jupyter.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "  \n87                                           0.007   \n88                                           0.058   \n89                                             NaN   \n90                                           0.053   \n91                                           0.055   \n92                                             NaN   \n93                                           0.053   \n94                                           0.301   \n95                                           4.907   \n96                                           1.909   \n97                                             NaN   \n98                                           2.285   \n99                                             NaN   \n100                                            NaN   \n101                                          0.028   \n\n     7-day smoothed daily change  7-day smoothed daily change per thousand  \\\n0                        10183.0                                     0.225   \n1                        51590.0                                     2.023   \n2                         7231.0                                     0.803   \n3                         8293.0                                     4.874   \n4                        12846.0                                     0.078   \n5                         7188.0                                     0.761   \n6                         7535.0                                     0.650   \n7                         2161.0                                     0.185   \n8                            NaN                                       NaN   \n9                         3693.0                                     0.531   \n10                       40936.0                                     1.085   \n11                       16025.0                                     0.838   \n12                       25089.0                                     0.493   \n13                        1560.0                                     0.306   \n14                        1379.0                                     0.336   \n15                        3147.0                                     0.278   \n16                        3671.0                                     0.343   \n17                         670.0                                     0.007   \n18                       12236.0                                     2.112   \n19                        1998.0                                     0.113   \n20                        2470.0                                     0.381   \n21                         364.0                                     0.274   \n22                        4434.0                                     0.039   \n23                          89.0                                     0.099   \n24                        2274.0                                     0.410   \n25                       42974.0                                     0.658   \n26                       15229.0                                     0.233   \n27                       71889.0                                     0.858   \n28                        2566.0                                     0.083   \n29                        2472.0                                     0.080   \n..                           ...                                       ...   \n72                      282032.0                                     1.933   \n73                        3327.0                                     0.257   \n74                       52123.0                                     1.497   \n75                         846.0                                     0.051   \n76                        7318.0                                     1.075   \n77                        7558.0                                     1.292   \n78                       20445.0                                     3.495   \n79                        1713.0                                     0.314   \n80                         987.0                                     0.475   \n81                       47675.0                                     0.804   \n82                       10012.0                                     0.195   \n83                       29320.0                                     0.627   \n84                       11092.0                                     1.098   \n85                       11686.0                                     1.157   \n86                        6269.0                                     0.724   \n87                         149.0                                     0.006   \n88                        1872.0                                     0.027   \n89                        5052.0                                     0.072   \n90                         421.0                                     0.051   \n91                         740.0                                     0.063   \n92                       46425.0                                     0.550   \n93                           NaN                                       NaN   \n94                       11441.0                                     0.262   \n95                       47034.0                                     4.756   \n96                      113031.0                                     1.665   \n97                      888792.0                                     2.685   \n98                      732194.0                                     2.212   \n99                         962.0                                     0.277   \n100                      10906.0                                     0.112   \n101                        537.0                                     0.036   \n\n                                  General source label  \\\n0                              Government of Argentina   \n1           Australian Government Department of Health   \n2                              Austria Health Ministry   \n3                           Bahrain Ministry of Health   \n4                             Government of Bangladesh   \n5                           Belarus Ministry of Health   \n6             Sciensano (Belgian institute for health)   \n7                                   Ministry of Health   \n8                            Brazil Ministry of Health   \n9                 Bulgaria COVID-19 Information Portal   \n10                                Government of Canada   \n11    Government of Chile Coronavirus information page   \n12                        National Institute of Health   \n13                      Costa Rican Ministry of Health   \n14                               Government of Croatia   \n15                           Ministry of Public Health   \n16                                  Ministry of Health   \n17   DRC COVID-19 Pandemic Response Multisectoral C...   \n18                              Statens Serum Institut   \n19                               Government of Ecuador   \n20                           Government of El Salvador   \n21                               Estonian Health Board   \n22                   Ethiopian Public Health Institute   \n23          Fiji Ministry of Health & Medical Services   \n24   Finnish Department of Health and Welfare COVID...   \n25                       National Public Health Agency   \n26                       National Public Health Agency   \n27                                Robert Koch Institut   \n28                        Outbreak Response Management   \n29                        Outbreak Response Management   \n..                                                 ...   \n72                Government of the Russian Federation   \n73                           Rwanda Ministry of Health   \n74                                  Ministry of Health   \n75               Ministry for Health and Social Action   \n76                                  Ministry of Health   \n77                                  Ministry of Health   \n78                                  Ministry of Health   \n79   National Center of Health Information and the ...   \n80   Slovenian Government coronavirus information page   \n81   National Institute for Communicable Diseases (...   \n82                                     South Korea CDC   \n83   Ministerio de Sanidad, Consumo y Bienestar Social   \n84                         Sweden Public Health Agency   \n85                         Sweden Public Health Agency   \n86                     Federal Office of Public Health   \n87            Taiwan Centers for Disease Control (CDC)   \n88             Thailand, Department of Disease Control   \n89   World Health Organization Country Office for T...   \n90                             Togo Ministry of Health   \n91                         Tunisian Ministry of Health   \n92                          Turkish Ministry of Health   \n93                           Uganda Ministry of Health   \n94                     Cabinet of Ministers of Ukraine   \n95   UAE Federal Competitiveness and Statistics Aut...   \n96   Public Health England/Department of Health and...   \n97                                   United States CDC   \n98                              COVID Tracking Project   \n99                           Ministry of Public Health   \n100                      Vietnamese Ministry of Health   \n101         Zimbabwe Ministry of Health and Child Care   \n\n                                    General source URL  \\\n0    https://www.argentina.gob.ar/coronavirus/infor...   \n1    https://www.health.gov.au/news/health-alerts/n...   \n2    https://www.sozialministerium.at/Informationen...   \n3                       https://www.moh.gov.bh/COVID19   \n4                               https://corona.gov.bd/   \n5                              http://minzdrav.gov.by/   \n6                    https://epistat.wiv-isp.be/covid/   \n7                         https://www.minsalud.gob.bo/   \n8      https://www.saude.gov.br/noticias/agencia-saude   \n9                              https://coronavirus.bg/   \n10   https://www.canada.ca/en/public-health/service...   \n11   https://www.gob.cl/coronavirus/cifrasoficiales...   \n12   https://www.ins.gov.co/Noticias/Paginas/Corona...   \n13   https://www.ministeriodesalud.go.cr/index.php/...   \n14                                https://vlada.gov.hr   \n15   https://covid19cubadata.github.io/#cuba; offic...   \n16   https://onemocneni-aktualne.mzcr.cz/api/v1/cov...   \n17                 https://twitter.com/CMR_Covid19_RDC   \n18   https://www.ssi.dk/sygdomme-beredskab-og-forsk...   \n19   https://www.gestionderiesgos.gob.ec/informes-d...   \n20                             https://covid19.gob.sv/   \n21   https://www.terviseamet.ee/et/koroonaviirus/ko...   \n22                             https://www.ephi.gov.et   \n23          http://www.health.gov.fj/covid-19-updates/   \n24   https://experience.arcgis.com/experience/d40b2...   \n25   https://www.santepubliquefrance.fr/recherche/#...   \n26   https://www.santepubliquefrance.fr/recherche/#...   \n27   https://www.rki.de/SiteGlobals/Forms/Suche/ser...   \n28         https://www.ghanahealthservice.org/covid19/   \n29         https://www.ghanahealthservice.org/covid19/   \n..                                                 ...   \n72         https://rospotrebnadzor.ru/about/info/news/   \n73                             https://www.moh.gov.rw/   \n74                      https://covid19.moh.gov.sa/en/   \n75                 http://www.sante.gouv.sn/actualites   \n76   https://www.zdravlje.gov.rs/sekcija/345852/cov...   \n77                     https://www.moh.gov.sg/covid-19   \n78                     https://www.moh.gov.sg/covid-19   \n79                          https://www.korona.gov.sk/   \n80                 https://www.gov.si/teme/koronavirus   \n81                https://www.nicd.ac.za/media/alerts/   \n82   https://www.cdc.go.kr/board/board.es?mid=&bid=...   \n83    https://www.mscbs.gob.es/gabinete/notasPrensa.do   \n84   https://www.folkhalsomyndigheten.se/folkhalsor...   \n85   https://www.folkhalsomyndigheten.se/smittskydd...   \n86       https://covid-19-schweiz.bagapps.ch/de-3.html   \n87                           https://www.cdc.gov.tw/en   \n88   https://ddc.moph.go.th/viralpneumonia/eng/situ...   \n89   https://www.who.int/thailand/emergencies/novel...   \n90                            https://covid19.gouv.tg/   \n91             https://covid-19.tn/fr/tableau-de-bord/   \n92                      https://covid19.saglik.gov.tr/   \n93                   https://twitter.com/MinofHealthUG   \n94                           https://www.kmu.gov.ua/en   \n95   https://www.doh.gov.ae/en/covid-19/Media%20Cen...   \n96   https://www.gov.uk/guidance/coronavirus-covid-...   \n97   https://www.cdc.gov/coronavirus/2019-ncov/case...   \n98                           http://covidtracking.com/   \n99   https://www.gub.uy/ministerio-salud-publica/co...   \n100                           https://ncov.moh.gov.vn/   \n101                            http://www.mohcc.gov.zw   \n\n                                     Short description  \\\n0                       The number of tests performed.   \n1                       The number of tests performed.   \n2                        The number of tests performed   \n3    The source reports the 'number of assessments'...   \n4                        The number of samples tested.   \n5                       The number of tests performed.   \n6    The data is described both as the number of te...   \n7                                       Units unclear.   \n8                       The number of tests performed.   \n9                       The number of tests performed.   \n10                        The number of people tested.   \n11                       The number of tests performed   \n12                    The number of samples processed.   \n13                        The number of people tested.   \n14   Testing figures were reported as \"samples test...   \n15   Units are unclear, and could refer to the numb...   \n16                      The number of tests performed.   \n17                       The number of samples tested.   \n18                      The number of tests performed.   \n19                                      Units unclear.   \n20                      The number of tests performed.   \n21   The number of tests performed (\"Testide koguarv\")   \n22                      The number of tests performed.   \n23                       The number of samples tested.   \n24                       The number of samples tested.   \n25                        The number of people tested.   \n26                      The number of tests performed.   \n27   The number of tests performed. Note that the n...   \n28   The units are unclear. Some press releases men...   \n29   The units are unclear. Some press releases men...   \n..                                                 ...   \n72                      The number of tests performed.   \n73                       The number of samples tested.   \n74   Units are unclear, and could refer to the numb...   \n75   The figures are labelled as the number of 'tes...   \n76                        The number of people tested.   \n77                        The number of people tested.   \n78                         The number of swabs tested.   \n79           The number of completed laboratory tests.   \n80                      The number of tests performed.   \n81                        The number of people tested.   \n82                        The number of people tested.   \n83                      The number of tests performed.   \n84                        The number of people tested.   \n85                       The number of samples tested.   \n86                       The number of tests perfomed.   \n87   The figures are labelled in the source only as...   \n88                        The number of people tested.   \n89                       The number of samples tested.   \n90                       The number of samples tested.   \n91                      The number of tests performed.   \n92                      The number of tests performed.   \n93                       The number of samples tested.   \n94   It is unclear whether the reported figures rel...   \n95                       The number of samples tested.   \n96                      The number of tests performed.   \n97   The number of tests performed. The figures are...   \n98   The data are an aggregation of figures release...   \n99                      The number of tests performed.   \n100  The source reports this as the 'number of samp...   \n101                     The number of tests performed.   \n\n                                  Detailed description  \n0    Two reports are published daily by the Governm...  \n1    We construct a time series of the cumulative n...  \n2    The Ministry for Health publishes daily update...  \n3    The Bahrainian Ministry of Health publishes fr...  \n4    The Government of Bangladesh provides data on ...  \n5    The Belarus Ministry of Health provides daily ...  \n6    Sciensano provides a daily time series of the ...  \n7    Official testing data from the Bolivian Minist...  \n8    The Ministry of Health press releases publishe...  \n9    Bulgaria's official COVID-19 information porta...  \n10   The Government of Canada provides daily update...  \n11   The Government of Chile release daily reports ...  \n12   The Colombian National Institute of Health pub...  \n13   The Costa Rican Ministry of Health produce dai...  \n14   The Government of Croatia provides daily updat...  \n15   The Ministry of Public Health publishes data o...  \n16   The Ministry of Health publishes a data set co...  \n17   The DRC COVID-19 Pandemic Response Multisector...  \n18   The Danish Statum Serum Institute provides epi...  \n19   The Government of Ecuador publish daily update...  \n20   The government of El Salvador publishes an onl...  \n21   The [Estonian Health Board (“Terviseamet”)](ht...  \n22   The [Ethiopian Public Health Institute](https:...  \n23   The Fiji Ministry of Health & Medical Services...  \n24   The Finnish Department of Health and Welfare p...  \n25   Since 29 May 2020, the National Public Health ...  \n26   The National Public Health Agency published up...  \n27   To determine how many laboratory tests regardi...  \n28   Outbreak Response Management provides [daily s...  \n29   Outbreak Response Management provides [daily s...  \n..                                                 ...  \n72   The [Federal Service for Supervision of Consum...  \n73   The Rwanda Ministry of Health ([@RwandaHealth]...  \n74   The Saudi Arabian Ministry of Health provides ...  \n75   The Senegalese Ministry for Health and Social ...  \n76   Reports are published daily by the Serbian Min...  \n77   The Ministry of Health dashboard gives a cumul...  \n78   The Ministry of Health dashboard gives a cumul...  \n79   Slovakia's National Center of Health Informati...  \n80   The Government information website provides fi...  \n81   The South African National Institute for Commu...  \n82   KCDC have provided daily updates in English si...  \n83   Official data covering the whole of Spain was ...  \n84   From the start of the pandemic up until July 2...  \n85   Since July 2020, the Public Health Agency has ...  \n86   The Federal Office of Public Health presents a...  \n87   The Taiwanese Centers for Disease Control (CDC...  \n88   The Thailand Department of Disease Control (DD...  \n89   The [World Health Organization Country Office ...  \n90   The Togo Ministry of Health provides daily upd...  \n91   The Tunisian Ministry of Health dashboard prov...  \n92   The Turkish Ministry of Health now publishes a...  \n93   The Uganda Ministry of Health publishes a dail...  \n94   The Cabinet of Ministers of Ukraine reports da...  \n95   The UAE Federal Competitiveness and Statistics...  \n96   Since early June 2020, the United Kingdom has ...  \n97   On 13 May 2020, the United States CDC's testin...  \n98   This is a collaborative project launched in or...  \n99   The Ministry of Public Health in Uruguay publi...  \n100  Until the end of April, the Vietnamese Ministr...  \n101  The Zimbabwe Ministry of Health and Child Care...  \n\n[102 rows x 17 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>ISO code</th>\n      <th>Entity</th>\n      <th>Date</th>\n      <th>Source URL</th>\n      <th>Source label</th>\n      <th>Notes</th>\n      <th>Number of observations</th>\n      <th>Cumulative total</th>\n      <th>Cumulative total per thousand</th>\n      <th>Daily change in cumulative total</th>\n      <th>Daily change in cumulative total per thousand</th>\n      <th>7-day smoothed daily change</th>\n      <th>7-day smoothed daily change per thousand</th>\n      <th>General source label</th>\n      <th>General source URL</th>\n      <th>Short description</th>\n      <th>Detailed description</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>ARG</td>\n      <td>Argentina - tests performed</td>\n      <td>2020-07-15</td>\n      <td>https://www.argentina.gob.ar/sites/default/fil...</td>\n      <td>Government of Argentina</td>\n      <td>NaN</td>\n      <td>91</td>\n      <td>495065.0</td>\n      <td>10.954</td>\n      <td>11266.0</td>\n      <td>0.249</td>\n      <td>10183.0</td>\n      <td>0.225</td>\n      <td>Government of Argentina</td>\n      <td>https://www.argentina.gob.ar/coronavirus/infor...</td>\n      <td>The number of tests performed.</td>\n      <td>Two reports are published daily by the Governm...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>AUS</td>\n      <td>Australia - tests performed</td>\n      <td>2020-07-14</td>\n      <td>https://www.health.gov.au/sites/default/files/...</td>\n      <td>Australian Government Department of Health</td>\n      <td>NaN</td>\n      <td>103</td>\n      <td>3162237.0</td>\n      <td>124.010</td>\n      <td>44449.0</td>\n      <td>1.743</td>\n      <td>51590.0</td>\n      <td>2.023</td>\n      <td>Australian Government Department of Health</td>\n      <td>https://www.health.gov.au/news/health-alerts/n...</td>\n      <td>The number of tests performed.</td>\n      <td>We construct a time series of the cumulative n...