help using <code>run_python</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>run_python</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/run_python/#use-cases","title":"Use cases","text":"<p>This <code>run_python</code> function allows you to execute arbitrary Python code within BigQuery.  Here's a breakdown of potential use cases and how it addresses them:</p> <p>1. Text Preprocessing/Natural Language Processing (NLP):</p> <ul> <li>Stemming/Lemmatization:  The provided example demonstrates stemming words using the <code>snowballstemmer</code> library.  This is useful for NLP tasks like text analysis, where you want to reduce words to their root form (e.g., \"running,\" \"runs,\" \"ran\" become \"run\").  Imagine you have a BigQuery table with product reviews.  You could use <code>run_python</code> to stem the review text directly within BigQuery before feeding it into a sentiment analysis model.</li> <li>Regular Expressions:  You can use Python's powerful <code>re</code> module for complex pattern matching and string manipulation in your data.  For instance, extract specific information from text fields, validate data formats, or clean up inconsistent data.</li> <li>Other NLP tasks:  Tokenization, part-of-speech tagging, named entity recognition \u2013 any Python NLP library that can be installed in the sandbox can be leveraged.</li> </ul> <p>2. Data Cleaning and Transformation:</p> <ul> <li>Custom logic: Implement data transformations that are too complex for standard SQL functions.  This could include handling missing values in a specific way, recoding variables based on complex criteria, or applying custom business rules.</li> <li>Date/Time manipulation: Python's <code>datetime</code> module offers more flexibility than standard SQL for working with dates and times. You might use it to parse dates in unusual formats, calculate time differences, or handle time zones.</li> <li>Numerical computations: Perform complex calculations beyond basic arithmetic, such as using the <code>math</code> or <code>NumPy</code> libraries.</li> </ul> <p>3. User-Defined Functions (UDFs) with Python Flexibility:</p> <ul> <li>Code Reusability: While less performant than compiled UDFs, <code>run_python</code> offers a quick way to prototype and deploy UDF-like functionality without the need for separate deployment steps.</li> <li>Complex logic encapsulation: Package up complex logic within the function, making your SQL queries cleaner and easier to understand.</li> </ul> <p>4. Prototyping and Experimentation:</p> <ul> <li>Quick tests: Quickly test Python code snippets against your BigQuery data without leaving the BigQuery environment. This is great for exploratory data analysis or testing different transformations.</li> <li>Library exploration:  Experiment with different Python libraries to see how they might be applied to your data.</li> </ul> <p>Example: Sentiment Analysis Preprocessing</p> <p>Let's say you have a table called <code>product_reviews</code> with a column <code>review_text</code>. You could use <code>run_python</code> to perform basic sentiment preprocessing:</p> <pre><code>SELECT\n    review_id,\n    bigfunctions.us.run_python(\n      '''\n      import re\n      from snowballstemmer import stemmer\n      text = re.sub(r'[^\\w\\s]', '', text).lower()  # Remove punctuation and lowercase\n      stemmer_en = stemmer('english')\n      stemmed_text = ' '.join(stemmer_en.stemWords(text.split()))\n      return stemmed_text\n      ''',\n      're snowballstemmer',\n      TO_JSON(STRUCT(review_text as text))\n    ) AS processed_review_text\n  FROM\n    `your_project.your_dataset.product_reviews`;\n</code></pre> <p>This query removes punctuation, lowercases the text, and stems the words, preparing the <code>review_text</code> for further sentiment analysis.</p> <p>Key Considerations:</p> <ul> <li>Performance:  As noted in the documentation, <code>run_python</code> is relatively slow due to the sandboxed environment.  For production-level, high-performance scenarios, consider using compiled UDFs instead.</li> <li>Security: The sandboxed environment limits network access and available libraries for security reasons.</li> </ul> <p>This function provides a powerful way to bridge the gap between SQL and Python within BigQuery, enabling more complex data manipulation and analysis directly within your data warehouse.  However, be mindful of the performance implications and security constraints.</p>"},{"location":"bigfunctions/run_python/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/sankey_chart/","title":"sankey_chart - BigQuery function","text":"<p> bigfunctions  &gt; sankey_chart </p>"},{"location":"bigfunctions/sankey_chart/#sankey_chart","title":"sankey_chart","text":"Call or Deploy <code>sankey_chart</code> ? Call <code>sankey_chart</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>sankey_chart</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>sankey_chart</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>sankey_chart</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>sankey_chart</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get sankey_chart\nbigfun deploy sankey_chart\n</code></pre>"},{"location":"bigfunctions/sankey_chart/#description","title":"Description","text":"<p>Signature</p> <pre><code>sankey_chart(data)\n</code></pre> <p>Description</p> <p>Return html with a Sankey Google chart</p> See the result as a data visualization in BigQuery Console! <p>The result of this function can be vizualized as an html report directly in BigQuery Console!</p> <ol> <li>Install this bookmarklet: bigfunctions (it has to be done only once)</li> <li>Open BigQuery console</li> <li>Click on the installed bookmarklet.<ul> <li>From now on, the bookmarklet code will observe the BigQuery console page.</li> <li>If a BigQuery result appears with a unique cell containing html content, it will be rendered.</li> </ul> </li> <li>You will have to click on the bookmarklet again:<ul> <li>If you refresh the Bigquery console page,</li> <li>If you open the BigQuery console in a new tab of your browser.</li> </ul> </li> <li>Run the query of the example and open the result of the latest subquery. The result will be shown as a nice html content.</li> </ol> <p></p> <p></p>"},{"location":"bigfunctions/sankey_chart/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.sankey_chart([('event1', 'event2', 12), ('event1', 'event3', 12)])\n</code></pre> <pre><code>select bigfunctions.us.sankey_chart([('event1', 'event2', 12), ('event1', 'event3', 12)])\n</code></pre> <pre><code>select bigfunctions.europe_west1.sankey_chart([('event1', 'event2', 12), ('event1', 'event3', 12)])\n</code></pre> Need help or Found a bug using <code>sankey_chart</code>? Get help using <code>sankey_chart</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>sankey_chart</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/sankey_chart/#use-cases","title":"Use cases","text":"<p>The <code>sankey_chart</code> function is best used when you want to visualize the flow of something between different stages or categories within BigQuery. Here are some use cases:</p> <ul> <li> <p>E-commerce Customer Journey: Track how users move through different stages of a purchase funnel (e.g., product view, add to cart, checkout, purchase).  The thickness of the flow lines in the Sankey diagram would represent the number of users transitioning between each stage, highlighting bottlenecks or drop-off points.  The input data would consist of tuples representing the source stage, destination stage, and the number of users making that transition.</p> </li> <li> <p>Sales Lead Tracking: Visualize the progression of leads through your sales pipeline (e.g., lead generation, qualification, proposal, negotiation, closed won/lost). This helps identify stages with low conversion rates and optimize the sales process. The input data would be similar to the e-commerce example, with tuples representing the sales stage transitions and the number of leads.</p> </li> <li> <p>Website User Flow: Analyze how users navigate through your website, from the landing page to various sections and ultimately to a desired action (e.g., signup, purchase). This allows you to identify popular paths, areas of friction, and optimize website design for better user experience. The input data would represent transitions between website pages and the number of users navigating between them.</p> </li> <li> <p>Supply Chain Management: Track the flow of goods and materials through different stages of your supply chain.  This helps visualize dependencies, identify potential disruptions, and optimize logistics. Input data would represent movement of goods between locations or stages of production and the quantity of goods.</p> </li> <li> <p>Financial Transactions: Visualize the flow of money between different accounts or entities. This can be used for fraud detection, financial analysis, or understanding complex financial networks. Input tuples would represent transfers between accounts and the amount transferred.</p> </li> </ul> <p>In each of these scenarios, the <code>sankey_chart</code> function takes the structured data from your BigQuery tables and generates an interactive HTML visualization that makes it easy to understand and analyze the flow patterns. The visualization can then be embedded in reports, dashboards, or presentations.</p>"},{"location":"bigfunctions/sankey_chart/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/send_google_chat_message/","title":"send_google_chat_message - BigQuery function","text":"<p> bigfunctions  &gt; send_google_chat_message </p>"},{"location":"bigfunctions/send_google_chat_message/#send_google_chat_message","title":"send_google_chat_message","text":"Call or Deploy <code>send_google_chat_message</code> ? Call <code>send_google_chat_message</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>send_google_chat_message</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>send_google_chat_message</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>send_google_chat_message</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>send_google_chat_message</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get send_google_chat_message\nbigfun deploy send_google_chat_message\n</code></pre>"},{"location":"bigfunctions/send_google_chat_message/#description","title":"Description","text":"<p>Signature</p> <pre><code>send_google_chat_message(message, webhook_url)\n</code></pre> <p>Description</p> <p>Sends <code>message</code> to google chat space using incoming webhook.</p> <p>To get the incoming <code>webhook_url</code>:</p> <ul> <li>In a web browser, open Google Chat.</li> <li>Go to the space to which you want to add a webhook.</li> <li>At the top, next to space title, click Down Arrow arrow_drop_down &gt; Apps &amp; integrations.</li> <li>Click Manage webhooks.</li> <li>If this space already has other webhooks, click Add another. Otherwise, skip this step.</li> <li>For Name, enter \"Quickstart Webhook\".</li> <li>For Avatar URL, enter https://developers.google.com/chat/images/chat-product-icon.png.</li> <li>Click SAVE.</li> <li>To copy the full webhook URL, click Copy.</li> </ul>"},{"location":"bigfunctions/send_google_chat_message/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.send_google_chat_message(\"Hello \ud83d\udc4b from bigfunctions!\", \"YOUR_WEBHOOK_URL\")\n</code></pre> <pre><code>select bigfunctions.us.send_google_chat_message(\"Hello \ud83d\udc4b from bigfunctions!\", \"YOUR_WEBHOOK_URL\")\n</code></pre> <pre><code>select bigfunctions.europe_west1.send_google_chat_message(\"Hello \ud83d\udc4b from bigfunctions!\", \"YOUR_WEBHOOK_URL\")\n</code></pre> <pre>\n<code>+--------------------------------------------------------------------------------------------------+\n| response                                                                                         |\n+--------------------------------------------------------------------------------------------------+\n| {\n  \"name\": ...,\n  \"sender\": ...,\n  \"createTime\": ...,\n  \"text\": \"Hello \ud83d\udc4b from bigfunctions!\"\n}\n |\n+--------------------------------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>send_google_chat_message</code>? Get help using <code>send_google_chat_message</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>send_google_chat_message</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/send_google_chat_message/#use-cases","title":"Use cases","text":"<p>Here are a few use cases for the <code>send_google_chat_message</code> BigQuery function:</p> <p>1. Data Monitoring and Alerting:</p> <ul> <li>Threshold breaches:  Imagine you have a BigQuery table tracking website traffic. You can schedule a query to check if traffic drops below a certain threshold. If it does, use <code>send_google_chat_message</code> to send an alert to a Google Chat space dedicated to website monitoring.  The message could include details like the current traffic level, the threshold breached, and a timestamp.</li> <li>Data quality issues:  A scheduled query can check for data quality issues, such as null values in critical columns or inconsistencies between tables.  If a problem is detected, the function can send a notification to the data engineering team's Google Chat space.</li> <li>Job completion status: After a long-running BigQuery job finishes (e.g., a large data import or a complex transformation), the function can send a message to the relevant team confirming completion (or failure, along with the error message).</li> </ul> <p>2. Report Automation and Sharing:</p> <ul> <li>Daily summaries: Generate a daily summary of key business metrics from your BigQuery data and send it to a Google Chat space for management review.  The message could be formatted as a table or a short bullet-point list.</li> <li>Weekly performance reports:  Consolidate weekly performance data and send a report to the sales team's Google Chat space, highlighting top performers, areas for improvement, and key trends.</li> <li>Ad-hoc data insights: After running an exploratory query that reveals an interesting insight, use the function to share the finding with colleagues in a Google Chat space, along with a link to the BigQuery query.</li> </ul> <p>3. Workflow Integration:</p> <ul> <li>Triggering downstream actions: When certain conditions are met in your BigQuery data (e.g., a new customer signs up, an order is placed), the function can send a message to a Google Chat space that integrates with other tools. This message could trigger a downstream action in another system, such as updating a CRM or sending a welcome email.</li> <li>Human-in-the-loop processes:  Some data processes might require human intervention.  The function can be used to notify a human operator in a Google Chat space when their input is needed. The operator can then take the necessary action and update the relevant data in BigQuery.</li> </ul> <p>Example (Data Monitoring):</p> <pre><code>#standardSQL\nDECLARE threshold INT64 DEFAULT 1000;\nDECLARE current_traffic INT64;\n\nSET current_traffic = (SELECT COUNT(*) FROM `your-project.your_dataset.website_traffic` WHERE _PARTITIONTIME = CURRENT_DATE());\n\nIF current_traffic &lt; threshold THEN\n  SELECT bigfunctions.us.send_google_chat_message(\n    FORMAT(\"ALERT: Website traffic dropped below %d. Current traffic: %d\", threshold, current_traffic),\n    \"YOUR_WEBHOOK_URL\"\n  );\nEND IF;\n</code></pre> <p>This demonstrates how <code>send_google_chat_message</code> can be integrated into a SQL script to provide real-time alerts based on data in BigQuery.  You can adapt this pattern for various other use cases as needed.  Remember to replace placeholders like <code>\"YOUR_WEBHOOK_URL\"</code>, <code>\"your-project.your_dataset.website_traffic\"</code>, and adjust the logic to suit your specific requirements.  Also ensure you're calling the function from the correct regional dataset (e.g., <code>bigfunctions.us</code>, <code>bigfunctions.eu</code>).</p>"},{"location":"bigfunctions/send_google_chat_message/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/send_mail/","title":"send_mail - BigQuery function","text":"<p> bigfunctions  &gt; send_mail </p>"},{"location":"bigfunctions/send_mail/#send_mail","title":"send_mail","text":"Call or Deploy <code>send_mail</code> ? Call <code>send_mail</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>send_mail</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>send_mail</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>send_mail</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>send_mail</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get send_mail\nbigfun deploy send_mail\n</code></pre> <p>Requirements</p> <p><code>send_mail</code> uses the following secrets. Get them by reading the documentation link and store them in Google Secret Manager in the project where you deploy the function (and give Accessor role to the service account of the function):</p> name description documentation to get the secret <code>sendgrid_api_key</code> Sendgrid API Key doc"},{"location":"bigfunctions/send_mail/#description","title":"Description","text":"<p>Signature</p> <pre><code>send_mail(to, subject, content, attachment_filename, attachment_content)\n</code></pre> <p>Description</p> <p>Sends an email to <code>to</code> email with <code>subject</code>, <code>content</code> and possible attachment (defined by <code>attachment_filename</code> and <code>attachment_content</code>).</p> Param Possible values <code>to</code> One or multiple comma separated emails.For instance <code>contact@unytics.io</code> or <code>contact@unytics.io, paul.marcombes@unytics.io</code> <code>subject</code> Email subject <code>content</code> Can be plain text, html or markdown <code>attachment_filename</code> <code>null</code> or filename with extension such as <code>report.xlsx</code> <code>attachment_content</code> <code>null</code> or can be plain text or base64 encoded content (useful to send excel files, pdf or images) <p>This function uses SendGrid to send the emails and Lee Munroe HTML template for styling emails.</p>"},{"location":"bigfunctions/send_mail/#examples","title":"Examples","text":"<p>1. Send email without file attached</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.send_mail('contact@unytics.io', 'I love BigFunctions', 'Hey Paul, could you deploy more BigFunctions \ud83d\ude4f?', null, null)\n</code></pre> <pre><code>select bigfunctions.us.send_mail('contact@unytics.io', 'I love BigFunctions', 'Hey Paul, could you deploy more BigFunctions \ud83d\ude4f?', null, null)\n</code></pre> <pre><code>select bigfunctions.europe_west1.send_mail('contact@unytics.io', 'I love BigFunctions', 'Hey Paul, could you deploy more BigFunctions \ud83d\ude4f?', null, null)\n</code></pre> <pre>\n<code>+---------+\n| success |\n+---------+\n| true    |\n+---------+\n</code>\n</pre> <p>2. Send email with plain text file attached</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.send_mail('contact@unytics.io', 'I love BigFunctions', 'Hey Paul, could you deploy more BigFunctions \ud83d\ude4f?', 'report.csv', 'col1,col2\\nval1,val2\\nval3,val4')\n</code></pre> <pre><code>select bigfunctions.us.send_mail('contact@unytics.io', 'I love BigFunctions', 'Hey Paul, could you deploy more BigFunctions \ud83d\ude4f?', 'report.csv', 'col1,col2\\nval1,val2\\nval3,val4')\n</code></pre> <pre><code>select bigfunctions.europe_west1.send_mail('contact@unytics.io', 'I love BigFunctions', 'Hey Paul, could you deploy more BigFunctions \ud83d\ude4f?', 'report.csv', 'col1,col2\\nval1,val2\\nval3,val4')\n</code></pre> <pre>\n<code>+---------+\n| success |\n+---------+\n| true    |\n+---------+\n</code>\n</pre> <p>3. Send email with excel file attached</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.send_mail('contact@unytics.io', 'I love BigFunctions', 'Hey Paul, could you deploy more BigFunctions \ud83d\ude4f?', 'report.xlsx', (select bigfunctions.eu.json2excel('[{\"col1\": \"val1\", \"col2\": \"val2\"}, {\"col1\": \"val3\", \"col2\": \"val4\"}]')))\n</code></pre> <pre><code>select bigfunctions.us.send_mail('contact@unytics.io', 'I love BigFunctions', 'Hey Paul, could you deploy more BigFunctions \ud83d\ude4f?', 'report.xlsx', (select bigfunctions.us.json2excel('[{\"col1\": \"val1\", \"col2\": \"val2\"}, {\"col1\": \"val3\", \"col2\": \"val4\"}]')))\n</code></pre> <pre><code>select bigfunctions.europe_west1.send_mail('contact@unytics.io', 'I love BigFunctions', 'Hey Paul, could you deploy more BigFunctions \ud83d\ude4f?', 'report.xlsx', (select bigfunctions.europe_west1.json2excel('[{\"col1\": \"val1\", \"col2\": \"val2\"}, {\"col1\": \"val3\", \"col2\": \"val4\"}]')))\n</code></pre> <pre>\n<code>+---------+\n| success |\n+---------+\n| true    |\n+---------+\n</code>\n</pre> Need help or Found a bug using <code>send_mail</code>? Get help using <code>send_mail</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>send_mail</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/send_mail/#use-cases","title":"Use cases","text":"<p>This <code>send_mail</code> function has several practical use cases within BigQuery:</p> <p>1. Data-Driven Alerting:</p> <p>Imagine you have a BigQuery script that monitors website traffic.  You could use <code>send_mail</code> to send an alert if traffic drops below a certain threshold.