From 868e7d1f3e87fd12c3e0778cbc80e4daca63c2c9 Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Fri, 5 Jul 2024 17:38:37 +0200
Subject: [PATCH 01/74] First docs proposal

---
 ...3826_maximilian_schulz_pycafe_embedding.md | 48 +++++++++++
 .../pages/tutorials/explore-components.md     |  9 +-
 .../docs/pages/tutorials/first-dashboard.md   | 86 +------------------
 3 files changed, 56 insertions(+), 87 deletions(-)
 create mode 100644 vizro-core/changelog.d/20240705_173826_maximilian_schulz_pycafe_embedding.md

diff --git a/vizro-core/changelog.d/20240705_173826_maximilian_schulz_pycafe_embedding.md b/vizro-core/changelog.d/20240705_173826_maximilian_schulz_pycafe_embedding.md
new file mode 100644
index 000000000..f1f65e73c
--- /dev/null
+++ b/vizro-core/changelog.d/20240705_173826_maximilian_schulz_pycafe_embedding.md
@@ -0,0 +1,48 @@
+<!--
+A new scriv changelog fragment.
+
+Uncomment the section that is right (remove the HTML comment wrapper).
+-->
+
+<!--
+### Highlights ✨
+
+- A bullet item for the Highlights ✨ category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->
+<!--
+### Removed
+
+- A bullet item for the Removed category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->
+<!--
+### Added
+
+- A bullet item for the Added category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->
+<!--
+### Changed
+
+- A bullet item for the Changed category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->
+<!--
+### Deprecated
+
+- A bullet item for the Deprecated category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->
+<!--
+### Fixed
+
+- A bullet item for the Fixed category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->
+<!--
+### Security
+
+- A bullet item for the Security category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->
diff --git a/vizro-core/docs/pages/tutorials/explore-components.md b/vizro-core/docs/pages/tutorials/explore-components.md
index cce9ddb05..ba5e7beec 100644
--- a/vizro-core/docs/pages/tutorials/explore-components.md
+++ b/vizro-core/docs/pages/tutorials/explore-components.md
@@ -50,10 +50,11 @@ The code below shows the steps necessary to add a box plot to the page:
         dashboard = vm.Dashboard(pages=[first_page])
         Vizro().build(dashboard).run()
         ```
-    === "Result"
-        [![FirstPage1]][FirstPage1]
-
-    [FirstPage1]: ../../assets/tutorials/dashboard/dashboard21.png
+    === "Screenshot"
+        ![Dashboard](https://py.cafe/preview/maxi.schulz/vizro-tutorial-explore-vizro-1)
+    
+    === "Live App"
+        <iframe src="https://py.cafe/embed/maxi.schulz/vizro-tutorial-explore-vizro-1" width="100%" height="800px" border="0"></iframe>
 
 !!! tip "To see the dashboard in action"
 
diff --git a/vizro-core/docs/pages/tutorials/first-dashboard.md b/vizro-core/docs/pages/tutorials/first-dashboard.md
index 02c44685c..df014b439 100644
--- a/vizro-core/docs/pages/tutorials/first-dashboard.md
+++ b/vizro-core/docs/pages/tutorials/first-dashboard.md
@@ -1,90 +1,10 @@
 # A first dashboard
 
-This is a short tutorial for you to create your first dashboard, showing you the basic setup so you can explore Vizro further.
+Thanks to the amazing work at [`py.cafe`](https://py.cafe/), there is no setup needed for your first dashboard. Simply head to [`py.cafe`](https://py.cafe/) and code to your hearts desire. You can paste any example in this documentation to get going.
 
-Once you've completed this tutorial, the following ["Explore Vizro" tutorial](explore-components.md) creates a more complex dashboard so you can explore Vizro's features.
+The example below might be a good starting point - in order to edit the code powering that dashboard, simply follow the link below that dashboard.
 
+<iframe src="https://py.cafe/embed/maxi.schulz/vizro-tutorial-first-dashboard" width="100%" height="600px"></iframe>
 
-## Get started
 
-<!-- vale off -->
-### 1. Install Vizro and its dependencies
-<!-- vale on -->
-If you haven't already installed Vizro, follow the [installation guide](../user-guides/install.md).
-
-<!-- vale off -->
-### 2. Open a Jupyter Notebook
-<!-- vale on -->
-A good way to initially explore Vizro is from inside a Jupyter Notebook.
-
-??? "Install and run Jupyter"
-
-    If you haven't used Jupyter before, you may need to install the Jupyter package. From the terminal window:
-
-    ```bash
-    pip install jupyter
-    ```
-
-    Alternatively, you can [work within Anaconda Navigator](../user-guides/install.md#use-vizro-inside-anaconda-navigator) as described in the Vizro installation guide.
-
-
-Activate the virtual environment you used to install Vizro, and start a new Notebook as follows:
-
-```bash
-jupyter notebook
-```
-
-The command opens Jupyter in a browser tab. Navigate to a preferred folder in which to create this new dashboard.
-
-Create a new `Python 3 (ipykernel)` Notebook from the "New" dropdown. Confirm your Vizro installation by typing the following into a cell in the Notebook and running it.
-
-```py
-import vizro
-
-print(vizro.__version__)
-```
-
-You should see a return output of the form `x.y.z`.
-
-!!! warning "What could go wrong?"
-
-    If you are following this tutorial in a Jupyter Notebook, you need to restart the kernel each time you evaluate the code. If you do not, you will see error messages such as "Components must uniquely map..." because those components already exist from the previous evaluation.
-
-<!-- vale off -->
-### 3. Create your first dashboard
-<!-- vale on -->
-Paste the following example into a Notebook cell, run it, and view the generated dashboard by typing `localhost:8050` into your browser.
-
-!!! example "Dashboard Configuration Syntaxes"
-    === "Code for the cell"
-        ```py
-        import vizro.plotly.express as px
-        from vizro import Vizro
-        import vizro.models as vm
-
-        df = px.data.iris()
-
-        page = vm.Page(
-            title="My first dashboard",
-            components=[
-                vm.Graph(id="scatter_chart", figure=px.scatter(df, x="sepal_length", y="petal_width", color="species")),
-                vm.Graph(id="hist_chart", figure=px.histogram(df, x="sepal_width", color="species")),
-            ],
-            controls=[
-                vm.Filter(column="species", selector=vm.Dropdown(value=["ALL"])),
-            ],
-        )
-
-        dashboard = vm.Dashboard(pages=[page])
-
-        Vizro().build(dashboard).run()
-        ```
-    === "Result"
-        [![Dashboard]][Dashboard]
-
-    [Dashboard]: ../../assets/user_guides/dashboard/dashboard.png
-
-<!-- vale off -->
-### 4. Explore further
-<!-- vale on -->
 You are now ready to explore Vizro further, by working through the ["Explore Vizro" tutorial](explore-components.md) or by consulting the [how-to guides](../user-guides/dashboard.md).

From d89c2745b34d0d8e242897976ab4cf4124753f83 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Fri, 5 Jul 2024 15:47:40 +0000
Subject: [PATCH 02/74] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 vizro-core/docs/pages/tutorials/explore-components.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vizro-core/docs/pages/tutorials/explore-components.md b/vizro-core/docs/pages/tutorials/explore-components.md
index ba5e7beec..d8527deeb 100644
--- a/vizro-core/docs/pages/tutorials/explore-components.md
+++ b/vizro-core/docs/pages/tutorials/explore-components.md
@@ -52,7 +52,7 @@ The code below shows the steps necessary to add a box plot to the page:
         ```
     === "Screenshot"
         ![Dashboard](https://py.cafe/preview/maxi.schulz/vizro-tutorial-explore-vizro-1)
-    
+
     === "Live App"
         <iframe src="https://py.cafe/embed/maxi.schulz/vizro-tutorial-explore-vizro-1" width="100%" height="800px" border="0"></iframe>
 

From 749e66bd1ddba371051bc77552c9f5b6fc63f1e5 Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Tue, 30 Jul 2024 10:33:41 +0200
Subject: [PATCH 03/74] Try out the new mkdocs plugin

---
 .../docs/pages/tutorials/first-dashboard.md   | 93 +++++++++++++++++++
 vizro-core/hatch.toml                         |  3 +-
 vizro-core/mkdocs.yml                         |  8 ++
 3 files changed, 103 insertions(+), 1 deletion(-)

diff --git a/vizro-core/docs/pages/tutorials/first-dashboard.md b/vizro-core/docs/pages/tutorials/first-dashboard.md
index df014b439..2161b08ba 100644
--- a/vizro-core/docs/pages/tutorials/first-dashboard.md
+++ b/vizro-core/docs/pages/tutorials/first-dashboard.md
@@ -8,3 +8,96 @@ The example below might be a good starting point - in order to edit the code pow
 
 
 You are now ready to explore Vizro further, by working through the ["Explore Vizro" tutorial](explore-components.md) or by consulting the [how-to guides](../user-guides/dashboard.md).
+
+
+## Testing
+
+### Without embed
+
+```{.python pycafe-link}
+import vizro.plotly.express as px
+from vizro import Vizro
+import vizro.models as vm
+
+df = px.data.iris()
+
+page = vm.Page(
+    title="My first dashboard",
+    components=[
+        vm.Graph(id="scatter_chart", figure=px.scatter(df, x="sepal_length", y="petal_width", color="species")),
+        vm.Graph(id="hist_chart", figure=px.histogram(df, x="sepal_width", color="species")),
+    ],
+    controls=[
+        vm.Filter(column="species", selector=vm.Dropdown(value=["ALL"])),
+    ],
+)
+
+dashboard = vm.Dashboard(pages=[page])
+
+Vizro().build(dashboard).run()
+```
+
+### With embed
+
+```{.python pycafe-embed pycafe-embed-style="border: 1px solid #e6e6e6; border-radius: 8px;" pycafe-embed-width="100%" pycafe-embed-height="400px" pycafe-embed-scale="0.5"}
+import vizro.plotly.express as px
+from vizro import Vizro
+import vizro.models as vm
+
+df = px.data.iris()
+
+page = vm.Page(
+    title="My second dashboard",
+    components=[
+        vm.Graph(id="scatter_chart", figure=px.scatter(df, x="sepal_length", y="petal_width", color="species")),
+        vm.Graph(id="hist_chart", figure=px.histogram(df, x="sepal_width", color="species")),
+    ],
+    controls=[
+        vm.Filter(column="species", selector=vm.Dropdown(value=["ALL"])),
+    ],
+)
+
+dashboard = vm.Dashboard(pages=[page])
+
+Vizro().build(dashboard).run()
+```
+
+## In Code example tab
+
+!!! example "First component"
+    === "app.py"
+        ```{.python pycafe-link}
+        import vizro.plotly.express as px
+        from vizro import Vizro
+        import vizro.models as vm
+
+        df = px.data.iris()
+
+        page = vm.Page(
+            title="My first dashboard",
+            components=[
+                vm.Graph(id="scatter_chart", figure=px.scatter(df, x="sepal_length", y="petal_width", color="species")),
+                vm.Graph(id="hist_chart", figure=px.histogram(df, x="sepal_width", color="species")),
+            ],
+            controls=[
+                vm.Filter(column="species", selector=vm.Dropdown(value=["ALL"])),
+            ],
+        )
+
+        dashboard = vm.Dashboard(pages=[page])
+
+        Vizro().build(dashboard).run()
+        ```
+    === "Screenshot"
+        ![Dashboard](https://py.cafe/preview/maxi.schulz/vizro-tutorial-explore-vizro-1)
+
+    <!-- === "Live App"
+        <iframe src="https://py.cafe/embed/maxi.schulz/vizro-tutorial-explore-vizro-1" width="100%" height="800px" border="0"></iframe> -->
+
+
+## Test blacken
+
+```python
+def hello():
+    print('hello world')
+```
\ No newline at end of file
diff --git a/vizro-core/hatch.toml b/vizro-core/hatch.toml
index 02e1cb25f..ff54a6388 100644
--- a/vizro-core/hatch.toml
+++ b/vizro-core/hatch.toml
@@ -68,7 +68,8 @@ dependencies = [
   "mkdocs-material",
   "mkdocs-git-revision-date-localized-plugin",
   "mkdocstrings[python]",
-  "linkchecker"
+  "linkchecker",
+  "mkdocs-pycafe @ git+https://github.com/py-cafe/mkdocs-pycafe.git"
 ]
 detached = true
 
diff --git a/vizro-core/mkdocs.yml b/vizro-core/mkdocs.yml
index 953a49f50..0e5abee6c 100644
--- a/vizro-core/mkdocs.yml
+++ b/vizro-core/mkdocs.yml
@@ -101,6 +101,14 @@ markdown_extensions:
         - name: mermaid
           class: mermaid
           format: !!python/name:pymdownx.superfences.fence_code_format
+        - name: python
+          class: "highlight"
+          validator: !!python/name:mkdocs_pycafe.validator
+          format: !!python/object/apply:mkdocs_pycafe.formatter
+            kwds:
+              type: vizro
+              requirements: |
+                vizro
   - pymdownx.tabbed:
       alternate_style: true
   - pymdownx.mark