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>AUT</td>\n      <td>Austria - tests performed</td>\n      <td>2020-07-16</td>\n      <td>https://web.archive.org</td>\n      <td>Austrian Ministry for Health</td>\n      <td>NaN</td>\n      <td>138</td>\n      <td>726345.0</td>\n      <td>80.648</td>\n      <td>10052.0</td>\n      <td>1.116</td>\n      <td>7231.0</td>\n      <td>0.803</td>\n      <td>Austria Health Ministry</td>\n      <td>https://www.sozialministerium.at/Informationen...</td>\n      <td>The number of tests performed</td>\n      <td>The Ministry for Health publishes daily update...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>BHR</td>\n      <td>Bahrain - units unclear</td>\n      <td>2020-07-16</td>\n      <td>https://web.archive.org</td>\n      <td>Ministry of Health</td>\n      <td>NaN</td>\n      <td>111</td>\n      <td>693539.0</td>\n      <td>407.585</td>\n      <td>8221.0</td>\n      <td>4.831</td>\n      <td>8293.0</td>\n      <td>4.874</td>\n      <td>Bahrain Ministry of Health</td>\n      <td>https://www.moh.gov.bh/COVID19</td>\n      <td>The source reports the 'number of assessments'...</td>\n      <td>The Bahrainian Ministry of Health publishes fr...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>BGD</td>\n      <td>Bangladesh - samples tested</td>\n      <td>2020-07-14</td>\n      <td>https://covid19.cramstack.com/</td>\n      <td>Government of Bangladesh</td>\n      <td>NaN</td>\n      <td>132</td>\n      <td>966400.0</td>\n      <td>5.868</td>\n      <td>13453.0</td>\n      <td>0.082</td>\n      <td>12846.0</td>\n      <td>0.078</td>\n      <td>Government of Bangladesh</td>\n      <td>https://corona.gov.bd/</td>\n      <td>The number of samples tested.</td>\n      <td>The Government of Bangladesh provides data on ...</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>BLR</td>\n      <td>Belarus - tests performed</td>\n      <td>2020-07-15</td>\n      <td>http://minzdrav.gov.by/ru/sobytiya/v-belarusi-...</td>\n      <td>Belarus Ministry of Health</td>\n      <td>NaN</td>\n      <td>67</td>\n      <td>1144696.0</td>\n      <td>121.141</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>7188.0</td>\n      <td>0.761</td>\n      <td>Belarus Ministry of Health</td>\n      <td>http://minzdrav.gov.by/</td>\n      <td>The number of tests performed.</td>\n      <td>The Belarus Ministry of Health provides daily ...</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>BEL</td>\n      <td>Belgium - units unclear</td>\n      <td>2020-07-14</td>\n      <td>https://epistat.sciensano.be/Data/COVID19BE_te...</td>\n      <td>Sciensano (Belgian institute for health)</td>\n      <td>NaN</td>\n      <td>136</td>\n      <td>1088406.0</td>\n      <td>93.912</td>\n      <td>8713.0</td>\n      <td>0.752</td>\n      <td>7535.0</td>\n      <td>0.650</td>\n      <td>Sciensano (Belgian institute for health)</td>\n      <td>https://epistat.wiv-isp.be/covid/</td>\n      <td>The data is described both as the number of te...</td>\n      <td>Sciensano provides a daily time series of the ...</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>BOL</td>\n      <td>Bolivia - units unclear</td>\n      <td>2020-07-14</td>\n      <td>https://minsalud.gob.bo/4394-reporte-covid-121</td>\n      <td>Ministry of Health</td>\n      <td>NaN</td>\n      <td>122</td>\n      <td>105777.0</td>\n      <td>9.062</td>\n      <td>2449.0</td>\n      <td>0.210</td>\n      <td>2161.0</td>\n      <td>0.185</td>\n      <td>Ministry of Health</td>\n      <td>https://www.minsalud.gob.bo/</td>\n      <td>Units unclear.</td>\n      <td>Official testing data from the Bolivian Minist...</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>BRA</td>\n      <td>Brazil - tests performed</td>\n      <td>2020-06-30</td>\n      <td>https://www.saude.gov.br/noticias/agencia-saud...</td>\n      <td>Ministry of Health press release</td>\n      <td>Until June 30, 1.4 million RT-PCR exams were p...</td>\n      <td>4</td>\n      <td>1478671.0</td>\n      <td>6.957</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>Brazil Ministry of Health</td>\n      <td>https://www.saude.gov.br/noticias/agencia-saude</td>\n      <td>The number of tests performed.</td>\n      <td>The Ministry of Health press releases publishe...</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>BGR</td>\n      <td>Bulgaria - tests performed</td>\n      <td>2020-07-16</td>\n      <td>https://web.archive.org</td>\n      <td>Bulgaria COVID-10 Information Portal</td>\n      <td>NaN</td>\n      <td>76</td>\n      <td>189953.0</td>\n      <td>27.337</td>\n      <td>5393.0</td>\n      <td>0.776</td>\n      <td>3693.0</td>\n      <td>0.531</td>\n      <td>Bulgaria COVID-19 Information Portal</td>\n      <td>https://coronavirus.bg/</td>\n      <td>The number of tests performed.</td>\n      <td>Bulgaria's official COVID-19 information porta...</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>CAN</td>\n      <td>Canada - people tested</td>\n      <td>2020-07-16</td>\n      <td>https://web.archive.org</td>\n      <td>Government of Canada</td>\n      <td>NaN</td>\n      <td>118</td>\n      <td>3341817.0</td>\n      <td>88.543</td>\n      <td>39410.0</td>\n      <td>1.044</td>\n      <td>40936.0</td>\n      <td>1.085</td>\n      <td>Government of Canada</td>\n      <td>https://www.canada.ca/en/public-health/service...</td>\n      <td>The number of people tested.</td>\n      <td>The Government of Canada provides daily update...</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>CHL</td>\n      <td>Chile - tests performed</td>\n      <td>2020-07-14</td>\n      <td>https://github.com/jorgeperezrojas/covid19-data</td>\n      <td>Ministry of Health</td>\n      <td>Made available by Jorge Perez Rojas on Github</td>\n      <td>105</td>\n      <td>1322503.0</td>\n      <td>69.182</td>\n      <td>12238.0</td>\n      <td>0.640</td>\n      <td>16025.0</td>\n      <td>0.838</td>\n      <td>Government of Chile Coronavirus information page</td>\n      <td>https://www.gob.cl/coronavirus/cifrasoficiales...</td>\n      <td>The number of tests performed</td>\n      <td>The Government of Chile release daily reports ...</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>COL</td>\n      <td>Colombia - samples tested</td>\n      <td>2020-07-13</td>\n      <td>https://www.ins.gov.co/Noticias/Paginas/Corona...</td>\n      <td>National Institute of Health</td>\n      <td>NaN</td>\n      <td>130</td>\n      <td>1056814.0</td>\n      <td>20.770</td>\n      <td>25584.0</td>\n      <td>0.503</td>\n      <td>25089.0</td>\n      <td>0.493</td>\n      <td>National Institute of Health</td>\n      <td>https://www.ins.gov.co/Noticias/Paginas/Corona...</td>\n      <td>The number of samples processed.</td>\n      <td>The Colombian National Institute of Health pub...</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>CRI</td>\n      <td>Costa Rica - people tested</td>\n      <td>2020-07-14</td>\n      <td>https://observador.cr/covid19-estadisticas/</td>\n      <td>Ministry of Health</td>\n      <td>NaN</td>\n      <td>126</td>\n      <td>50928.0</td>\n      <td>9.997</td>\n      <td>1435.0</td>\n      <td>0.282</td>\n      <td>1560.0</td>\n      <td>0.306</td>\n      <td>Costa Rican Ministry of Health</td>\n      <td>https://www.ministeriodesalud.go.cr/index.php/...</td>\n      <td>The number of people tested.</td>\n      <td>The Costa Rican Ministry of Health produce dai...