</p> <pre><code>DECLARE low_traffic_threshold INT64 DEFAULT 1000;\nDECLARE current_traffic INT64;\n\nSET current_traffic = (SELECT COUNT(*) FROM `your_project.your_dataset.website_traffic` WHERE _PARTITIONTIME = CURRENT_DATE());\n\nIF current_traffic &lt; low_traffic_threshold THEN\n  SELECT bigfunctions.us.send_mail(\n    'admin@yourcompany.com',\n    'Low Website Traffic Alert',\n    FORMAT('Website traffic dropped to %d today, below the threshold of %d', current_traffic, low_traffic_threshold),\n    null,\n    null\n  );\nEND IF;\n</code></pre> <p>2. Report Generation and Distribution:</p> <p>You can generate reports within BigQuery and then email them directly using this function. The example in the documentation shows converting JSON to Excel and attaching it. You could adapt this for CSV reports as well:</p> <pre><code>SELECT bigfunctions.us.send_mail(\n    'marketing@yourcompany.com',\n    'Weekly Sales Report',\n    'Please find attached the weekly sales report.',\n    'weekly_sales.csv',\n    (SELECT STRING_AGG(FORMAT('%t,%t', product_name, sales), '\\n') FROM `your_project.your_dataset.sales_data` WHERE _PARTITIONTIME BETWEEN DATE_SUB(CURRENT_DATE(), INTERVAL 7 DAY) AND CURRENT_DATE())\n);\n</code></pre> <p>3. Scheduled Notifications:</p> <p>Combine <code>send_mail</code> with BigQuery's scheduled queries to automate regular email updates.  For example, send a daily summary of key metrics:</p> <pre><code>-- Scheduled Query Configuration (set in the BigQuery UI)\n-- Destination Table: None\n-- Schedule: Daily at 8:00 AM\n\nSELECT bigfunctions.us.send_mail(\n    'team@yourcompany.com',\n    'Daily Metrics Summary',\n    FORMAT(\"\"\"\n        Total users: %d\n        Total revenue: %f\n        \"\"\",\n        (SELECT COUNT(DISTINCT user_id) FROM `your_project.your_dataset.user_activity` WHERE _PARTITIONTIME = CURRENT_DATE()),\n        (SELECT SUM(revenue) FROM `your_project.your_dataset.transactions` WHERE _PARTITIONTIME = CURRENT_DATE())\n    ),\n    null,\n    null\n);\n</code></pre> <p>4. User-Specific Notifications (within a script):</p> <p>You could iterate through a result set and send customized emails to different recipients based on data in the table. For example, sending personalized product recommendations:</p> <pre><code>DECLARE done BOOLEAN DEFAULT FALSE;\nDECLARE current_user STRUCT&lt;email STRING, recommended_product STRING&gt;;\nDECLARE cur CURSOR FOR\n  SELECT user_email, recommended_product\n  FROM `your_project.your_dataset.product_recommendations`;\n\nBEGIN\n  OPEN cur;\n  LOOP\n    FETCH cur INTO current_user;\n    IF done THEN\n      LEAVE;\n    END IF;\n    SELECT bigfunctions.us.send_mail(\n      current_user.email,\n      'Personalized Product Recommendation',\n      FORMAT('We recommend you check out: %s', current_user.recommended_product),\n      null,\n      null\n    );\n  END LOOP;\n  CLOSE cur;\nEND;\n</code></pre> <p>These are just a few examples. The flexibility of <code>send_mail</code> allows it to be integrated into various data processing workflows within BigQuery, enhancing communication and automation. Remember to choose the correct regional dataset for the <code>bigfunctions</code> project based on your BigQuery data location.</p>"},{"location":"bigfunctions/send_mail/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/send_mail_with_excel/","title":"send_mail_with_excel - BigQuery function","text":"<p> bigfunctions  &gt; send_mail_with_excel </p>"},{"location":"bigfunctions/send_mail_with_excel/#send_mail_with_excel","title":"send_mail_with_excel","text":"Call or Deploy <code>send_mail_with_excel</code> ? Call <code>send_mail_with_excel</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>send_mail_with_excel</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>send_mail_with_excel</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>send_mail_with_excel</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>send_mail_with_excel</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get send_mail_with_excel\nbigfun deploy send_mail_with_excel\n</code></pre>"},{"location":"bigfunctions/send_mail_with_excel/#description","title":"Description","text":"<p>Signature</p> <pre><code>send_mail_with_excel(to, subject, content, excel_filename, table_or_view_or_query)\n</code></pre> <p>Description</p> <p>Sends an email with <code>table_or_view_or_query</code> data attached as excel file (only the first 1000 rows will be copied to the excel file)</p> <p>This function calls <code>json2excel</code> and <code>send_mail</code> functions.</p> Param Possible values <code>to</code> One or multiple comma separated emails.For instance <code>contact@unytics.io</code> or <code>contact@unytics.io, paul.marcombes@unytics.io</code> <code>subject</code> Email subject <code>content</code> Can be plain text, html or markdown <code>attachment_filename</code> filename with extension such as <code>report.xlsx</code> <code>table_or_view_or_query</code> A fully qualified table or view you have permission to read or a sql query starting with <code>select</code>"},{"location":"bigfunctions/send_mail_with_excel/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>call bigfunctions.eu.send_mail_with_excel(\n  'contact@unytics.io', \n  'Financial Report', \n  '''\n  # Monthly Report from BigQuery\n\n  ## KPIs\n\n  - **MRR**: 32,343 USD\n  - **Churn**: 4.2 %\n  - **Subscriptions**: +3452\n  ''', \n  'report.xlsx', \n  'bigfunctions.eu.sales');\n</code></pre> <pre><code>call bigfunctions.us.send_mail_with_excel(\n  'contact@unytics.io', \n  'Financial Report', \n  '''\n  # Monthly Report from BigQuery\n\n  ## KPIs\n\n  - **MRR**: 32,343 USD\n  - **Churn**: 4.2 %\n  - **Subscriptions**: +3452\n  ''', \n  'report.xlsx', \n  'bigfunctions.us.sales');\n</code></pre> <pre><code>call bigfunctions.europe_west1.send_mail_with_excel(\n  'contact@unytics.io', \n  'Financial Report', \n  '''\n  # Monthly Report from BigQuery\n\n  ## KPIs\n\n  - **MRR**: 32,343 USD\n  - **Churn**: 4.2 %\n  - **Subscriptions**: +3452\n  ''', \n  'report.xlsx', \n  'bigfunctions.europe_west1.sales');\n</code></pre> Need help or Found a bug using <code>send_mail_with_excel</code>? Get help using <code>send_mail_with_excel</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>send_mail_with_excel</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/send_mail_with_excel/#use-cases","title":"Use cases","text":"<p>A marketing analyst wants to send a weekly performance report to their team.  They have a BigQuery table called <code>marketing.weekly_performance</code> that contains data on ad spend, impressions, clicks, conversions, and other relevant metrics.</p> <p>Use Case:</p> <p>Using the <code>send_mail_with_excel</code> function, the analyst can automate the process of:</p> <ol> <li>Querying the BigQuery table: The <code>table_or_view_or_query</code> parameter can be set to <code>marketing.weekly_performance</code>.</li> <li>Converting the results to an Excel file: The function automatically handles the conversion of the query results into an Excel file named, for example,  <code>weekly_report.xlsx</code>.</li> <li>Emailing the report: The analyst can specify recipients (<code>to</code>), subject line (<code>subject</code>), and email body content (<code>content</code>). The Excel file will be attached to the email.</li> </ol> <p>Example BigQuery SQL:</p> <pre><code>call bigfunctions.&lt;your-region&gt;.send_mail_with_excel(\n    'marketing_team@company.com',\n    'Weekly Marketing Performance Report',\n    '''\n    Hello Team,\n\n    Please find attached the weekly marketing performance report.\n\n    Regards,\n    Marketing Analyst\n    ''',\n    'weekly_report.xlsx',\n    'marketing.weekly_performance'\n);\n</code></pre> <p>Benefits:</p> <ul> <li>Automation: Eliminates the manual steps of querying, exporting to Excel, and emailing.</li> <li>Time-saving: Frees up the analyst's time for more strategic tasks.</li> <li>Consistency: Ensures that the report is delivered on time and in a consistent format.</li> <li>Collaboration: Makes it easy to share the report with the entire marketing team.</li> </ul> <p>Other potential use cases:</p> <ul> <li>Sales reporting: Sending daily or weekly sales figures to the sales team.</li> <li>Financial reporting: Distributing monthly financial statements to stakeholders.</li> <li>Customer support reporting: Sharing weekly customer support metrics with the customer support team.</li> <li>Automated alerts: Triggering an email with relevant data when certain thresholds are met (e.g., a sudden drop in website traffic).  This would likely require integrating the function within a scheduled query or other automated workflow.</li> </ul>"},{"location":"bigfunctions/send_mail_with_excel/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/send_mail_with_gmail/","title":"send_mail_with_gmail - BigQuery function","text":"<p> bigfunctions  &gt; send_mail_with_gmail </p>"},{"location":"bigfunctions/send_mail_with_gmail/#send_mail_with_gmail","title":"send_mail_with_gmail","text":"Call or Deploy <code>send_mail_with_gmail</code> ? Call <code>send_mail_with_gmail</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>send_mail_with_gmail</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>send_mail_with_gmail</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>send_mail_with_gmail</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>send_mail_with_gmail</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get send_mail_with_gmail\nbigfun deploy send_mail_with_gmail\n</code></pre>"},{"location":"bigfunctions/send_mail_with_gmail/#description","title":"Description","text":"<p>Signature</p> <pre><code>send_mail_with_gmail(gmail_email, gmail_app_password, to, subject, content, attachments)\n</code></pre> <p>Description</p> <p>Sends an email using your gmail account</p> Param Possible values <code>gmail_email</code> The email for your gmail account <code>gmail_app_password</code> An App Password of your gmail account.  1.Get an App Password. \u26a0\ufe0f 2. Encrypt the password wit the button below before copying it to your queries! <code>to</code> One or multiple comma separated emails.For instance <code>contact@unytics.io</code> or <code>contact@unytics.io, paul.marcombes@unytics.io</code> <code>subject</code> Email subject <code>content</code> Email content <code>attachments</code> json like <code>{filename: content}</code> with <code>content</code> a plain text or base64 encoded bytes (for excel, pdf, image, etc)"},{"location":"bigfunctions/send_mail_with_gmail/#encrypt-your-secrets","title":"\u26a0\ufe0f Encrypt your secrets!","text":"<p>Do NOT write secrets in plain text in your SQL queries!</p> <p>Otherwise, anyone with access to your BigQuery logs can read them.</p> <p>Instead, generate an encrypted version of your secret that you can safely share.</p> <p>Enter a secret value to encrypt below along with the emails of the users who are authorized to use it. It will generate an encrypted version that you can paste into the arguments of your function (exactly like if you passed the plain text version). If a user, who is not in the auhorized users list, tries to use the encrypted version, the function will raise a permission error. Besides, the encrypted version can only be used with this function <code>send_mail_with_gmail</code>.</p> <p>Encrypt a secret</p> <p> Encrypt Secret </p> How secret encryption works <p>Technically, this encryption system uses the same encryption mechanism used to transfer data over the internet. It uses a pair of a public and private keys.</p> <p>The public key (contained in this web page) is used to encrypt a text. The corresponding private key is the only one who is able to decrypt the text. The private key is stored in a secret manager and is only accessible to this function. Thus, this function (and this function only) can decrypt it.</p> <p>Moreover, the function will check that the caller of the function belong to the kist of <code>authorized users</code> that you gave at encryption time.</p> <p>Thanks to this:</p> <ul> <li>Nobody but this function will be able to decrypt it.</li> <li>Nobody but <code>authorized users</code> can use the encrypted version in a function.</li> <li>No function but the function <code>send_mail_with_gmail</code> can decrypt it.</li> </ul>"},{"location":"bigfunctions/send_mail_with_gmail/#examples","title":"Examples","text":"<p>1. Send email without file attached</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.send_mail_with_gmail('paul.marcombes@unytics.io', 'ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)', 'you@example.com', 'I love BigFunctions', 'Hey Paul, could you deploy more BigFunctions \ud83d\ude4f?', null)\n</code></pre> <pre><code>select bigfunctions.us.send_mail_with_gmail('paul.marcombes@unytics.io', 'ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)', 'you@example.com', 'I love BigFunctions', 'Hey Paul, could you deploy more BigFunctions \ud83d\ude4f?', null)\n</code></pre> <pre><code>select bigfunctions.europe_west1.send_mail_with_gmail('paul.marcombes@unytics.io', 'ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)', 'you@example.com', 'I love BigFunctions', 'Hey Paul, could you deploy more BigFunctions \ud83d\ude4f?', null)\n</code></pre> <pre>\n<code>+---------+\n| success |\n+---------+\n| true    |\n+---------+\n</code>\n</pre> <p>2. Send email with plain text file attached</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.send_mail_with_gmail('paul.marcombes@unytics.io', 'ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)', 'you@example.com', 'I love BigFunctions', 'Hey Paul, could you deploy more BigFunctions \ud83d\ude4f?', json_object('report.csv', 'col1,col2\\nval1,val2\\nval3,val4'))\n</code></pre> <pre><code>select bigfunctions.us.send_mail_with_gmail('paul.marcombes@unytics.io', 'ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)', 'you@example.com', 'I love BigFunctions', 'Hey Paul, could you deploy more BigFunctions \ud83d\ude4f?', json_object('report.csv', 'col1,col2\\nval1,val2\\nval3,val4'))\n</code></pre> <pre><code>select bigfunctions.europe_west1.send_mail_with_gmail('paul.marcombes@unytics.io', 'ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)', 'you@example.com', 'I love BigFunctions', 'Hey Paul, could you deploy more BigFunctions \ud83d\ude4f?', json_object('report.csv', 'col1,col2\\nval1,val2\\nval3,val4'))\n</code></pre> <pre>\n<code>+---------+\n| success |\n+---------+\n| true    |\n+---------+\n</code>\n</pre> <p>3. Send email with excel file attached</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.send_mail_with_gmail('paul.marcombes@unytics.io', 'ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)', 'you@example.com', 'I love BigFunctions', 'Hey Paul, could you deploy more BigFunctions \ud83d\ude4f?', json_object(\n    'report.xlsx',\n    (select bigfunctions.eu.json2excel(json '[{\"col1\": \"val1\", \"col2\": \"val2\"}, {\"col1\": \"val3\", \"col2\": \"val4\"}]'))\n  )\n  )\n</code></pre> <pre><code>select bigfunctions.us.send_mail_with_gmail('paul.marcombes@unytics.io', 'ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)', 'you@example.com', 'I love BigFunctions', 'Hey Paul, could you deploy more BigFunctions \ud83d\ude4f?', json_object(\n    'report.xlsx',\n    (select bigfunctions.us.json2excel(json '[{\"col1\": \"val1\", \"col2\": \"val2\"}, {\"col1\": \"val3\", \"col2\": \"val4\"}]'))\n  )\n  )\n</code></pre> <pre><code>select bigfunctions.europe_west1.send_mail_with_gmail('paul.marcombes@unytics.io', 'ENCRYPTED_SECRET(kdoekdswlxzapdldpzlfpfd...)', 'you@example.com', 'I love BigFunctions', 'Hey Paul, could you deploy more BigFunctions \ud83d\ude4f?', json_object(\n    'report.xlsx',\n    (select bigfunctions.europe_west1.json2excel(json '[{\"col1\": \"val1\", \"col2\": \"val2\"}, {\"col1\": \"val3\", \"col2\": \"val4\"}]'))\n  )\n  )\n</code></pre> <pre>\n<code>+---------+\n| success |\n+---------+\n| true    |\n+---------+\n</code>\n</pre> Need help or Found a bug using <code>send_mail_with_gmail</code>? Get help using <code>send_mail_with_gmail</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>send_mail_with_gmail</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/send_mail_with_gmail/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/send_slack_message/","title":"send_slack_message - BigQuery function","text":"<p> bigfunctions  &gt; send_slack_message </p>"},{"location":"bigfunctions/send_slack_message/#send_slack_message","title":"send_slack_message","text":"Call or Deploy <code>send_slack_message</code> ? Call <code>send_slack_message</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>send_slack_message</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>send_slack_message</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>send_slack_message</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>send_slack_message</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get send_slack_message\nbigfun deploy send_slack_message\n</code></pre>"},{"location":"bigfunctions/send_slack_message/#description","title":"Description","text":"<p>Signature</p> <pre><code>send_slack_message(message, webhook_url)\n</code></pre> <p>Description</p> <p>Sends <code>message</code> to a slack channel.</p> <p>To get the <code>webhook_url</code> for a channel, follow this doc from Slack.</p>"},{"location":"bigfunctions/send_slack_message/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.send_slack_message(\"Hello \ud83d\udc4b from bigfunctions!\", \"YOUR_WEBHOOK_URL\")\n</code></pre> <pre><code>select bigfunctions.us.send_slack_message(\"Hello \ud83d\udc4b from bigfunctions!\", \"YOUR_WEBHOOK_URL\")\n</code></pre> <pre><code>select bigfunctions.europe_west1.send_slack_message(\"Hello \ud83d\udc4b from bigfunctions!\", \"YOUR_WEBHOOK_URL\")\n</code></pre> <pre>\n<code>+----------+\n| response |\n+----------+\n| ok       |\n+----------+\n</code>\n</pre> Need help or Found a bug using <code>send_slack_message</code>? Get help using <code>send_slack_message</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>send_slack_message</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/send_slack_message/#use-cases","title":"Use cases","text":"<p>A use case for the <code>send_slack_message</code> BigQuery function would be to alert a team on Slack when a certain threshold is met in a BigQuery table.</p> <p>For example, imagine you have a table monitoring website traffic, and you want to be notified if the error rate exceeds 5%.  You could schedule a query to run periodically, calculate the error rate, and use the <code>send_slack_message</code> function to send a notification if the threshold is breached:</p> <pre><code>#standardSQL\nCREATE TEMP FUNCTION send_slack_message(message STRING, webhook_url STRING) RETURNS STRING\n  OPTIONS (\n    library=\"gs://bigfunctions-europe-west1/lib/send_slack_message-v0.0.1.js\",\n    endpoint=\"https://europe-west1-bigfunctions.cloudfunctions.net/send_slack_message-v0.0.1\" -- Update to the same region as where your query is run.\n  );\n\n\nSELECT\n    IF(error_rate &gt; 0.05,\n       bigfunctions.europe_west1.send_slack_message(FORMAT(\"Error rate exceeded 5%%! Current rate: %f\", error_rate), \"YOUR_WEBHOOK_URL\"),\n       'OK') AS notification_status\n  FROM (\n    SELECT\n        COUNTIF(status_code &gt;= 400) / COUNT(*) AS error_rate\n      FROM\n        `your-project.your_dataset.website_traffic`\n      WHERE _PARTITIONTIME BETWEEN TIMESTAMP_SUB(CURRENT_TIMESTAMP(), INTERVAL 1 HOUR) AND CURRENT_TIMESTAMP()\n  );\n</code></pre> <p>This query calculates the error rate over the past hour. If the <code>error_rate</code> is greater than 0.05 (5%), it calls <code>send_slack_message</code> with a formatted message including the current error rate and sends it to the specified Slack webhook URL. Otherwise, it returns 'OK'.  You can then schedule this query to run regularly in BigQuery.</p> <p>Other Use Cases:</p> <ul> <li>Data quality monitoring: Alert the data engineering team if a data pipeline fails or produces unexpected results (e.g., null values in a critical column).</li> <li>Report generation notification: Send a message to a Slack channel when a scheduled report generation is complete.</li> <li>Anomaly detection:  Notify relevant stakeholders when unusual patterns are detected in data, such as a sudden spike or drop in sales.</li> <li>Resource usage alerts: Send notifications if BigQuery storage or compute costs exceed a defined budget.</li> </ul> <p>Remember to replace <code>\"YOUR_WEBHOOK_URL\"</code> with the actual webhook URL for your Slack channel and adjust the region of the <code>bigfunctions</code> dataset according to your needs. Also, consider using environment variables or a secrets management solution to securely store your webhook URL.