From 9578ebd7074ffaa1e72a246d02f29e4e27feeada Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Tue, 30 Jul 2024 08:37:35 +0000
Subject: [PATCH 04/74] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 vizro-core/docs/pages/tutorials/first-dashboard.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vizro-core/docs/pages/tutorials/first-dashboard.md b/vizro-core/docs/pages/tutorials/first-dashboard.md
index 2161b08ba..4c16e9efb 100644
--- a/vizro-core/docs/pages/tutorials/first-dashboard.md
+++ b/vizro-core/docs/pages/tutorials/first-dashboard.md
@@ -100,4 +100,4 @@ Vizro().build(dashboard).run()
 ```python
 def hello():
     print('hello world')
-```
\ No newline at end of file
+```

From 1438cafadf7701a68bfec24b7edb867d63d6eece Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Tue, 6 Aug 2024 18:03:34 +0100
Subject: [PATCH 05/74] Update first tutorial

---
 .../docs/pages/tutorials/first-dashboard.md   | 103 ++----------------
 1 file changed, 8 insertions(+), 95 deletions(-)

diff --git a/vizro-core/docs/pages/tutorials/first-dashboard.md b/vizro-core/docs/pages/tutorials/first-dashboard.md
index 4c16e9efb..8f7a5325d 100644
--- a/vizro-core/docs/pages/tutorials/first-dashboard.md
+++ b/vizro-core/docs/pages/tutorials/first-dashboard.md
@@ -1,103 +1,16 @@
 # A first dashboard
 
-Thanks to the amazing work at [`py.cafe`](https://py.cafe/), there is no setup needed for your first dashboard. Simply head to [`py.cafe`](https://py.cafe/) and code to your hearts desire. You can paste any example in this documentation to get going.
+There is no setup needed for your first dashboard, thanks to the amazing [Py.Cafe](https://py.cafe/).
 
-The example below might be a good starting point - in order to edit the code powering that dashboard, simply follow the link below that dashboard.
+Follow the "Edit live on Py.Cafe" link below the dashboard to see the code and experiment with it.
 
 <iframe src="https://py.cafe/embed/maxi.schulz/vizro-tutorial-first-dashboard" width="100%" height="600px"></iframe>
 
+## Can I break your code?
+When you click the link to "Edit live on Py.Cafe" the dashboard is running inside your browser. Any changes you make are local and you don't need to worry about breaking the code for others. Nobody else sees the changes you make unless you save a copy of the project as your own Vizro py.cafe project.
 
-You are now ready to explore Vizro further, by working through the ["Explore Vizro" tutorial](explore-components.md) or by consulting the [how-to guides](../user-guides/dashboard.md).
-
-
-## Testing
-
-### Without embed
-
-```{.python pycafe-link}
-import vizro.plotly.express as px
-from vizro import Vizro
-import vizro.models as vm
-
-df = px.data.iris()
-
-page = vm.Page(
-    title="My first dashboard",
-    components=[
-        vm.Graph(id="scatter_chart", figure=px.scatter(df, x="sepal_length", y="petal_width", color="species")),
-        vm.Graph(id="hist_chart", figure=px.histogram(df, x="sepal_width", color="species")),
-    ],
-    controls=[
-        vm.Filter(column="species", selector=vm.Dropdown(value=["ALL"])),
-    ],
-)
-
-dashboard = vm.Dashboard(pages=[page])
-
-Vizro().build(dashboard).run()
-```
-
-### With embed
-
-```{.python pycafe-embed pycafe-embed-style="border: 1px solid #e6e6e6; border-radius: 8px;" pycafe-embed-width="100%" pycafe-embed-height="400px" pycafe-embed-scale="0.5"}
-import vizro.plotly.express as px
-from vizro import Vizro
-import vizro.models as vm
-
-df = px.data.iris()
-
-page = vm.Page(
-    title="My second dashboard",
-    components=[
-        vm.Graph(id="scatter_chart", figure=px.scatter(df, x="sepal_length", y="petal_width", color="species")),
-        vm.Graph(id="hist_chart", figure=px.histogram(df, x="sepal_width", color="species")),
-    ],
-    controls=[
-        vm.Filter(column="species", selector=vm.Dropdown(value=["ALL"])),
-    ],
-)
+## How can I make my own dashboards?
+You can use [Py.Cafe](https://py.cafe/) to experiment with your own Vizro dashboards by dropping code onto a new project. If you need inspiration or a starting point, we make all our examples available for you to try out on Py.Cafe. In the documentation, look out for the links below the code snippets and for the <img src=https://py.cafe/logo.png alt="py.cafe logo" width="20"> coffee cup icon.
 
-dashboard = vm.Dashboard(pages=[page])
-
-Vizro().build(dashboard).run()
-```
-
-## In Code example tab
-
-!!! example "First component"
-    === "app.py"
-        ```{.python pycafe-link}
-        import vizro.plotly.express as px
-        from vizro import Vizro
-        import vizro.models as vm
-
-        df = px.data.iris()
-
-        page = vm.Page(
-            title="My first dashboard",
-            components=[
-                vm.Graph(id="scatter_chart", figure=px.scatter(df, x="sepal_length", y="petal_width", color="species")),
-                vm.Graph(id="hist_chart", figure=px.histogram(df, x="sepal_width", color="species")),
-            ],
-            controls=[
-                vm.Filter(column="species", selector=vm.Dropdown(value=["ALL"])),
-            ],
-        )
-
-        dashboard = vm.Dashboard(pages=[page])
-
-        Vizro().build(dashboard).run()
-        ```
-    === "Screenshot"
-        ![Dashboard](https://py.cafe/preview/maxi.schulz/vizro-tutorial-explore-vizro-1)
-
-    <!-- === "Live App"
-        <iframe src="https://py.cafe/embed/maxi.schulz/vizro-tutorial-explore-vizro-1" width="100%" height="800px" border="0"></iframe> -->
-
-
-## Test blacken
-
-```python
-def hello():
-    print('hello world')
-```
+## Where next?
+You are now ready to explore Vizro further, by working through the ["Explore Vizro" tutorial](explore-components.md) or by consulting the [how-to guides](../user-guides/dashboard.md).

From 4d3bf78e2bf3acae8a61566f28332b8ec3bc2f1b Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Tue, 6 Aug 2024 18:03:45 +0100
Subject: [PATCH 06/74] Add py.cafe logo

---
 vizro-core/docs/assets/images/pycafe_logo.png | Bin 0 -> 3347 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 vizro-core/docs/assets/images/pycafe_logo.png

diff --git a/vizro-core/docs/assets/images/pycafe_logo.png b/vizro-core/docs/assets/images/pycafe_logo.png
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From d6429a11e60452dcb920de3b983a69ef7b2d28df Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 13:45:47 +0100
Subject: [PATCH 07/74] Swap ordering of onboarding pages

---
 vizro-core/docs/index.md | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/vizro-core/docs/index.md b/vizro-core/docs/index.md
index 125bee85b..db2440458 100644
--- a/vizro-core/docs/index.md
+++ b/vizro-core/docs/index.md
@@ -8,8 +8,9 @@ Vizro is a toolkit for creating modular data visualization applications.
 
     ---
 
-    [:octicons-arrow-right-24: Install Vizro](pages/user-guides/install.md) </br>
     [:octicons-arrow-right-24: Quickstart tutorial](pages/tutorials/first-dashboard.md)
+    [:octicons-arrow-right-24: Install Vizro](pages/user-guides/install.md) </br>
+    
 
 
 

From 95a816727cd2b97251fad3aeff81bd16fe7fd32b Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 13:45:52 +0100
Subject: [PATCH 08/74] Update first-dashboard.md

---
 vizro-core/docs/pages/tutorials/first-dashboard.md | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/vizro-core/docs/pages/tutorials/first-dashboard.md b/vizro-core/docs/pages/tutorials/first-dashboard.md
index 8f7a5325d..04aeeafa9 100644
--- a/vizro-core/docs/pages/tutorials/first-dashboard.md
+++ b/vizro-core/docs/pages/tutorials/first-dashboard.md
@@ -2,7 +2,7 @@
 
 There is no setup needed for your first dashboard, thanks to the amazing [Py.Cafe](https://py.cafe/).
 
-Follow the "Edit live on Py.Cafe" link below the dashboard to see the code and experiment with it.
+Follow the [Edit live on Py.Cafe](https://py.cafe/maxi.schulz/vizro-tutorial-first-dashboard) link below the dashboard to see the code and experiment with it.
 
 <iframe src="https://py.cafe/embed/maxi.schulz/vizro-tutorial-first-dashboard" width="100%" height="600px"></iframe>
 
@@ -10,7 +10,9 @@ Follow the "Edit live on Py.Cafe" link below the dashboard to see the code and e
 When you click the link to "Edit live on Py.Cafe" the dashboard is running inside your browser. Any changes you make are local and you don't need to worry about breaking the code for others. Nobody else sees the changes you make unless you save a copy of the project as your own Vizro py.cafe project.
 
 ## How can I make my own dashboards?
-You can use [Py.Cafe](https://py.cafe/) to experiment with your own Vizro dashboards by dropping code onto a new project. If you need inspiration or a starting point, we make all our examples available for you to try out on Py.Cafe. In the documentation, look out for the links below the code snippets and for the <img src=https://py.cafe/logo.png alt="py.cafe logo" width="20"> coffee cup icon.
+You can use [Py.Cafe](https://py.cafe/) to experiment with your own Vizro dashboards by dropping code onto a new project. 
+
+If you need inspiration or a starting point, we make all our examples available for you to try out on Py.Cafe. In the documentation, look out for the "Edit live on Py.Cafe links" below the code snippets.
 
 ## Where next?
 You are now ready to explore Vizro further, by working through the ["Explore Vizro" tutorial](explore-components.md) or by consulting the [how-to guides](../user-guides/dashboard.md).

From baacd96b01112527b170bcca3522b1d160779675 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 13:45:56 +0100
Subject: [PATCH 09/74] Update install.md

---
 vizro-core/docs/pages/user-guides/install.md | 70 +++++++-------------
 1 file changed, 23 insertions(+), 47 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/install.md b/vizro-core/docs/pages/user-guides/install.md
index 89571ada7..eb5bfab39 100644
--- a/vizro-core/docs/pages/user-guides/install.md
+++ b/vizro-core/docs/pages/user-guides/install.md
@@ -1,46 +1,38 @@
 # How to install Vizro
 
-This guide shows you how to install Vizro, how to verify the installation succeeded and find the version of Vizro, and how to update Vizro.
-
-If you already have a virtual environment setup in Python then you can skip this page and install Vizro straight away by running:
-```bash
-pip install vizro
-```
-
-## Prerequisites
-
-**Python**: Vizro supports macOS, Linux, and Windows. It works with Python 3.8 and later. You can specify the version of Python to use with Vizro when you set up a virtual environment.
+Thanks to [Py.Cafe](https://py.cafe/) you can create Vizro dashboards without installing Vizro locally, as you can see from the [first dashboard tutorial](../tutorials/first-dashboard.md). 
 
+However, if you prefer to work locally, this guide shows you how to install Vizro, how to verify the installation succeeded and find the version of Vizro, and how to update Vizro.
 
-**Virtual environment**: You should create a virtual environment for each Vizro project you work on to
-  isolate its Python dependencies from those of other projects. See the following references to learn more about [Python virtual environments](https://realpython.com/python-virtual-environments-a-primer/), [Conda virtual environments](https://docs.conda.io/projects/conda/en/latest/user-guide/getting-started.html#starting-conda) or [watch an explainer video about them](https://youtu.be/YKfAwIItO7M).
+We recommend that you create a virtual environment for each Vizro project you work on to isolate its Python dependencies from other projects. If you already have a virtual environment you can skip the next section and [install Vizro](#install-vizro). Otherwise, read on!
 
-If you are a beginner or coding novice, you may prefer to avoid using a terminal to work with Vizro. Skip to the ["Use Vizro inside Anaconda" section](#use-vizro-inside-anaconda-navigator) below.
+## Prerequisites to working locally
 
+* **Python**: Vizro supports macOS, Linux, and Windows. It works with Python 3.8 and later. 
+* **Virtual environment**: You specify the version of Python to use with Vizro when you set up the virtual environment. See the following references to learn more about [Python virtual environments](https://realpython.com/python-virtual-environments-a-primer/), [Conda virtual environments](https://docs.conda.io/projects/conda/en/latest/user-guide/getting-started.html#starting-conda) or [watch an explainer video about them](https://youtu.be/YKfAwIItO7M).
 
+### How to create a virtual environment for your Vizro project
 
-??? note "How to create a virtual environment for your Vizro project"
+The simplest way to create a virtual environment in Python is `venv`, which is included in the Python standard library. Create a directory for your project and navigate to it. For example:
 
-    The simplest way to create a virtual environment in Python is `venv`, which is included in the Python standard library. Create a directory for your project and navigate to it. For example:
-
-    ```bash
-    mkdir vizro-project
-    cd vizro-project
-    ```
+```bash
+mkdir vizro-project
+cd vizro-project
+```
 
-    Next, create and activate a new virtual environment in this directory with `venv`:
-    ```bash
-    python3 -m venv .venv
-    source .venv/bin/activate
-    ```
+Next, create and activate a new virtual environment in this directory with `venv`:
 
-    Alternatively, you might like to use [`conda` as your virtual environment manager](https://docs.conda.io/projects/conda/en/latest/user-guide/install/). Once installed, you can create and activate a virtual environment from the terminal as follows:
+```bash
+python3 -m venv .venv
+source .venv/bin/activate
+```
 
-    ```bash
-    conda create --name vizro-environment
-    conda activate vizro-environment
-    ```
+Alternatively, you might like to use [`conda` as your virtual environment manager](https://docs.conda.io/projects/conda/en/latest/user-guide/install/). Once installed, you can create and activate a virtual environment from the terminal as follows:
 
+```bash
+conda create --name vizro-environment
+conda activate vizro-environment
+```
 
 ## Install Vizro
 
@@ -50,25 +42,9 @@ To install Vizro, use [`pip`](https://pip.pypa.io/en/stable/) in your terminal w
 pip install vizro
 ```
 
-## Use Vizro inside Anaconda Navigator
-
-To completely avoid terminal usage, follow these steps to work with Vizro:
-
-
-1. Install [Anaconda Navigator](https://www.anaconda.com/download).
-
-2. Create a new environment as [outlined in the Anaconda documentation](https://docs.anaconda.com/free/navigator/tutorials/manage-environments/). Choose a Python version `>=3.8`.
-
-3. Search `vizro` and install it [using the Anaconda Navigator package manager](https://docs.anaconda.com/free/navigator/tutorials/manage-packages/).
-
-4. Similarly, search `jupyter` and install it.
-
-5. [Launch a Jupyter Notebook](https://problemsolvingwithpython.com/02-Jupyter-Notebooks/02.04-Opening-a-Jupyter-Notebook/#open-a-jupyter-notebook-with-anaconda-navigator) to work with Vizro.
-
-
 ## Confirm a successful installation
 