</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>HRV</td>\n      <td>Croatia - people tested</td>\n      <td>2020-07-16</td>\n      <td>https://web.archive.org</td>\n      <td>Government of Croatia</td>\n      <td>NaN</td>\n      <td>127</td>\n      <td>99414.0</td>\n      <td>24.216</td>\n      <td>1690.0</td>\n      <td>0.412</td>\n      <td>1379.0</td>\n      <td>0.336</td>\n      <td>Government of Croatia</td>\n      <td>https://vlada.gov.hr</td>\n      <td>Testing figures were reported as \"samples test...</td>\n      <td>The Government of Croatia provides daily updat...</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>CUB</td>\n      <td>Cuba - tests performed</td>\n      <td>2020-07-15</td>\n      <td>https://covid19cubadata.github.io/#cuba</td>\n      <td>Ministry of Public Health</td>\n      <td>Made available on GitHub by covid19cubadata</td>\n      <td>116</td>\n      <td>217560.0</td>\n      <td>19.208</td>\n      <td>2761.0</td>\n      <td>0.244</td>\n      <td>3147.0</td>\n      <td>0.278</td>\n      <td>Ministry of Public Health</td>\n      <td>https://covid19cubadata.github.io/#cuba; offic...</td>\n      <td>Units are unclear, and could refer to the numb...</td>\n      <td>The Ministry of Public Health publishes data o...</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>CZE</td>\n      <td>Czech Republic - tests performed</td>\n      <td>2020-07-15</td>\n      <td>https://onemocneni-aktualne.mzcr.cz/api/v1/cov...</td>\n      <td>Ministry of Health</td>\n      <td>NaN</td>\n      <td>165</td>\n      <td>610642.0</td>\n      <td>57.021</td>\n      <td>3764.0</td>\n      <td>0.351</td>\n      <td>3671.0</td>\n      <td>0.343</td>\n      <td>Ministry of Health</td>\n      <td>https://onemocneni-aktualne.mzcr.cz/api/v1/cov...</td>\n      <td>The number of tests performed.</td>\n      <td>The Ministry of Health publishes a data set co...</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>COD</td>\n      <td>Democratic Republic of Congo - samples tested</td>\n      <td>2020-07-14</td>\n      <td>https://twitter.com/CMR_Covid19_RDC/status/128...</td>\n      <td>DRC COVID-19 Pandemic Response Multisectoral C...</td>\n      <td>NaN</td>\n      <td>76</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>456.0</td>\n      <td>0.005</td>\n      <td>670.0</td>\n      <td>0.007</td>\n      <td>DRC COVID-19 Pandemic Response Multisectoral C...</td>\n      <td>https://twitter.com/CMR_Covid19_RDC</td>\n      <td>The number of samples tested.</td>\n      <td>The DRC COVID-19 Pandemic Response Multisector...</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>DNK</td>\n      <td>Denmark - tests performed</td>\n      <td>2020-07-15</td>\n      <td>https://files.ssi.dk/Data-epidemiologisk-rappo...</td>\n      <td>Statens Serum Institut</td>\n      <td>NaN</td>\n      <td>157</td>\n      <td>1267209.0</td>\n      <td>218.778</td>\n      <td>4378.0</td>\n      <td>0.756</td>\n      <td>12236.0</td>\n      <td>2.112</td>\n      <td>Statens Serum Institut</td>\n      <td>https://www.ssi.dk/sygdomme-beredskab-og-forsk...</td>\n      <td>The number of tests performed.</td>\n      <td>The Danish Statum Serum Institute provides epi...</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>ECU</td>\n      <td>Ecuador - units unclear</td>\n      <td>2020-07-15</td>\n      <td>https://www.gestionderiesgos.gob.ec/wp-content...</td>\n      <td>Government of Ecuador</td>\n      <td>Sum of confirmados and descartados</td>\n      <td>116</td>\n      <td>145207.0</td>\n      <td>8.230</td>\n      <td>2217.0</td>\n      <td>0.126</td>\n      <td>1998.0</td>\n      <td>0.113</td>\n      <td>Government of Ecuador</td>\n      <td>https://www.gestionderiesgos.gob.ec/informes-d...</td>\n      <td>Units unclear.</td>\n      <td>The Government of Ecuador publish daily update...</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>SLV</td>\n      <td>El Salvador - tests performed</td>\n      <td>2020-07-13</td>\n      <td>https://www.facebook.com/nayibbukele/posts/305...</td>\n      <td>Government of El Salvador</td>\n      <td>NaN</td>\n      <td>95</td>\n      <td>197151.0</td>\n      <td>30.395</td>\n      <td>2496.0</td>\n      <td>0.385</td>\n      <td>2470.0</td>\n      <td>0.381</td>\n      <td>Government of El Salvador</td>\n      <td>https://covid19.gob.sv/</td>\n      <td>The number of tests performed.</td>\n      <td>The government of El Salvador publishes an onl...</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>EST</td>\n      <td>Estonia - tests performed</td>\n      <td>2020-07-15</td>\n      <td>https://www.koroonakaart.ee/en</td>\n      <td>Central Health Information System and Patient ...</td>\n      <td>NaN</td>\n      <td>142</td>\n      <td>113570.0</td>\n      <td>85.614</td>\n      <td>447.0</td>\n      <td>0.337</td>\n      <td>364.0</td>\n      <td>0.274</td>\n      <td>Estonian Health Board</td>\n      <td>https://www.terviseamet.ee/et/koroonaviirus/ko...</td>\n      <td>The number of tests performed (\"Testide koguarv\")</td>\n      <td>The [Estonian Health Board (“Terviseamet”)](ht...</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>ETH</td>\n      <td>Ethiopia - tests performed</td>\n      <td>2020-06-29</td>\n      <td>https://www.ephi.gov.et/images/novel_coronavir...</td>\n      <td>Ethiopian Public Health Institute</td>\n      <td>NaN</td>\n      <td>70</td>\n      <td>250604.0</td>\n      <td>2.180</td>\n      <td>3693.0</td>\n      <td>0.032</td>\n      <td>4434.0</td>\n      <td>0.039</td>\n      <td>Ethiopian Public Health Institute</td>\n      <td>https://www.ephi.gov.et</td>\n      <td>The number of tests performed.</td>\n      <td>The [Ethiopian Public Health Institute](https:...</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>FJI</td>\n      <td>Fiji - samples tested</td>\n      <td>2020-07-12</td>\n      <td>http://www.health.gov.fj/covid-19-updates/</td>\n      <td>Fiji Ministry of Health &amp; Medical Services</td>\n      <td>NaN</td>\n      <td>117</td>\n      <td>5937.0</td>\n      <td>6.623</td>\n      <td>97.0</td>\n      <td>0.108</td>\n      <td>89.0</td>\n      <td>0.099</td>\n      <td>Fiji Ministry of Health &amp; Medical Services</td>\n      <td>http://www.health.gov.fj/covid-19-updates/</td>\n      <td>The number of samples tested.</td>\n      <td>The Fiji Ministry of Health &amp; Medical Services...</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>FIN</td>\n      <td>Finland - samples tested</td>\n      <td>2020-07-16</td>\n      <td>https://experience.arcgis.com/experience/d40b2...</td>\n      <td>Finnish Department of Health and Welfare</td>\n      <td>NaN</td>\n      <td>143</td>\n      <td>294914.0</td>\n      <td>53.227</td>\n      <td>100.0</td>\n      <td>0.018</td>\n      <td>2274.0</td>\n      <td>0.410</td>\n      <td>Finnish Department of Health and Welfare COVID...</td>\n      <td>https://experience.arcgis.com/experience/d40b2...</td>\n      <td>The number of samples tested.</td>\n      <td>The Finnish Department of Health and Welfare p...</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>FRA</td>\n      <td>France - people tested</td>\n      <td>2020-07-04</td>\n      <td>https://www.santepubliquefrance.fr/content/dow...</td>\n      <td>National Public Health Agency</td>\n      <td>Dividing 300,817 (weekly total) by 7</td>\n      <td>48</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>42974.0</td>\n      <td>0.658</td>\n      <td>42974.0</td>\n      <td>0.658</td>\n      <td>National Public Health Agency</td>\n      <td>https://www.santepubliquefrance.fr/recherche/#...</td>\n      <td>The number of people tested.</td>\n      <td>Since 29 May 2020, the National Public Health ...