</p>"},{"location":"bigfunctions/send_slack_message/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/send_sms/","title":"send_sms - BigQuery function","text":"<p> bigfunctions  &gt; send_sms </p>"},{"location":"bigfunctions/send_sms/#send_sms","title":"send_sms","text":"Call or Deploy <code>send_sms</code> ? Call <code>send_sms</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>send_sms</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>send_sms</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>send_sms</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>send_sms</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get send_sms\nbigfun deploy send_sms\n</code></pre> <p>Requirements</p> <p><code>send_sms</code> uses the following secrets. Get them by reading the documentation link and store them in Google Secret Manager in the project where you deploy the function (and give Accessor role to the service account of the function):</p> name description documentation to get the secret <code>twilio_credentials</code> Twilio credentials with following format: : doc"},{"location":"bigfunctions/send_sms/#description","title":"Description","text":"<p>Signature</p> <pre><code>send_sms(message, phone_number)\n</code></pre> <p>Description</p> <p>Sends <code>message</code> via SMS to <code>phone_number</code></p>"},{"location":"bigfunctions/send_sms/#examples","title":"Examples","text":"<p>To a French phone number</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.send_sms(\"Hello \ud83d\udc4b from bigfunctions!\", \"+33xxxxxxxxx\")\n</code></pre> <pre><code>select bigfunctions.us.send_sms(\"Hello \ud83d\udc4b from bigfunctions!\", \"+33xxxxxxxxx\")\n</code></pre> <pre><code>select bigfunctions.europe_west1.send_sms(\"Hello \ud83d\udc4b from bigfunctions!\", \"+33xxxxxxxxx\")\n</code></pre> <pre>\n<code>+----------------------------------------------------+\n| response                                           |\n+----------------------------------------------------+\n| {\n  \"body\": \"Hello \ud83d\udc4b from bigfunctions!\",\n  ...\n}\n |\n+----------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>send_sms</code>? Get help using <code>send_sms</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>send_sms</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/send_sms/#use-cases","title":"Use cases","text":"<p>A use case for the <code>send_sms</code> BigQuery function would be sending SMS notifications based on data changes or thresholds within BigQuery.</p> <p>Scenario: An e-commerce company uses BigQuery to store order data. They want to be notified via SMS when a high-value order is placed.</p> <p>Implementation:</p> <ol> <li> <p>BigQuery Table: The company has a table called <code>orders</code> with columns like <code>order_id</code>, <code>order_total</code>, <code>customer_phone</code>.</p> </li> <li> <p>Scheduled Query: They create a scheduled query that runs every hour, checking for orders exceeding a certain value (e.g., $1000).</p> </li> <li> <p><code>send_sms</code> Integration:  Within the scheduled query, they incorporate the <code>send_sms</code> function. The query would look something like this (using the <code>us</code> region as an example, adjust according to your location):</p> </li> </ol> <pre><code>SELECT\n    bigfunctions.us.send_sms(\n        FORMAT(\"High-value order placed! Order ID: %s, Total: $%f\", order_id, order_total),\n        customer_phone\n    )\n  FROM\n    `your_project.your_dataset.orders`\n  WHERE order_total &gt; 1000\n   AND order_placed_at &gt; TIMESTAMP_SUB(CURRENT_TIMESTAMP(), INTERVAL 1 HOUR)  -- Only check last hour's orders\n</code></pre> <p>How it works:</p> <ul> <li>The scheduled query runs hourly.</li> <li>It filters for new orders placed in the last hour exceeding $1000.</li> <li>For each matching order, it calls the <code>send_sms</code> function.</li> <li>The function sends an SMS message to the <code>customer_phone</code> number with the order details.</li> </ul> <p>Other use cases:</p> <ul> <li>Fraud detection: Send an SMS alert to a security team when unusual activity is detected.</li> <li>Appointment reminders: Send SMS reminders to customers about upcoming appointments.</li> <li>Low stock alerts:  Send an SMS to inventory managers when product stock falls below a threshold.</li> <li>Service outages: Notify relevant personnel via SMS when a service outage is detected.</li> <li>Two-factor authentication: Send a verification code via SMS for user login.</li> </ul> <p>Important considerations:</p> <ul> <li>Cost: Be mindful of the cost of sending SMS messages, especially for high-volume scenarios.</li> <li>Privacy: Ensure you comply with data privacy regulations related to phone numbers and user consent.</li> <li>Error handling:  Implement error handling within your queries to manage situations where sending SMS messages fails (e.g., invalid phone numbers).  The provided documentation doesn't show the full response structure, but you should check for error codes/messages within the returned JSON.</li> <li>Rate limiting:  Be aware of any rate limits imposed by the SMS provider used by the <code>send_sms</code> function.  You might need to implement logic to handle these limits.</li> <li>Phone number format: Ensure phone numbers are in the correct international format (e.g., +1 for US, +44 for UK, etc.).</li> </ul> <p>By combining BigQuery's powerful data processing capabilities with the <code>send_sms</code> function, you can create real-time notification systems directly within your data warehouse.</p>"},{"location":"bigfunctions/send_sms/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/send_teams_message/","title":"send_teams_message - BigQuery function","text":"<p> bigfunctions  &gt; send_teams_message </p>"},{"location":"bigfunctions/send_teams_message/#send_teams_message","title":"send_teams_message","text":"Call or Deploy <code>send_teams_message</code> ? Call <code>send_teams_message</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>send_teams_message</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>send_teams_message</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>send_teams_message</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>send_teams_message</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get send_teams_message\nbigfun deploy send_teams_message\n</code></pre>"},{"location":"bigfunctions/send_teams_message/#description","title":"Description","text":"<p>Signature</p> <pre><code>send_teams_message(message, webhook_url)\n</code></pre> <p>Description</p> <p>Sends <code>message</code> to a Microsoft Teams channel.</p> <p>To get the <code>webhook_url</code> for a channel, follow this doc from Microsoft.</p>"},{"location":"bigfunctions/send_teams_message/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.send_teams_message(\"Hello \ud83d\udc4b from bigfunctions!\", \"YOUR_WEBHOOK_URL\")\n</code></pre> <pre><code>select bigfunctions.us.send_teams_message(\"Hello \ud83d\udc4b from bigfunctions!\", \"YOUR_WEBHOOK_URL\")\n</code></pre> <pre><code>select bigfunctions.europe_west1.send_teams_message(\"Hello \ud83d\udc4b from bigfunctions!\", \"YOUR_WEBHOOK_URL\")\n</code></pre> <pre>\n<code>+----------+\n| response |\n+----------+\n| ok       |\n+----------+\n</code>\n</pre> Need help or Found a bug using <code>send_teams_message</code>? Get help using <code>send_teams_message</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>send_teams_message</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/send_teams_message/#use-cases","title":"Use cases","text":"<p>A use case for the <code>send_teams_message</code> BigQuery function would be to send notifications to a Microsoft Teams channel upon the completion of a BigQuery job or when specific conditions are met in your data.</p> <p>Scenario 1: BigQuery Job Completion Notification:</p> <p>Imagine you have a long-running BigQuery query that aggregates daily sales data. You want to be notified in your team's channel when the job finishes.  You could create a scheduled query and then add a final step using the <code>send_teams_message</code> function.  This step would execute only after the main query completes.</p> <pre><code>-- Your main query to calculate daily sales\nSELECT ...\nFROM ...\n\n-- Send a Teams notification when the query is done\nSELECT bigfunctions.us.send_teams_message(\n    CONCAT(\"Daily sales data aggregation complete!  Total sales: $\", SUM(daily_sales)),\n    \"YOUR_WEBHOOK_URL\"\n);\n</code></pre> <p>Scenario 2: Anomaly Detection Alert:</p> <p>Suppose you're monitoring website traffic and want to be alerted if traffic drops below a certain threshold. You can set up a scheduled query to check the traffic data and use <code>send_teams_message</code> to send an alert if an anomaly is detected.</p> <pre><code>-- Check for low website traffic\nSELECT\n    CASE\n        WHEN current_traffic &lt; 1000 THEN bigfunctions.us.send_teams_message(\n            \"ALERT: Website traffic is unusually low!\",\n            \"YOUR_WEBHOOK_URL\"\n        )\n        ELSE CAST(NULL as STRING) -- Do nothing if traffic is normal\n    END\nFROM\n  (SELECT COUNT(*) AS current_traffic FROM `your_project.your_dataset.website_traffic` WHERE timestamp &gt; TIMESTAMP_SUB(CURRENT_TIMESTAMP(), INTERVAL 1 HOUR))\n;\n</code></pre> <p>Scenario 3: Data Validation Notification:</p> <p>You can use this function to notify your team about data quality issues. For example, if a data validation check fails, send a message to Teams.</p> <pre><code>-- Check for invalid records\nSELECT\n  CASE\n    WHEN invalid_records &gt; 0 THEN bigfunctions.us.send_teams_message(\n        CONCAT(\"Data validation failed! Found \", invalid_records, \" invalid records.\"),\n        \"YOUR_WEBHOOK_URL\"\n    )\n    ELSE CAST(NULL as STRING)\n  END\nFROM\n  (SELECT COUNT(*) AS invalid_records FROM `your_project.your_dataset.your_table` WHERE some_validation_check IS FALSE);\n</code></pre> <p>These examples illustrate how <code>send_teams_message</code> can integrate BigQuery with Microsoft Teams for real-time notifications, allowing for proactive monitoring and faster responses to critical events. Remember to replace <code>\"YOUR_WEBHOOK_URL\"</code> with the actual webhook URL for your Teams channel and select the correct BigFunctions dataset based on your BigQuery region (e.g., <code>bigfunctions.eu</code>, <code>bigfunctions.asia_southeast1</code>).</p>"},{"location":"bigfunctions/send_teams_message/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/sentiment_score/","title":"sentiment_score - BigQuery function","text":"<p> bigfunctions  &gt; sentiment_score </p>"},{"location":"bigfunctions/sentiment_score/#sentiment_score","title":"sentiment_score","text":"Call or Deploy <code>sentiment_score</code> ? Call <code>sentiment_score</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>sentiment_score</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>sentiment_score</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>sentiment_score</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>sentiment_score</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get sentiment_score\nbigfun deploy sentiment_score\n</code></pre>"},{"location":"bigfunctions/sentiment_score/#description","title":"Description","text":"<p>Signature</p> <pre><code>sentiment_score(content)\n</code></pre> <p>Description</p> <p>Compute sentiment score of <code>content</code></p>"},{"location":"bigfunctions/sentiment_score/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.sentiment_score('BigFunctions Rocks!')\n</code></pre> <pre><code>select bigfunctions.us.sentiment_score('BigFunctions Rocks!')\n</code></pre> <pre><code>select bigfunctions.europe_west1.sentiment_score('BigFunctions Rocks!')\n</code></pre> <pre>\n<code>+-----------------+\n| sentiment_score |\n+-----------------+\n| 0.945           |\n+-----------------+\n</code>\n</pre> Need help or Found a bug using <code>sentiment_score</code>? Get help using <code>sentiment_score</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>sentiment_score</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/sentiment_score/#use-cases","title":"Use cases","text":"<p>A company wants to analyze customer feedback left on their website. They store the feedback text in a BigQuery table called <code>customer_feedback</code>.  They can use the <code>sentiment_score</code> function to determine the sentiment (positive, negative, or neutral) of each feedback entry.</p> <pre><code>SELECT\n    feedback_id,\n    feedback_text,\n    bigfunctions.us.sentiment_score(feedback_text) AS sentiment_score\n  FROM\n    `your-project.your_dataset.customer_feedback`\n</code></pre> <p>This query adds a new column called <code>sentiment_score</code> to the table. This score will be a numerical value indicating the sentiment.  A higher score indicates more positive sentiment, while a lower score indicates more negative sentiment.  They can then use this score to:</p> <ul> <li>Identify trends: Track changes in overall customer sentiment over time.</li> <li>Categorize feedback: Group feedback into positive, negative, and neutral categories for easier analysis.</li> <li>Prioritize responses: Address negative feedback first to mitigate customer dissatisfaction.</li> <li>Measure campaign effectiveness:  Analyze sentiment before and after a marketing campaign to gauge its impact.</li> <li>Improve products/services: Identify areas where customers express negative sentiment and use that information to make improvements.</li> </ul> <p>By applying this function to their existing feedback data, the company can gain valuable insights into customer opinions and make data-driven decisions to improve their business.</p>"},{"location":"bigfunctions/sentiment_score/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/sleep/","title":"sleep - BigQuery function","text":"<p> bigfunctions  &gt; sleep </p>"},{"location":"bigfunctions/sleep/#sleep","title":"sleep","text":"Call or Deploy <code>sleep</code> ? Call <code>sleep</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>sleep</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>sleep</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>sleep</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>sleep</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get sleep\nbigfun deploy sleep\n</code></pre>"},{"location":"bigfunctions/sleep/#description","title":"Description","text":"<p>Signature</p> <pre><code>sleep(seconds)\n</code></pre> <p>Description</p> <p>Sleep during <code>seconds</code> seconds</p>"},{"location":"bigfunctions/sleep/#examples","title":"Examples","text":"<p>Wait for 10 seconds</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.sleep(10)\n</code></pre> <pre><code>select bigfunctions.us.sleep(10)\n</code></pre> <pre><code>select bigfunctions.europe_west1.sleep(10)\n</code></pre> <pre>\n<code>+----------+\n| response |\n+----------+\n| ok       |\n+----------+\n</code>\n</pre> Need help or Found a bug using <code>sleep</code>? Get help using <code>sleep</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>sleep</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/sleep/#use-cases","title":"Use cases","text":"<p>The <code>sleep</code> function in BigQuery can be useful in a few scenarios, primarily related to testing and managing dependencies within scripts or workflows:</p> <ol> <li> <p>Testing BigQuery function performance: You can use <code>sleep</code> to introduce controlled delays and measure the execution time of other BigQuery functions or queries.  This allows you to benchmark performance and identify bottlenecks.</p> </li> <li> <p>Simulating latency: In testing scenarios, you might want to simulate real-world conditions where there are delays in data processing or availability.  <code>sleep</code> can help mimic these latencies.</p> </li> <li> <p>Managing dependencies in scripts: If you have a BigQuery script where one part needs to complete before another begins, you can use <code>sleep</code> to ensure a certain time has passed before the dependent part executes.  However, this is generally not the ideal way to handle dependencies within a BigQuery script.  BigQuery scripting features like <code>WAIT</code> clauses for <code>MERGE</code> statements or explicitly checking for job completion status offer more robust solutions.  <code>sleep</code> would be a less reliable approach as execution times can vary.</p> </li> <li> <p>Rate limiting: If you're interacting with an external API or service via BigQuery and need to adhere to rate limits, <code>sleep</code> can be used to pause execution for a specified duration between calls.  However, dedicated rate limiting libraries or built-in functionality within the API or service itself would be preferable for more precise control.</p> </li> <li> <p>Troubleshooting and debugging: In some cases, introducing a delay with <code>sleep</code> can be helpful for debugging timing-related issues or examining intermediate states within a complex BigQuery script.</p> </li> </ol> <p>Example (Testing performance):</p> <pre><code>-- Measure the time taken to execute a complex query\nSELECT bigfunctions.eu.sleep(5); -- Introduce a delay to clear the cache (less reliable, better alternatives exist)\n\nDECLARE start_time TIMESTAMP;\nSET start_time = CURRENT_TIMESTAMP();\n\n-- Your complex query here\nSELECT * FROM large_table WHERE some_condition;\n\nDECLARE end_time TIMESTAMP;\nSET end_time = CURRENT_TIMESTAMP();\n\nSELECT TIMESTAMP_DIFF(end_time, start_time, SECOND) AS execution_time;\n</code></pre> <p>Caveats:  While <code>sleep</code> can be useful in limited cases, relying heavily on it within production BigQuery scripts is generally discouraged.  For dependency management, error handling, and performance optimization, using BigQuery's built-in features and best practices is more appropriate.  Using <code>sleep</code> for rate limiting is also suboptimal; dedicated rate-limiting mechanisms are more robust.  It's primarily useful for simple testing and debugging scenarios.</p>"},{"location":"bigfunctions/sleep/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/sort_values/","title":"sort_values - BigQuery function","text":"<p> bigfunctions  &gt; sort_values </p>"},{"location":"bigfunctions/sort_values/#sort_values","title":"sort_values","text":"Call or Deploy <code>sort_values</code> ? Call <code>sort_values</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>sort_values</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>sort_values</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>sort_values</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>sort_values</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get sort_values\nbigfun deploy sort_values\n</code></pre>"},{"location":"bigfunctions/sort_values/#description","title":"Description","text":"<p>Signature</p> <pre><code>sort_values(arr)\n</code></pre> <p>Description</p> <p>Return sorted array (ascending)</p>"},{"location":"bigfunctions/sort_values/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.sort_values([1, 4, 3])\n</code></pre> <pre><code>select bigfunctions.us.sort_values([1, 4, 3])\n</code></pre> <pre><code>select bigfunctions.europe_west1.sort_values([1, 4, 3])\n</code></pre> <pre>\n<code>+--------------+\n| sorted_array |\n+--------------+\n| [1, 3, 4]    |\n+--------------+\n</code>\n</pre> Need help or Found a bug using <code>sort_values</code>? Get help using <code>sort_values</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>sort_values</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/sort_values/#use-cases","title":"Use cases","text":"<p>A use case for the <code>sort_values</code> function is preparing data for aggregation or other operations where the order of elements within an array matters.</p> <p>Scenario: You have a table storing the daily sales for different products, and you want to find the median sales value for each product over a week.</p> <p>Table:</p> product_id daily_sales 1 [10, 12, 8, 15, 11, 9, 13] 2 [5, 7, 6, 8, 4, 9, 10] 3 [20, 18, 22, 19, 21, 17, 23] <p>Query:</p> <pre><code>SELECT\n    product_id,\n    (\n        SELECT\n            CAST(daily_sales[OFFSET(CAST(ARRAY_LENGTH(daily_sales) / 2 AS INT64))] AS BIGNUMERIC)\n        FROM\n            UNNEST([bigfunctions.YOUR_REGION.sort_values(daily_sales)]) AS daily_sales\n    ) AS median_sales\n  FROM\n    `your_project.your_dataset.your_table`\n</code></pre> <p>Explanation:</p> <ol> <li><code>bigfunctions.YOUR_REGION.sort_values(daily_sales)</code>: This sorts the <code>daily_sales</code> array in ascending order for each product.  Replace <code>YOUR_REGION</code> with your BigQuery region (e.g., <code>us</code>, <code>eu</code>, <code>us-central1</code>).</li> <li><code>UNNEST(...) AS daily_sales</code>: This unnests the sorted array, creating a separate row for each daily sales value. However, since we're putting it inside a subquery and immediately re-aggregating it, we're using UNNEST here as a trick to access elements of the now-sorted array by index.</li> <li><code>ARRAY_LENGTH(daily_sales) / 2</code>: This calculates the middle index of the sorted array.</li> <li><code>daily_sales[OFFSET(CAST(... AS INT64))]</code>: This retrieves the element at the calculated middle index, effectively giving you the median value. We cast to INT64 because ARRAY_LENGTH returns an INT64 and OFFSET requires an INT64.</li> <li><code>CAST(... AS BIGNUMERIC)</code>:  This is just to handle potential overflow if your sales numbers are very large.  Adjust the data type as needed for your data.</li> </ol> <p>By sorting the array first, you can easily find the median value using the array's middle index.  This wouldn't be reliable with the unsorted data.  Similar logic could be used to calculate other quantiles or perform operations sensitive to the order of elements within the array.