-To confirm the installation was successful, and verify the version of Vizro installed, call the following. You can do this from within a Jupyter Notebook cell, or run the following as a Python script:
+To confirm the installation was successful and verify the version of Vizro installed, call the following. You can do this from within a Jupyter Notebook cell, or run the following as a Python script:
 
 ```py
 import vizro

From bf7c22c69542fac29a32e081b5c313921e88c765 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 14:53:35 +0100
Subject: [PATCH 10/74] Linting

---
 vizro-core/docs/index.md                           | 2 +-
 vizro-core/docs/pages/tutorials/first-dashboard.md | 2 +-
 vizro-core/docs/pages/user-guides/install.md       | 4 ++--
 3 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/vizro-core/docs/index.md b/vizro-core/docs/index.md
index db2440458..14bb57e3d 100644
--- a/vizro-core/docs/index.md
+++ b/vizro-core/docs/index.md
@@ -10,7 +10,7 @@ Vizro is a toolkit for creating modular data visualization applications.
 
     [:octicons-arrow-right-24: Quickstart tutorial](pages/tutorials/first-dashboard.md)
     [:octicons-arrow-right-24: Install Vizro](pages/user-guides/install.md) </br>
-    
+
 
 
 
diff --git a/vizro-core/docs/pages/tutorials/first-dashboard.md b/vizro-core/docs/pages/tutorials/first-dashboard.md
index 04aeeafa9..3a77ee0a9 100644
--- a/vizro-core/docs/pages/tutorials/first-dashboard.md
+++ b/vizro-core/docs/pages/tutorials/first-dashboard.md
@@ -10,7 +10,7 @@ Follow the [Edit live on Py.Cafe](https://py.cafe/maxi.schulz/vizro-tutorial-fir
 When you click the link to "Edit live on Py.Cafe" the dashboard is running inside your browser. Any changes you make are local and you don't need to worry about breaking the code for others. Nobody else sees the changes you make unless you save a copy of the project as your own Vizro py.cafe project.
 
 ## How can I make my own dashboards?
-You can use [Py.Cafe](https://py.cafe/) to experiment with your own Vizro dashboards by dropping code onto a new project. 
+You can use [Py.Cafe](https://py.cafe/) to experiment with your own Vizro dashboards by dropping code onto a new project.
 
 If you need inspiration or a starting point, we make all our examples available for you to try out on Py.Cafe. In the documentation, look out for the "Edit live on Py.Cafe links" below the code snippets.
 
diff --git a/vizro-core/docs/pages/user-guides/install.md b/vizro-core/docs/pages/user-guides/install.md
index eb5bfab39..abe5ee928 100644
--- a/vizro-core/docs/pages/user-guides/install.md
+++ b/vizro-core/docs/pages/user-guides/install.md
@@ -1,6 +1,6 @@
 # How to install Vizro
 
-Thanks to [Py.Cafe](https://py.cafe/) you can create Vizro dashboards without installing Vizro locally, as you can see from the [first dashboard tutorial](../tutorials/first-dashboard.md). 
+Thanks to [Py.Cafe](https://py.cafe/) you can create Vizro dashboards without installing Vizro locally, as you can see from the [first dashboard tutorial](../tutorials/first-dashboard.md).
 
 However, if you prefer to work locally, this guide shows you how to install Vizro, how to verify the installation succeeded and find the version of Vizro, and how to update Vizro.
 
@@ -8,7 +8,7 @@ We recommend that you create a virtual environment for each Vizro project you wo
 
 ## Prerequisites to working locally
 
-* **Python**: Vizro supports macOS, Linux, and Windows. It works with Python 3.8 and later. 
+* **Python**: Vizro supports macOS, Linux, and Windows. It works with Python 3.8 and later.
 * **Virtual environment**: You specify the version of Python to use with Vizro when you set up the virtual environment. See the following references to learn more about [Python virtual environments](https://realpython.com/python-virtual-environments-a-primer/), [Conda virtual environments](https://docs.conda.io/projects/conda/en/latest/user-guide/getting-started.html#starting-conda) or [watch an explainer video about them](https://youtu.be/YKfAwIItO7M).
 
 ### How to create a virtual environment for your Vizro project

From 49a00f5d236786e01ec1338aec5e4826c45e011e Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 14:53:43 +0100
Subject: [PATCH 11/74] Update explore-components.md

---
 .../pages/tutorials/explore-components.md     | 44 +++++++++----------
 1 file changed, 21 insertions(+), 23 deletions(-)

diff --git a/vizro-core/docs/pages/tutorials/explore-components.md b/vizro-core/docs/pages/tutorials/explore-components.md
index 97c1b12db..4a1d111aa 100644
--- a/vizro-core/docs/pages/tutorials/explore-components.md
+++ b/vizro-core/docs/pages/tutorials/explore-components.md
@@ -4,9 +4,11 @@ In this tutorial, we walk through the process of creating a sophisticated dashbo
 
 If you haven't yet done so, you may want to review the [first dashboard tutorial](../tutorials/first-dashboard.md) before starting on this one.
 
-## 1. Install Vizro and get ready to run your code
+## 1. (Optional) Install Vizro and get ready to run your code
 
-To get started with this tutorial, make sure you have [installed Vizro](../user-guides/install.md), and can run the dashboard code within a Jupyter Notebook cell or from a Python script.
+The code for this tutorial is all available for you to experiment with in [Py.Cafe](https://py.cafe/) so there is need to install Vizro and run it locally.
+
+However, if you prefer working in a Notebook or Python script, you should [install Vizro](../user-guides/install.md).
 
 ## 2. Create a first dashboard page
 
@@ -23,9 +25,10 @@ The code below shows the steps necessary to add a box plot to the page:
 1. Add a Vizro [`Graph`][vizro.models.Graph] to the `components` list.
 2. Add a [`plotly.express.box`](https://plotly.com/python-api-reference/generated/plotly.express.box.html#plotly.express.box) figure to the list of components.
 
+
 !!! example "First component"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         from vizro import Vizro
         import vizro.models as vm
         import vizro.plotly.express as px
@@ -40,7 +43,6 @@ The code below shows the steps necessary to add a box plot to the page:
             title="First Page",
             components=[
                 vm.Graph(
-                    id="box_cont",
                     figure=px.box(gapminder_data, x="continent", y="lifeExp", color="continent",
                                     labels={"lifeExp": "Life Expectancy", "continent": "Continent"}),
                 ),
@@ -53,10 +55,8 @@ The code below shows the steps necessary to add a box plot to the page:
     === "Screenshot"
         ![Dashboard](https://py.cafe/preview/maxi.schulz/vizro-tutorial-explore-vizro-1)
 
-    === "Live App"
-        <iframe src="https://py.cafe/embed/maxi.schulz/vizro-tutorial-explore-vizro-1" width="100%" height="800px" border="0"></iframe>
 
-!!! note "To see the dashboard in action"
+??? note "To run the dashboard in a Notebook or script"
 
     Paste the above code into a Notebook cell, run the Notebook, and evaluate it.
 
@@ -70,7 +70,7 @@ The code below shows the steps necessary to add a box plot to the page:
 
     Once the script is running, open your web browser and go to `localhost:8050`. You should see the dashboard page with the gapminder data displayed, as shown in the `Result` tab above.
 
-As you can see from the code, the `first_page` is added to the [`Dashboard`][vizro.models.Dashboard] before building and running it with `Vizro().build(dashboard).run()`. Every [`Page`][vizro.models.Page] that you want to display needs to be added to the [`Dashboard`][vizro.models.Dashboard] object.
+As you can see from the code, `first_page` is added to the [`Dashboard`][vizro.models.Dashboard] and running the dashboard is displayed by `Vizro().build(dashboard).run()`.
 
 ### 2.2. Add further components
 
@@ -108,9 +108,8 @@ The code below adds two components to the page:
                             "gdpPercap":"GDP Per Cap"}, title=''),
         )
         ```
-
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         from vizro import Vizro
         import vizro.models as vm
         import vizro.plotly.express as px
@@ -132,12 +131,10 @@ The code below adds two components to the page:
                     """,
                 ),
                 vm.Graph(
-                    id="box_cont",
                     figure=px.box(gapminder_data, x="continent", y="lifeExp", color="continent",
                                     labels={"lifeExp": "Life Expectancy", "continent": "Continent"}),
                 ),
                 vm.Graph(
-                    id="line_gdp",
                     figure=px.line(gapminder_data, x="year", y="gdpPercap", color="continent",
                                     labels={"year": "Year", "continent": "Continent",
                                     "gdpPercap":"GDP Per Cap"}, title=''),
@@ -154,13 +151,13 @@ The code below adds two components to the page:
 
     [FirstPage2]: ../../assets/tutorials/dashboard/dashboard22.png
 
-As you explore the dashboard, you may notice that the current layout could be further enhanced. The charts may appear cramped, while the text component has ample unused space. The next section explains how to configure the layout and arrange the components.
+As you explore the dashboard, you may notice that the current layout could be further enhanced. The charts appear cramped, while the text component has ample unused space. The next section explains how to configure the layout and arrange the components.
 
 !!! note "An introduction to Vizro-AI"
 
     In the example above, the code to create the line graph was generated using [Vizro-AI](https://vizro.readthedocs.io/en/latest/pages/tutorials/first-dashboard/). Vizro-AI enables you to use English, or other languages, to create interactive charts with [Plotly](https://plotly.com/python/) by simplifying the process through use of a large language model. In essence, Vizro-AI generates code from natural language instructions so that you can add it into a Vizro dashboard, such as in the example above.
 
-    Find out more in the [Vizro-AI documentation](https://vizro.readthedocs.io/projects/vizro-ai/en/latest/)!
+    Find out more from the [Vizro-AI documentation](https://vizro.readthedocs.io/projects/vizro-ai/en/latest/)!
 
 
 ### 2.3. Configure the layout
@@ -203,9 +200,8 @@ Run the code below to apply the layout to the dashboard page:
         ```py
         layout=vm.Layout(grid=[[0, 0], [1, 2], [1, 2], [1, 2]])
         ```
-
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         from vizro import Vizro
         import vizro.models as vm
         import vizro.plotly.express as px
@@ -228,12 +224,10 @@ Run the code below to apply the layout to the dashboard page:
                     """,
                 ),
                 vm.Graph(
-                    id="box_cont",
                     figure=px.box(gapminder_data, x="continent", y="lifeExp", color="continent",
                                     labels={"lifeExp": "Life Expectancy", "continent": "Continent"}),
                 ),
                 vm.Graph(
-                    id="line_gdp",
                     figure=px.line(gapminder_data, x="year", y="gdpPercap", color="continent",
                                     labels={"year": "Year", "continent": "Continent",
                                     "gdpPercap":"GDP Per Cap"}),
@@ -263,7 +257,7 @@ There are two types of control:
 
 The guides on [`How to use Filters`](../user-guides/filters.md) and [`How to use Parameters`](../user-guides/parameters.md) offer instructions on their application. For further customization, refer to the guide on [`How to use selectors`](../user-guides/selectors.md).
 
-To link a control to a component, use the id assigned to the component, which is unique across all dashboard pages and serves as a reference to target it.
+To link a control to a component, use an `id` assigned to the component, which is unique across all dashboard pages and serves as a reference to target it.
 
 To illustrate, let's add a [`Filter`][vizro.models.Filter] on specific
 continents of the underlying gapminder data. The [`Filter`][vizro.models.Filter] requires the `column` argument, that denotes
@@ -279,7 +273,7 @@ are listed in the `targets` parameter, meaning that the filter is be applied to
             ]
         ```
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         from vizro import Vizro
         import vizro.models as vm
         import vizro.plotly.express as px
@@ -321,6 +315,7 @@ are listed in the `targets` parameter, meaning that the filter is be applied to
         dashboard = vm.Dashboard(pages=[first_page])
         Vizro().build(dashboard).run()
         ```
+
     === "Result"
         [![FirstPage4]][FirstPage4]
 
@@ -337,7 +332,7 @@ Fantastic job! You have completed first dashboard page and gained valuable skill
 
 This section adds a second dashboard page and explains how to use controls and selectors. The new page is structured similarly to the page you created, but contains two charts that visualize the [iris data](https://plotly.com/python-api-reference/generated/plotly.express.data.html#plotly.express.data.iris).
 
-The code below illustrates how to add the page, titled `second_page` to the dashboard by calling `vm.Dashboard(pages=[first_page,second_page])`. There are two `Graph` objects added to the list of components. To enable interactivity on those components, we add two [`Parameters`][vizro.models.Parameter] to the list of `controls`.
+Every [`Page`][vizro.models.Page] that you want to display needs to be added to the [`Dashboard`][vizro.models.Dashboard] object. The code below illustrates how to add the page, titled `second_page` to the dashboard by calling `vm.Dashboard(pages=[first_page,second_page])`. There are two `Graph` objects added to the list of components. To enable interactivity on those components, we add two [`Parameters`][vizro.models.Parameter] to the list of `controls`.
 
 In creating a [`Parameter`][vizro.models.Parameter] object, you define the `target` it applies to. In the code below:
 
@@ -391,7 +386,7 @@ for parameters](../user-guides/parameters.md).
         )
         ```
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         from vizro import Vizro
         import vizro.models as vm
         import vizro.plotly.express as px
@@ -544,7 +539,8 @@ of the subpages. Additionally, you can use the navigation panel on the left side
         dashboard = vm.Dashboard(pages=[home_page, first_page, second_page])
         ```
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
+
         from vizro import Vizro
         import vizro.models as vm
         import vizro.plotly.express as px
@@ -646,6 +642,8 @@ of the subpages. Additionally, you can use the navigation panel on the left side
         dashboard = vm.Dashboard(pages=[home_page, first_page, second_page])
         Vizro().build(dashboard).run()
         ```
+    === "Live App"
+        <iframe src="https://py.cafe/stichbury/vizro-gapminder-iris-viz" width="100%" height="800px" border="0"></iframe>
     === "Homepage"
         [![FinalPage]][FinalPage]
 

From 5ec800c7f3c6a1e42787676684ae2fe5bdf36489 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 15:01:33 +0100
Subject: [PATCH 12/74] Update index.md

---
 vizro-core/docs/index.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/vizro-core/docs/index.md b/vizro-core/docs/index.md
index 14bb57e3d..5ea6dfa22 100644
--- a/vizro-core/docs/index.md
+++ b/vizro-core/docs/index.md
@@ -8,8 +8,8 @@ Vizro is a toolkit for creating modular data visualization applications.
 
     ---
 
-    [:octicons-arrow-right-24: Quickstart tutorial](pages/tutorials/first-dashboard.md)
-    [:octicons-arrow-right-24: Install Vizro](pages/user-guides/install.md) </br>
+    [:octicons-arrow-right-24: Quickstart tutorial](pages/tutorials/first-dashboard.md) </br>
+    [:octicons-arrow-right-24: Install Vizro](pages/user-guides/install.md)
 
 
 

From 4cec06e3102fb9ab8e6e6d500574a372ae2e6409 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 15:20:52 +0100
Subject: [PATCH 13/74] Update first-dashboard.md

---
 vizro-core/docs/pages/tutorials/first-dashboard.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vizro-core/docs/pages/tutorials/first-dashboard.md b/vizro-core/docs/pages/tutorials/first-dashboard.md
index 3a77ee0a9..3b1fbd8e0 100644
--- a/vizro-core/docs/pages/tutorials/first-dashboard.md
+++ b/vizro-core/docs/pages/tutorials/first-dashboard.md
@@ -12,7 +12,7 @@ When you click the link to "Edit live on Py.Cafe" the dashboard is running insid
 ## How can I make my own dashboards?
 You can use [Py.Cafe](https://py.cafe/) to experiment with your own Vizro dashboards by dropping code onto a new project.
 
-If you need inspiration or a starting point, we make all our examples available for you to try out on Py.Cafe. In the documentation, look out for the "Edit live on Py.Cafe links" below the code snippets.
+If you need inspiration or a starting point, we make all our examples available for you to try out on Py.Cafe. Throughout our documentation, just follow the "**Run and edit this code in Py.Cafe**" link below the code snippets to open them in Py.Cafe.
 
 ## Where next?
 You are now ready to explore Vizro further, by working through the ["Explore Vizro" tutorial](explore-components.md) or by consulting the [how-to guides](../user-guides/dashboard.md).

From 9242846ce4720d6b44283a721144606b21d71aca Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 15:49:56 +0100
Subject: [PATCH 14/74] Vale

---
 .vale/styles/Microsoft/Headings.yml                | 1 +
 vizro-core/docs/pages/tutorials/first-dashboard.md | 6 +++++-
 2 files changed, 6 insertions(+), 1 deletion(-)

diff --git a/.vale/styles/Microsoft/Headings.yml b/.vale/styles/Microsoft/Headings.yml
index 66697b5ed..5e6ba0938 100644
--- a/.vale/styles/Microsoft/Headings.yml
+++ b/.vale/styles/Microsoft/Headings.yml
@@ -72,6 +72,7 @@ exceptions:
   - Pandas
   - Plotly
   - Pydantic
+  - Py.Cafe
   - Python
   - QuantumBlack
   - QuantumBlack Labs
diff --git a/vizro-core/docs/pages/tutorials/first-dashboard.md b/vizro-core/docs/pages/tutorials/first-dashboard.md
index 3b1fbd8e0..8d494a2ce 100644
--- a/vizro-core/docs/pages/tutorials/first-dashboard.md
+++ b/vizro-core/docs/pages/tutorials/first-dashboard.md
@@ -6,13 +6,17 @@ Follow the [Edit live on Py.Cafe](https://py.cafe/maxi.schulz/vizro-tutorial-fir
 
 <iframe src="https://py.cafe/embed/maxi.schulz/vizro-tutorial-first-dashboard" width="100%" height="600px"></iframe>
 
+<!-- vale off -->
 ## Can I break your code?
+<!-- vale on -->
 When you click the link to "Edit live on Py.Cafe" the dashboard is running inside your browser. Any changes you make are local and you don't need to worry about breaking the code for others. Nobody else sees the changes you make unless you save a copy of the project as your own Vizro py.cafe project.
 
+<!-- vale off -->
 ## How can I make my own dashboards?
+<!-- vale on -->
 You can use [Py.Cafe](https://py.cafe/) to experiment with your own Vizro dashboards by dropping code onto a new project.
 
-If you need inspiration or a starting point, we make all our examples available for you to try out on Py.Cafe. Throughout our documentation, just follow the "**Run and edit this code in Py.Cafe**" link below the code snippets to open them in Py.Cafe.
+If you need inspiration or a starting point, we make all our examples available for you to try out on Py.Cafe. Throughout our documentation, follow the "**Run and edit this code in Py.Cafe**" link below the code snippets to open them in Py.Cafe.
 
 ## Where next?
 You are now ready to explore Vizro further, by working through the ["Explore Vizro" tutorial](explore-components.md) or by consulting the [how-to guides](../user-guides/dashboard.md).

From 5427de0eae893c57168572de06d50941f3fd92fe Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 15:50:23 +0100
Subject: [PATCH 15/74] Fundamentals section

---
 vizro-core/docs/pages/user-guides/dashboard.md |  4 ++--
 vizro-core/docs/pages/user-guides/pages.md     |  4 ++--
 vizro-core/docs/pages/user-guides/run.md       | 15 +++++++++++++--
 3 files changed, 17 insertions(+), 6 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/dashboard.md b/vizro-core/docs/pages/user-guides/dashboard.md
index 95f7fa0b5..793c465b7 100644
--- a/vizro-core/docs/pages/user-guides/dashboard.md
+++ b/vizro-core/docs/pages/user-guides/dashboard.md
@@ -16,7 +16,7 @@ To create a dashboard:
 
 !!! example "Dashboard Configuration Syntaxes"
     === "app.py - pydantic models"
-        ```py
+        ```{.python pycafe-link}
         import vizro.plotly.express as px
         from vizro import Vizro
         import vizro.models as vm
@@ -37,7 +37,7 @@ To create a dashboard:
 
         Vizro().build(dashboard).run()
         ```
-    === "app.py - python dict"
+    === "app.py - Python dict"
         ```py
         import vizro.plotly.express as px
         from vizro import Vizro
diff --git a/vizro-core/docs/pages/user-guides/pages.md b/vizro-core/docs/pages/user-guides/pages.md
index 3f9971d48..7ae944e9b 100644
--- a/vizro-core/docs/pages/user-guides/pages.md
+++ b/vizro-core/docs/pages/user-guides/pages.md
@@ -26,7 +26,7 @@ To create and add a page to your dashboard, do the following steps:
 
 !!! example "Page"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         import vizro.plotly.express as px
         from vizro import Vizro
@@ -103,7 +103,7 @@ To customize the page URL, pass a valid URL name to the `path` argument of [`Pag
 
 !!! example "Page"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         import vizro.plotly.express as px
         from vizro import Vizro
diff --git a/vizro-core/docs/pages/user-guides/run.md b/vizro-core/docs/pages/user-guides/run.md
index 81ee62c9a..6f7973467 100644
--- a/vizro-core/docs/pages/user-guides/run.md
+++ b/vizro-core/docs/pages/user-guides/run.md
@@ -2,11 +2,22 @@
 
 This guide shows you how to launch your dashboard in different ways. By default, your dashboard apps run on localhost port 8050 so is accessible at [http://127.0.0.1:8050/](http://127.0.0.1:8050/).
 
+## Py.Cafe
+
+You can launch your dashboard and edit the code live on [Py.Cafe](https://py.cafe/).
+
+For this basic example, follow the [Edit live on Py.Cafe](https://py.cafe/maxi.schulz/vizro-tutorial-first-dashboard) link below the dashboard to experiment with the code.
+
+<iframe src="https://py.cafe/stichbury/vizro-iris-viz" width="100%" height="600px"></iframe>
+
+You can use [Py.Cafe](https://py.cafe/) to experiment with your own Vizro dashboards by dropping code into a new project.
+
+
 ## Default built-in Flask development server
 
 !!! example "Default built-in Flask development server"
     === "app.py"
-        ```py
+        ```
         from vizro import Vizro
         import vizro.plotly.express as px
         import vizro.models as vm
@@ -16,7 +27,7 @@ This guide shows you how to launch your dashboard in different ways. By default,
         page = vm.Page(
             title="My first page",
             components=[
-                vm.Graph(id="scatter_chart", figure=px.scatter(iris, x="sepal_length", y="petal_width", color="species")),
+                vm.Graph(figure=px.scatter(iris, x="sepal_length", y="petal_width", color="species")),
             ],
         )
 

From 4d7db62d15190af5c2400e62ff08ede57a75a814 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 15:50:33 +0100
Subject: [PATCH 16/74] Vale

---
 vizro-core/docs/pages/user-guides/graph.md   | 2 +-
 vizro-core/docs/pages/user-guides/install.md | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/graph.md b/vizro-core/docs/pages/user-guides/graph.md
index e25ec20d3..933a810f1 100755
--- a/vizro-core/docs/pages/user-guides/graph.md
+++ b/vizro-core/docs/pages/user-guides/graph.md
@@ -84,4 +84,4 @@ import plotly.io as pio
 pio.templates.default = "plotly"
 ```
 