</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>FRA</td>\n      <td>France - tests performed</td>\n      <td>2020-05-05</td>\n      <td>https://www.santepubliquefrance.fr/content/dow...</td>\n      <td>National Public Health Agency</td>\n      <td>Adding up hospital and laboratory tests.</td>\n      <td>24</td>\n      <td>831174.0</td>\n      <td>12.734</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>15229.0</td>\n      <td>0.233</td>\n      <td>National Public Health Agency</td>\n      <td>https://www.santepubliquefrance.fr/recherche/#...</td>\n      <td>The number of tests performed.</td>\n      <td>The National Public Health Agency published up...</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>DEU</td>\n      <td>Germany - tests performed</td>\n      <td>2020-07-12</td>\n      <td>https://www.rki.de/DE/Content/InfAZ/N/Neuartig...</td>\n      <td>Robert Koch Institut</td>\n      <td>Subtracting weekly changes from cumulative tot...</td>\n      <td>19</td>\n      <td>6884614.0</td>\n      <td>82.171</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>71889.0</td>\n      <td>0.858</td>\n      <td>Robert Koch Institut</td>\n      <td>https://www.rki.de/SiteGlobals/Forms/Suche/ser...</td>\n      <td>The number of tests performed. Note that the n...</td>\n      <td>To determine how many laboratory tests regardi...</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>GHA</td>\n      <td>Ghana - people tested</td>\n      <td>2020-05-26</td>\n      <td>https://www.ghanahealthservice.org/covid19/arc...</td>\n      <td>Outbreak Response Management Situation Update</td>\n      <td>NaN</td>\n      <td>26</td>\n      <td>204909.0</td>\n      <td>6.594</td>\n      <td>2507.0</td>\n      <td>0.081</td>\n      <td>2566.0</td>\n      <td>0.083</td>\n      <td>Outbreak Response Management</td>\n      <td>https://www.ghanahealthservice.org/covid19/</td>\n      <td>The units are unclear. Some press releases men...</td>\n      <td>Outbreak Response Management provides [daily s...</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>GHA</td>\n      <td>Ghana - samples tested</td>\n      <td>2020-07-11</td>\n      <td>https://www.ghanahealthservice.org/covid19/arc...</td>\n      <td>Outbreak Response Management Situation Update</td>\n      <td>NaN</td>\n      <td>64</td>\n      <td>334101.0</td>\n      <td>10.752</td>\n      <td>2735.0</td>\n      <td>0.088</td>\n      <td>2472.0</td>\n      <td>0.080</td>\n      <td>Outbreak Response Management</td>\n      <td>https://www.ghanahealthservice.org/covid19/</td>\n      <td>The units are unclear. Some press releases men...</td>\n      <td>Outbreak Response Management provides [daily s...</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>72</th>\n      <td>RUS</td>\n      <td>Russia - tests performed</td>\n      <td>2020-07-15</td>\n      <td>https://rospotrebnadzor.ru/about/info/news/new...</td>\n      <td>Government of the Russian Federation</td>\n      <td>NaN</td>\n      <td>130</td>\n      <td>24053516.0</td>\n      <td>164.824</td>\n      <td>298871.0</td>\n      <td>2.048</td>\n      <td>282032.0</td>\n      <td>1.933</td>\n      <td>Government of the Russian Federation</td>\n      <td>https://rospotrebnadzor.ru/about/info/news/</td>\n      <td>The number of tests performed.</td>\n      <td>The [Federal Service for Supervision of Consum...</td>\n    </tr>\n    <tr>\n      <th>73</th>\n      <td>RWA</td>\n      <td>Rwanda - units unclear</td>\n      <td>2020-07-13</td>\n      <td>https://twitter.com/RwandaHealth/status/128276...</td>\n      <td>Rwanda Ministry of Health</td>\n      <td>NaN</td>\n      <td>99</td>\n      <td>186674.0</td>\n      <td>14.413</td>\n      <td>3333.0</td>\n      <td>0.257</td>\n      <td>3327.0</td>\n      <td>0.257</td>\n      <td>Rwanda Ministry of Health</td>\n      <td>https://www.moh.gov.rw/</td>\n      <td>The number of samples tested.</td>\n      <td>The Rwanda Ministry of Health ([@RwandaHealth]...</td>\n    </tr>\n    <tr>\n      <th>74</th>\n      <td>SAU</td>\n      <td>Saudi Arabia - units unclear</td>\n      <td>2020-07-15</td>\n      <td>https://covid19.moh.gov.sa/en/</td>\n      <td>Ministry of Health</td>\n      <td>NaN</td>\n      <td>69</td>\n      <td>2427395.0</td>\n      <td>69.725</td>\n      <td>59010.0</td>\n      <td>1.695</td>\n      <td>52123.0</td>\n      <td>1.497</td>\n      <td>Ministry of Health</td>\n      <td>https://covid19.moh.gov.sa/en/</td>\n      <td>Units are unclear, and could refer to the numb...</td>\n      <td>The Saudi Arabian Ministry of Health provides ...</td>\n    </tr>\n    <tr>\n      <th>75</th>\n      <td>SEN</td>\n      <td>Senegal - tests performed</td>\n      <td>2020-07-15</td>\n      <td>https://github.com/senegalouvert/COVID-19</td>\n      <td>Ministry of Health and Social Action</td>\n      <td>Made available by Senegal Ouvert on Github</td>\n      <td>135</td>\n      <td>92615.0</td>\n      <td>5.531</td>\n      <td>804.0</td>\n      <td>0.048</td>\n      <td>846.0</td>\n      <td>0.051</td>\n      <td>Ministry for Health and Social Action</td>\n      <td>http://www.sante.gouv.sn/actualites</td>\n      <td>The figures are labelled as the number of 'tes...</td>\n      <td>The Senegalese Ministry for Health and Social ...</td>\n    </tr>\n    <tr>\n      <th>76</th>\n      <td>SRB</td>\n      <td>Serbia - people tested</td>\n      <td>2020-07-15</td>\n      <td>https://github.com/aleksandar-jovicic/COVID19-...</td>\n      <td>Ministry of Health</td>\n      <td>Made available by Aleksandar Jovičić on Github</td>\n      <td>140</td>\n      <td>515395.0</td>\n      <td>75.742</td>\n      <td>8393.0</td>\n      <td>1.233</td>\n      <td>7318.0</td>\n      <td>1.075</td>\n      <td>Ministry of Health</td>\n      <td>https://www.zdravlje.gov.rs/sekcija/345852/cov...</td>\n      <td>The number of people tested.</td>\n      <td>Reports are published daily by the Serbian Min...</td>\n    </tr>\n    <tr>\n      <th>77</th>\n      <td>SGP</td>\n      <td>Singapore - people tested</td>\n      <td>2020-07-13</td>\n      <td>https://web.archive.org</td>\n      <td>Ministry of Health</td>\n      <td>NaN</td>\n      <td>15</td>\n      <td>519911.0</td>\n      <td>88.868</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>7558.0</td>\n      <td>1.292</td>\n      <td>Ministry of Health</td>\n      <td>https://www.moh.gov.sg/covid-19</td>\n      <td>The number of people tested.</td>\n      <td>The Ministry of Health dashboard gives a cumul...</td>\n    </tr>\n    <tr>\n      <th>78</th>\n      <td>SGP</td>\n      <td>Singapore - samples tested</td>\n      <td>2020-07-13</td>\n      <td>https://web.archive.org</td>\n      <td>Ministry of Health</td>\n      <td>NaN</td>\n      <td>15</td>\n      <td>1009532.0</td>\n      <td>172.559</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>20445.0</td>\n      <td>3.495</td>\n      <td>Ministry of Health</td>\n      <td>https://www.moh.gov.sg/covid-19</td>\n      <td>The number of swabs tested.</td>\n      <td>The Ministry of Health dashboard gives a cumul...</td>\n    </tr>\n    <tr>\n      <th>79</th>\n      <td>SVK</td>\n      <td>Slovakia - tests performed</td>\n      <td>2020-07-16</td>\n      <td>https://web.archive.org</td>\n      <td>National Health Information Centre</td>\n      <td>NaN</td>\n      <td>111</td>\n      <td>235772.0</td>\n      <td>43.185</td>\n      <td>2336.0</td>\n      <td>0.428</td>\n      <td>1713.0</td>\n      <td>0.314</td>\n      <td>National Center of Health Information and the ...