</p>"},{"location":"bigfunctions/sort_values/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/sort_values_desc/","title":"sort_values_desc - BigQuery function","text":"<p> bigfunctions  &gt; sort_values_desc </p>"},{"location":"bigfunctions/sort_values_desc/#sort_values_desc","title":"sort_values_desc","text":"Call or Deploy <code>sort_values_desc</code> ? Call <code>sort_values_desc</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>sort_values_desc</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>sort_values_desc</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>sort_values_desc</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>sort_values_desc</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get sort_values_desc\nbigfun deploy sort_values_desc\n</code></pre>"},{"location":"bigfunctions/sort_values_desc/#description","title":"Description","text":"<p>Signature</p> <pre><code>sort_values_desc(arr)\n</code></pre> <p>Description</p> <p>Return sorted array (descending)</p>"},{"location":"bigfunctions/sort_values_desc/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.sort_values_desc([1, 4, 3])\n</code></pre> <pre><code>select bigfunctions.us.sort_values_desc([1, 4, 3])\n</code></pre> <pre><code>select bigfunctions.europe_west1.sort_values_desc([1, 4, 3])\n</code></pre> <pre>\n<code>+--------------+\n| sorted_array |\n+--------------+\n| [4, 3, 1]    |\n+--------------+\n</code>\n</pre> Need help or Found a bug using <code>sort_values_desc</code>? Get help using <code>sort_values_desc</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>sort_values_desc</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/sort_values_desc/#use-cases","title":"Use cases","text":"<p>You have a table of product sales with columns like <code>product_id</code> and <code>sales_amount</code>.  You want to find the top 3 products by sales in descending order. You can use <code>sort_values_desc</code> within an aggregation to achieve this:</p> <pre><code>SELECT product_id\nFROM `your_project.your_dataset.your_sales_table`\nGROUP BY product_id\nORDER BY bigfunctions.YOUR_REGION.sort_values_desc(ARRAY_AGG(sales_amount)) DESC\nLIMIT 3\n</code></pre> <p>Explanation:</p> <ol> <li><code>ARRAY_AGG(sales_amount)</code>:  For each <code>product_id</code>, this gathers all the <code>sales_amount</code> values into an array.</li> <li><code>sort_values_desc(...)</code>: This sorts the array of sales amounts in descending order.  The highest sales amount will now be the first element in each array.</li> <li><code>ORDER BY ... DESC</code>: This orders the <code>product_id</code> groups based on the sorted sales amount arrays in descending order. Since the largest sales amount is the first element of each array after sorting, ordering by the array itself (descending) effectively orders by the highest sales amount.</li> <li><code>LIMIT 3</code>: This returns only the top 3 <code>product_id</code>s based on the ordering.</li> </ol> <p>Another Use Case (Data Cleaning):</p> <p>Imagine you have a table with a column containing lists of dates (perhaps representing important events related to a customer). These date lists might be in any order. You want to consistently store these dates in descending chronological order.  You could use <code>sort_values_desc</code>:</p> <pre><code>SELECT\n    customer_id,\n    bigfunctions.YOUR_REGION.sort_values_desc(dates_array) AS sorted_dates\nFROM\n    `your_project.your_dataset.your_customer_table`\n</code></pre> <p>This would update or create a new column <code>sorted_dates</code> with the dates arranged from most recent to oldest.</p> <p>Remember to replace <code>YOUR_REGION</code> with the appropriate BigQuery region (e.g., <code>us</code>, <code>eu</code>, <code>asia-northeast1</code>, etc.) that corresponds to your dataset's location.</p>"},{"location":"bigfunctions/sort_values_desc/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/sql_to_flatten_json_column/","title":"sql_to_flatten_json_column - BigQuery function","text":"<p> bigfunctions  &gt; sql_to_flatten_json_column </p>"},{"location":"bigfunctions/sql_to_flatten_json_column/#sql_to_flatten_json_column","title":"sql_to_flatten_json_column","text":"Call or Deploy <code>sql_to_flatten_json_column</code> ? Call <code>sql_to_flatten_json_column</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>sql_to_flatten_json_column</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>sql_to_flatten_json_column</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>sql_to_flatten_json_column</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>sql_to_flatten_json_column</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get sql_to_flatten_json_column\nbigfun deploy sql_to_flatten_json_column\n</code></pre>"},{"location":"bigfunctions/sql_to_flatten_json_column/#description","title":"Description","text":"<p>Signature</p> <pre><code>sql_to_flatten_json_column(data, fully_qualified_column)\n</code></pre> <p>Description</p> <p>Generate the SQL to flatten a json <code>column</code> into multiple flat columns.</p>"},{"location":"bigfunctions/sql_to_flatten_json_column/#examples","title":"Examples","text":"<p>1. Example with a temp table. Copy the code in your BigQuery console &amp; run it!</p> EUUSeurope-west1 <pre><code>create temp table sample_data as (\n\n  select json '{\"created_at\": \"2022-01-01\", \"user\": {\"name\": \"James\"}}' as data\n  union all\n  select json '{\"user\": {\"friends\": [\"Jack\", \"Peter\"]}}' as data\n\n);\n\nselect bigfunctions.eu.sql_to_flatten_json_column(data, 'sample_data.data')\nfrom sample_data\n</code></pre> <pre><code>create temp table sample_data as (\n\n  select json '{\"created_at\": \"2022-01-01\", \"user\": {\"name\": \"James\"}}' as data\n  union all\n  select json '{\"user\": {\"friends\": [\"Jack\", \"Peter\"]}}' as data\n\n);\n\nselect bigfunctions.us.sql_to_flatten_json_column(data, 'sample_data.data')\nfrom sample_data\n</code></pre> <pre><code>create temp table sample_data as (\n\n  select json '{\"created_at\": \"2022-01-01\", \"user\": {\"name\": \"James\"}}' as data\n  union all\n  select json '{\"user\": {\"friends\": [\"Jack\", \"Peter\"]}}' as data\n\n);\n\nselect bigfunctions.europe_west1.sql_to_flatten_json_column(data, 'sample_data.data')\nfrom sample_data\n</code></pre> <pre>\n<code>+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| sql                                                                                                                                                                                                                                       |\n+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| select\n    *,\n    cast(json_value(`data`, '$.created_at') as date) as created_at,\n    json_extract(`data`, '$.user.friends') as user__friends,\n    cast(json_value(`data`, '$.user.name') as string) as user__name,\n  from `sample_data`\n |\n+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> <p>2. Get SQL to flatten column <code>data</code> of your table <code>project.dataset.table</code></p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.sql_to_flatten_json_column(data, 'project.dataset.table.data')\n</code></pre> <pre><code>select bigfunctions.us.sql_to_flatten_json_column(data, 'project.dataset.table.data')\n</code></pre> <pre><code>select bigfunctions.europe_west1.sql_to_flatten_json_column(data, 'project.dataset.table.data')\n</code></pre> <pre>\n<code>+-------------------------------------------------------+\n| sql                                                   |\n+-------------------------------------------------------+\n| select\n    *,\n    ...\n  from `project.dataset.table`\n |\n+-------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>sql_to_flatten_json_column</code>? Get help using <code>sql_to_flatten_json_column</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>sql_to_flatten_json_column</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/sql_to_flatten_json_column/#use-cases","title":"Use cases","text":"<p>You have a BigQuery table containing a JSON column called <code>data</code>, and you want to analyze specific fields within these JSON objects.  Instead of repeatedly using <code>JSON_EXTRACT</code> or <code>JSON_VALUE</code> in your queries, you can use <code>sql_to_flatten_json_column</code> to generate a SQL query that extracts all the JSON fields into separate columns.  This makes subsequent analysis easier and potentially more performant.</p> <p>Use Case Example:</p> <p>Let's say you have a table called <code>website_events</code> with a JSON column named <code>event_details</code>:</p> <pre><code>Table: website_events\nColumns: event_id (INT64), event_timestamp (TIMESTAMP), event_details (STRING)\n\nSample Data:\n1, 2024-10-26 10:00:00, '{\"eventType\": \"pageview\", \"pageUrl\": \"/home\", \"userId\": \"123\"}'\n2, 2024-10-26 10:01:00, '{\"eventType\": \"click\", \"elementId\": \"button1\", \"userId\": \"456\"}'\n</code></pre> <p>You want to analyze the <code>eventType</code>, <code>pageUrl</code> (when available), and <code>userId</code> for all events.</p> <p>Steps:</p> <ol> <li>Generate the flattening SQL:</li> </ol> <p>In the BigQuery console, run the following query, replacing <code>&lt;your-project-id&gt;.&lt;your-dataset&gt;.website_events</code> with the fully qualified table name and choosing the appropriate BigFunctions dataset for your region (e.g., <code>bigfunctions.us</code> for US, <code>bigfunctions.eu</code> for EU, etc.):</p> <pre><code>SELECT bigfunctions.&lt;your-region&gt;.sql_to_flatten_json_column(event_details, '&lt;your-project-id&gt;.&lt;your-dataset&gt;.website_events.event_details');\n</code></pre> <ol> <li>Execute the generated SQL:  The output of the above query will be a new SQL query that flattens the JSON.  It will look something like this:</li> </ol> <pre><code>SELECT\n    *,\n    CAST(JSON_VALUE(`event_details`, '$.eventType') AS STRING) AS eventType,\n    JSON_VALUE(`event_details`, '$.pageUrl') AS pageUrl,\n    CAST(JSON_VALUE(`event_details`, '$.userId') AS STRING) AS userId\nFROM\n    `&lt;your-project-id&gt;.&lt;your-dataset&gt;.website_events`\n</code></pre> <ol> <li>Copy and run the generated SQL: This final query will give you a table with individual columns for  <code>eventType</code>, <code>pageUrl</code>, and <code>userId</code>.</li> </ol> <p>Benefits:</p> <ul> <li>Simplified Queries: Instead of constantly extracting JSON fields in every query, you have dedicated columns, making your queries cleaner and easier to read.</li> <li>Potential Performance Improvement: BigQuery can sometimes optimize queries against flattened data better than queries with repeated JSON extractions.</li> <li>Data Exploration:  Flattening the JSON makes it easier to explore the data in the BigQuery UI and identify all the fields present in the JSON data.</li> </ul> <p>This approach is especially useful when you need to analyze the JSON data repeatedly or when the JSON structure is complex and contains numerous nested fields.</p>"},{"location":"bigfunctions/sql_to_flatten_json_column/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/sum_values/","title":"sum_values - BigQuery function","text":"<p> bigfunctions  &gt; sum_values </p>"},{"location":"bigfunctions/sum_values/#sum_values","title":"sum_values","text":"Call or Deploy <code>sum_values</code> ? Call <code>sum_values</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>sum_values</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>sum_values</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>sum_values</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>sum_values</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get sum_values\nbigfun deploy sum_values\n</code></pre>"},{"location":"bigfunctions/sum_values/#description","title":"Description","text":"<p>Signature</p> <pre><code>sum_values(arr)\n</code></pre> <p>Description</p> <p>Return the sum of array values</p>"},{"location":"bigfunctions/sum_values/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.sum_values([1, 4, 3])\n</code></pre> <pre><code>select bigfunctions.us.sum_values([1, 4, 3])\n</code></pre> <pre><code>select bigfunctions.europe_west1.sum_values([1, 4, 3])\n</code></pre> <pre>\n<code>+-------+\n| value |\n+-------+\n| 8     |\n+-------+\n</code>\n</pre> Need help or Found a bug using <code>sum_values</code>? Get help using <code>sum_values</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>sum_values</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/sum_values/#use-cases","title":"Use cases","text":"<p>You have a table of customer orders, and each order contains an array of item prices. You want to calculate the total value of each order.</p> <p>Table Schema (Example):</p> <pre><code>CREATE OR REPLACE TABLE `your_project.your_dataset.orders` AS (\n  SELECT 1 AS order_id, [10.50, 25.00, 5.99] AS item_prices UNION ALL\n  SELECT 2 AS order_id, [150.00, 12.75] AS item_prices UNION ALL\n  SELECT 3 AS order_id, [5.00, 5.00, 5.00, 5.00] AS item_prices\n);\n</code></pre> <p>Query using <code>sum_values</code>:</p> <pre><code>SELECT\n    order_id,\n    bigfunctions.us.sum_values(item_prices) AS total_order_value  -- Replace 'us' with your region\n  FROM\n    `your_project.your_dataset.orders`;\n</code></pre> <p>Result:</p> <pre><code>+---------+-----------------+\n| order_id | total_order_value |\n+---------+-----------------+\n|       1 |            41.49 |\n|       2 |           162.75 |\n|       3 |            20.00 |\n+---------+-----------------+\n</code></pre> <p>This use case demonstrates how <code>sum_values</code> simplifies the process of summing elements within an array, eliminating the need for more complex SQL involving unnest and aggregate functions.  It's a very practical application for e-commerce, inventory management, and other scenarios where you need to work with arrays of numeric values.</p>"},{"location":"bigfunctions/sum_values/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/timestamp_from_unix_date_time/","title":"timestamp_from_unix_date_time - BigQuery function","text":"<p> bigfunctions  &gt; timestamp_from_unix_date_time </p>"},{"location":"bigfunctions/timestamp_from_unix_date_time/#timestamp_from_unix_date_time","title":"timestamp_from_unix_date_time","text":"Call or Deploy <code>timestamp_from_unix_date_time</code> ? Call <code>timestamp_from_unix_date_time</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>timestamp_from_unix_date_time</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>timestamp_from_unix_date_time</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>timestamp_from_unix_date_time</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>timestamp_from_unix_date_time</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get timestamp_from_unix_date_time\nbigfun deploy timestamp_from_unix_date_time\n</code></pre>"},{"location":"bigfunctions/timestamp_from_unix_date_time/#description","title":"Description","text":"<p>Signature</p> <pre><code>timestamp_from_unix_date_time(unix_date_time, date_time_part)\n</code></pre> <p>Description</p> <p>Interprets <code>unix_date_time</code> as the number of <code>date_time_part</code> since <code>1970-01-01 00:00:00 UTC</code>. Truncates higher levels of precision by rounding down to the beginning of the <code>date_time_part</code>.</p> Param Possible values <code>date_time_part</code> <code>MICROSECOND</code>, <code>MILLISECOND</code>, <code>SECOND</code>, <code>MINUTE</code>, <code>HOUR</code>, <code>DAY</code>, <code>WEEK</code>, <code>WEEK(MONDAY)</code>, <code>WEEK(TUESDAY)</code>, <code>WEEK(WEDNESDAY)</code>, <code>WEEK(THURSDAY)</code>, <code>WEEK(FRIDAY)</code>, <code>WEEK(SATURDAY)</code>, <code>WEEK(SUNDAY)</code>, <code>MONTH</code>, <code>QUARTER</code>, <code>YEAR</code>"},{"location":"bigfunctions/timestamp_from_unix_date_time/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.timestamp_from_unix_date_time(31, \"YEAR\")\n</code></pre> <pre><code>select bigfunctions.us.timestamp_from_unix_date_time(31, \"YEAR\")\n</code></pre> <pre><code>select bigfunctions.europe_west1.timestamp_from_unix_date_time(31, \"YEAR\")\n</code></pre> <pre>\n<code>+-------------------------+\n| from_unix               |\n+-------------------------+\n| 2001-01-01 00:00:00 UTC |\n+-------------------------+\n</code>\n</pre> Need help or Found a bug using <code>timestamp_from_unix_date_time</code>? Get help using <code>timestamp_from_unix_date_time</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>timestamp_from_unix_date_time</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/timestamp_from_unix_date_time/#use-cases","title":"Use cases","text":"<p>You have a table storing Unix timestamps (integers representing seconds since 1970-01-01 00:00:00 UTC). You want to convert these timestamps into BigQuery TIMESTAMP format, but at different levels of granularity.  Here are a few use cases:</p> <ul> <li>Analyzing data by year: You have event data with Unix timestamps and you want to analyze trends year by year.  You can use <code>timestamp_from_unix_date_time(unix_timestamp, 'YEAR')</code> to truncate the timestamps to the beginning of each year, then group your data by this truncated timestamp.</li> </ul> <pre><code>SELECT\n  bigfunctions.us.timestamp_from_unix_date_time(event_timestamp, 'YEAR') AS event_year,\n  COUNT(*) AS event_count\nFROM\n  `your_project.your_dataset.your_table`\nGROUP BY\n  event_year\nORDER BY\n  event_year;\n</code></pre> <ul> <li>Generating reports by month:  You want to create monthly reports based on user activity. You have user activity timestamps stored as Unix timestamps. Use <code>timestamp_from_unix_date_time(unix_timestamp, 'MONTH')</code>  to get the beginning of the month for each activity, and then aggregate data accordingly.</li> </ul> <pre><code>SELECT\n  bigfunctions.us.timestamp_from_unix_date_time(activity_timestamp, 'MONTH') AS activity_month,\n  COUNT(DISTINCT user_id) AS active_users\nFROM\n  `your_project.your_dataset.user_activity`\nGROUP BY\n  activity_month\nORDER BY\n  activity_month;\n</code></pre> <ul> <li>Data bucketing/aggregation: You want to group events into hourly buckets. You can use <code>timestamp_from_unix_date_time(unix_timestamp, 'HOUR')</code> to truncate timestamps to the beginning of each hour, enabling easy grouping and aggregation.</li> </ul> <pre><code>SELECT\n  bigfunctions.us.timestamp_from_unix_date_time(event_timestamp, 'HOUR') AS event_hour,\n  SUM(event_value) AS total_value\nFROM\n  `your_project.your_dataset.events`\nGROUP BY\n  event_hour\nORDER BY\n  event_hour;\n</code></pre> <ul> <li>Simplifying date comparisons:  Sometimes, you only care about the date part of a timestamp.  Using <code>timestamp_from_unix_date_time(unix_timestamp, 'DAY')</code> effectively converts the Unix timestamp to a date, allowing for straightforward date comparisons without dealing with the time component.</li> </ul> <pre><code>SELECT *\nFROM `your_project.your_dataset.events`\nWHERE bigfunctions.us.timestamp_from_unix_date_time(event_timestamp, 'DAY') = '2024-03-15';\n</code></pre> <p>These examples demonstrate the flexibility of the function to handle different levels of time granularity based on the <code>date_time_part</code> argument, enabling a variety of time-based analysis and reporting tasks. Remember to replace  <code>your_project.your_dataset.your_table</code> with your actual table information and the correct regional dataset for <code>bigfunctions</code>.</p>"},{"location":"bigfunctions/timestamp_from_unix_date_time/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/timestamp_to_unix_date_time/","title":"timestamp_to_unix_date_time - BigQuery function","text":"<p> bigfunctions  &gt; timestamp_to_unix_date_time </p>"},{"location":"bigfunctions/timestamp_to_unix_date_time/#timestamp_to_unix_date_time","title":"timestamp_to_unix_date_time","text":"Call or Deploy <code>timestamp_to_unix_date_time</code> ? Call <code>timestamp_to_unix_date_time</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>timestamp_to_unix_date_time</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>timestamp_to_unix_date_time</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>timestamp_to_unix_date_time</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>timestamp_to_unix_date_time</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get timestamp_to_unix_date_time\nbigfun deploy timestamp_to_unix_date_time\n</code></pre>"},{"location":"bigfunctions/timestamp_to_unix_date_time/#description","title":"Description","text":"<p>Signature</p> <pre><code>timestamp_to_unix_date_time(timestamp_expression, date_time_part)\n</code></pre> <p>Description</p> <p>Returns the number of <code>date_time_part</code> since <code>1970-01-01 00:00:00 UTC</code>. Truncates higher levels of precision by rounding down to the beginning of the <code>date_time_part</code>.