-Alternatively, enter your desired template into any `plotly.express` chart as `template="plotly"` on a case-by-case basis. Note that we do not recommend the above steps for use in dashboards, as other templates will look out-of-sync with our overall dashboard design.
+As an alternative, enter your desired template into any `plotly.express` chart as `template="plotly"` on a case-by-case basis. Note that we do not recommend the above steps for use in dashboards, as other templates will look out-of-sync with our overall dashboard design.
diff --git a/vizro-core/docs/pages/user-guides/install.md b/vizro-core/docs/pages/user-guides/install.md
index abe5ee928..1961a90ed 100644
--- a/vizro-core/docs/pages/user-guides/install.md
+++ b/vizro-core/docs/pages/user-guides/install.md
@@ -27,7 +27,7 @@ python3 -m venv .venv
 source .venv/bin/activate
 ```
 
-Alternatively, you might like to use [`conda` as your virtual environment manager](https://docs.conda.io/projects/conda/en/latest/user-guide/install/). Once installed, you can create and activate a virtual environment from the terminal as follows:
+You might like to use [`conda` as your virtual environment manager](https://docs.conda.io/projects/conda/en/latest/user-guide/install/). Once installed, you can create and activate a virtual environment from the terminal as follows:
 
 ```bash
 conda create --name vizro-environment

From cd77c4aae440849c3230ea30692e1d0bc9efee37 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 16:20:24 +0100
Subject: [PATCH 17/74] Update figure.md

---
 vizro-core/docs/pages/user-guides/figure.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vizro-core/docs/pages/user-guides/figure.md b/vizro-core/docs/pages/user-guides/figure.md
index 079cf45a0..c4f10aa2d 100644
--- a/vizro-core/docs/pages/user-guides/figure.md
+++ b/vizro-core/docs/pages/user-guides/figure.md
@@ -49,7 +49,7 @@ To add a `Figure` to your page:
 !!! example "Use existing figure functions"
 
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         import vizro.plotly.express as px
         from vizro import Vizro

From 4e366c05e98adcfea5da356ba25689e409c918b3 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 16:20:30 +0100
Subject: [PATCH 18/74] Update graph.md

---
 vizro-core/docs/pages/user-guides/graph.md | 9 +--------
 1 file changed, 1 insertion(+), 8 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/graph.md b/vizro-core/docs/pages/user-guides/graph.md
index 933a810f1..c3110f710 100755
--- a/vizro-core/docs/pages/user-guides/graph.md
+++ b/vizro-core/docs/pages/user-guides/graph.md
@@ -23,7 +23,7 @@ To add a [`Graph`][vizro.models.Graph] to your page, do the following:
 
 !!! example "Graph"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         import vizro.plotly.express as px
         from vizro import Vizro
@@ -39,7 +39,6 @@ To add a [`Graph`][vizro.models.Graph] to your page, do the following:
                     ),
                 ),
             ],
-            controls=[vm.Filter(column="species", selector=vm.Dropdown(title="Species"))],
         )
 
         dashboard = vm.Dashboard(pages=[page])
@@ -58,12 +57,6 @@ To add a [`Graph`][vizro.models.Graph] to your page, do the following:
               data_frame: iris
               dimensions: ["sepal_length", "sepal_width", "petal_length", "petal_width"]
             type: graph
-          controls:
-            - column: species
-              type: filter
-              selector:
-                title: Species
-                type: dropdown
           title: My first page
         ```
     === "Result"

From d7f15e02787203b166dc1cf529b747e25555d005 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 16:20:33 +0100
Subject: [PATCH 19/74] Update table.md

---
 vizro-core/docs/pages/user-guides/table.md | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/table.md b/vizro-core/docs/pages/user-guides/table.md
index ff3016124..c510d5b4e 100755
--- a/vizro-core/docs/pages/user-guides/table.md
+++ b/vizro-core/docs/pages/user-guides/table.md
@@ -43,7 +43,7 @@ Sometimes a parameter may not work because it requires a callback to function. I
 !!! example "Basic Dash AG Grid"
 
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         import vizro.plotly.express as px
         from vizro import Vizro
@@ -83,7 +83,7 @@ You can turn it on by setting `dashGridOptions={"pagination": True}`.
 !!! example "Basic Dash AG Grid"
 
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         import vizro.plotly.express as px
         from vizro import Vizro
@@ -140,7 +140,7 @@ In the example below we select and format some columns of the gapminder data.
 !!! example "AG Grid with formatted columns"
 
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         import vizro.plotly.express as px
         from vizro import Vizro
@@ -216,7 +216,7 @@ There are more ways to alter the grid beyond this showcase. AG Grid, like any ot
 !!! example "Styled and modified Dash AG Grid"
 
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         import vizro.plotly.express as px
         from vizro import Vizro
@@ -360,7 +360,7 @@ setting some defaults for some arguments to help with styling.
 !!! example "Dash DataTable"
 
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         import vizro.plotly.express as px
         from vizro import Vizro
@@ -404,7 +404,7 @@ an example of a styled table where some conditional formatting is applied. There
 !!! example "Styled Dash DataTable"
 
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         import vizro.plotly.express as px
         from vizro import Vizro

From cf75356d0f3775e16e1a7d235f70d8e9dc44d133 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 16:25:35 +0100
Subject: [PATCH 20/74] Update figure.md

---
 vizro-core/docs/pages/user-guides/figure.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vizro-core/docs/pages/user-guides/figure.md b/vizro-core/docs/pages/user-guides/figure.md
index c4f10aa2d..aa7427b2e 100644
--- a/vizro-core/docs/pages/user-guides/figure.md
+++ b/vizro-core/docs/pages/user-guides/figure.md
@@ -136,7 +136,7 @@ possible with the built-in functions then you can create a [custom figure](custo
 !!! example "KPI card variations"
 
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import pandas as pd
         import vizro.models as vm
         from vizro import Vizro

From f39f722412561a86cb1ca20d8e2ff2e3c1d42a17 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 16:47:38 +0100
Subject: [PATCH 21/74] Update card-button.md

---
 vizro-core/docs/pages/user-guides/card-button.md | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/card-button.md b/vizro-core/docs/pages/user-guides/card-button.md
index 62c9e2891..50e99575c 100755
--- a/vizro-core/docs/pages/user-guides/card-button.md
+++ b/vizro-core/docs/pages/user-guides/card-button.md
@@ -12,7 +12,7 @@ You can add a [`Card`][vizro.models.Card] to your dashboard by inserting the [`C
 
 !!! example "Card"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         from vizro import Vizro
 
@@ -63,7 +63,7 @@ Based on examples from Dash, the [`Card`][vizro.models.Card] model supports the
 
 !!! example "Card with custom text"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         from vizro import Vizro
 
@@ -199,7 +199,7 @@ accessibility of your app. Providing an image ALT text is optional.
 
 !!! example "Card with image"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         from vizro import Vizro
 
@@ -274,7 +274,7 @@ and give an attribute selector to select images with that matching URL hash.
     }
     ```
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         from vizro import Vizro
 
@@ -338,7 +338,7 @@ Use the following pre-defined URL hashes in your image path to apply Vizro's def
 
 !!! example "Card with floating image"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         from vizro import Vizro
 
@@ -402,7 +402,7 @@ Use the following pre-defined URL hashes in your image path to apply Vizro's def
 
 !!! example "Card with icon"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         from vizro import Vizro
 
@@ -477,7 +477,7 @@ To create a navigation card:
 
 !!! example "Navigation Card"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         import vizro.plotly.express as px
         from vizro import Vizro
@@ -588,7 +588,7 @@ In the below example we show how to configure a button to export the filtered da
 !!! example "Button"
 
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         import vizro.plotly.express as px
         from vizro import Vizro

From 26cdd61eeada0bd9f07654acdd33d9324c9633bc Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 16:50:57 +0100
Subject: [PATCH 22/74] Update container.md

---
 vizro-core/docs/pages/user-guides/container.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vizro-core/docs/pages/user-guides/container.md b/vizro-core/docs/pages/user-guides/container.md
index ff89bcb3c..c7e327c5f 100755
--- a/vizro-core/docs/pages/user-guides/container.md
+++ b/vizro-core/docs/pages/user-guides/container.md
@@ -45,7 +45,7 @@ To add a [`Container`][vizro.models.Container] to your page, do the following:
 
 !!! example "Container"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
 
         import vizro.models as vm
         import vizro.plotly.express as px

From 28bd6610797cf7fa0276b211c83c7a0e7c083432 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 16:52:03 +0100
Subject: [PATCH 23/74] Update tabs.md

---
 vizro-core/docs/pages/user-guides/tabs.md | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/tabs.md b/vizro-core/docs/pages/user-guides/tabs.md
index cc813e84d..a6ea904ae 100755
--- a/vizro-core/docs/pages/user-guides/tabs.md
+++ b/vizro-core/docs/pages/user-guides/tabs.md
@@ -27,7 +27,7 @@ To add [`Tabs`][vizro.models.Tabs] to your page, do the following:
 
 !!! example "Tabs"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
 
         import vizro.models as vm
         import vizro.plotly.express as px
@@ -133,6 +133,7 @@ To add [`Tabs`][vizro.models.Tabs] to your page, do the following:
           title: Tabs
         ```
     === "Result"
-       [![Tabs]][Tabs]
+        
+        [![Tabs]][Tabs]
 
     [Tabs]: ../../assets/user_guides/components/tabs.png

From 865065c80225dd0052330cd7e06da2a6e6425f0d Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Wed, 7 Aug 2024 15:52:54 +0000
Subject: [PATCH 24/74] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 vizro-core/docs/pages/user-guides/tabs.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vizro-core/docs/pages/user-guides/tabs.md b/vizro-core/docs/pages/user-guides/tabs.md
index a6ea904ae..09154177e 100755
--- a/vizro-core/docs/pages/user-guides/tabs.md
+++ b/vizro-core/docs/pages/user-guides/tabs.md
@@ -133,7 +133,7 @@ To add [`Tabs`][vizro.models.Tabs] to your page, do the following:
           title: Tabs
         ```
     === "Result"
-        
+
         [![Tabs]][Tabs]
 
     [Tabs]: ../../assets/user_guides/components/tabs.png

From 77230b35788308dc7882356d69c375f63fb8e0f4 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 16:55:38 +0100
Subject: [PATCH 25/74] Update filters.md

---
 vizro-core/docs/pages/user-guides/filters.md | 9 ++++++---
 1 file changed, 6 insertions(+), 3 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/filters.md b/vizro-core/docs/pages/user-guides/filters.md
index 7a904e813..fe3a4f993 100644
--- a/vizro-core/docs/pages/user-guides/filters.md
+++ b/vizro-core/docs/pages/user-guides/filters.md
@@ -18,7 +18,7 @@ automatically based on the target column, for example, a dropdown for categorica
 
 !!! example "Basic Filter"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         from vizro import Vizro
         import vizro.plotly.express as px
         import vizro.models as vm
@@ -58,6 +58,7 @@ automatically based on the target column, for example, a dropdown for categorica
             title: My first page
         ```
     === "Result"
+        
         [![Filter]][Filter]
 
     [Filter]: ../../assets/user_guides/control/control1.png
@@ -69,7 +70,7 @@ Currently available selectors are [`Checklist`][vizro.models.Checklist], [`Dropd
 
 !!! example "Filter with custom Selector"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         from vizro import Vizro
         import vizro.plotly.express as px
         import vizro.models as vm
@@ -110,6 +111,7 @@ Currently available selectors are [`Checklist`][vizro.models.Checklist], [`Dropd
             title: My first page
         ```
     === "Result"
+        
         [![Selector]][Selector]
 
     [Selector]: ../../assets/user_guides/control/control2.png
@@ -126,7 +128,7 @@ Below is an advanced example where we only target one page component, and where
 
 !!! example "Advanced Filter"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         from vizro import Vizro
         import vizro.plotly.express as px
         import vizro.models as vm
@@ -181,6 +183,7 @@ Below is an advanced example where we only target one page component, and where
             title: My first page
         ```
     === "Result"
+        
         [![Advanced]][Advanced]
 
     [Advanced]: ../../assets/user_guides/control/control3.png

From f485422037c2e2ba7c3512b747c47835021d2af3 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Wed, 7 Aug 2024 16:42:49 +0000
Subject: [PATCH 26/74] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 vizro-core/docs/pages/user-guides/filters.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/filters.md b/vizro-core/docs/pages/user-guides/filters.md
index fe3a4f993..4de7fdf87 100644
--- a/vizro-core/docs/pages/user-guides/filters.md
+++ b/vizro-core/docs/pages/user-guides/filters.md
@@ -58,7 +58,7 @@ automatically based on the target column, for example, a dropdown for categorica
             title: My first page
         ```
     === "Result"
-        
+
         [![Filter]][Filter]
 
     [Filter]: ../../assets/user_guides/control/control1.png
@@ -111,7 +111,7 @@ Currently available selectors are [`Checklist`][vizro.models.Checklist], [`Dropd
             title: My first page
         ```
     === "Result"
-        
+
         [![Selector]][Selector]
 
     [Selector]: ../../assets/user_guides/control/control2.png
@@ -183,7 +183,7 @@ Below is an advanced example where we only target one page component, and where
             title: My first page
         ```
     === "Result"
-        
+
         [![Advanced]][Advanced]
 
     [Advanced]: ../../assets/user_guides/control/control3.png

From 0307b2a144074a969eec56ec81cca60952f9cf18 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 17:44:03 +0100
Subject: [PATCH 27/74] Update parameters.md

---
 vizro-core/docs/pages/user-guides/parameters.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/parameters.md b/vizro-core/docs/pages/user-guides/parameters.md
index 81e69e873..ced40fdac 100644
--- a/vizro-core/docs/pages/user-guides/parameters.md
+++ b/vizro-core/docs/pages/user-guides/parameters.md
@@ -18,7 +18,7 @@ Unlike for the [`Filter`][vizro.models.Filter] model, you also have to configure
 
 !!! example "Basic Parameter"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         from vizro import Vizro
         import vizro.plotly.express as px
         import vizro.models as vm
@@ -85,7 +85,7 @@ If you want to change nested parameters, you can specify the `targets` argument
 
 !!! example "Nested Parameters for multiple targets"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         from vizro import Vizro
         import vizro.plotly.express as px
         import vizro.models as vm

From ddb3dd201bb270e5015dee22566c80e7bde9ef0c Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 17:47:14 +0100
Subject: [PATCH 28/74] Update selectors.md

---
 vizro-core/docs/pages/user-guides/selectors.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vizro-core/docs/pages/user-guides/selectors.md b/vizro-core/docs/pages/user-guides/selectors.md
index b0eac7de7..944515ab6 100644
--- a/vizro-core/docs/pages/user-guides/selectors.md
+++ b/vizro-core/docs/pages/user-guides/selectors.md
@@ -79,7 +79,7 @@ indicating that [pandas.api.types.is_datetime64_any_dtype()](https://pandas.pyda
 
 !!! example "Default Filter selectors"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import pandas as pd
         from vizro import Vizro
         import vizro.plotly.express as px

From 65b0a237cc6c52607f8ff3accf7c0e4732fd6973 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 17:56:51 +0100
Subject: [PATCH 29/74] Update navigation.md