</td>\n      <td>https://www.korona.gov.sk/</td>\n      <td>The number of completed laboratory tests.</td>\n      <td>Slovakia's National Center of Health Informati...</td>\n    </tr>\n    <tr>\n      <th>80</th>\n      <td>SVN</td>\n      <td>Slovenia - tests performed</td>\n      <td>2020-07-15</td>\n      <td>https://www.gov.si/assets/vlada/Koronavirus-po...</td>\n      <td>Government of Slovenia</td>\n      <td>NaN</td>\n      <td>126</td>\n      <td>118017.0</td>\n      <td>56.768</td>\n      <td>1032.0</td>\n      <td>0.496</td>\n      <td>987.0</td>\n      <td>0.475</td>\n      <td>Slovenian Government coronavirus information page</td>\n      <td>https://www.gov.si/teme/koronavirus</td>\n      <td>The number of tests performed.</td>\n      <td>The Government information website provides fi...</td>\n    </tr>\n    <tr>\n      <th>81</th>\n      <td>ZAF</td>\n      <td>South Africa - people tested</td>\n      <td>2020-07-15</td>\n      <td>https://github.com/dsfsi/covid19za</td>\n      <td>National Institute for Communicable Diseases (...</td>\n      <td>Made available by the University of Pretoria o...</td>\n      <td>137</td>\n      <td>2278127.0</td>\n      <td>38.411</td>\n      <td>45389.0</td>\n      <td>0.765</td>\n      <td>47675.0</td>\n      <td>0.804</td>\n      <td>National Institute for Communicable Diseases (...</td>\n      <td>https://www.nicd.ac.za/media/alerts/</td>\n      <td>The number of people tested.</td>\n      <td>The South African National Institute for Commu...</td>\n    </tr>\n    <tr>\n      <th>82</th>\n      <td>KOR</td>\n      <td>South Korea - people tested</td>\n      <td>2020-07-16</td>\n      <td>https://www.cdc.go.kr/board/board.es?mid=&amp;bid=...</td>\n      <td>South Korea CDC</td>\n      <td>NaN</td>\n      <td>157</td>\n      <td>1417944.0</td>\n      <td>27.657</td>\n      <td>9925.0</td>\n      <td>0.194</td>\n      <td>10012.0</td>\n      <td>0.195</td>\n      <td>South Korea CDC</td>\n      <td>https://www.cdc.go.kr/board/board.es?mid=&amp;bid=...</td>\n      <td>The number of people tested.</td>\n      <td>KCDC have provided daily updates in English si...</td>\n    </tr>\n    <tr>\n      <th>83</th>\n      <td>ESP</td>\n      <td>Spain - tests performed</td>\n      <td>2020-07-09</td>\n      <td>https://www.mscbs.gob.es/profesionales/saludPu...</td>\n      <td>Ministry of Health, Consumption and Social Wel...</td>\n      <td>NaN</td>\n      <td>13</td>\n      <td>3849701.0</td>\n      <td>82.338</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>29320.0</td>\n      <td>0.627</td>\n      <td>Ministerio de Sanidad, Consumo y Bienestar Social</td>\n      <td>https://www.mscbs.gob.es/gabinete/notasPrensa.do</td>\n      <td>The number of tests performed.</td>\n      <td>Official data covering the whole of Spain was ...</td>\n    </tr>\n    <tr>\n      <th>84</th>\n      <td>SWE</td>\n      <td>Sweden - people tested</td>\n      <td>2020-07-05</td>\n      <td>https://www.folkhalsomyndigheten.se/globalasse...</td>\n      <td>Swedish Public Health Agency</td>\n      <td>NaN</td>\n      <td>20</td>\n      <td>597850.0</td>\n      <td>59.197</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>11092.0</td>\n      <td>1.098</td>\n      <td>Sweden Public Health Agency</td>\n      <td>https://www.folkhalsomyndigheten.se/folkhalsor...</td>\n      <td>The number of people tested.</td>\n      <td>From the start of the pandemic up until July 2...</td>\n    </tr>\n    <tr>\n      <th>85</th>\n      <td>SWE</td>\n      <td>Sweden - samples tested</td>\n      <td>2020-07-12</td>\n      <td>https://www.folkhalsomyndigheten.se/smittskydd...</td>\n      <td>Swedish Public Health Agency</td>\n      <td>NaN</td>\n      <td>14</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>11686.0</td>\n      <td>1.157</td>\n      <td>11686.0</td>\n      <td>1.157</td>\n      <td>Sweden Public Health Agency</td>\n      <td>https://www.folkhalsomyndigheten.se/smittskydd...</td>\n      <td>The number of samples tested.</td>\n      <td>Since July 2020, the Public Health Agency has ...</td>\n    </tr>\n    <tr>\n      <th>86</th>\n      <td>CHE</td>\n      <td>Switzerland - tests performed</td>\n      <td>2020-07-15</td>\n      <td>https://covid-19-schweiz.bagapps.ch/de-3.html</td>\n      <td>Federal Office of Public Health</td>\n      <td>NaN</td>\n      <td>172</td>\n      <td>708370.0</td>\n      <td>81.849</td>\n      <td>5674.0</td>\n      <td>0.656</td>\n      <td>6269.0</td>\n      <td>0.724</td>\n      <td>Federal Office of Public Health</td>\n      <td>https://covid-19-schweiz.bagapps.ch/de-3.html</td>\n      <td>The number of tests perfomed.</td>\n      <td>The Federal Office of Public Health presents a...</td>\n    </tr>\n    <tr>\n      <th>87</th>\n      <td>TWN</td>\n      <td>Taiwan - units unclear</td>\n      <td>2020-07-15</td>\n      <td>https://www.cdc.gov.tw/Bulletin/Detail/cnYcB-N...</td>\n      <td>Taiwan Centers for Disease Control (CDC)</td>\n      <td>NaN</td>\n      <td>103</td>\n      <td>79065.0</td>\n      <td>3.320</td>\n      <td>168.0</td>\n      <td>0.007</td>\n      <td>149.0</td>\n      <td>0.006</td>\n      <td>Taiwan Centers for Disease Control (CDC)</td>\n      <td>https://www.cdc.gov.tw/en</td>\n      <td>The figures are labelled in the source only as...</td>\n      <td>The Taiwanese Centers for Disease Control (CDC...</td>\n    </tr>\n    <tr>\n      <th>88</th>\n      <td>THA</td>\n      <td>Thailand - people tested</td>\n      <td>2020-07-15</td>\n      <td>https://web.archive.org</td>\n      <td>Department of Disease Control</td>\n      <td>NaN</td>\n      <td>122</td>\n      <td>336749.0</td>\n      <td>4.824</td>\n      <td>4037.0</td>\n      <td>0.058</td>\n      <td>1872.0</td>\n      <td>0.027</td>\n      <td>Thailand, Department of Disease Control</td>\n      <td>https://ddc.moph.go.th/viralpneumonia/eng/situ...</td>\n      <td>The number of people tested.</td>\n      <td>The Thailand Department of Disease Control (DD...</td>\n    </tr>\n    <tr>\n      <th>89</th>\n      <td>THA</td>\n      <td>Thailand - samples tested</td>\n      <td>2020-06-26</td>\n      <td>https://www.who.int/docs/default-source/searo/...</td>\n      <td>World Health Organization Country Office for T...</td>\n      <td>NaN</td>\n      <td>12</td>\n      <td>603657.0</td>\n      <td>8.648</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>5052.0</td>\n      <td>0.072</td>\n      <td>World Health Organization Country Office for T...</td>\n      <td>https://www.who.int/thailand/emergencies/novel...</td>\n      <td>The number of samples tested.</td>\n      <td>The [World Health Organization Country Office ...</td>\n    </tr>\n    <tr>\n      <th>90</th>\n      <td>TGO</td>\n      <td>Togo - tests performed</td>\n      <td>2020-07-14</td>\n      <td>NaN</td>\n      <td>Togo Ministry of Health</td>\n      <td>Provided to OWID directly by MOH</td>\n      <td>127</td>\n      <td>36294.0</td>\n      <td>4.384</td>\n      <td>436.0</td>\n      <td>0.053</td>\n      <td>421.0</td>\n      <td>0.051</td>\n      <td>Togo Ministry of Health</td>\n      <td>https://covid19.gouv.tg/</td>\n      <td>The number of samples tested.</td>\n      <td>The Togo Ministry of Health provides daily upd...</td>\n    </tr>\n    <tr>\n      <th>91</th>\n      <td>TUN</td>\n      <td>Tunisia - tests performed</td>\n      <td>2020-06-22</td>\n      <td>https://github.com/kik00/TnCovid-19/blob/maste...