</p> Param Possible values <code>date_time_part</code> <code>MICROSECOND</code>, <code>MILLISECOND</code>, <code>SECOND</code>, <code>MINUTE</code>, <code>HOUR</code>, <code>DAY</code>, <code>WEEK</code>, <code>WEEK(MONDAY)</code>, <code>WEEK(TUESDAY)</code>, <code>WEEK(WEDNESDAY)</code>, <code>WEEK(THURSDAY)</code>, <code>WEEK(FRIDAY)</code>, <code>WEEK(SATURDAY)</code>, <code>WEEK(SUNDAY)</code>, <code>MONTH</code>, <code>QUARTER</code>, <code>YEAR</code>"},{"location":"bigfunctions/timestamp_to_unix_date_time/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.timestamp_to_unix_date_time(timestamp(\"2001-01-01\"), \"YEAR\")\n</code></pre> <pre><code>select bigfunctions.us.timestamp_to_unix_date_time(timestamp(\"2001-01-01\"), \"YEAR\")\n</code></pre> <pre><code>select bigfunctions.europe_west1.timestamp_to_unix_date_time(timestamp(\"2001-01-01\"), \"YEAR\")\n</code></pre> <pre>\n<code>+------------+\n| unix_value |\n+------------+\n| 31         |\n+------------+\n</code>\n</pre> Need help or Found a bug using <code>timestamp_to_unix_date_time</code>? Get help using <code>timestamp_to_unix_date_time</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>timestamp_to_unix_date_time</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/timestamp_to_unix_date_time/#use-cases","title":"Use cases","text":"<p>Use Case 1: Event Time Difference Calculation</p> <p>Imagine you have a table of events with timestamps, and you want to calculate the time elapsed between events in a specific unit (e.g., days, hours, minutes).  <code>timestamp_to_unix_date_time</code> can help achieve this.</p> <p><pre><code>SELECT\n    event_id,\n    event_timestamp,\n    bigfunctions.YOUR_REGION.timestamp_to_unix_date_time(event_timestamp, 'SECOND') -\n        LAG(bigfunctions.YOUR_REGION.timestamp_to_unix_date_time(event_timestamp, 'SECOND')) OVER (PARTITION BY user_id ORDER BY event_timestamp) AS time_difference_seconds\nFROM\n    your_event_table\n</code></pre> This query calculates the difference in seconds between consecutive events for each user. You can change 'SECOND' to 'MINUTE', 'HOUR', 'DAY', etc., depending on the desired unit.</p> <p>Use Case 2: Bucketing Events by Time Intervals</p> <p>You might want to group events into specific time intervals for analysis, such as hourly, daily, or weekly buckets.  <code>timestamp_to_unix_date_time</code> allows you to generate bucket identifiers.</p> <p><pre><code>SELECT\n    event_id,\n    event_timestamp,\n    bigfunctions.YOUR_REGION.timestamp_to_unix_date_time(event_timestamp, 'HOUR') AS hour_bucket\nFROM\n    your_event_table\n</code></pre> This query assigns each event to an hourly bucket based on its timestamp.  Events within the same hour will have the same <code>hour_bucket</code> value.  You can then use this <code>hour_bucket</code> for aggregation or filtering.</p> <p>Use Case 3: Data Retention Policies</p> <p>For implementing data retention policies, you can use <code>timestamp_to_unix_date_time</code> to identify data older than a specific period.</p> <pre><code>SELECT\n    *\nFROM\n    your_data_table\nWHERE\n    bigfunctions.YOUR_REGION.timestamp_to_unix_date_time(CURRENT_TIMESTAMP(), 'DAY') - bigfunctions.YOUR_REGION.timestamp_to_unix_date_time(data_timestamp, 'DAY') &gt; 30  -- Delete data older than 30 days\n</code></pre> <p>This query selects data older than 30 days. You can modify the condition and integrate it into a DELETE statement to automatically remove old data.</p> <p>Use Case 4: Simplified Date Arithmetic</p> <p>Sometimes you need to perform date arithmetic but don't want to deal with complexities of date and timestamp functions. Converting to Unix time can simplify these calculations. For example, adding 7 days to a timestamp becomes as simple as adding 7 * 24 * 60 * 60 to the Unix timestamp representation.</p> <p>Important Note: Remember to replace <code>YOUR_REGION</code> with the appropriate BigQuery region (e.g., <code>us</code>, <code>eu</code>, <code>us-central1</code>) where you are running your query.</p>"},{"location":"bigfunctions/timestamp_to_unix_date_time/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/translate/","title":"translate - BigQuery function","text":"<p> bigfunctions  &gt; translate </p>"},{"location":"bigfunctions/translate/#translate","title":"translate","text":"Call or Deploy <code>translate</code> ? Call <code>translate</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>translate</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>translate</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>translate</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>translate</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get translate\nbigfun deploy translate\n</code></pre>"},{"location":"bigfunctions/translate/#description","title":"Description","text":"<p>Signature</p> <pre><code>translate(text, target_language)\n</code></pre> <p>Description</p> <p>Translate <code>text</code> into <code>target_language</code></p>"},{"location":"bigfunctions/translate/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.translate(\"Salut \ud83d\udc4b Florian. Merci d'avoir contribu\u00e9 !\", 'en')\n</code></pre> <pre><code>select bigfunctions.us.translate(\"Salut \ud83d\udc4b Florian. Merci d'avoir contribu\u00e9 !\", 'en')\n</code></pre> <pre><code>select bigfunctions.europe_west1.translate(\"Salut \ud83d\udc4b Florian. Merci d'avoir contribu\u00e9 !\", 'en')\n</code></pre> <pre>\n<code>+-------------------------------------------+\n| translated_text                           |\n+-------------------------------------------+\n| Hello \ud83d\udc4b Florian. Thanks for contributing! |\n+-------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>translate</code>? Get help using <code>translate</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>translate</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/translate/#use-cases","title":"Use cases","text":"<p>A company has a database of customer reviews in various languages. They want to analyze the sentiment of these reviews but their sentiment analysis tool only works on English text.  They can use the <code>translate</code> function within BigQuery to translate all reviews into English before processing them with the sentiment analysis tool.</p> <pre><code>SELECT review_id, sentiment(bigfunctions.&lt;region&gt;.translate(review_text, 'en')) AS sentiment_score\nFROM `project.dataset.reviews`;\n</code></pre> <p>Replacing <code>&lt;region&gt;</code> with the appropriate BigQuery region for their dataset (e.g., <code>us</code>, <code>eu</code>, <code>europe-west1</code>).  This query translates each <code>review_text</code> into English and then calculates the sentiment score using the hypothetical <code>sentiment</code> function. This allows the company to perform sentiment analysis on all reviews regardless of the original language.</p>"},{"location":"bigfunctions/translate/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/translated_month_name/","title":"translated_month_name - BigQuery function","text":"<p> bigfunctions  &gt; translated_month_name </p>"},{"location":"bigfunctions/translated_month_name/#translated_month_name","title":"translated_month_name","text":"Call or Deploy <code>translated_month_name</code> ? Call <code>translated_month_name</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>translated_month_name</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>translated_month_name</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>translated_month_name</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>translated_month_name</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get translated_month_name\nbigfun deploy translated_month_name\n</code></pre>"},{"location":"bigfunctions/translated_month_name/#description","title":"Description","text":"<p>Signature</p> <pre><code>translated_month_name(date, language)\n</code></pre> <p>Description</p> <p>Get <code>translated_month_name</code> in targeted <code>language</code></p> <p><code>language</code> has locale format such as <code>fr</code>, <code>fr_FR</code>, <code>fr_BE</code>, etc.</p>"},{"location":"bigfunctions/translated_month_name/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.translated_month_name('2022-05-01', 'es')\n</code></pre> <pre><code>select bigfunctions.us.translated_month_name('2022-05-01', 'es')\n</code></pre> <pre><code>select bigfunctions.europe_west1.translated_month_name('2022-05-01', 'es')\n</code></pre> <pre>\n<code>+-----------------------+\n| translated_month_name |\n+-----------------------+\n| mayo                  |\n+-----------------------+\n</code>\n</pre> Need help or Found a bug using <code>translated_month_name</code>? Get help using <code>translated_month_name</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>translated_month_name</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/translated_month_name/#use-cases","title":"Use cases","text":"<p>A company has a table of sales data with a date column. They want to create a report that displays the month name in different languages based on the user's locale.  They can use the <code>translated_month_name</code> function to achieve this.</p> <p>Example Scenario:</p> <p>The company operates in France and Spain.  They have a BigQuery table called <code>sales</code> with columns <code>date</code> and <code>sales_amount</code>.</p> <pre><code>CREATE OR REPLACE TABLE `your_project.your_dataset.sales` AS\nSELECT DATE('2023-01-15') AS date, 1200 AS sales_amount UNION ALL\nSELECT DATE('2023-02-20') AS date, 1500 AS sales_amount UNION ALL\nSELECT DATE('2023-03-10') AS date, 1800 AS sales_amount UNION ALL\nSELECT DATE('2023-04-05') AS date, 1100 AS sales_amount;\n</code></pre> <p>Query for French Users:</p> <pre><code>SELECT\n    bigfunctions.eu.translated_month_name(date, 'fr') AS month_name_fr,\n    sales_amount\nFROM\n    `your_project.your_dataset.sales`;\n</code></pre> <p>Result:</p> month_name_fr sales_amount janvier 1200 f\u00e9vrier 1500 mars 1800 avril 1100 <p>Query for Spanish Users:</p> <pre><code>SELECT\n    bigfunctions.eu.translated_month_name(date, 'es') AS month_name_es,\n    sales_amount\nFROM\n    `your_project.your_dataset.sales`;\n</code></pre> <p>Result:</p> month_name_es sales_amount enero 1200 febrero 1500 marzo 1800 abril 1100 <p>This allows the company to generate reports tailored to different language preferences without needing complex case statements or separate tables for each language.  The <code>translated_month_name</code> function simplifies the process of localizing date information. Remember to replace <code>your_project.your_dataset</code> and the region prefix (e.g. <code>eu</code>, <code>us</code>) as needed.</p>"},{"location":"bigfunctions/translated_month_name/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/translated_weekday_name/","title":"translated_weekday_name - BigQuery function","text":"<p> bigfunctions  &gt; translated_weekday_name </p>"},{"location":"bigfunctions/translated_weekday_name/#translated_weekday_name","title":"translated_weekday_name","text":"Call or Deploy <code>translated_weekday_name</code> ? Call <code>translated_weekday_name</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>translated_weekday_name</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>translated_weekday_name</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>translated_weekday_name</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>translated_weekday_name</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get translated_weekday_name\nbigfun deploy translated_weekday_name\n</code></pre>"},{"location":"bigfunctions/translated_weekday_name/#description","title":"Description","text":"<p>Signature</p> <pre><code>translated_weekday_name(date, language)\n</code></pre> <p>Description</p> <p>Get <code>translated_weekday_name</code> in targeted <code>language</code></p> <p><code>language</code> has locale format such as <code>fr</code>, <code>fr_FR</code>, <code>fr_BE</code>, etc.</p>"},{"location":"bigfunctions/translated_weekday_name/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.translated_weekday_name('2023-06-02', 'fr')\n</code></pre> <pre><code>select bigfunctions.us.translated_weekday_name('2023-06-02', 'fr')\n</code></pre> <pre><code>select bigfunctions.europe_west1.translated_weekday_name('2023-06-02', 'fr')\n</code></pre> <pre>\n<code>+-------------------------+\n| translated_weekday_name |\n+-------------------------+\n| vendredi                |\n+-------------------------+\n</code>\n</pre> Need help or Found a bug using <code>translated_weekday_name</code>? Get help using <code>translated_weekday_name</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>translated_weekday_name</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/translated_weekday_name/#use-cases","title":"Use cases","text":"<p>A company has a database of customer orders with timestamps. They want to generate reports based on the day of the week, but need the reports to be localized for different regions.</p> <p>For example, they might want to generate a report showing the total sales for each day of the week in French for their French-speaking customers, and a separate report in Spanish for their Spanish-speaking customers.</p> <p>Using the <code>translated_weekday_name</code> function, they can achieve this easily. They can query their order data, extract the weekday from the timestamp, and then use the function to translate the weekday name into the desired language.  A simplified example in BigQuery SQL (assuming the dataset is in the EU region) would be:</p> <pre><code>SELECT\n    bigfunctions.eu.translated_weekday_name(EXTRACT(DATE from order_timestamp), 'fr') AS french_weekday,\n    SUM(order_total) AS total_sales\n  FROM\n    `your_project.your_dataset.your_orders_table`\n  GROUP BY 1\n  ORDER BY 1\n</code></pre> <p>This would output a table showing the total sales for each day of the week, with the weekday name translated into French. They could then repeat the query with a different language code (e.g., 'es' for Spanish) to generate a localized report for a different region.</p>"},{"location":"bigfunctions/translated_weekday_name/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/upload_table_to_gsheet/","title":"upload_table_to_gsheet - BigQuery function","text":"<p> bigfunctions  &gt; upload_table_to_gsheet </p>"},{"location":"bigfunctions/upload_table_to_gsheet/#upload_table_to_gsheet","title":"upload_table_to_gsheet","text":"Call or Deploy <code>upload_table_to_gsheet</code> ? Call <code>upload_table_to_gsheet</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>upload_table_to_gsheet</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>upload_table_to_gsheet</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>upload_table_to_gsheet</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>upload_table_to_gsheet</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get upload_table_to_gsheet\nbigfun deploy upload_table_to_gsheet\n</code></pre>"},{"location":"bigfunctions/upload_table_to_gsheet/#description","title":"Description","text":"<p>Signature</p> <pre><code>upload_table_to_gsheet(table_or_view_or_query, max_rows, spreadsheet_url, worksheet_name, write_mode)\n</code></pre> <p>Description</p> <p>Upload data from <code>table_or_view_or_query</code> to Google Sheet (maximum <code>max_rows</code> rows will be uploaded).</p> <ol> <li>\ud83d\udca1 For this to work, share your Google Sheet in edit mode to <code>749389685934-compute@developer.gserviceaccount.com</code></li> <li><code>write_mode</code> controls what is done if a worksheet with <code>worksheet_name</code> already exists. It must be one of:<ul> <li><code>write_truncate</code>: if the sheet already exists, it will be recreated.</li> <li><code>write_append</code>: if the sheet already exists, data will be appended to it.</li> <li><code>raise_error</code>:  if the sheet already exists, an error will be raised.</li> <li><code>do_nothing</code>:  if the sheet already exists, nothing will be done.</li> <li><code>null</code>: same as <code>write_truncate</code></li> </ul> </li> </ol>"},{"location":"bigfunctions/upload_table_to_gsheet/#examples","title":"Examples","text":"<p>1. upload 1000 rows from a table</p> EUUSeurope-west1 <pre><code>call bigfunctions.eu.upload_table_to_gsheet(\n  'bigfunctions.eu.sales', \n  1000, \n  'https://docs.google.com/spreadsheets/d/xxxxxxxxx', \n  'my worksheet', \n  'write_truncate');\n</code></pre> <pre><code>call bigfunctions.us.upload_table_to_gsheet(\n  'bigfunctions.us.sales', \n  1000, \n  'https://docs.google.com/spreadsheets/d/xxxxxxxxx', \n  'my worksheet', \n  'write_truncate');\n</code></pre> <pre><code>call bigfunctions.europe_west1.upload_table_to_gsheet(\n  'bigfunctions.europe_west1.sales', \n  1000, \n  'https://docs.google.com/spreadsheets/d/xxxxxxxxx', \n  'my worksheet', \n  'write_truncate');\n</code></pre> <p></p> <p>2. with a query</p> EUUSeurope-west1 <pre><code>call bigfunctions.eu.upload_table_to_gsheet(\n  '(select 1 as foo)', \n  null, \n  'https://docs.google.com/spreadsheets/d/xxxxxxxxx', \n  'my worksheet', \n  'write_truncate');\n</code></pre> <pre><code>call bigfunctions.us.upload_table_to_gsheet(\n  '(select 1 as foo)', \n  null, \n  'https://docs.google.com/spreadsheets/d/xxxxxxxxx', \n  'my worksheet', \n  'write_truncate');\n</code></pre> <pre><code>call bigfunctions.europe_west1.upload_table_to_gsheet(\n  '(select 1 as foo)', \n  null, \n  'https://docs.google.com/spreadsheets/d/xxxxxxxxx', \n  'my worksheet', \n  'write_truncate');\n</code></pre> Need help or Found a bug using <code>upload_table_to_gsheet</code>? Get help using <code>upload_table_to_gsheet</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>upload_table_to_gsheet</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/upload_table_to_gsheet/#use-cases","title":"Use cases","text":"<p>Here are a few use cases for the <code>upload_table_to_gsheet</code> function:</p> <p>1. Reporting and Sharing Data:</p> <ul> <li>Regular Reporting:  A marketing team could use this function to automatically export weekly or monthly website traffic data from a BigQuery table to a Google Sheet. This sheet could then be used for reporting, visualization, and sharing with stakeholders who may not have direct access to BigQuery.</li> <li>Ad-hoc Data Extracts:  A business analyst might need to quickly extract a subset of customer data for a specific analysis.  They could use <code>upload_table_to_gsheet</code> to pull the relevant data into a Google Sheet for easier manipulation and sharing with collaborators.</li> <li>Data Sharing with External Parties: You might need to share data with a client or partner who doesn't have access to your BigQuery project. Exporting the data to a Google Sheet offers a simple and accessible way to share information.</li> </ul> <p>2. Collaboration and Data Entry:</p> <ul> <li>Collaborative Data Editing:  A team working on a project might use a Google Sheet as a central hub for data entry and review.  <code>upload_table_to_gsheet</code> could be used to seed the sheet with initial data from BigQuery, allowing the team to build upon it collaboratively.</li> <li>Collecting Feedback: You could upload survey results from BigQuery to a Google Sheet to facilitate collaborative analysis and discussion among team members.</li> </ul> <p>3. Data Integration and Transformation:</p> <ul> <li>Preprocessing Data for Other Tools:  Some tools and applications might not have direct integration with BigQuery. Exporting data to a Google Sheet can serve as an intermediary step, allowing you to format and prepare the data for import into those tools.</li> <li>Manual Data Cleansing and Enrichment: While BigQuery is powerful for data transformation, sometimes manual cleaning or enrichment is necessary. Exporting data to a Google Sheet provides a user-friendly interface for making such adjustments.</li> </ul> <p>4. Small-Scale Data Backup:</p> <ul> <li>Backing Up Important Tables: For relatively small tables, <code>upload_table_to_gsheet</code> can be a simple way to create a backup copy in a different format.  However, for large datasets, BigQuery's native backup and recovery mechanisms are more suitable.</li> </ul> <p>Example Scenario:</p> <p>An e-commerce company uses BigQuery to store sales data. Every Monday, the marketing team needs a report of the previous week's sales by product category. They could schedule a query to calculate this data and then use <code>upload_table_to_gsheet</code> to automatically export the results to a designated Google Sheet. This automates the reporting process and makes the data readily available for analysis and visualization.</p>"},{"location":"bigfunctions/upload_table_to_gsheet/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/upload_to_gsheet/","title":"upload_to_gsheet - BigQuery function","text":"<p> bigfunctions  &gt; upload_to_gsheet </p>"},{"location":"bigfunctions/upload_to_gsheet/#upload_to_gsheet","title":"upload_to_gsheet","text":"Call or Deploy <code>upload_to_gsheet</code> ? Call <code>upload_to_gsheet</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>upload_to_gsheet</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>upload_to_gsheet</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>upload_to_gsheet</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>upload_to_gsheet</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get upload_to_gsheet\nbigfun deploy upload_to_gsheet\n</code></pre>"},{"location":"bigfunctions/upload_to_gsheet/#description","title":"Description","text":"<p>Signature</p> <pre><code>upload_to_gsheet(data, spreadsheet_url, worksheet_name, write_mode)\n</code></pre> <p>Description</p> <p>Upload <code>data</code> (a json array of objects) to a Google Sheet in <code>write_mode</code>.