---
 vizro-core/docs/pages/user-guides/navigation.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vizro-core/docs/pages/user-guides/navigation.md b/vizro-core/docs/pages/user-guides/navigation.md
index 61898224a..4882d02a7 100644
--- a/vizro-core/docs/pages/user-guides/navigation.md
+++ b/vizro-core/docs/pages/user-guides/navigation.md
@@ -11,7 +11,7 @@ By default, if the `navigation` argument is not specified, Vizro creates a navig
 
 !!! example "Default navigation"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         from vizro import Vizro
         import vizro.plotly.express as px
         import vizro.models as vm

From d8cd08996d2d56e8d99ba53b547359832562b6a3 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 17:56:54 +0100
Subject: [PATCH 30/74] Update layouts.md

---
 vizro-core/docs/pages/user-guides/layouts.md | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/layouts.md b/vizro-core/docs/pages/user-guides/layouts.md
index a73608045..fb9b18698 100644
--- a/vizro-core/docs/pages/user-guides/layouts.md
+++ b/vizro-core/docs/pages/user-guides/layouts.md
@@ -9,7 +9,7 @@ If you are happy with that arrangement, you can create your charts/components wi
 !!! example "Default Layout"
 
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         from vizro import Vizro
         import vizro.models as vm
 
@@ -92,7 +92,7 @@ This defines a single row that occupies the entire width and height, divided int
 !!! example "Grid Arrangement - Basic Example"
 
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         from vizro import Vizro
 
@@ -143,7 +143,7 @@ allowing arbitrarily granular control of the grid by creating larger grids.
 !!! example "Grid Arrangement - Advanced Example"
 
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         import vizro.plotly.express as px
         from vizro import Vizro
@@ -299,7 +299,7 @@ grid = [[0, 1, -1],
 !!! example "Adding Empty Spaces"
 
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         from vizro import Vizro
 
@@ -349,7 +349,7 @@ By default, the grid fits all charts/components on the screen. This can lead to
 !!! example "Activate Scrolling"
 
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         from vizro import Vizro
 

From 60908e3baac9fbe6af9034bc31b2a32590c537a9 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 18:03:19 +0100
Subject: [PATCH 31/74] Update themes.md

---
 vizro-core/docs/pages/user-guides/themes.md | 8 ++------
 1 file changed, 2 insertions(+), 6 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/themes.md b/vizro-core/docs/pages/user-guides/themes.md
index aeea99906..601d58dd1 100644
--- a/vizro-core/docs/pages/user-guides/themes.md
+++ b/vizro-core/docs/pages/user-guides/themes.md
@@ -10,7 +10,7 @@ you can still switch between the themes via the toggle button in the upper-right
 
 !!! example "Change theme"
     === "app.py"
-        ```py hl_lines="18"
+        ```{.python pycafe-link}
         import vizro.models as vm
         import vizro.plotly.express as px
         from vizro import Vizro
@@ -26,7 +26,6 @@ you can still switch between the themes via the toggle button in the upper-right
                     ),
                 ),
             ],
-            controls=[vm.Filter(column="species")],
         )
 
         dashboard = vm.Dashboard(pages=[page], theme="vizro_light")
@@ -34,7 +33,7 @@ you can still switch between the themes via the toggle button in the upper-right
         Vizro().build(dashboard).run()
         ```
     === "app.yaml"
-        ```yaml hl_lines="11"
+        ```yaml
         # Still requires a .py to add data to the data manager and parse YAML configuration
         # See yaml_version example
         pages:
@@ -45,9 +44,6 @@ you can still switch between the themes via the toggle button in the upper-right
               data_frame: iris
               dimensions: ["sepal_length", "sepal_width", "petal_length", "petal_width"]
             type: graph
-          controls:
-            - column: species
-              type: filter
           title: Changing themes
         theme: vizro_light
         ```

From 7c7f7076d68155c1b6d91bad31370b29ac75d4a2 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 18:15:08 +0100
Subject: [PATCH 32/74] Update actions.md

---
 vizro-core/docs/pages/user-guides/actions.md | 14 ++++----------
 1 file changed, 4 insertions(+), 10 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/actions.md b/vizro-core/docs/pages/user-guides/actions.md
index 00514c1fc..ec1216c88 100644
--- a/vizro-core/docs/pages/user-guides/actions.md
+++ b/vizro-core/docs/pages/user-guides/actions.md
@@ -29,7 +29,7 @@ Hence, as a result, when a dashboard user now clicks the button, all data on the
 !!! example "`export_data`"
 
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         import vizro.plotly.express as px
         from vizro import Vizro
@@ -55,9 +55,6 @@ Hence, as a result, when a dashboard user now clicks the button, all data on the
                     ],
                 ),
             ],
-            controls=[
-                vm.Filter(column="species"),
-            ],
         )
 
         dashboard = vm.Dashboard(pages=[page])
@@ -89,9 +86,6 @@ Hence, as a result, when a dashboard user now clicks the button, all data on the
               actions:
                - function:
                     _target_: export_data
-            controls:
-              - type: filter
-                column: species
             title: Exporting
         ```
     === "Result"
@@ -136,7 +130,7 @@ Here is an example of how to configure a chart interaction when the source is a
 !!! example "Graph `filter_interaction`"
 
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         import vizro.plotly.express as px
         from vizro import Vizro
@@ -239,7 +233,7 @@ Here is an example of how to configure a chart interaction when the source is an
 !!! example "AgGrid `filter_interaction`"
 
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         import vizro.plotly.express as px
         from vizro import Vizro
@@ -324,7 +318,7 @@ The order of action execution is guaranteed, and the next action in the list wil
 !!! example "Actions chaining"
 
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         import vizro.plotly.express as px
         from vizro import Vizro

From a476769658b1175aaece770ffe8e3ee9965e0775 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 18:20:16 +0100
Subject: [PATCH 33/74] Update custom-charts.md

---
 vizro-core/docs/pages/user-guides/custom-charts.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/custom-charts.md b/vizro-core/docs/pages/user-guides/custom-charts.md
index 971a54725..8562b4083 100644
--- a/vizro-core/docs/pages/user-guides/custom-charts.md
+++ b/vizro-core/docs/pages/user-guides/custom-charts.md
@@ -44,7 +44,7 @@ add a `Parameter` that enables the dashboard user to interact with the argument,
 
 !!! example "Custom `plotly.express` scatter chart with a `Parameter`"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         import vizro.plotly.express as px
         from vizro import Vizro
@@ -103,7 +103,7 @@ The below examples shows a more involved use-case. We create and style a waterfa
 
 !!! example "Custom `go.Figure()` waterfall chart with a `Parameter`"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import pandas as pd
         import plotly.graph_objects as go
 

From a56f72d90534855231e607441ee9df8daaaea2d8 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 18:21:50 +0100
Subject: [PATCH 34/74] Update custom-tables.md

---
 vizro-core/docs/pages/user-guides/custom-tables.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/custom-tables.md b/vizro-core/docs/pages/user-guides/custom-tables.md
index e5fa4d413..e8c0bb234 100644
--- a/vizro-core/docs/pages/user-guides/custom-tables.md
+++ b/vizro-core/docs/pages/user-guides/custom-tables.md
@@ -21,7 +21,7 @@ The following examples show a possible version of a custom table. In this case t
 
 ??? example "Custom Dash DataTable"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         from typing import List
 
         from dash import dash_table
@@ -83,7 +83,7 @@ The following examples show a possible version of a custom table. In this case t
 
 ??? example "Custom Dash AgGrid"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         from typing import List
 
         import vizro.models as vm

From 6f749411c548e99a37301bd57a244658e073b95c Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 18:30:02 +0100
Subject: [PATCH 35/74] Update custom-components.md

---
 vizro-core/docs/pages/user-guides/custom-components.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/custom-components.md b/vizro-core/docs/pages/user-guides/custom-components.md
index 5c352e44d..cba0a7ed2 100644
--- a/vizro-core/docs/pages/user-guides/custom-components.md
+++ b/vizro-core/docs/pages/user-guides/custom-components.md
@@ -199,7 +199,7 @@ vm.Page.add_type("components", Jumbotron)
 ??? example "Example of new component creation"
 
     === "app.py"
-        ``` py
+        ```{.python pycafe-link}
         from typing import Literal
 
         from dash import html
@@ -307,7 +307,7 @@ Add the custom action `open_offcanvas` as a `function` argument inside the [`Act
 ??? example "Example of the use of custom component with actions"
 
     === "app.py"
-        ``` py
+        ```{.python pycafe-link}
         from typing import List, Literal
 
         import dash_bootstrap_components as dbc
@@ -403,7 +403,7 @@ As mentioned above, custom components can trigger action. To enable the custom c
 ??? example "Example of triggering action with custom component"
 
     === "app.py"
-        ``` py
+        ```{.python pycafe-link}
         from typing import List, Literal
 
         import dash_bootstrap_components as dbc
@@ -445,7 +445,7 @@ As mentioned above, custom components can trigger action. To enable the custom c
             if active_index:
                 return "Second slide"
 
-            return "First slide
+            return "First slide"
 
         page = vm.Page(
             title="Custom Component",

From 2966fd64b32194c553219b2ff21df5131a02a27f Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 18:35:56 +0100
Subject: [PATCH 36/74] Update custom-actions.md

---
 vizro-core/docs/pages/user-guides/custom-actions.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/custom-actions.md b/vizro-core/docs/pages/user-guides/custom-actions.md
index 98b5a5113..1d3d15039 100644
--- a/vizro-core/docs/pages/user-guides/custom-actions.md
+++ b/vizro-core/docs/pages/user-guides/custom-actions.md
@@ -17,7 +17,7 @@ The following example shows how to create a custom action that postpones executi
 
 !!! example "Simple custom action"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         import vizro.plotly.express as px
         from vizro import Vizro
@@ -76,7 +76,7 @@ The following example shows how to create a custom action that shows the clicked
 !!! example "Custom action with dashboard inputs and outputs"
 
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         import vizro.plotly.express as px
         from vizro import Vizro
@@ -156,7 +156,7 @@ If there are multiple `outputs` defined then the return value is iterated throug
 
 !!! example "Custom action with multiple return values"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import vizro.models as vm
         import vizro.plotly.express as px
         from vizro import Vizro

From 73c63e6a02e134e00d55f4b926efd70ebc9eb908 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 7 Aug 2024 18:35:58 +0100
Subject: [PATCH 37/74] Update custom-figures.md

---
 vizro-core/docs/pages/user-guides/custom-figures.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/custom-figures.md b/vizro-core/docs/pages/user-guides/custom-figures.md
index 78e68bb04..81762d4ea 100644
--- a/vizro-core/docs/pages/user-guides/custom-figures.md
+++ b/vizro-core/docs/pages/user-guides/custom-figures.md
@@ -38,7 +38,7 @@ adjust the return statement of the function.
 <!-- vale off -->
 !!! example "Custom KPI card"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         from typing import Optional
 
         import dash_bootstrap_components as dbc
@@ -132,7 +132,7 @@ name from a filter.
 <!-- vale off -->
 !!! example "Dynamic HTML header"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         import pandas as pd
         import vizro.models as vm
         from dash import html
@@ -182,7 +182,7 @@ number of cards displayed dynamically adjusts based on a `vm.Parameter`.
 <!-- vale off -->
 !!! example "Dynamic number of cards"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         from typing import Optional
 
         import dash_bootstrap_components as dbc

From a9218ab1eb8247615fb383fc06cfd8b4ff7d3e95 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Thu, 8 Aug 2024 12:27:44 +0100
Subject: [PATCH 38/74] Update explore-components.md

---
 vizro-core/docs/pages/tutorials/explore-components.md | 2 --
 1 file changed, 2 deletions(-)

diff --git a/vizro-core/docs/pages/tutorials/explore-components.md b/vizro-core/docs/pages/tutorials/explore-components.md
index 4a1d111aa..db510152a 100644
--- a/vizro-core/docs/pages/tutorials/explore-components.md
+++ b/vizro-core/docs/pages/tutorials/explore-components.md
@@ -642,8 +642,6 @@ of the subpages. Additionally, you can use the navigation panel on the left side
         dashboard = vm.Dashboard(pages=[home_page, first_page, second_page])
         Vizro().build(dashboard).run()
         ```
-    === "Live App"
-        <iframe src="https://py.cafe/stichbury/vizro-gapminder-iris-viz" width="100%" height="800px" border="0"></iframe>
     === "Homepage"
         [![FinalPage]][FinalPage]
 

From 786167c822cce65fe85ffad8ed000d8553a5ef44 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Mon, 12 Aug 2024 13:17:49 +0100
Subject: [PATCH 39/74] Add SVGs

---
 vizro-core/docs/assets/images/africa.svg      | 2 ++
 vizro-core/docs/assets/images/collections.svg | 3 +++
 vizro-core/docs/assets/images/features.svg    | 3 +++
 vizro-core/docs/assets/images/hypotheses.svg  | 3 +++
 4 files changed, 11 insertions(+)
 create mode 100644 vizro-core/docs/assets/images/africa.svg
 create mode 100644 vizro-core/docs/assets/images/collections.svg
 create mode 100644 vizro-core/docs/assets/images/features.svg
 create mode 100644 vizro-core/docs/assets/images/hypotheses.svg

diff --git a/vizro-core/docs/assets/images/africa.svg b/vizro-core/docs/assets/images/africa.svg
new file mode 100644
index 000000000..116ea957b
--- /dev/null
+++ b/vizro-core/docs/assets/images/africa.svg
@@ -0,0 +1,2 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<svg overflow="hidden" viewBox="0 0 2085 2080" xml:space="preserve" xmlns="http://www.w3.org/2000/svg"><defs><clipPath id="b"><rect x="1416" y="197" width="2085" height="2080"/></clipPath><clipPath id="a"><rect x="1416" y="197" width="2085" height="2080"/></clipPath></defs><g transform="translate(-1416 -197)" clip-path="url(#b)"><g clip-path="url(#a)" fill-rule="evenodd"><path d="m1420 1237.5c0-574.1 465.4-1039.5 1039.5-1039.5s1039.5 465.4 1039.5 1039.5-465.4 1039.5-1039.5 1039.5-1039.5-465.4-1039.5-1039.5z" fill="#051C2C"/><path d="m2366.8 418h0.9-0.9zm252.63 1638.6v-0.89l0.45-0.89 1.79-1.35h1.34l0.89-0.89 3.13-1.34 0.45-1.79 2.24-0.45 3.13-0.89 4.02 0.89 0.45-0.89v-0.89l1.79-0.45h3.57l4.92 1.34 2.68-1.34 2.24-0.89 4.02 1.34 3.13-0.45 1.35-0.89v-0.9h0.89l-0.89-0.44 0.89-0.9 5.37-1.79-1.79-0.44 0.89-0.9 0.9-0.89 2.23-0.45 2.24 0.45 2.23-0.45 2.24-0.89 4.47 0.89 4.92 1.34v-0.89h0.44l9.39 0.89h-0.89v-0.89-0.45l0.89-0.89h2.24l0.45-0.9h2.68l4.92 1.79h7.15l3.13 1.34h1.34l2.24 1.34h2.24 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diff --git a/vizro-core/docs/assets/images/collections.svg b/vizro-core/docs/assets/images/collections.svg
new file mode 100644
index 000000000..62333018e
--- /dev/null
+++ b/vizro-core/docs/assets/images/collections.svg
@@ -0,0 +1,3 @@
+<svg width="14" height="20" viewBox="0 0 14 20" fill="none" xmlns="http://www.w3.org/2000/svg">
+<path fill-rule="evenodd" clip-rule="evenodd" d="M13 6C13.5523 6 14 6.44772 14 7V19C14 19.5523 13.5523 20 13 20H1C0.447715 20 0 19.5523 0 19V7C0 6.44772 0.447715 6 1 6H13ZM12 8H2V18H12V8ZM11 3C11.5523 3 12 3.44772 12 4V5H2V4C2 3.44772 2.44772 3 3 3H11ZM9 0C9.55228 0 10 0.447715 10 1V2H4V1C4 0.447715 4.44772 0 5 0H9Z" fill="white"/>
+</svg>
diff --git a/vizro-core/docs/assets/images/features.svg b/vizro-core/docs/assets/images/features.svg
new file mode 100644
index 000000000..645c58733
--- /dev/null
+++ b/vizro-core/docs/assets/images/features.svg
@@ -0,0 +1,3 @@
+<svg width="23" height="20" viewBox="0 0 23 20" fill="none" xmlns="http://www.w3.org/2000/svg">
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diff --git a/vizro-core/docs/assets/images/hypotheses.svg b/vizro-core/docs/assets/images/hypotheses.svg
new file mode 100644
index 000000000..505d7c7cd
--- /dev/null
+++ b/vizro-core/docs/assets/images/hypotheses.svg
@@ -0,0 +1,3 @@
+<svg width="16" height="16" viewBox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg">
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+</svg>