</td>\n      <td>Tunisian Ministry of Health</td>\n      <td>Made available by Kiko on GitHub</td>\n      <td>76</td>\n      <td>68104.0</td>\n      <td>5.762</td>\n      <td>648.0</td>\n      <td>0.055</td>\n      <td>740.0</td>\n      <td>0.063</td>\n      <td>Tunisian Ministry of Health</td>\n      <td>https://covid-19.tn/fr/tableau-de-bord/</td>\n      <td>The number of tests performed.</td>\n      <td>The Tunisian Ministry of Health dashboard prov...</td>\n    </tr>\n    <tr>\n      <th>92</th>\n      <td>TUR</td>\n      <td>Turkey - tests performed</td>\n      <td>2020-07-15</td>\n      <td>https://web.archive.org</td>\n      <td>Turkish Ministry of Health</td>\n      <td>NaN</td>\n      <td>112</td>\n      <td>4107498.0</td>\n      <td>48.702</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>46425.0</td>\n      <td>0.550</td>\n      <td>Turkish Ministry of Health</td>\n      <td>https://covid19.saglik.gov.tr/</td>\n      <td>The number of tests performed.</td>\n      <td>The Turkish Ministry of Health now publishes a...</td>\n    </tr>\n    <tr>\n      <th>93</th>\n      <td>UGA</td>\n      <td>Uganda - samples tested</td>\n      <td>2020-07-15</td>\n      <td>https://twitter.com/MinofHealthUG/status/12836...</td>\n      <td>Uganda Ministry of Health</td>\n      <td>NaN</td>\n      <td>98</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>2405.0</td>\n      <td>0.053</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>Uganda Ministry of Health</td>\n      <td>https://twitter.com/MinofHealthUG</td>\n      <td>The number of samples tested.</td>\n      <td>The Uganda Ministry of Health publishes a dail...</td>\n    </tr>\n    <tr>\n      <th>94</th>\n      <td>UKR</td>\n      <td>Ukraine - units unclear</td>\n      <td>2020-07-16</td>\n      <td>https://web.archive.org</td>\n      <td>Cabinet of Ministers of Ukraine</td>\n      <td>NaN</td>\n      <td>84</td>\n      <td>840332.0</td>\n      <td>19.215</td>\n      <td>13175.0</td>\n      <td>0.301</td>\n      <td>11441.0</td>\n      <td>0.262</td>\n      <td>Cabinet of Ministers of Ukraine</td>\n      <td>https://www.kmu.gov.ua/en</td>\n      <td>It is unclear whether the reported figures rel...</td>\n      <td>The Cabinet of Ministers of Ukraine reports da...</td>\n    </tr>\n    <tr>\n      <th>95</th>\n      <td>ARE</td>\n      <td>United Arab Emirates - samples tested</td>\n      <td>2020-07-15</td>\n      <td>https://fcsa.gov.ae/en-us/Pages/Covid19/UAE-Co...</td>\n      <td>UAE Federal Competitiveness and Statistics Aut...</td>\n      <td>NaN</td>\n      <td>138</td>\n      <td>4316763.0</td>\n      <td>436.460</td>\n      <td>48534.0</td>\n      <td>4.907</td>\n      <td>47034.0</td>\n      <td>4.756</td>\n      <td>UAE Federal Competitiveness and Statistics Aut...</td>\n      <td>https://www.doh.gov.ae/en/covid-19/Media%20Cen...</td>\n      <td>The number of samples tested.</td>\n      <td>The UAE Federal Competitiveness and Statistics...</td>\n    </tr>\n    <tr>\n      <th>96</th>\n      <td>GBR</td>\n      <td>United Kingdom - tests performed</td>\n      <td>2020-07-15</td>\n      <td>https://assets.publishing.service.gov.uk/gover...</td>\n      <td>Public Health England/Department of Health and...</td>\n      <td>Sum of tests processed for pillars 1 and 2</td>\n      <td>107</td>\n      <td>7508695.0</td>\n      <td>110.607</td>\n      <td>129616.0</td>\n      <td>1.909</td>\n      <td>113031.0</td>\n      <td>1.665</td>\n      <td>Public Health England/Department of Health and...</td>\n      <td>https://www.gov.uk/guidance/coronavirus-covid-...</td>\n      <td>The number of tests performed.</td>\n      <td>Since early June 2020, the United Kingdom has ...</td>\n    </tr>\n    <tr>\n      <th>97</th>\n      <td>USA</td>\n      <td>United States - tests performed (CDC) (incl. n...</td>\n      <td>2020-07-15</td>\n      <td>https://web.archive.org</td>\n      <td>United States CDC</td>\n      <td>NaN</td>\n      <td>42</td>\n      <td>45429824.0</td>\n      <td>137.249</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>888792.0</td>\n      <td>2.685</td>\n      <td>United States CDC</td>\n      <td>https://www.cdc.gov/coronavirus/2019-ncov/case...</td>\n      <td>The number of tests performed. The figures are...</td>\n      <td>On 13 May 2020, the United States CDC's testin...</td>\n    </tr>\n    <tr>\n      <th>98</th>\n      <td>USA</td>\n      <td>United States - units unclear (incl. non-PCR)</td>\n      <td>2020-07-15</td>\n      <td>https://covidtracking.com/api/us/daily.csv</td>\n      <td>COVID Tracking Project</td>\n      <td>NaN</td>\n      <td>131</td>\n      <td>42521027.0</td>\n      <td>128.461</td>\n      <td>756470.0</td>\n      <td>2.285</td>\n      <td>732194.0</td>\n      <td>2.212</td>\n      <td>COVID Tracking Project</td>\n      <td>http://covidtracking.com/</td>\n      <td>The data are an aggregation of figures release...</td>\n      <td>This is a collaborative project launched in or...</td>\n    </tr>\n    <tr>\n      <th>99</th>\n      <td>URY</td>\n      <td>Uruguay - tests performed</td>\n      <td>2020-07-16</td>\n      <td>https://www.gub.uy/ministerio-salud-publica/co...</td>\n      <td>Ministry of Public Health</td>\n      <td>NaN</td>\n      <td>101</td>\n      <td>82772.0</td>\n      <td>23.828</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>962.0</td>\n      <td>0.277</td>\n      <td>Ministry of Public Health</td>\n      <td>https://www.gub.uy/ministerio-salud-publica/co...</td>\n      <td>The number of tests performed.</td>\n      <td>The Ministry of Public Health in Uruguay publi...</td>\n    </tr>\n    <tr>\n      <th>100</th>\n      <td>VNM</td>\n      <td>Vietnam - units unclear</td>\n      <td>2020-04-29</td>\n      <td>http://web.archive.org/web/20200429184537/http...</td>\n      <td>Vietnamese Ministry of Health</td>\n      <td>NaN</td>\n      <td>37</td>\n      <td>261004.0</td>\n      <td>2.681</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>10906.0</td>\n      <td>0.112</td>\n      <td>Vietnamese Ministry of Health</td>\n      <td>https://ncov.moh.gov.vn/</td>\n      <td>The source reports this as the 'number of samp...</td>\n      <td>Until the end of April, the Vietnamese Ministr...</td>\n    </tr>\n    <tr>\n      <th>101</th>\n      <td>ZWE</td>\n      <td>Zimbabwe - tests performed</td>\n      <td>2020-07-13</td>\n      <td>https://twitter.com/MoHCCZim/status/1282783346...</td>\n      <td>Zimbabwe Ministry of Health and Child Care</td>\n      <td>NaN</td>\n      <td>67</td>\n      <td>37328.0</td>\n      <td>2.511</td>\n      <td>412.0</td>\n      <td>0.028</td>\n      <td>537.0</td>\n      <td>0.036</td>\n      <td>Zimbabwe Ministry of Health and Child Care</td>\n      <td>http://www.mohcc.gov.zw</td>\n      <td>The number of tests performed.</td>\n      <td>The Zimbabwe Ministry of Health and Child Care...</td>\n    </tr>\n  </tbody>\n</table>\n<p>102 rows × 17 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 47
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "url = 'https://raw.githubusercontent.com' \\\n",
    "      '/owid/covid-19-data/master/public/data/testing/covid-testing-latest-data-source-details.csv'\n",
    "\n",
    "df = pd.read_csv(url, error_bad_lines=False)\n",
    "df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "525667.0\n12739490.0\n"
    }
   ],
   "source": [
    "count = df.loc[df['ISO code'] == 'IND']\n",
    "for index, row in count.iterrows():\n",
    "    print(row[\"Cumulative total\"])"
   ]
  }
 ],
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