</p> <ol> <li>\ud83d\udca1 For this to work, share your Google Sheet in edit mode to <code>749389685934-compute@developer.gserviceaccount.com</code></li> <li><code>write_mode</code> controls what is done if a worksheet with <code>worksheet_name</code> already exists. It must be one of:<ul> <li><code>write_truncate</code>: if the sheet already exists, it will be recreated.</li> <li><code>write_append</code>: if the sheet already exists, data will be appended to it.</li> <li><code>raise_error</code>:  if the sheet already exists, an error will be raised.</li> <li><code>do_nothing</code>:  if the sheet already exists, nothing will be done.</li> <li><code>null</code>: same as <code>write_truncate</code></li> </ul> </li> </ol>"},{"location":"bigfunctions/upload_to_gsheet/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.upload_to_gsheet(json '[{\"col1\": \"row1\", \"col2\": 1}, {\"col1\": \"row2\", \"col2\": 2}]', \"https://docs.google.com/spreadsheets/d/xxxxxxxxx\", \"my worksheet\", \"write_truncate\")\n</code></pre> <pre><code>select bigfunctions.us.upload_to_gsheet(json '[{\"col1\": \"row1\", \"col2\": 1}, {\"col1\": \"row2\", \"col2\": 2}]', \"https://docs.google.com/spreadsheets/d/xxxxxxxxx\", \"my worksheet\", \"write_truncate\")\n</code></pre> <pre><code>select bigfunctions.europe_west1.upload_to_gsheet(json '[{\"col1\": \"row1\", \"col2\": 1}, {\"col1\": \"row2\", \"col2\": 2}]', \"https://docs.google.com/spreadsheets/d/xxxxxxxxx\", \"my worksheet\", \"write_truncate\")\n</code></pre> <pre>\n<code>+---------------+\n| result        |\n+---------------+\n| DATA_UPLOADED |\n+---------------+\n</code>\n</pre> Need help or Found a bug using <code>upload_to_gsheet</code>? Get help using <code>upload_to_gsheet</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>upload_to_gsheet</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/upload_to_gsheet/#use-cases","title":"Use cases","text":"<p>A marketing team wants to analyze the performance of their recent social media campaigns. They have the campaign data stored in a BigQuery table. To share this data with non-technical stakeholders who primarily use Google Sheets, they can utilize the <code>upload_to_gsheet</code> function.</p> <p>Here's a breakdown of the use case:</p> <ol> <li> <p>Data Preparation in BigQuery: The marketing team creates a BigQuery query to aggregate the relevant campaign data, such as campaign name, impressions, clicks, conversions, and cost.  Let's assume the query results in a table named <code>campaign_performance</code>.</p> </li> <li> <p>Converting to JSON:  They use BigQuery's <code>TO_JSON_STRING</code> function to convert the results of the <code>campaign_performance</code> table into a JSON array of objects, where each object represents a row of campaign data.</p> </li> </ol> <pre><code>SELECT TO_JSON_STRING(t)\nFROM `project.dataset.campaign_performance` AS t;\n</code></pre> <ol> <li>Uploading to Google Sheets: They use the <code>upload_to_gsheet</code> function within BigQuery to upload this JSON data directly to a designated Google Sheet.</li> </ol> <p><pre><code>SELECT bigfunctions.us.upload_to_gsheet(\n    (\n        SELECT TO_JSON_STRING(t)\n        FROM `project.dataset.campaign_performance` AS t\n    ),\n    'https://docs.google.com/spreadsheets/d/YOUR_SPREADSHEET_ID',\n    'Campaign Performance',\n    'write_truncate'\n);\n</code></pre>    This code snippet does the following:     * Calls the <code>upload_to_gsheet</code> function from the appropriate regional dataset (e.g., <code>bigfunctions.us</code>).     * Passes the JSON string generated in the subquery as the <code>data</code> argument.     * Provides the URL of the target Google Sheet, replacing <code>YOUR_SPREADSHEET_ID</code> with the actual ID.     * Specifies the worksheet name as 'Campaign Performance'.     * Uses the <code>write_truncate</code> mode to overwrite the sheet if it already exists, ensuring they always have the latest data.  Alternatively, they could use <code>write_append</code> to add new data to the existing sheet.</p> <ol> <li>Sharing and Analysis in Google Sheets: The Google Sheet is then shared with the non-technical stakeholders, who can easily access, visualize, and analyze the campaign performance data within their familiar spreadsheet environment.  They can create charts, pivot tables, and use other Google Sheets features to gain insights.</li> </ol> <p>This process automates the data transfer from BigQuery to Google Sheets, ensuring that stakeholders have up-to-date campaign performance data readily available for analysis and decision-making. It bridges the gap between technical data storage and non-technical data consumption, enabling broader access to critical business information.</p>"},{"location":"bigfunctions/upload_to_gsheet/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/upsert/","title":"upsert - BigQuery function","text":"<p> bigfunctions  &gt; upsert </p>"},{"location":"bigfunctions/upsert/#upsert","title":"upsert","text":"Call or Deploy <code>upsert</code> ? Call <code>upsert</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>upsert</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>upsert</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>upsert</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>upsert</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get upsert\nbigfun deploy upsert\n</code></pre>"},{"location":"bigfunctions/upsert/#description","title":"Description","text":"<p>Signature</p> <pre><code>upsert(query_or_table_or_view, destination_table, insertion_mode, primary_keys, recency_field)\n</code></pre> <p>Description</p> <p>Merges <code>query_or_table_or_view</code> into the <code>destination_table</code>.</p> <p>A record is identified by its <code>primary_keys</code>. A unique combination of those fields is a unique record. Before the merging operation, the records are identified and deduplicated according to the <code>primary_keys</code>. If <code>recency_field</code> is filled then the last record version is kept else it is chosen arbitrarily.</p> Param Possible values <code>query_or_table_or_view</code> Can be a fully qualified table or view <code>(&lt;project-id&gt;.)?&lt;dataset_id&gt;.&lt;table_or_view_name&gt;</code>.  Can also be a plain query in BigQuery Standard SQL. <code>destination_table</code> Must be a fully qualified table <code>(&lt;project-id&gt;.)?&lt;dataset_id&gt;.&lt;table_or_view_name&gt;</code>. <code>insertion_mode</code> Three insertion mode are available:<ul><li> <code>\"insert_only\"</code>: existing records in <code>query_or_table_or_view</code> and not existing in <code>destination_table</code> are inserted. Deletion and update are not possible. </li><li> <code>\"delta\"</code>: same as <code>insert_only</code> with the updatable records. Records existing both in <code>query_or_table_or_view</code> and in  <code>destination_table</code> are updated. If <code>recency_field</code> is filled, only the most recent version from source and destination is kept. </li><li> <code>\"full\"</code>: same as <code>delta</code> with the deletable records. Records not existing in <code>query_or_table_or_view</code> and existing in <code>destination_table</code> are deleted. </li> </ul> <code>primary_keys</code> Combination of field identifying a record. If <code>primary_keys = []</code>, every row will be considered as a unique record. <code>recency_field</code> Orderable field (ie. <code>timestamp</code>, <code>integer</code>, ...) to identify the relative frechness of a record version."},{"location":"bigfunctions/upsert/#examples","title":"Examples","text":"<p>1. Merge tables in delta mode</p> EUUSeurope-west1 <pre><code>call bigfunctions.eu.upsert('dataset_id.source_table_or_view', 'dataset_id.destination_table', 'delta', ['id'], 'timestamp_field');\n</code></pre> <pre><code>call bigfunctions.us.upsert('dataset_id.source_table_or_view', 'dataset_id.destination_table', 'delta', ['id'], 'timestamp_field');\n</code></pre> <pre><code>call bigfunctions.europe_west1.upsert('dataset_id.source_table_or_view', 'dataset_id.destination_table', 'delta', ['id'], 'timestamp_field');\n</code></pre> <p>2. Merge from query in full</p> EUUSeurope-west1 <pre><code>call bigfunctions.eu.upsert('select * from dataset_id.source_table_or_view where filter_field = true', 'dataset_id.destination_table', 'full', ['id'], null);\n</code></pre> <pre><code>call bigfunctions.us.upsert('select * from dataset_id.source_table_or_view where filter_field = true', 'dataset_id.destination_table', 'full', ['id'], null);\n</code></pre> <pre><code>call bigfunctions.europe_west1.upsert('select * from dataset_id.source_table_or_view where filter_field = true', 'dataset_id.destination_table', 'full', ['id'], null);\n</code></pre> Need help or Found a bug using <code>upsert</code>? Get help using <code>upsert</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>upsert</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/upsert/#use-cases","title":"Use cases","text":"<p>Let's illustrate the <code>upsert</code> function with a concrete use case: managing a product catalog in BigQuery.</p> <p>Scenario: You have a BigQuery table called <code>product_catalog</code> that stores information about your products.  You receive regular updates about product information from various sources, and you need to efficiently update your <code>product_catalog</code> table with these changes.</p> <p>Table Schema (product_catalog):</p> <ul> <li><code>product_id</code> (STRING): Unique identifier for each product (primary key)</li> <li><code>name</code> (STRING): Product name</li> <li><code>price</code> (NUMERIC): Product price</li> <li><code>description</code> (STRING): Product description</li> <li><code>last_updated</code> (TIMESTAMP): Timestamp indicating the last update time</li> </ul> <p>Update Data: You receive a new batch of product updates in another table or as the result of a query. This data may contain new products, updates to existing products, or even information about products that need to be removed.</p> <p>Use Case Examples:</p> <p>1. Delta Update (Insert and Update):</p> <p>You want to insert new products and update existing ones based on the latest information.  You use the <code>delta</code> insertion mode and the <code>last_updated</code> field to determine the most recent record.</p> <pre><code>CALL bigfunctions.&lt;your-region&gt;.upsert(\n    'dataset_id.product_updates',  -- Source table with updates\n    'dataset_id.product_catalog', -- Destination table\n    'delta',                      -- Insertion mode\n    ['product_id'],              -- Primary key\n    'last_updated'               -- Recency field\n);\n</code></pre> <p>This will:</p> <ul> <li>Insert:  Any new products (based on <code>product_id</code>) found in <code>product_updates</code> that are not present in <code>product_catalog</code>.</li> <li>Update: For products with matching <code>product_id</code> in both tables, the values in <code>product_catalog</code> will be updated with the values from <code>product_updates</code> if the <code>last_updated</code> timestamp in <code>product_updates</code> is more recent.</li> </ul> <p>2. Full Merge (Insert, Update, and Delete):</p> <p>You want to perform a complete synchronization of your product catalog. This means inserting new products, updating existing ones, and deleting products that are no longer present in the source data. You use the <code>full</code> insertion mode.</p> <pre><code>CALL bigfunctions.&lt;your-region&gt;.upsert(\n    -- Query that selects active products from a larger dataset\n    'SELECT * FROM dataset_id.all_products WHERE active = TRUE',\n    'dataset_id.product_catalog', -- Destination table\n    'full',                      -- Insertion mode\n    ['product_id'],              -- Primary key\n    'last_updated'               -- Recency field\n);\n</code></pre> <p>This will:</p> <ul> <li>Insert: New products.</li> <li>Update: Existing products with more recent data.</li> <li>Delete: Products present in <code>product_catalog</code> but not returned by the source query (meaning they are no longer active).</li> </ul> <p>3. Insert Only:</p> <p>If you only want to insert new products without updating existing ones:</p> <pre><code>CALL bigfunctions.&lt;your-region&gt;.upsert(\n    'dataset_id.new_products',    -- Source table with new products\n    'dataset_id.product_catalog', -- Destination table\n    'insert_only',                -- Insertion mode\n    ['product_id'],              -- Primary key\n    NULL                         -- No recency field needed for insert only\n);\n</code></pre> <p>These examples demonstrate how the <code>upsert</code> function simplifies the process of merging data into a BigQuery table, handling various update scenarios with a single function call.  Remember to replace <code>&lt;your-region&gt;</code> with the appropriate BigQuery region (e.g., <code>us</code>, <code>eu</code>, <code>us-central1</code>).</p>"},{"location":"bigfunctions/upsert/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/url_decode/","title":"url_decode - BigQuery function","text":"<p> bigfunctions  &gt; url_decode </p>"},{"location":"bigfunctions/url_decode/#url_decode","title":"url_decode","text":"Call or Deploy <code>url_decode</code> ? Call <code>url_decode</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>url_decode</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>url_decode</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>url_decode</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>url_decode</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get url_decode\nbigfun deploy url_decode\n</code></pre>"},{"location":"bigfunctions/url_decode/#description","title":"Description","text":"<p>Signature</p> <pre><code>url_decode(url_encoded_string)\n</code></pre> <p>Description</p> <p>Decode <code>url_encoded_string</code> (inspired from this stackoverflow solution)</p>"},{"location":"bigfunctions/url_decode/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.url_decode('http%3A%2F%2Fwww.example.com%2Fhello%3Fv%3D12345')\n</code></pre> <pre><code>select bigfunctions.us.url_decode('http%3A%2F%2Fwww.example.com%2Fhello%3Fv%3D12345')\n</code></pre> <pre><code>select bigfunctions.europe_west1.url_decode('http%3A%2F%2Fwww.example.com%2Fhello%3Fv%3D12345')\n</code></pre> <pre>\n<code>+--------------------------------------+\n| string                               |\n+--------------------------------------+\n| http://www.example.com/hello?v=12345 |\n+--------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>url_decode</code>? Get help using <code>url_decode</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>url_decode</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/url_decode/#use-cases","title":"Use cases","text":"<p>You have a table in BigQuery that stores URLs, but some of these URLs are URL-encoded (meaning special characters are replaced with percent signs followed by hexadecimal codes). You want to decode these URLs to their original, readable form.</p> <p>Example Scenario:</p> <p>Let's say you have a table named <code>website_traffic</code> with a column called <code>encoded_url</code>.  This column contains URL-encoded strings like this:</p> <pre><code>'https%3A%2F%2Fwww.example.com%2Fproducts%3Fid%3D123%26source%3Dgoogle'\n</code></pre> <p>You can use the <code>url_decode</code> function to decode these URLs within a query:</p> <pre><code>SELECT url_decode(encoded_url) AS decoded_url\nFROM `your_project.your_dataset.website_traffic`;\n</code></pre> <p>This query would produce a result set with a <code>decoded_url</code> column containing the properly decoded URLs:</p> <pre><code>https://www.example.com/products?id=123&amp;source=google\n</code></pre> <p>Use Cases:</p> <ul> <li>Log Analysis: Web server logs often store URLs in a URL-encoded format.  Decoding them makes the logs more human-readable and easier to analyze.</li> <li>Data Cleaning:  If you have URL data from different sources, some might be encoded and some might not.  Using <code>url_decode</code> ensures consistency in your data.</li> <li>Reporting:  Presenting decoded URLs in reports makes the information clearer and more understandable for stakeholders.</li> <li>Data Integration: If you're integrating data from a system that provides URL-encoded URLs, you'll need to decode them before storing or processing them in BigQuery.</li> </ul> <p>In essence, whenever you encounter URL-encoded strings in your BigQuery data and need to work with the actual URLs, the <code>url_decode</code> function becomes indispensable.</p>"},{"location":"bigfunctions/url_decode/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/validate_address/","title":"validate_address - BigQuery function","text":"<p> bigfunctions  &gt; validate_address </p>"},{"location":"bigfunctions/validate_address/#validate_address","title":"validate_address","text":"Call or Deploy <code>validate_address</code> ? Call <code>validate_address</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>validate_address</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>validate_address</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>validate_address</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>validate_address</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get validate_address\nbigfun deploy validate_address\n</code></pre> <p>Requirements</p> <p><code>validate_address</code> uses the following secrets. Get them by reading the documentation link and store them in Google Secret Manager in the project where you deploy the function (and give Accessor role to the service account of the function):</p> name description documentation to get the secret <code>gmaps_api_key</code> Google Maps Api Key doc"},{"location":"bigfunctions/validate_address/#description","title":"Description","text":"<p>Signature</p> <pre><code>validate_address(address)\n</code></pre> <p>Description</p> <p>Validate <code>address</code> using Google Maps</p>"},{"location":"bigfunctions/validate_address/#examples","title":"Examples","text":"<p>1. Correct address</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.validate_address('1 Avenue des Champs-\u00c9lys\u00e9es, 75008 Paris, France')\n</code></pre> <pre><code>select bigfunctions.us.validate_address('1 Avenue des Champs-\u00c9lys\u00e9es, 75008 Paris, France')\n</code></pre> <pre><code>select bigfunctions.europe_west1.validate_address('1 Avenue des Champs-\u00c9lys\u00e9es, 75008 Paris, France')\n</code></pre> <pre>\n<code>+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| validation_result                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |\n+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| {'result': {'verdict': {'inputGranularity': 'PREMISE',\n  'validationGranularity': 'PREMISE',\n  'geocodeGranularity': 'PREMISE',\n  'addressComplete': True},\n  'address': {'formattedAddress': '1 Avenue des Champs-\u00c9lys\u00e9es, 75008 Paris, France',\n  ...},\n  'geocode': {'location': {'latitude': 48.8698877, 'longitude': 2.3079341},\n  ...,\n  'bounds': {'low': {'latitude': 48.8698877, 'longitude': 2.3079341},\n    'high': {'latitude': 48.8698877, 'longitude': 2.3079341}},\n  ...}},\n'responseId': ...}\n |\n+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> <p>2. Address with inference</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.validate_address('1 Avenue des Champs-\u00c9lys\u00e9es, 75008 Paris, France')\n</code></pre> <pre><code>select bigfunctions.us.validate_address('1 Avenue des Champs-\u00c9lys\u00e9es, 75008 Paris, France')\n</code></pre> <pre><code>select bigfunctions.europe_west1.validate_address('1 Avenue des Champs-\u00c9lys\u00e9es, 75008 Paris, France')\n</code></pre> <pre>\n<code>+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| validation_result                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |\n+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| {'result': {'verdict': {'inputGranularity': 'PREMISE',\n  'validationGranularity': 'PREMISE',\n  'geocodeGranularity': 'PREMISE',\n  'addressComplete': True,\n  'hasUnconfirmedComponents': True,\n  'hasInferredComponents': True},\n  'address': {\n    'formattedAddress': '1 Avenue des Champs-\u00c9lys\u00e9es, 75008 Paris, France',\n    'addressComponents': [\n      {'componentName': {'text': '1', 'languageCode': 'fr'},\n        'componentType': 'street_number',\n        'confirmationLevel': 'CONFIRMED'},\n      {'componentName': {'text': 'rue des champs elysees', 'languageCode': 'fr'},\n        'componentType': 'route',\n        'confirmationLevel': 'UNCONFIRMED_BUT_PLAUSIBLE'},\n      ...,]\n    'unconfirmedComponentTypes': ['route']}\n  'geocode': {'location': {'latitude': 48.8698877, 'longitude': 2.3079341},\n  ...,\n  'bounds': {'low': {'latitude': 48.8698877, 'longitude': 2.3079341},\n    'high': {'latitude': 48.8698877, 'longitude': 2.3079341}},\n  ...}},\n'responseId': ...