From d24a6f0d4efdf3c47392458e64b190fa1f92b2a7 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Mon, 12 Aug 2024 13:46:42 +0100
Subject: [PATCH 40/74] Update explore-components.md

---
 vizro-core/docs/pages/tutorials/explore-components.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/vizro-core/docs/pages/tutorials/explore-components.md b/vizro-core/docs/pages/tutorials/explore-components.md
index db510152a..2367d2229 100644
--- a/vizro-core/docs/pages/tutorials/explore-components.md
+++ b/vizro-core/docs/pages/tutorials/explore-components.md
@@ -514,7 +514,7 @@ of the subpages. Additionally, you can use the navigation panel on the left side
             components=[
                 vm.Card(
                     text="""
-                    ![](assets/images/icons/content/collections.svg#icon-top)
+                    ![](https://raw.githubusercontent.com/mckinsey/vizro/786167c822cce65fe85ffad8ed000d8553a5ef44/vizro-core/docs/assets/images/collections.svg#icon-top)
 
                     ### First Page
 
@@ -524,7 +524,7 @@ of the subpages. Additionally, you can use the navigation panel on the left side
                 ),
                 vm.Card(
                     text="""
-                    ![](assets/images/icons/content/features.svg#icon-top)
+                    ![](https://raw.githubusercontent.com/mckinsey/vizro/786167c822cce65fe85ffad8ed000d8553a5ef44/vizro-core/docs/assets/images/features.svg#icon-top)
 
                     ### Second Page
 
@@ -550,7 +550,7 @@ of the subpages. Additionally, you can use the navigation panel on the left side
             components=[
                 vm.Card(
                     text="""
-                    ![](assets/images/icons/content/collections.svg#icon-top)
+                    ![](https://raw.githubusercontent.com/mckinsey/vizro/786167c822cce65fe85ffad8ed000d8553a5ef44/vizro-core/docs/assets/images/collections.svg)
 
                     ### First Page
 
@@ -560,7 +560,7 @@ of the subpages. Additionally, you can use the navigation panel on the left side
                 ),
                 vm.Card(
                     text="""
-                    ![](assets/images/icons/content/features.svg#icon-top)
+                    ![](https://raw.githubusercontent.com/mckinsey/vizro/786167c822cce65fe85ffad8ed000d8553a5ef44/vizro-core/docs/assets/images/features.svg#icon-top)
 
                     ### Second Page
 

From 64833f19ca5a89e36bc4f58927bb76f60119e817 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Mon, 12 Aug 2024 15:53:55 +0100
Subject: [PATCH 41/74] Updates to card button graphics and projects

---
 .../components/card_image_floating.png        | Bin 637619 -> 154586 bytes
 .../docs/pages/user-guides/card-button.md     |  52 ++++++++++++------
 2 files changed, 34 insertions(+), 18 deletions(-)

diff --git a/vizro-core/docs/assets/user_guides/components/card_image_floating.png b/vizro-core/docs/assets/user_guides/components/card_image_floating.png
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diff --git a/vizro-core/docs/pages/user-guides/card-button.md b/vizro-core/docs/pages/user-guides/card-button.md
index 50e99575c..459047220 100755
--- a/vizro-core/docs/pages/user-guides/card-button.md
+++ b/vizro-core/docs/pages/user-guides/card-button.md
@@ -199,7 +199,7 @@ accessibility of your app. Providing an image ALT text is optional.
 
 !!! example "Card with image"
     === "app.py"
-        ```{.python pycafe-link}
+        ```py
         import vizro.models as vm
         from vizro import Vizro
 
@@ -225,6 +225,9 @@ accessibility of your app. Providing an image ALT text is optional.
         dashboard = vm.Dashboard(pages=[page])
         Vizro().build(dashboard).run()
         ```
+        
+        **[Run and edit this code in Py.Cafe](https://py.cafe/app/stichbury/vizro-placing-images)** 
+        
     === "app.yaml"
         ```yaml
         # Still requires a .py to add data to the data manager and parse YAML configuration
@@ -274,7 +277,7 @@ and give an attribute selector to select images with that matching URL hash.
     }
     ```
     === "app.py"
-        ```{.python pycafe-link}
+        ```py
         import vizro.models as vm
         from vizro import Vizro
 
@@ -285,7 +288,7 @@ and give an attribute selector to select images with that matching URL hash.
                         text="""
                         ### My card with image!
 
-                        ![](assets/images/continents/africa.svg#my-image)
+                        ![](assets/images/continents/europe.svg#my-image)
 
                          Commodi repudiandae consequuntur voluptatum laborum numquam blanditiis harum quisquam eius sed odit.
 
@@ -301,6 +304,9 @@ and give an attribute selector to select images with that matching URL hash.
 
         Vizro().build(dashboard).run()
         ```
+        
+        **[Run and edit this code in Py.Cafe](https://py.cafe/stichbury/vizro-styling-images)**
+        
     === "app.yaml"
         ```yaml
         # Still requires a .py to add data to the data manager and parse YAML configuration
@@ -308,7 +314,7 @@ and give an attribute selector to select images with that matching URL hash.
         pages:
         - components:
             - text: |
-                ![](assets/images/continents/africa.svg#my-image)
+                ![](assets/images/continents/europe.svg#my-image)
 
                 Commodi repudiandae consequuntur voluptatum laborum numquam blanditiis harum quisquam eius sed odit.
 
@@ -326,19 +332,22 @@ and give an attribute selector to select images with that matching URL hash.
 
 Use the following pre-defined URL hashes in your image path to apply Vizro's default styling.
 
-* To float the image next to the text:
-
-    - floating-left: `![](my_image.png#floating-left)`
-    - floating-right: `![](my_image.png#floating-right)`
-    - floating-center: `![](my_image.png#floating-center)`
-
-* To apply the default icon styling:
+#### To float the image next to the text:
 
-    - icon-top: `![](my_image.png#icon-top)`
+- floating-left: `![](my_image.png#floating-left)`
+- floating-right: `![](my_image.png#floating-right)`
+- floating-center: `![](my_image.png#floating-center)`
 
 !!! example "Card with floating image"
+    === "images.css"
+    ```css
+    img[src*="#my-image"] {
+      width: 120px;
+      height: 120px;
+    }
+    ```
     === "app.py"
-        ```{.python pycafe-link}
+        ```py
         import vizro.models as vm
         from vizro import Vizro
 
@@ -347,9 +356,9 @@ Use the following pre-defined URL hashes in your image path to apply Vizro's def
                 components=[
                     vm.Card(
                         text="""
-                        ### My card with image!
+                        ### My card with floating image!
 
-                        ![](assets/images/continents/africa.svg#my-image#floating-right)
+                        ![](assets/images/continents/europe.svg#my-image#floating-center)
 
                          Commodi repudiandae consequuntur voluptatum laborum numquam blanditiis harum quisquam eius sed odit.
 
@@ -371,6 +380,9 @@ Use the following pre-defined URL hashes in your image path to apply Vizro's def
 
         Vizro().build(dashboard).run()
         ```
+        
+        **[Run and edit this code in Py.Cafe](https://py.cafe/stichbury/vizro-floating-images-explorer)**
+        
     === "app.yaml"
         ```yaml
         # Still requires a .py to add data to the data manager and parse YAML configuration
@@ -378,7 +390,7 @@ Use the following pre-defined URL hashes in your image path to apply Vizro's def
         pages:
         - components:
             - text: |
-                ![](assets/images/continents/africa.svg#my-image#floating-right)
+                ![](assets/images/continents/europe.svg#my-image#floating-center)
 
                 Commodi repudiandae consequuntur voluptatum laborum numquam blanditiis harum quisquam eius sed odit.
 
@@ -391,7 +403,7 @@ Use the following pre-defined URL hashes in your image path to apply Vizro's def
                 Obcaecati tenetur iure eius earum ut molestias architecto voluptate aliquam nihil, eveniet aliquid.
 
                 Culpa officia aut! Impedit sit sunt quaerat, odit, tenetur error, harum nesciunt ipsum debitis quas.
-              title: My card with image!
+              title: My card with floating image!
               type: card
           title: Floating Images
         ```
@@ -400,6 +412,10 @@ Use the following pre-defined URL hashes in your image path to apply Vizro's def
 
     [CardImageFloating]: ../../assets/user_guides/components/card_image_floating.png
 
+#### Card with icon
+
+- default icon styling (`icon-top`): `![](my_image.png#icon-top)`
+
 !!! example "Card with icon"
     === "app.py"
         ```{.python pycafe-link}
@@ -411,7 +427,7 @@ Use the following pre-defined URL hashes in your image path to apply Vizro's def
             components=[
                 vm.Card(
                     text="""
-                    ![](assets/images/icons/hypotheses.svg#icon-top)
+                    ![](https://raw.githubusercontent.com/mckinsey/vizro/d24a6f0d4efdf3c47392458e64b190fa1f92b2a7/vizro-core/docs/assets/images/hypotheses.svg#icon-top)
 
                     ### Card Title
 

From ac908125919ee44236dec76999094ce04d8a28c6 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Mon, 12 Aug 2024 16:01:36 +0100
Subject: [PATCH 42/74] Convert links to HTML so open in new tab with image

---
 vizro-core/docs/pages/user-guides/card-button.md | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/card-button.md b/vizro-core/docs/pages/user-guides/card-button.md
index 459047220..b5104727a 100755
--- a/vizro-core/docs/pages/user-guides/card-button.md
+++ b/vizro-core/docs/pages/user-guides/card-button.md
@@ -226,7 +226,8 @@ accessibility of your app. Providing an image ALT text is optional.
         Vizro().build(dashboard).run()
         ```
         
-        **[Run and edit this code in Py.Cafe](https://py.cafe/app/stichbury/vizro-placing-images)** 
+        <img src=https://py.cafe/logo.png alt="py.cafe logo" width="30"><b><a target="_blank" href="https://py.cafe/app/stichbury/vizro-placing-images">Run and edit this code in Py.Cafe</a></b>
+
         
     === "app.yaml"
         ```yaml
@@ -305,7 +306,7 @@ and give an attribute selector to select images with that matching URL hash.
         Vizro().build(dashboard).run()
         ```
         
-        **[Run and edit this code in Py.Cafe](https://py.cafe/stichbury/vizro-styling-images)**
+        <img src=https://py.cafe/logo.png alt="py.cafe logo" width="30"><b><a target="_blank" href="https://py.cafe/stichbury/vizro-styling-images">Run and edit this code in Py.Cafe</a></b>
         
     === "app.yaml"
         ```yaml
@@ -381,7 +382,7 @@ Use the following pre-defined URL hashes in your image path to apply Vizro's def
         Vizro().build(dashboard).run()
         ```
         
-        **[Run and edit this code in Py.Cafe](https://py.cafe/stichbury/vizro-floating-images-explorer)**
+        <img src=https://py.cafe/logo.png alt="py.cafe logo" width="30"><b><a target="_blank" href="https://py.cafe/stichbury/vizro-floating-images-explorer">Run and edit this code in Py.Cafe</a></b>
         
     === "app.yaml"
         ```yaml

From 13edb77c49f8656225883a20e062fe6ba684ceca Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Mon, 12 Aug 2024 16:13:44 +0100
Subject: [PATCH 43/74] Update figure.md

---
 vizro-core/docs/pages/user-guides/figure.md | 21 +++++++++------------
 1 file changed, 9 insertions(+), 12 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/figure.md b/vizro-core/docs/pages/user-guides/figure.md
index aa7427b2e..8ce86914a 100644
--- a/vizro-core/docs/pages/user-guides/figure.md
+++ b/vizro-core/docs/pages/user-guides/figure.md
@@ -57,12 +57,13 @@ To add a `Figure` to your page:
 
         tips = px.data.tips
 
+        # Create a layout with five rows and four columns. The KPI card is positioned in the first cell, while the remaining cells are empty.
         page = vm.Page(
             title="KPI card",
-            layout=vm.Layout(grid=[[0, -1, -1, -1]] + [[-1, -1, -1, -1]] * 4),  # (1)!
+            layout=vm.Layout(grid=[[0, -1, -1, -1]] + [[-1, -1, -1, -1]] * 4),  
             components=[
                 vm.Figure(
-                    figure=kpi_card(  # (2)!
+                    figure=kpi_card( # For more information, refer to the API reference for kpi_card 
                         data_frame=tips,
                         value_column="tip",
                         value_format="${value:.2f}",
@@ -78,9 +79,6 @@ To add a `Figure` to your page:
         Vizro().build(dashboard).run()
         ```
 
-        1. This creates a [`layout`](layouts.md) with five rows and four columns. The KPI card is positioned in the first cell, while the remaining cells are empty.
-        2. For more information, refer to the API reference for the  [`kpi_card`](../API-reference/figure-callables.md#vizro.figures.kpi_card).
-
     === "app.yaml"
         ```yaml
         # Still requires a .py to add data to the data manager and parse YAML configuration
@@ -140,7 +138,8 @@ possible with the built-in functions then you can create a [custom figure](custo
         import pandas as pd
         import vizro.models as vm
         from vizro import Vizro
-        from vizro.figures import kpi_card, kpi_card_reference  # (1)!  # (2)!
+        # For more information, refer to the API reference for kpi_card and kpi_card_reference
+        from vizro.figures import kpi_card, kpi_card_reference
 
         df_kpi = pd.DataFrame({"Actual": [100, 200, 700], "Reference": [100, 300, 500], "Category": ["A", "B", "C"]})
 
@@ -192,9 +191,11 @@ possible with the built-in functions then you can create a [custom figure](custo
             ),
         ]
 
+        # Create a layout with four rows and columns. The KPI cards are positioned in the first eight cells, while the remaining cells are empty.
         page = vm.Page(
             title="KPI cards",
-            layout=vm.Layout(grid=[[0, 1, 2, 3], [4, 5, 6, 7], [-1, -1, -1, -1], [-1, -1, -1, -1]]),  # (3)!
+            layout=vm.Layout(grid=[[0, 1, 2, 3], [4, 5, 6, 7], [-1, -1, -1, -1], [-1, -1, -1, -1]]),  
+
             components=[vm.Figure(figure=figure) for figure in example_cards + example_reference_cards],
             controls=[vm.Filter(column="Category")],
         )
@@ -202,11 +203,7 @@ possible with the built-in functions then you can create a [custom figure](custo
         dashboard = vm.Dashboard(pages=[page])
         Vizro().build(dashboard).run()
         ```
-
-        1. For more information, refer to the API reference for the  [`kpi_card`](../API-reference/figure-callables.md#vizro.figures.kpi_card).
-        2. For more information, refer to the API reference for the  [`kpi_card_reference`](../API-reference/figure-callables.md#vizro.figures.kpi_card_reference).
-        3. This creates a [`layout`](layouts.md) with four rows and columns. The KPI cards are positioned in the first eight cells, while the remaining cells are empty.
-
+        
     === "app.yaml"
         ```yaml
         # Still requires a .py to add data to the data manager and parse YAML configuration

From f18199e8644c5565e94ccfd4e2a01f635a0259f5 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Mon, 12 Aug 2024 16:20:52 +0100
Subject: [PATCH 44/74] Add openpyxl as extra requirement

---
 vizro-core/docs/pages/user-guides/actions.md        | 2 +-
 vizro-core/docs/pages/user-guides/custom-actions.md | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/actions.md b/vizro-core/docs/pages/user-guides/actions.md
index ec1216c88..057d22233 100644
--- a/vizro-core/docs/pages/user-guides/actions.md
+++ b/vizro-core/docs/pages/user-guides/actions.md
@@ -318,7 +318,7 @@ The order of action execution is guaranteed, and the next action in the list wil
 !!! example "Actions chaining"
 
     === "app.py"
-        ```{.python pycafe-link}
+        ```{.python pycafe-link extra-requirements="openpyxl"}
         import vizro.models as vm
         import vizro.plotly.express as px
         from vizro import Vizro
diff --git a/vizro-core/docs/pages/user-guides/custom-actions.md b/vizro-core/docs/pages/user-guides/custom-actions.md
index 1d3d15039..a48696461 100644
--- a/vizro-core/docs/pages/user-guides/custom-actions.md
+++ b/vizro-core/docs/pages/user-guides/custom-actions.md
@@ -17,7 +17,7 @@ The following example shows how to create a custom action that postpones executi
 
 !!! example "Simple custom action"
     === "app.py"
-        ```{.python pycafe-link}
+        ```{.python pycafe-link extra-requirements="openpyxl"}
         import vizro.models as vm
         import vizro.plotly.express as px
         from vizro import Vizro