}\n |\n+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> <p>3. Route granularity</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.validate_address('Avenue des Champs-\u00c9lys\u00e9es, 75008 Paris, France')\n</code></pre> <pre><code>select bigfunctions.us.validate_address('Avenue des Champs-\u00c9lys\u00e9es, 75008 Paris, France')\n</code></pre> <pre><code>select bigfunctions.europe_west1.validate_address('Avenue des Champs-\u00c9lys\u00e9es, 75008 Paris, France')\n</code></pre> <pre>\n<code>+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| validation_result                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        |\n+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n| {'result': {'verdict': {inputGranularity': 'ROUTE',\n  'validationGranularity': 'ROUTE',\n  'geocodeGranularity': 'ROUTE'},\n  'address': {\n    'formattedAddress': 'Avenue des Champs-\u00c9lys\u00e9es, 75008 Paris, France',\n    'addressComponents': [\n      {'componentName': {'text': 'Avenue des Champs-\u00c9lys\u00e9es',\n        'languageCode': 'fr'},\n        'componentType': 'route',\n        'confirmationLevel': 'CONFIRMED'},\n      ...,]\n    'missingComponentTypes': ['street_number']}\n  'geocode': {'location': {'latitude': 48.8729602, 'longitude': 2.2978526},\n  ...,\n  'bounds': {'low': {'latitude': 48.8655318, 'longitude': 2.2952047},\n    'high': {'latitude': 48.8748338, 'longitude': 2.3200376}},\n  ...}},\n'responseId': ...}\n |\n+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>validate_address</code>? Get help using <code>validate_address</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>validate_address</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/validate_address/#use-cases","title":"Use cases","text":"<p>A practical use case for the <code>validate_address</code> function is cleaning and standardizing address data in a customer database.</p> <p>Imagine you have a large table of customer data in BigQuery, including a column with their addresses.  These addresses might have been entered manually or collected from various sources, leading to inconsistencies like:</p> <ul> <li>Different formats: \"123 Main St\", \"123 Main Street\", \"123 Main St.\", etc.</li> <li>Typos: \"123 Main Sreet\", \"124 Main St\", etc.</li> <li>Missing information: Some addresses might be missing city, state, or zip code.</li> </ul> <p>You can use the <code>validate_address</code> function within a BigQuery query to process these addresses and improve their quality:</p> <pre><code>SELECT\n    original_address,\n    bigfunctions.us.validate_address(original_address).result.address.formattedAddress AS standardized_address,\n    bigfunctions.us.validate_address(original_address).result.verdict.validationGranularity AS validation_granularity,\n    bigfunctions.us.validate_address(original_address).result.verdict.geocodeGranularity AS geocode_granularity\nFROM\n    `your_project.your_dataset.your_customer_table`;\n</code></pre> <p>This query will:</p> <ol> <li>Standardize the format: The <code>formattedAddress</code> field in the function's output will provide a consistent format for all valid addresses.</li> <li>Correct minor errors: The function can often correct typos and infer missing information.</li> <li>Identify invalid addresses: By checking the <code>validationGranularity</code> and <code>geocodeGranularity</code>, you can identify addresses that are completely invalid or only partially valid (e.g., only the street is valid).  You can then flag these addresses for manual review or further investigation.</li> </ol> <p>This standardized and validated address data can then be used for various purposes, such as:</p> <ul> <li>Geocoding: Accurately map customer locations for visualizations or analyses.</li> <li>Logistics: Optimize delivery routes and calculate shipping costs.</li> <li>Marketing: Target specific geographic areas with advertising campaigns.</li> <li>Data integration:  Improve the accuracy and consistency of data when integrating with other systems.</li> </ul> <p>By using the <code>validate_address</code> function, you can significantly enhance the quality and usability of your customer address data.  This leads to more accurate analyses, improved operational efficiency, and better business decisions.</p>"},{"location":"bigfunctions/validate_address/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/weighted_average/","title":"weighted_average - BigQuery function","text":"<p> bigfunctions  &gt; weighted_average </p>"},{"location":"bigfunctions/weighted_average/#weighted_average","title":"weighted_average","text":"Call or Deploy <code>weighted_average</code> ? Call <code>weighted_average</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>weighted_average</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>weighted_average</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>weighted_average</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>weighted_average</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get weighted_average\nbigfun deploy weighted_average\n</code></pre>"},{"location":"bigfunctions/weighted_average/#description","title":"Description","text":"<p>Signature</p> <pre><code>weighted_average(element, weight)\n</code></pre> <p>Description</p> <p>Returns the weigthed average elements.</p>"},{"location":"bigfunctions/weighted_average/#examples","title":"Examples","text":"<p>Calculate average unit price</p> EUUSeurope-west1 <pre><code>with sample_data as (\n\n  select 10 as grade, 1 as ponderation\n  union all\n  select 13 as grade, 2 as ponderation\n\n)\n\n\nselect bigfunctions.eu.weighted_average(grade, ponderation)\nfrom sample_data\n</code></pre> <pre><code>with sample_data as (\n\n  select 10 as grade, 1 as ponderation\n  union all\n  select 13 as grade, 2 as ponderation\n\n)\n\n\nselect bigfunctions.us.weighted_average(grade, ponderation)\nfrom sample_data\n</code></pre> <pre><code>with sample_data as (\n\n  select 10 as grade, 1 as ponderation\n  union all\n  select 13 as grade, 2 as ponderation\n\n)\n\n\nselect bigfunctions.europe_west1.weighted_average(grade, ponderation)\nfrom sample_data\n</code></pre> <pre>\n<code>+------------------+\n| weighted_average |\n+------------------+\n| 12               |\n+------------------+\n</code>\n</pre> Need help or Found a bug using <code>weighted_average</code>? Get help using <code>weighted_average</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>weighted_average</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/weighted_average/#use-cases","title":"Use cases","text":"<p>A teacher wants to calculate the weighted average grade for a student.  The student has two grades:</p> <ul> <li>Quiz: Grade = 10, Weight = 1 (Quizzes are worth less)</li> <li>Exam: Grade = 13, Weight = 2 (Exams are worth more)</li> </ul> <p>Using the <code>weighted_average</code> function, the calculation would be:</p> <pre><code>SELECT bigfunctions.{region}.weighted_average(grade, weight) AS weighted_average\nFROM (\n    SELECT 10 AS grade, 1 AS weight UNION ALL\n    SELECT 13 AS grade, 2 AS weight\n);\n</code></pre> <p>This would return 12, as shown in the example.  The exam grade (13) contributes more to the final average because it has a higher weight.</p> <p>Other use cases:</p> <ul> <li>Calculating average stock prices: Where <code>element</code> is the price of the stock and <code>weight</code> is the number of shares held at that price.</li> <li>Determining the weighted average cost of capital: Where <code>element</code> is the cost of each type of capital (debt, equity, etc.) and <code>weight</code> is the proportion of each type of capital in the company's capital structure.</li> <li>Computing the weighted average of customer satisfaction scores: Where <code>element</code> is the satisfaction score and <code>weight</code> is the number of customers who gave that score.</li> <li>Creating a composite index from multiple indicators: Where <code>element</code> is the value of each indicator and <code>weight</code> reflects the importance of each indicator in the overall index.  For instance, a happiness index could be created weighting factors like GDP per capita, life expectancy, and social support.</li> </ul> <p>In essence, anytime you need an average where some elements contribute more than others, the <code>weighted_average</code> function is useful.</p>"},{"location":"bigfunctions/weighted_average/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/xml2json/","title":"xml2json - BigQuery function","text":"<p> bigfunctions  &gt; xml2json </p>"},{"location":"bigfunctions/xml2json/#xml2json","title":"xml2json","text":"Call or Deploy <code>xml2json</code> ? Call <code>xml2json</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>xml2json</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>xml2json</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>xml2json</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>xml2json</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get xml2json\nbigfun deploy xml2json\n</code></pre>"},{"location":"bigfunctions/xml2json/#description","title":"Description","text":"<p>Signature</p> <pre><code>xml2json(xml)\n</code></pre> <p>Description</p> <p>Returns JSON as a string for given XML string</p>"},{"location":"bigfunctions/xml2json/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.xml2json('&lt;a&gt;&lt;b&gt;foo&lt;/b&gt;&lt;/a&gt;')\n</code></pre> <pre><code>select bigfunctions.us.xml2json('&lt;a&gt;&lt;b&gt;foo&lt;/b&gt;&lt;/a&gt;')\n</code></pre> <pre><code>select bigfunctions.europe_west1.xml2json('&lt;a&gt;&lt;b&gt;foo&lt;/b&gt;&lt;/a&gt;')\n</code></pre> <pre>\n<code>+-------------------+\n| json              |\n+-------------------+\n| {\"a\":{\"b\":\"foo\"}} |\n+-------------------+\n</code>\n</pre> EUUSeurope-west1 <pre><code>select bigfunctions.eu.xml2json('&lt;a&gt;&lt;/a&gt;')\n</code></pre> <pre><code>select bigfunctions.us.xml2json('&lt;a&gt;&lt;/a&gt;')\n</code></pre> <pre><code>select bigfunctions.europe_west1.xml2json('&lt;a&gt;&lt;/a&gt;')\n</code></pre> <pre>\n<code>+----------+\n| json     |\n+----------+\n| {\"a\":\"\"} |\n+----------+\n</code>\n</pre> EUUSeurope-west1 <pre><code>select bigfunctions.eu.xml2json('&lt;a&gt;&lt;/a')\n</code></pre> <pre><code>select bigfunctions.us.xml2json('&lt;a&gt;&lt;/a')\n</code></pre> <pre><code>select bigfunctions.europe_west1.xml2json('&lt;a&gt;&lt;/a')\n</code></pre> <pre>\n<code>+------+\n| json |\n+------+\n| null |\n+------+\n</code>\n</pre> Need help or Found a bug using <code>xml2json</code>? Get help using <code>xml2json</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>xml2json</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/xml2json/#use-cases","title":"Use cases","text":"<p>Let's say you have a BigQuery table that stores product information, but some of that information is stored in XML format within a string column.  You want to analyze this data using BigQuery's powerful SQL capabilities, but working directly with XML in SQL can be cumbersome.  The <code>xml2json</code> function provides a solution.</p> <p>Scenario:</p> <p>Your table <code>products</code> has columns like <code>product_id</code>, <code>product_name</code>, and <code>product_details</code>. The <code>product_details</code> column contains XML data like this:</p> <pre><code>&lt;product_details&gt;\n  &lt;color&gt;Red&lt;/color&gt;\n  &lt;size&gt;Large&lt;/size&gt;\n  &lt;price&gt;25.99&lt;/price&gt;\n&lt;/product_details&gt;\n</code></pre> <p>Use Case with <code>xml2json</code>:</p> <p>You can use <code>xml2json</code> to convert the XML data into JSON within your SQL query, making it easier to access specific elements:</p> <pre><code>SELECT\n    product_id,\n    product_name,\n    JSON_VALUE(bigfunctions.us.xml2json(product_details), '$.product_details.color') AS color,\n    JSON_VALUE(bigfunctions.us.xml2json(product_details), '$.product_details.size') AS size,\n    CAST(JSON_VALUE(bigfunctions.us.xml2json(product_details), '$.product_details.price') AS NUMERIC) AS price\nFROM\n    products;\n</code></pre> <p>This query uses <code>xml2json</code> to convert the <code>product_details</code> XML into a JSON string.  Then, <code>JSON_VALUE</code> extracts the <code>color</code>, <code>size</code>, and <code>price</code> values using JSONPath expressions. This transforms the XML data into a more manageable format for analysis within BigQuery.</p> <p>Other Potential Use Cases:</p> <ul> <li>Data Transformation for downstream applications:  Convert XML data to JSON before exporting it to other systems that work better with JSON.</li> <li>Simplifying complex XML structures:  Transform complex, nested XML into a flatter JSON structure for easier querying and reporting.</li> <li>API Integration: If an API returns data in XML format,  <code>xml2json</code> can be used to convert the response into JSON within BigQuery for analysis.</li> <li>Log Processing:  If log files are stored in XML format, this function can convert them to JSON for easier parsing and analysis within BigQuery.</li> </ul> <p>By converting XML to JSON within BigQuery using <code>xml2json</code>, you unlock the power of BigQuery's JSON functions and make complex XML data more accessible for analysis and processing.</p>"},{"location":"bigfunctions/xml2json/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/xml_extract/","title":"xml_extract - BigQuery function","text":"<p> bigfunctions  &gt; xml_extract </p>"},{"location":"bigfunctions/xml_extract/#xml_extract","title":"xml_extract","text":"Call or Deploy <code>xml_extract</code> ? Call <code>xml_extract</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>xml_extract</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>xml_extract</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>xml_extract</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>xml_extract</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get xml_extract\nbigfun deploy xml_extract\n</code></pre>"},{"location":"bigfunctions/xml_extract/#description","title":"Description","text":"<p>Signature</p> <pre><code>xml_extract(xml, x_path)\n</code></pre> <p>Description</p> <p>Returns content extracted from XML from given XPATH</p>"},{"location":"bigfunctions/xml_extract/#examples","title":"Examples","text":"<p>1. Only one element for the xpath</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.xml_extract(\"&lt;customer&gt;&lt;name&gt;John Doe&lt;/name&gt;&lt;/customer&gt;\", \"/customer/name\")\n</code></pre> <pre><code>select bigfunctions.us.xml_extract(\"&lt;customer&gt;&lt;name&gt;John Doe&lt;/name&gt;&lt;/customer&gt;\", \"/customer/name\")\n</code></pre> <pre><code>select bigfunctions.europe_west1.xml_extract(\"&lt;customer&gt;&lt;name&gt;John Doe&lt;/name&gt;&lt;/customer&gt;\", \"/customer/name\")\n</code></pre> <pre>\n<code>+-----------------+\n| extracted_value |\n+-----------------+\n| [\"John Doe\"]    |\n+-----------------+\n</code>\n</pre> <p>2. Multiple elements for the xpath</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.xml_extract(\"&lt;customer&gt;&lt;name&gt;John Doe&lt;/name&gt;&lt;name&gt;Jane Doe&lt;/name&gt;&lt;/customer&gt;\", \"/customer/name\")\n</code></pre> <pre><code>select bigfunctions.us.xml_extract(\"&lt;customer&gt;&lt;name&gt;John Doe&lt;/name&gt;&lt;name&gt;Jane Doe&lt;/name&gt;&lt;/customer&gt;\", \"/customer/name\")\n</code></pre> <pre><code>select bigfunctions.europe_west1.xml_extract(\"&lt;customer&gt;&lt;name&gt;John Doe&lt;/name&gt;&lt;name&gt;Jane Doe&lt;/name&gt;&lt;/customer&gt;\", \"/customer/name\")\n</code></pre> <pre>\n<code>+--------------------------+\n| extracted_value          |\n+--------------------------+\n| [\"John Doe\", \"Jane Doe\"] |\n+--------------------------+\n</code>\n</pre> <p>3. Incorrect xpath</p> EUUSeurope-west1 <pre><code>select bigfunctions.eu.xml_extract(\"&lt;customer&gt;&lt;name&gt;John Doe&lt;/name&gt;&lt;/customer&gt;\", \"/customer/na\")\n</code></pre> <pre><code>select bigfunctions.us.xml_extract(\"&lt;customer&gt;&lt;name&gt;John Doe&lt;/name&gt;&lt;/customer&gt;\", \"/customer/na\")\n</code></pre> <pre><code>select bigfunctions.europe_west1.xml_extract(\"&lt;customer&gt;&lt;name&gt;John Doe&lt;/name&gt;&lt;/customer&gt;\", \"/customer/na\")\n</code></pre> <pre>\n<code>+-----------------+\n| extracted_value |\n+-----------------+\n| null            |\n+-----------------+\n</code>\n</pre> Need help or Found a bug using <code>xml_extract</code>? Get help using <code>xml_extract</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>xml_extract</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/xml_extract/#use-cases","title":"Use cases","text":"<p>Let's say you have a BigQuery table called <code>product_catalog</code> that stores product information, including an XML description field. The XML data might look like this:</p> <pre><code>&lt;product&gt;\n  &lt;name&gt;Awesome Gadget&lt;/name&gt;\n  &lt;features&gt;\n    &lt;feature&gt;Long battery life&lt;/feature&gt;\n    &lt;feature&gt;Waterproof&lt;/feature&gt;\n  &lt;/features&gt;\n  &lt;price currency=\"USD\"&gt;99.99&lt;/price&gt;\n&lt;/product&gt;\n</code></pre> <p>Use Case 1: Extracting Feature List</p> <p>You want to analyze the most common product features. You can use <code>xml_extract</code> to pull out all the features into an array:</p> <pre><code>SELECT\n    product_id,\n    bigfunctions.us.xml_extract(xml_description, '/product/features/feature') AS features\n  FROM\n    product_catalog;\n</code></pre> <p>This query would return a table with <code>product_id</code> and a <code>features</code> column containing an array of strings, like <code>[\"Long battery life\", \"Waterproof\"]</code>. You can then unnest this array for further analysis.</p> <p>Use Case 2: Finding Products within a Price Range</p> <p>You want to find all products priced between $50 and $100. You can use <code>xml_extract</code> to extract the price and then filter based on its value:</p> <pre><code>SELECT\n    product_id,\n    CAST(bigfunctions.us.xml_extract(xml_description, '/product/price')[OFFSET(0)] AS BIGNUMERIC) AS price\n  FROM\n    product_catalog\n  WHERE CAST(bigfunctions.us.xml_extract(xml_description, '/product/price')[OFFSET(0)] AS BIGNUMERIC) BETWEEN 50 AND 100;\n</code></pre> <p>This query extracts the price, casts it to a numeric type (important!), and then filters the results.  The <code>[OFFSET(0)]</code> is used since <code>xml_extract</code> returns an array, even for single elements.</p> <p>Use Case 3:  Checking for a Specific Feature</p> <p>You want to find all products that have the \"Waterproof\" feature.</p> <pre><code>SELECT\n    product_id\n  FROM\n    product_catalog\n  WHERE 'Waterproof' IN (\n    SELECT feature FROM UNNEST(bigfunctions.us.xml_extract(xml_description, '/product/features/feature')) AS feature\n  );\n</code></pre> <p>This query uses <code>UNNEST</code> to turn the array of features into individual rows and then filters based on the presence of \"Waterproof\".</p> <p>These are just a few examples.  The key takeaway is that <code>xml_extract</code> allows you to query and analyze data embedded within XML structures stored in your BigQuery tables without needing complex string manipulation or external tools.  This makes working with XML data in BigQuery significantly easier. Remember to replace <code>bigfunctions.us</code> with the appropriate dataset for your BigQuery region.</p>"},{"location":"bigfunctions/xml_extract/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"bigfunctions/z_scores/","title":"z_scores - BigQuery function","text":"<p> bigfunctions  &gt; z_scores </p>"},{"location":"bigfunctions/z_scores/#z_scores","title":"z_scores","text":"Call or Deploy <code>z_scores</code> ? Call <code>z_scores</code> directly <p>The easiest way to use bigfunctions</p> <ul> <li><code>z_scores</code> function is deployed in 39 public datasets for all of the 39 BigQuery regions.</li> <li>It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!</li> <li>(You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)</li> </ul> <p>Public BigFunctions Datasets</p> Region Dataset <code>eu</code> <code>bigfunctions.eu</code> <code>us</code> <code>bigfunctions.us</code> <code>europe-west1</code> <code>bigfunctions.europe_west1</code> <code>asia-east1</code> <code>bigfunctions.asia_east1</code> ... ... Deploy <code>z_scores</code> in your project <p>Why deploy?</p> <ul> <li>You may prefer to deploy <code>z_scores</code> in your own project to build and manage your own catalog of functions.</li> <li>This is particularly useful if you want to create private functions (for example calling your internal APIs).</li> <li>Get started by reading the framework page </li> </ul> <p>Deployment</p> <p><code>z_scores</code> function can be deployed with:</p> <pre><code>pip install bigfunctions\nbigfun get z_scores\nbigfun deploy z_scores\n</code></pre>"},{"location":"bigfunctions/z_scores/#description","title":"Description","text":"<p>Signature</p> <pre><code>z_scores(arr)\n</code></pre> <p>Description</p> <p>Compute <code>z_scores</code> for each value of <code>arr</code> array.</p> <p>The Z-Score is the number of standard deviations by which the value is above or below the mean value.</p>"},{"location":"bigfunctions/z_scores/#examples","title":"Examples","text":"EUUSeurope-west1 <pre><code>select bigfunctions.eu.z_scores([1, 2, 3, 4, 5])\n</code></pre> <pre><code>select bigfunctions.us.z_scores([1, 2, 3, 4, 5])\n</code></pre> <pre><code>select bigfunctions.europe_west1.z_scores([1, 2, 3, 4, 5])\n</code></pre> <pre>\n<code>+-----------------------------------+\n| z_scores                          |\n+-----------------------------------+\n| [-1.414, -0.707, 0, 0.707, 1.414] |\n+-----------------------------------+\n</code>\n</pre> Need help or Found a bug using <code>z_scores</code>? Get help using <code>z_scores</code> <p>The community can help! Engage the conversation on Slack</p> <p>We also provide professional suppport.