From a719191eef6986430377b0d3f88a0ce5ae85cc63 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Mon, 12 Aug 2024 16:46:43 +0100
Subject: [PATCH 45/74] Revise locations of github-hosted graphics for py.cafe

---
 vizro-core/docs/assets/{images => tutorials}/collections.svg      | 0
 vizro-core/docs/assets/{images => tutorials}/features.svg         | 0
 .../docs/assets/{images => user_guides/components}/africa.svg     | 0
 .../docs/assets/{images => user_guides/components}/hypotheses.svg | 0
 4 files changed, 0 insertions(+), 0 deletions(-)
 rename vizro-core/docs/assets/{images => tutorials}/collections.svg (100%)
 rename vizro-core/docs/assets/{images => tutorials}/features.svg (100%)
 rename vizro-core/docs/assets/{images => user_guides/components}/africa.svg (100%)
 rename vizro-core/docs/assets/{images => user_guides/components}/hypotheses.svg (100%)

diff --git a/vizro-core/docs/assets/images/collections.svg b/vizro-core/docs/assets/tutorials/collections.svg
similarity index 100%
rename from vizro-core/docs/assets/images/collections.svg
rename to vizro-core/docs/assets/tutorials/collections.svg
diff --git a/vizro-core/docs/assets/images/features.svg b/vizro-core/docs/assets/tutorials/features.svg
similarity index 100%
rename from vizro-core/docs/assets/images/features.svg
rename to vizro-core/docs/assets/tutorials/features.svg
diff --git a/vizro-core/docs/assets/images/africa.svg b/vizro-core/docs/assets/user_guides/components/africa.svg
similarity index 100%
rename from vizro-core/docs/assets/images/africa.svg
rename to vizro-core/docs/assets/user_guides/components/africa.svg
diff --git a/vizro-core/docs/assets/images/hypotheses.svg b/vizro-core/docs/assets/user_guides/components/hypotheses.svg
similarity index 100%
rename from vizro-core/docs/assets/images/hypotheses.svg
rename to vizro-core/docs/assets/user_guides/components/hypotheses.svg

From ab9d720a9826536d640975401e9f6d07ea06110e Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Mon, 12 Aug 2024 16:46:55 +0100
Subject: [PATCH 46/74] Store graphics for carousel

---
 .../user_guides/custom_components/slide_1.jpg   | Bin 0 -> 20912 bytes
 .../user_guides/custom_components/slide_2.jpg   | Bin 0 -> 26523 bytes
 2 files changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 vizro-core/docs/assets/user_guides/custom_components/slide_1.jpg
 create mode 100644 vizro-core/docs/assets/user_guides/custom_components/slide_2.jpg

diff --git a/vizro-core/docs/assets/user_guides/custom_components/slide_1.jpg b/vizro-core/docs/assets/user_guides/custom_components/slide_1.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..43842a9e3073ba630cee8e90e0f634cf5606b817
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literal 0
HcmV?d00001


From 5b97a3dc30ca254c3aa5cd57ca343d4b46f9eff9 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Mon, 12 Aug 2024 16:47:04 +0100
Subject: [PATCH 47/74] Update carousel example

---
 .../pages/user-guides/custom-components.md    | 29 +++++++++----------
 1 file changed, 14 insertions(+), 15 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/custom-components.md b/vizro-core/docs/pages/user-guides/custom-components.md
index cba0a7ed2..52864ce52 100644
--- a/vizro-core/docs/pages/user-guides/custom-components.md
+++ b/vizro-core/docs/pages/user-guides/custom-components.md
@@ -403,7 +403,7 @@ As mentioned above, custom components can trigger action. To enable the custom c
 ??? example "Example of triggering action with custom component"
 
     === "app.py"
-        ```{.python pycafe-link}
+        ```py
         from typing import List, Literal
 
         import dash_bootstrap_components as dbc
@@ -422,12 +422,12 @@ As mentioned above, custom components can trigger action. To enable the custom c
 
 
         # 1. Create new custom component
-        class Carussel(vm.VizroBaseModel):
-            type: Literal["carussel"] = "carussel"
+        class Carousel(vm.VizroBaseModel):
+            type: Literal["carousel"] = "carousel"
             items: List
             actions: List[Action] = []
-
-            _set_actions = _action_validator_factory("active_index")  # (1)!
+            # Here we set the action so a change in the active_index property of the custom component triggers the action
+            _set_actions = _action_validator_factory("active_index")  
 
             def build(self):
                 return dbc.Carousel(
@@ -437,11 +437,11 @@ As mentioned above, custom components can trigger action. To enable the custom c
 
 
         # 2. Add new components to expected type - here the selector of the parent components
-        vm.Page.add_type("components", Carussel)
+        vm.Page.add_type("components", Carousel)
 
         # 3. Create custom action
         @capture("action")
-        def carussel(active_index):
+        def carousel(active_index):
             if active_index:
                 return "Second slide"
 
@@ -450,18 +450,18 @@ As mentioned above, custom components can trigger action. To enable the custom c
         page = vm.Page(
             title="Custom Component",
             components=[
-                vm.Card(text="First slide", id="carussel-card"),
-                Carussel(
-                    id="carrusel",
+                vm.Card(text="First slide", id="carousel-card"),
+                Carousel(
+                    id="carousel",
                     items=[
                         {"key": "1", "src": "path_to_your_image"},
                         {"key": "2", "src": "path_to_your_image"},
                     ],
                     actions=[
                         vm.Action(
-                            function=carussel(),
-                            inputs=["carrusel.active_index"],
-                            outputs=["carussel-card.children"]
+                            function=carousel(),
+                            inputs=["carousel.active_index"],
+                            outputs=["carousel-card.children"]
                         )
                     ]
                 ),
@@ -472,8 +472,7 @@ As mentioned above, custom components can trigger action. To enable the custom c
 
         Vizro().build(dashboard).run()
         ```
-
-        1.  Here we set the action so a change in the `active_index` property of the custom component triggers the action.
+        <img src=https://py.cafe/logo.png alt="py.cafe logo" width="30"><b><a target="_blank" href="https://py.cafe/stichbury/vizro-custom-carousel-component">Run and edit this code in Py.Cafe</a></b>
     === "yaml"
         ```yaml
         # Custom components are currently only possible via python configuration

From 740f8554dcbde5f12a5623a31eeeedb8b8d6cac6 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Mon, 12 Aug 2024 17:11:43 +0100
Subject: [PATCH 48/74] Update assets.md

---
 vizro-core/docs/pages/user-guides/assets.md | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/vizro-core/docs/pages/user-guides/assets.md b/vizro-core/docs/pages/user-guides/assets.md
index c56778833..d20d1c78d 100644
--- a/vizro-core/docs/pages/user-guides/assets.md
+++ b/vizro-core/docs/pages/user-guides/assets.md
@@ -101,6 +101,9 @@ For reference, see the [Vizro CSS files](https://github.com/mckinsey/vizro/tree/
 
         Vizro().build(dashboard).run()
         ```
+        
+        <img src=https://py.cafe/logo.png alt="py.cafe logo" width="30"><b><a target="_blank" href="https://py.cafe/stichbury/vizro-custom-header-colors">Run and edit this code in Py.Cafe</a></b>
+        
     === "app.yaml"
         ```yaml
         # Still requires a .py to add data to the data manager and parse YAML configuration
@@ -160,6 +163,9 @@ Suppose you want to hide the page title on one page only. Here's how you can ach
         dashboard = vm.Dashboard(pages=[page_one, page_two])
         Vizro().build(dashboard).run()
         ```
+        
+        <img src=https://py.cafe/logo.png alt="py.cafe logo" width="30"><b><a target="_blank" href="https://py.cafe/stichbury/vizro-multi-page-example">Run and edit this code in Py.Cafe</a></b>
+        
     === "app.yaml"
         ```yaml
         # Still requires a .py to add data to the data manager and parse YAML configuration
@@ -243,6 +249,9 @@ It's essential to understand the relationship between the targeted CSS class or
 
         Vizro().build(dashboard).run()
         ```
+        
+        <img src=https://py.cafe/logo.png alt="py.cafe logo" width="30"><b><a target="_blank" href="https://py.cafe/stichbury/vizro-custom-card-styling">Run and edit this code in Py.Cafe</a></b>
+        
     === "app.yaml"
         ```yaml
         # Still requires a .py to add data to the data manager and parse YAML configuration

From 6b045060333bde5373132961878f677d8920bd7a Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Mon, 12 Aug 2024 17:13:46 +0100
Subject: [PATCH 49/74] Lint

---
 vizro-core/docs/pages/user-guides/assets.md          | 12 ++++++------
 vizro-core/docs/pages/user-guides/card-button.md     | 12 ++++++------
 .../docs/pages/user-guides/custom-components.md      |  2 +-
 vizro-core/docs/pages/user-guides/figure.md          |  8 ++++----
 4 files changed, 17 insertions(+), 17 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/assets.md b/vizro-core/docs/pages/user-guides/assets.md
index d20d1c78d..af3ae2b07 100644
--- a/vizro-core/docs/pages/user-guides/assets.md
+++ b/vizro-core/docs/pages/user-guides/assets.md
@@ -101,9 +101,9 @@ For reference, see the [Vizro CSS files](https://github.com/mckinsey/vizro/tree/
 
         Vizro().build(dashboard).run()
         ```
-        
+
         <img src=https://py.cafe/logo.png alt="py.cafe logo" width="30"><b><a target="_blank" href="https://py.cafe/stichbury/vizro-custom-header-colors">Run and edit this code in Py.Cafe</a></b>
-        
+
     === "app.yaml"
         ```yaml
         # Still requires a .py to add data to the data manager and parse YAML configuration
@@ -163,9 +163,9 @@ Suppose you want to hide the page title on one page only. Here's how you can ach
         dashboard = vm.Dashboard(pages=[page_one, page_two])
         Vizro().build(dashboard).run()
         ```
-        
+
         <img src=https://py.cafe/logo.png alt="py.cafe logo" width="30"><b><a target="_blank" href="https://py.cafe/stichbury/vizro-multi-page-example">Run and edit this code in Py.Cafe</a></b>
-        
+
     === "app.yaml"
         ```yaml
         # Still requires a .py to add data to the data manager and parse YAML configuration
@@ -249,9 +249,9 @@ It's essential to understand the relationship between the targeted CSS class or
 
         Vizro().build(dashboard).run()
         ```
-        
+
         <img src=https://py.cafe/logo.png alt="py.cafe logo" width="30"><b><a target="_blank" href="https://py.cafe/stichbury/vizro-custom-card-styling">Run and edit this code in Py.Cafe</a></b>
-        
+
     === "app.yaml"
         ```yaml
         # Still requires a .py to add data to the data manager and parse YAML configuration
diff --git a/vizro-core/docs/pages/user-guides/card-button.md b/vizro-core/docs/pages/user-guides/card-button.md
index b5104727a..e645813f6 100755
--- a/vizro-core/docs/pages/user-guides/card-button.md
+++ b/vizro-core/docs/pages/user-guides/card-button.md
@@ -225,10 +225,10 @@ accessibility of your app. Providing an image ALT text is optional.
         dashboard = vm.Dashboard(pages=[page])
         Vizro().build(dashboard).run()
         ```
-        
+
         <img src=https://py.cafe/logo.png alt="py.cafe logo" width="30"><b><a target="_blank" href="https://py.cafe/app/stichbury/vizro-placing-images">Run and edit this code in Py.Cafe</a></b>
 
-        
+
     === "app.yaml"
         ```yaml
         # Still requires a .py to add data to the data manager and parse YAML configuration
@@ -305,9 +305,9 @@ and give an attribute selector to select images with that matching URL hash.
 
         Vizro().build(dashboard).run()
         ```
-        
+
         <img src=https://py.cafe/logo.png alt="py.cafe logo" width="30"><b><a target="_blank" href="https://py.cafe/stichbury/vizro-styling-images">Run and edit this code in Py.Cafe</a></b>
-        
+
     === "app.yaml"
         ```yaml
         # Still requires a .py to add data to the data manager and parse YAML configuration
@@ -381,9 +381,9 @@ Use the following pre-defined URL hashes in your image path to apply Vizro's def
 
         Vizro().build(dashboard).run()
         ```
-        
+
         <img src=https://py.cafe/logo.png alt="py.cafe logo" width="30"><b><a target="_blank" href="https://py.cafe/stichbury/vizro-floating-images-explorer">Run and edit this code in Py.Cafe</a></b>
-        
+
     === "app.yaml"
         ```yaml
         # Still requires a .py to add data to the data manager and parse YAML configuration
diff --git a/vizro-core/docs/pages/user-guides/custom-components.md b/vizro-core/docs/pages/user-guides/custom-components.md
index 52864ce52..c1edcc017 100644
--- a/vizro-core/docs/pages/user-guides/custom-components.md
+++ b/vizro-core/docs/pages/user-guides/custom-components.md
@@ -427,7 +427,7 @@ As mentioned above, custom components can trigger action. To enable the custom c
             items: List
             actions: List[Action] = []
             # Here we set the action so a change in the active_index property of the custom component triggers the action
-            _set_actions = _action_validator_factory("active_index")  
+            _set_actions = _action_validator_factory("active_index")
 
             def build(self):
                 return dbc.Carousel(
diff --git a/vizro-core/docs/pages/user-guides/figure.md b/vizro-core/docs/pages/user-guides/figure.md
index 8ce86914a..0589fad3b 100644
--- a/vizro-core/docs/pages/user-guides/figure.md
+++ b/vizro-core/docs/pages/user-guides/figure.md
@@ -60,10 +60,10 @@ To add a `Figure` to your page:
         # Create a layout with five rows and four columns. The KPI card is positioned in the first cell, while the remaining cells are empty.
         page = vm.Page(
             title="KPI card",
-            layout=vm.Layout(grid=[[0, -1, -1, -1]] + [[-1, -1, -1, -1]] * 4),  
+            layout=vm.Layout(grid=[[0, -1, -1, -1]] + [[-1, -1, -1, -1]] * 4),
             components=[
                 vm.Figure(
-                    figure=kpi_card( # For more information, refer to the API reference for kpi_card 
+                    figure=kpi_card( # For more information, refer to the API reference for kpi_card
                         data_frame=tips,
                         value_column="tip",
                         value_format="${value:.2f}",
@@ -194,7 +194,7 @@ possible with the built-in functions then you can create a [custom figure](custo
         # Create a layout with four rows and columns. The KPI cards are positioned in the first eight cells, while the remaining cells are empty.
         page = vm.Page(
             title="KPI cards",
-            layout=vm.Layout(grid=[[0, 1, 2, 3], [4, 5, 6, 7], [-1, -1, -1, -1], [-1, -1, -1, -1]]),  
+            layout=vm.Layout(grid=[[0, 1, 2, 3], [4, 5, 6, 7], [-1, -1, -1, -1], [-1, -1, -1, -1]]),
 
             components=[vm.Figure(figure=figure) for figure in example_cards + example_reference_cards],
             controls=[vm.Filter(column="Category")],
@@ -203,7 +203,7 @@ possible with the built-in functions then you can create a [custom figure](custo
         dashboard = vm.Dashboard(pages=[page])
         Vizro().build(dashboard).run()
         ```
-        
+
     === "app.yaml"
         ```yaml
         # Still requires a .py to add data to the data manager and parse YAML configuration

From 6fdb521d1549bcd88c1ef91c38eb1bc7daa4c380 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Mon, 12 Aug 2024 18:24:01 +0100
Subject: [PATCH 50/74] Update data.md

---
 vizro-core/docs/pages/user-guides/data.md | 29 +++++++++++------------
 1 file changed, 14 insertions(+), 15 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/data.md b/vizro-core/docs/pages/user-guides/data.md
index 9b2196061..292116b56 100644
--- a/vizro-core/docs/pages/user-guides/data.md
+++ b/vizro-core/docs/pages/user-guides/data.md
@@ -48,17 +48,17 @@ A static data source is the simplest way to send data to your dashboard and shou
 
 You can directly supply a pandas DataFrame into components such as [graphs](graph.md), [tables](table.md), and [figures](figure.md).
 
-The below example uses the Iris data saved to a file `iris.csv` in the same directory as `app.py`. This data can be generated using `px.data.iris()` or [downloaded](../../assets/user_guides/data/iris.csv).
+The examples on this page use the iris dataset, which can be generated by calling `px.data.iris()`.
 