</p> Report a bug about <code>z_scores</code> <p>If the function does not work as expected, please</p> <ul> <li>report a bug so that it can be improved.</li> <li>or open the discussion with the community on Slack.</li> </ul> <p>We also provide professional suppport.</p>"},{"location":"bigfunctions/z_scores/#use-cases","title":"Use cases","text":"<p>A use case for the <code>z_scores</code> function is to identify outliers in a dataset.  Let's imagine you have a table of website session durations in seconds:</p> <pre><code>CREATE OR REPLACE TABLE `your_project.your_dataset.session_durations` AS\nSELECT * FROM UNNEST([\n    10, 25, 30, 35, 40, 45, 50, 55, 60, 300, 65, 70, 75, 80, 85\n]) AS session_duration;\n</code></pre> <p>You suspect that the session duration of 300 seconds is an outlier.  You can use <code>z_scores</code> to confirm this:</p> <pre><code>SELECT\n    session_duration,\n    bigfunctions.your_region.z_scores(ARRAY_AGG(session_duration) OVER ()) as z_score\n  FROM\n    `your_project.your_dataset.session_durations`;\n</code></pre> <p>Replace <code>your_region</code> with your BigQuery region (e.g., <code>us</code>, <code>eu</code>, <code>us_central1</code>).</p> <p>This query will calculate the z-score for each session duration.  The session with a duration of 300 seconds will likely have a z-score significantly higher than other sessions (above 2 or 3, depending on your data distribution), indicating it's an outlier.  You could then filter based on the z-score to identify and potentially remove or further investigate these outlier sessions.</p> <p>Other use cases include:</p> <ul> <li>Standardizing data:  Transforming data to have a mean of 0 and a standard deviation of 1, useful for comparing variables measured on different scales.</li> <li>Anomaly detection: Similar to outlier detection, but in a time-series context, identifying unusual fluctuations in metrics.</li> <li>Machine learning preprocessing:  Many machine learning algorithms benefit from standardized input data.</li> <li>Ranking and scoring:  Z-scores can provide a relative ranking of items based on their performance compared to the average.  For example, ranking students based on their test scores.</li> </ul> <p>Remember to choose the correct BigQuery region for the <code>bigfunctions</code> dataset based on where your data resides.</p>"},{"location":"bigfunctions/z_scores/#spread-the-word","title":"Spread the word!","text":"<p>BigFunctions is fully open-source. Help make it a success by spreading the word!</p> <p>Share on  Add a  on  </p>"},{"location":"blog/reddit/","title":"Introducing BigFunctions: open-source superpowers for BigQuery","text":"<p>Hey r/dataengineering!</p> <p>I'm excited to introduce BigFunctions, an open-source project designed to supercharge your BigQuery data-warehouse and empower your data analysts!</p> <p>After 2 years building it, I just wrote our first article to announce it.</p>"},{"location":"blog/reddit/#what-is-bigfunctions","title":"What is BigFunctions?","text":"<p>Inspired by the growing \"SQL Data Stack\" movement, BigFunctions is a framework that lets you:</p> <ul> <li>Build a Governed Catalog of Functions: Think dbt, but for creating and managing reusable functions directly within BigQuery.</li> <li>Empower Data Analysts: Give them a self-service catalog of functions to handle everything from data loading to complex transformations and action taking-- all from SQL!</li> <li>Simplify Your Data Stack: Replace messy Python scripts and a multitude of tools with clean, scalable SQL queries.</li> </ul>"},{"location":"blog/reddit/#the-problem-were-solving","title":"The Problem We're Solving","text":"<p>The modern data stack can get complicated. Lots of tools, lots of custom scripts...it's a management headache. We believe the future is a simplified stack where SQL (and the data warehouse) does it all.</p> <p>Here are some benefits:</p> <ul> <li>Simplify the stack by replacing a multitude of custom tools to one.</li> <li>Enable data-analysts to do more, directly from SQL.</li> </ul>"},{"location":"blog/reddit/#how-it-works","title":"How it Works","text":"<ul> <li>YAML-Based Configuration: Define your functions using simple YAML, just like dbt uses for transformations.</li> <li>CLI for Testing &amp; Deployment: Test and deploy your functions with ease using our command-line interface.</li> <li>Community-Driven Function Library: Access a growing library of over 120 functions contributed by the community.</li> </ul> <p>Deploy them with a single command!</p>"},{"location":"blog/reddit/#example","title":"Example:","text":"<p>Imagine this:</p> <ol> <li>Load Data: Use a BigFunction to ingest data from any URL directly into BigQuery.</li> <li>Transform: Run time series forecasting with a Prophet BigFunction.</li> <li>Activate: Automatically send sales predictions to a Slack channel using a BigFunction that integrates with the Slack API.</li> </ol> <p>All in SQL. No more jumping between different tools and languages.</p>"},{"location":"blog/reddit/#why-we-built-this","title":"Why We Built This","text":"<p>As Head of Data at Nickel, I saw the need for a better way to empower our 25 data analysts.</p> <p>Thanks to SQL and configuration, our data-analysts at Nickel send 100M+ communications to customers every year, personalize content on mobile app based on customer behavior and call internal APIs to take actions based on machine learning scoring.</p> <p>I built BigFunctions 2 years ago as an open-source project to benefit the entire community. So that any team can empower its SQL users.</p> <p>Today, I think it has been used in production long enough to announce it publicly. Hence this first article on medium.</p> <p>The road is not finished; we still have a lot to do. Stay tuned for the journey.</p> <p>Stay connected and follow us on GitHub, Slack or Linkedin.</p>"}]}
\ No newline at end of file
diff --git a/sitemap.xml b/sitemap.xml
new file mode 100644
index 000000000..4f5428558
--- /dev/null
+++ b/sitemap.xml
@@ -0,0 +1,671 @@
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+    </url>
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+         <loc>https://unytics.io/bigfunctions/bigfunctions/detect_language/</loc>
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+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/load_google_trends/</loc>
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+         <lastmod>2025-03-03</lastmod>
+    </url>
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+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/parse_date/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/parse_url/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/parse_user_agent/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/percentile_value/</loc>
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+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/post/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/precision_recall_auc/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/precision_recall_curve/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/prophet/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/prophet_table/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/quantize_into_bins/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/quantize_into_bins_with_labels/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/quantize_into_fixed_width_bins/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/rare_values/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/refresh_powerbi/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/refresh_tableau/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/remove_accents/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/remove_extra_whitespaces/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/remove_strings/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/remove_value/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/remove_words/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/render_handlebars_template/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/render_template/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/replace_special_characters/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/reverse_geocode/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/roc_auc/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/roc_curve/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/run_python/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/sankey_chart/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/send_google_chat_message/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/send_mail/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/send_mail_with_excel/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/send_mail_with_gmail/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/send_mail_with_sendgrid/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/send_slack_message/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/send_sms/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/send_teams_message/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/sentiment_score/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/sleep/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/sort_values/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/sort_values_desc/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/sql_to_flatten_json_column/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/sum_values/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/timestamp_from_unix_date_time/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/timestamp_to_unix_date_time/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/translate/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/translated_month_name/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/translated_weekday_name/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/upload_table_to_gsheet/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/upload_to_gsheet/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/upsert/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/url_decode/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/validate_address/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/weighted_average/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/xml2json/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/xml_extract/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/bigfunctions/z_scores/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/blog/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+    <url>
+         <loc>https://unytics.io/bigfunctions/blog/reddit/</loc>
+         <lastmod>2025-03-03</lastmod>
+    </url>
+</urlset>
\ No newline at end of file
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diff --git a/theme_overrides/main.html b/theme_overrides/main.html
new file mode 100644
index 000000000..28e156d2f
--- /dev/null
+++ b/theme_overrides/main.html
@@ -0,0 +1,299 @@
+{% extends "base.html" %}
+
+
+
+{% block extrahead %}
+
+{% if page and page.meta and page.meta.title %}
+<meta property="og:title" content="{{ page.meta.title }} - {{ config.site_name }}" />
+<meta property="twitter:card" content="summary" />
+<meta property="twitter:title" content="{{ page.meta.title }} - {{ config.site_name }}" />
+{% else %}
+<meta property="og:title" content="Bigfunctions supercharge BigQuery" />
+<meta property="twitter:card" content="summary" />
+<meta property="twitter:title" content="Bigfunctions supercharge BigQuery" />
+{% endif %}
+
+{% if page and page.meta and page.meta.description %}
+<meta property="og:description" content="{{ page.meta.description }}" />
+{% elif config.site_description %}
+<meta property="og:description" content="{{ config.site_description }}" />
+{% endif %}
+
+<meta property="og:type" content="website" />
+
+{% if page.canonical_url %}
+<meta property="og:url" content="{{ page.canonical_url }}" />
+{% endif %}
+
+{% if page and page.meta and page.meta.image_url %}
+<meta property="og:image" content="{{ page.meta.image_url }}" />
+<meta property="og:image:type" content="{{ page.meta.image_type }}" />
+<meta property="og:image:width" content="{{ page.meta.image_width }}" />
+<meta property="og:image:height" content="{{ page.meta.image_height }}" />
+<meta property="twitter:image" content="{{ page.meta.image_url }}" />
+<meta property="twitter:image:alt" content="{{ page.meta.image_alt }}" />
+{% else %}
+<meta property="og:image" content="https://unytics.io/bigfunctions/assets/logo_and_name.png" />
+<meta property="og:image:type" content="image/png" />
+<meta property="og:image:width" content="2500" />
+<meta property="og:image:height" content="541" />
+<meta property="twitter:image" content="https://unytics.io/bigfunctions/assets/logo_and_name.png" />
+<meta property="twitter:image:alt" content="Supercharge BigQuery with BigFunctions" />
+{% endif %}
+
+{% if config.site_url and config.site_url == 'https://unytics.io/bigfunctions/' %}
+<script defer data-domain="unytics.io" src="https://plausible.io/js/script.js"></script>
+<script>window.plausible = window.plausible || function() { (window.plausible.q = window.plausible.q || []).push(arguments) }</script>
+{% endif %}
+
+
+<style>
+.md-typeset .admonition.abstract,
+.md-typeset details.abstract {
+  border-color: rgb(43, 155, 70);
+}
+.md-typeset .abstract > .admonition-title,
+.md-typeset .abstract > summary {
+  background-color: var(--md-primary-fg-color);
+}
+.md-typeset .abstract > .admonition-title::before,
+.md-typeset .abstract > summary::before {
+  background-color: var(--md-primary-fg-color);
+  -webkit-mask-image: var(--md-admonition-icon--abstract);
+          mask-image: var(--md-admonition-icon--abstract);
+}
+
+.md-typeset__table {
+   min-width: 100%;
+}
+
+.admonition.note {
+  font-size: .8rem;
+}
+
+
+/*------- ANNOUNCEMENT BANNER -------*/
+.md-banner p {
+    line-height: 2.4!important;
+}
+.md-banner p a {
+    color: var(--md-footer-fg-color--light)!important;
+      margin: 0 10px;
+}
+.md-banner p a:hover {
+    color: white!important;
+}
+.md-banner a svg {
+  max-height: 1.2rem !important;
+}
+
+
+/*------- HOME PAGE -------*/
+.md-typeset .md-button:hover {
+  color: var(--md-primary-bg-color);
+  background-color: var(--md-primary-fg-color);
+  border-color: var(--md-primary-bg-color);
+}
+.md-typeset .md-button.md-button--primary:hover {
+  color: var(--md-primary-fg-color);
+  background-color: var(--md-primary-bg-color);
+  border-color: var(--md-primary-fg-color);
+}
+
+.hero__image {
+  max-width: 1000px;
+  /*min-width: 600px;*/
+  width: 100%;
+  height: auto;
+  margin: 0 auto;
+  display: flex;
+  align-items: stretch;
+}
+
+.hero__image img {
+  width: 100%;
+  height: 100%;
+  min-width: 0;
+}
+
+.md-button--center {
+    text-align: center;
+}
+
+.md-content .hero h1, .md-content li>h2 {
+  background-image: linear-gradient(60deg, #495ccdff, #232c60ff);
+  background-clip: text;
+  color: #0000;
+}
+
+.md-content .hero h1 {
+  font-weight: 700;
+  font-size: 2rem;
+  line-height: 1.1 ;
+  margin: 0 0 0.3em!important;
+}
+
+.md-content li>h2 {
+    font-weight: 600;
+}
+
+.md-content h1 a.headerlink, .md-content h2 a.headerlink, .md-content h3 a.headerlink {
+  display: none;
+}
+
+.md-content .big-word {
+  font-weight: 700!important;
+  color: rgb(38, 38, 38)!important;
+  font-size: 3rem;
+  line-height: 1;
+  margin-top: 0;
+  margin-bottom: 0;
+}
+
+
+
+.md-content p, .md-content li {
+  color: rgb(92, 92, 92);
+  /* color: #7c819c; */
+}
+
+img.gray-scale {
+  filter: grayscale(100%); /* Standard */
+  -webkit-filter: grayscale(100%); /* Webkit */
+  vertical-align: middle;
+}
+
+.md-typeset .primary-background {
+  background-color: var(--md-primary-fg-color);
+  padding: 20px;
+}
+
+.md-typeset .primary-border {
+  border: .1rem solid;
+  border-radius: .1rem;
+  border-color: var(--md-primary-fg-color);
+}
+
+.md-typeset .max-width-800 {
+  max-width: 800px;
+  margin: auto;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li {
+  background-color: white;
+  padding: 0 2rem 2rem;
+  max-width: 400px;
+  margin: auto;
+  height: 100%;
+}
+
+.md-typeset .max-width-800.md\:two-columns>ul>li p {
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
+
+
+
+
+.mt-neg {
+  margin-top: -20px!important;
+}
+
+
+/*------- HERO -------*/
+.hero {
+  max-width: 700px;
+  margin: 3rem auto;
+  text-align: center;
+}
+
+
+.hero p {
+  font-weight: 400;
+  font-size: 0.8rem;
+  line-height: 1.6;
+}
+
+.text-center {
+  text-align: center;
+}
+
+
+/*------- TWO COLUMNS -------*/
+.md-typeset .lg\:two-columns, .md-typeset .md\:two-columns {
+  display: grid;
+  grid-template-columns: repeat(1, minmax(0, 1fr));
+  column-gap: 2rem;
+  grid-row-gap: 20px;
+}
+
+.md-typeset .lg\:two-columns>ul, .md-typeset .md\:two-columns>ul {
+    display: contents;
+}
+
+.md-typeset .lg\:two-columns>ul>li, .md-typeset .md\:two-columns>ul>li {
+    display: block;
+    margin: 0;
+    padding: .8rem;
+}
+
+
+
+/*------- FROM MEDIUM SCREEN -------*/
+@media (min-width: 640px) {
+  .md-content .hero h1 {
+    font-size: 3rem!important;
+  }
+
+  .md-content .big-word {
+    font-size: 4.5rem!important;
+  }
+
+  .hero p {
+    font-size: 1rem!important;
+  }
+
+  .hero .small {
+    font-size: 0.8rem!important;
+  }
+
+  .md-typeset .md\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+/*------- FROM LARGE SCREEN -------*/
+@media (min-width: 1024px) {
+
+  .md-typeset .lg\:two-columns {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+
+  .md-typeset .lg\:revert-items>ul>li:nth-of-type(2) {
+     order: -9999!important;
+  }
+}
+
+</style>
+
+{% endblock %}
+
+
+{% block announce %}
+  <p style="text-align: right;">
+
+    <a href="https://github.com/unytics/bigfunctions" target="_blank" rel="noopener" title="github.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9M244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8M97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1m-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7m32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1m-11.4-14.7c-1.6 1-1.6 3.6 0 5.9s4.3 3.3 5.6 2.3c1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2"></path></svg>
+    </a>
+
+    <a href="https://join.slack.com/t/unytics/shared_invite/zt-1gbv491mu-cs03EJbQ1fsHdQMcFN7E1Q" target="_blank" rel="noopener" title="join.slack.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1s21.16-47.06 47.06-47.06h47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06S448 171 448 196.9s-21.16 47.06-47.06 47.06h-47.06zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06S309 480 283.1 480s-47.06-21.16-47.06-47.06v-47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06s21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06z"></path></svg>
+    </a>
+
+    <a href="https://www.linkedin.com/company/unytics/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
+      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"></path></svg>
+    </a>
+
+  </p>
+{% endblock %}
diff --git a/theme_overrides/partials/content.html b/theme_overrides/partials/content.html
new file mode 100644
index 000000000..0a08a517a
--- /dev/null
+++ b/theme_overrides/partials/content.html
@@ -0,0 +1,27 @@
+<!-- Tags -->
+{% if "material/tags" in config.plugins and tags %}
+  {% include "partials/tags.html" %}
+{% endif %}
+
+<!-- Actions -->
+{% include "partials/actions.html" %}
+
+<!--
+  Hack: check whether the content contains a h1 headline. If it doesn't, the
+  page title (or respectively site name) is used as the main headline.
+-->
+<!-- {% if "\x3ch1" not in page.content %}
+  <h1>{{ page.title | d(config.site_name, true)}}</h1>
+{% endif %} -->
+
+<!-- Page content -->
+{{ page.content | replace('{REPO_URL}', config.repo_url) }}
+
+<!-- Source file information -->
+{% include "partials/source-file.html" %}
+
+<!-- Was this page helpful? -->
+{% include "partials/feedback.html" %}
+
+<!-- Comment system -->
+{% include "partials/comments.html" %}
diff --git a/theme_overrides/partials/footer.html b/theme_overrides/partials/footer.html
new file mode 100644
index 000000000..fdf1dee4c
--- /dev/null
+++ b/theme_overrides/partials/footer.html
@@ -0,0 +1,26 @@
+{% import "partials/language.html" as lang with context %}
+
+<!-- Application footer -->
+<footer class="md-footer">
+  <!-- Further information -->
+  <div class="md-footer-meta md-typeset">
+    <div class="md-footer-meta__inner md-grid">
+
+      <!-- Copyright and theme information -->
+      <div style="width: 200px; margin: auto 0;">
+        <img
+          src="{{config.site_url}}assets/logo_and_name.png"
+          alt="bigfunctions logo"
+        >
+      </div>
+      {% if config.copyright %}
+        <div style="color: rgb(92, 92, 92); margin: auto 0;">
+          {{ config.copyright }}
+        </div>
+      {% endif %}
+
+      <!-- Social links -->
+      {% include "partials/social.html" %}
+    </div>
+  </div>
+</footer>