 !!! example "Static data supplied directly"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         from vizro import Vizro
         import pandas as pd
         import vizro.plotly.express as px
         import vizro.models as vm
 
-        iris = pd.read_csv("iris.csv") # (1)!
+        iris = px.data.iris()
 
         page = vm.Page(
             title="Static data example",
@@ -72,7 +72,6 @@ The below example uses the Iris data saved to a file `iris.csv` in the same dire
         Vizro().build(dashboard).run()
         ```
 
-        1. `iris` is a pandas DataFrame created by reading from the CSV file `iris.csv`.
     === "Result"
         [![DataBasic]][DataBasic]
 
@@ -89,7 +88,7 @@ If you would like to specify your dashboard configuration through YAML then you
 
 !!! example "Static data referenced by name"
     === "app.py"
-        ```py
+        ```{.python pycafe-link extra-requirements="pyYAML"}
         import yaml
 
         from vizro import Vizro
@@ -98,7 +97,7 @@ If you would like to specify your dashboard configuration through YAML then you
         import pandas as pd
         from vizro.managers import data_manager
 
-        data_manager["iris"] = pd.read_csv("iris.csv") # (1)!
+        data_manager["iris"] = px.data.iris() # (1)!
 
         dashboard = yaml.safe_load(Path("dashboard.yaml").read_text(encoding="utf-8"))
         dashboard = Dashboard(**dashboard)
@@ -106,7 +105,7 @@ If you would like to specify your dashboard configuration through YAML then you
         Vizro().build(dashboard).run()
         ```
 
-        1. `"iris"` is the name of a data source added to the data manager. This data is a pandas DataFrame created by reading from the CSV file `iris.csv`.
+        1. `"iris"` is the name of a data source added to the data manager. This data is a pandas DataFrame created from the CSV file `iris.csv`.
     === "dashboard.yaml"
         ```yaml
         pages:
@@ -139,7 +138,7 @@ The example below shows how data is fetched dynamically every time the page is r
 
 !!! example "Dynamic data"
     === "app.py"
-        ```py
+        ```{.python pycafe-link}
         from vizro import Vizro
         import pandas as pd
         import vizro.plotly.express as px
@@ -148,7 +147,7 @@ The example below shows how data is fetched dynamically every time the page is r
         from vizro.managers import data_manager
 
         def load_iris_data():
-            iris = pd.read_csv("iris.csv") # (1)!
+            iris = px.data.iris() # (1)!
             return iris.sample(50) # (2)!
 
         data_manager["iris"] = load_iris_data # (3)!
@@ -165,7 +164,7 @@ The example below shows how data is fetched dynamically every time the page is r
         Vizro().build(dashboard).run()
         ```
 
-        1. `iris` is a pandas DataFrame created by reading from the CSV file `iris.csv`.
+        1. `iris` is a pandas DataFrame created from `px.data.iris()`
         2. To demonstrate that dynamic data can change when the page is refreshed, select 50 points at random. This simulates what would happen if your file `iris.csv` were constantly changing.
         3. To use `load_iris_data` as dynamic data it must be added to the data manager. You should **not** actually call the function as `load_iris_data()`; doing so would result in static data that cannot be reloaded.
         4. Dynamic data is referenced by the name of the data source `"iris"`.
@@ -188,7 +187,7 @@ In a development environment the easiest way to enable caching is to use a [simp
 
 !!! example "Simple cache with default timeout of 5 minutes"
 
-    ```py hl_lines="13"
+    ```{.python pycafe-link}
     from flask_caching import Cache
     from vizro import Vizro
     import pandas as pd
@@ -198,7 +197,7 @@ In a development environment the easiest way to enable caching is to use a [simp
     from vizro.managers import data_manager
 
     def load_iris_data():
-        iris = pd.read_csv("iris.csv")
+        iris = px.data.iris()
         return iris.sample(50)
 
     data_manager.cache = Cache(config={"CACHE_TYPE": "SimpleCache"})
@@ -281,7 +280,7 @@ For example, let us extend the [dynamic data example](#dynamic-data) above to sh
 
 !!! example "Parametrized dynamic data"
     === "app.py"
-        ```py hl_lines="8 10 20-23"
+        ```{.python pycafe-link}
         from vizro import Vizro
         import pandas as pd
         import vizro.plotly.express as px
@@ -290,7 +289,7 @@ For example, let us extend the [dynamic data example](#dynamic-data) above to sh
         from vizro.managers import data_manager
 
         def load_iris_data(number_of_points=10): # (1)!
-            iris = pd.read_csv("iris.csv") # (2)!
+            iris = px.data.iris() # (2)!
             return iris.sample(number_of_points) # (3)!
 
         data_manager["iris"] = load_iris_data # (4)!
@@ -314,7 +313,7 @@ For example, let us extend the [dynamic data example](#dynamic-data) above to sh
         ```
 
         1. `load_iris_data` takes a single argument, `number_of_points`, with a default value of 10.
-        2. `iris` is a pandas DataFrame created by reading from the CSV file `iris.csv`.
+        2. `iris` is a pandas DataFrame created from `px.data.iris()`.
         3. Sample points at random, where `number_of_points` gives the number of points selected.
         4. To use `load_iris_data` as dynamic data it must be added to the data manager. You should **not** actually call the function as `load_iris_data()` or `load_iris_data(number_of_points=...)`; doing so would result in static data that cannot be reloaded.
         5. Give the `vm.Graph` component `id="graph"` so that the `vm.Parameter` can target it. Dynamic data is referenced by the name of the data source `"iris"`.

From 54656926e0e9e07d32346e2446f897b9729435e2 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Mon, 12 Aug 2024 18:30:58 +0100
Subject: [PATCH 51/74] Update data.md

---
 vizro-core/docs/pages/user-guides/data.md | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/vizro-core/docs/pages/user-guides/data.md b/vizro-core/docs/pages/user-guides/data.md
index 292116b56..61523b760 100644
--- a/vizro-core/docs/pages/user-guides/data.md
+++ b/vizro-core/docs/pages/user-guides/data.md
@@ -48,7 +48,7 @@ A static data source is the simplest way to send data to your dashboard and shou
 
 You can directly supply a pandas DataFrame into components such as [graphs](graph.md), [tables](table.md), and [figures](figure.md).
 
-The examples on this page use the iris dataset, which can be generated by calling `px.data.iris()`.
+The examples on this page use the iris dataset, which can be generated by calling `px.data.iris()`. You can alternatively download the iris data from [Vizro's GitHub repository](https://raw.githubusercontent.com/mckinsey/vizro/main/vizro-core/docs/assets/user_guides/data/iris.csv), then store it and read it from file.
 
 !!! example "Static data supplied directly"
     === "app.py"
@@ -78,6 +78,7 @@ The examples on this page use the iris dataset, which can be generated by callin
     [DataBasic]: ../../assets/user_guides/data/data_pandas_dataframe.png
 
 The [`Graph`][vizro.models.Graph], [`AgGrid`][vizro.models.AgGrid] and [`Table`][vizro.models.Table] models all have an argument called `figure`. This accepts a function (in the above example, `px.scatter`) that takes a pandas DataFrame as its first argument. The name of this argument is always `data_frame`. When configuring the dashboard using Python, it is optional to give the name of the argument: if you like, you could write `data_frame=iris` instead of `iris`.
+
 !!! note
 
     With static data, once the dashboard is running, the data shown in the dashboard cannot change even if the source data in `iris.csv` changes. The code `iris = pd.read_csv("iris.csv")` is only executed once when the dashboard is first started. If you would like changes to source data to flow through to the dashboard then you must use [dynamic data](#dynamic-data).

From 935b58c35994fae621a970d3d65547f2d3f45fc6 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Tue, 13 Aug 2024 12:05:00 +0100
Subject: [PATCH 52/74] Update custom-figures.md

---
 vizro-core/docs/pages/user-guides/custom-figures.md | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/custom-figures.md b/vizro-core/docs/pages/user-guides/custom-figures.md
index 81762d4ea..dd5f169ca 100644
--- a/vizro-core/docs/pages/user-guides/custom-figures.md
+++ b/vizro-core/docs/pages/user-guides/custom-figures.md
@@ -182,7 +182,7 @@ number of cards displayed dynamically adjusts based on a `vm.Parameter`.
 <!-- vale off -->
 !!! example "Dynamic number of cards"
     === "app.py"
-        ```{.python pycafe-link}
+        ```py
         from typing import Optional
 
         import dash_bootstrap_components as dbc
@@ -229,7 +229,7 @@ number of cards displayed dynamically adjusts based on a `vm.Parameter`.
             controls=[
                 vm.Parameter(
                     targets=["my-figure.n_rows"],  # (4)!
-                    selector=vm.Slider(min=2, max=12, step=2, value=8, title="Number of cards to display"),
+                    selector=vm.Slider(min=2, max=12, step=2, value=10, title="Number of cards to display"),
                 ),
             ],
         )
@@ -245,7 +245,9 @@ number of cards displayed dynamically adjusts based on a `vm.Parameter`.
            The parameter targets the `n_rows` argument of the `multiple_cards` function, determining the number of rows
            taken from the data.
 
-    === "css"
+        <img src=https://py.cafe/logo.png alt="py.cafe logo" width="30"><b><a target="_blank" href="https://py.cafe/stichbury/vizro-dynamic-cards">Run and edit this code in Py.Cafe</a></b>
+
+    === "styling.css"
         ```css
         .multiple-cards-container {
           display: flex;

From ff729185dde977ab93ee4542fc768670bfbdfb86 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Tue, 13 Aug 2024 12:05:03 +0100
Subject: [PATCH 53/74] Update page_sunburst.png

---
 .../user_guides/pages/page_sunburst.png       | Bin 563165 -> 204400 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/vizro-core/docs/assets/user_guides/pages/page_sunburst.png b/vizro-core/docs/assets/user_guides/pages/page_sunburst.png
index 6af8861c85e60205bc8c6ce9a5264e54a2a390f6..6724ba09ccdad815c21ad633680ed29da3f40b95 100644
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From da1bd68a4d89704c9f451e6b4a275167d68050f2 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Tue, 13 Aug 2024 13:02:00 +0100
Subject: [PATCH 54/74] Update navigation.md

---
 .../docs/pages/user-guides/navigation.md      | 208 +++++++++++++++++-
 1 file changed, 203 insertions(+), 5 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/navigation.md b/vizro-core/docs/pages/user-guides/navigation.md
index 4882d02a7..26bdcb7b5 100644
--- a/vizro-core/docs/pages/user-guides/navigation.md
+++ b/vizro-core/docs/pages/user-guides/navigation.md
@@ -79,7 +79,7 @@ By default, if the `navigation` argument is not specified, Vizro creates a navig
 If you wish to include only some of your dashboard pages in your navigation then list them in the `pages` argument of the `Navigation` model. To refer to a page inside the `Navigation` model, you should always use the page's `id`, which [defaults to the page `title`](pages.md#customize-the-page-url), we specify `pages = ["My first page", "My second page"]` rather than `pages=[page_1, page_2]`.
 
 !!! example "Navigation with only some pages"
-    === "app.py"
+    === "snippet.py"
         ```py
         # page_1, page_2, page_3 defined as in default example
         dashboard = vm.Dashboard(
@@ -88,6 +88,40 @@ If you wish to include only some of your dashboard pages in your navigation then
         Vizro().build(dashboard).run()
         ```
 
+    === "app.py"
+        ```{.python pycafe-link}
+        from vizro import Vizro
+        import vizro.plotly.express as px
+        import vizro.models as vm
+
+        iris = px.data.iris()
+
+        page_1 = vm.Page(
+            title="My first page",
+            components=[
+                vm.Graph(figure=px.scatter(iris, x="sepal_length", y="petal_width", color="species")),
+            ],
+        )
+        page_2 = vm.Page(
+            title="My second page",
+            components=[
+                vm.Card(text="My text here"),
+            ],
+        )
+        page_3 = vm.Page(
+            title="My third page",
+            components=[
+                vm.Graph(figure=px.scatter(iris, x="sepal_length", y="sepal_width", color="species")),
+            ],
+        )
+
+        dashboard = vm.Dashboard(
+            pages=[page_1, page_2, page_3], navigation=vm.Navigation(pages=["My first page", "My second page"])
+        )
+
+        Vizro().build(dashboard).run()
+        ```
+
     === "app.yaml"
         ```yaml
         # Still requires a .py to add data to the data manager and parse YAML configuration
@@ -108,7 +142,8 @@ If you wish to include only some of your dashboard pages in your navigation then
 You can also group your pages together by specifying `pages` as a dictionary:
 
 !!! example "Grouping pages"
-    === "app.py"
+
+    === "snippet.py"
         ```py
         # page_1, page_2, page_3 defined as in default example
         dashboard = vm.Dashboard(
@@ -118,6 +153,40 @@ You can also group your pages together by specifying `pages` as a dictionary:
         Vizro().build(dashboard).run()
         ```
 
+    === "app.py"
+
+        ```{.python pycafe-link}
+        from vizro import Vizro
+        import vizro.plotly.express as px
+        import vizro.models as vm
+
+        iris = px.data.iris()
+
+        page_1 = vm.Page(
+            title="My first page",
+            components=[
+                vm.Graph(figure=px.scatter(iris, x="sepal_length", y="petal_width", color="species")),
+            ],
+        )
+        page_2 = vm.Page(
+            title="My second page",
+            components=[
+                vm.Card(text="My text here"),
+            ],
+        )
+        page_3 = vm.Page(
+            title="My third page",
+            components=[
+                vm.Graph(figure=px.scatter(iris, x="sepal_length", y="sepal_width", color="species")),
+            ],
+        )
+
+        dashboard = vm.Dashboard(
+            pages=[page_1, page_2, page_3],
+            navigation=vm.Navigation(pages={"Group A": ["My first page", "My second page"], "Group B": ["My third page"]}),
+        )
+        Vizro().build(dashboard).run()
+        ```
     === "app.yaml"
         ```yaml
         # Still requires a .py to add data to the data manager and parse YAML configuration
@@ -142,7 +211,8 @@ You can also group your pages together by specifying `pages` as a dictionary:
 Another way to group together pages in the navigation is to use a [`NavBar`][vizro.models.NavBar] with icons. The simplest way to use this is to change the `nav_selector` specified in [`Navigation`][vizro.models.Navigation]:
 
 !!! example "Using `NavBar`"
-    === "app.py"
+
+    === "snippet.py"
         ```py
          # page_1, page_2, page_3 defined as in default example
         dashboard = vm.Dashboard(
@@ -153,6 +223,43 @@ Another way to group together pages in the navigation is to use a [`NavBar`][viz
         )
         Vizro().build(dashboard).run()
         ```
+    === "app.py"
+
+        ```{.python pycafe-link}
+        from vizro import Vizro
+        import vizro.plotly.express as px
+        import vizro.models as vm
+
+        iris = px.data.iris()
+
+        page_1 = vm.Page(
+            title="My first page",
+            components=[
+                vm.Graph(figure=px.scatter(iris, x="sepal_length", y="petal_width", color="species")),
+            ],
+        )
+        page_2 = vm.Page(
+            title="My second page",
+            components=[
+                vm.Card(text="My text here"),
+            ],
+        )
+        page_3 = vm.Page(
+            title="My third page",
+            components=[
+                vm.Graph(figure=px.scatter(iris, x="sepal_length", y="sepal_width", color="species")),
+            ],
+        )
+
+        dashboard = vm.Dashboard(
+            pages=[page_1, page_2, page_3],
+            navigation=vm.Navigation(
+                pages={"Group A": ["My first page", "My second page"], "Group B": ["My third page"]}, nav_selector=vm.NavBar()
+            ),
+        )
+
+        Vizro().build(dashboard).run()
+        ```
 
     === "app.yaml"
         ```yaml
@@ -187,7 +294,7 @@ Under the hood, [`NavBar`][vizro.models.NavBar] uses [`NavLink`][vizro.models.Na
 The same configuration for [grouping pages](#group-pages) applies inside a `NavLink`:
 
 !!! example "Accordions inside a `Navlink`"
-    === "app.py"
+    === "snippet.py"
         ```py
          # page_1, page_2, page_3 defined as in default example
         dashboard = vm.Dashboard(
@@ -206,6 +313,51 @@ The same configuration for [grouping pages](#group-pages) applies inside a `NavL
         Vizro().build(dashboard).run()
         ```
 
+    === "app.py"
+
+        ```{.python pycafe-link}
+        from vizro import Vizro
+        import vizro.plotly.express as px
+        import vizro.models as vm
+
+        iris = px.data.iris()
+
+        page_1 = vm.Page(
+            title="My first page",
+            components=[
+                vm.Graph(figure=px.scatter(iris, x="sepal_length", y="petal_width", color="species")),
+            ],
+        )
+        page_2 = vm.Page(
+            title="My second page",
+            components=[
+                vm.Card(text="My text here"),
+            ],
+        )
+        page_3 = vm.Page(
+            title="My third page",
+            components=[
+                vm.Graph(figure=px.scatter(iris, x="sepal_length", y="sepal_width", color="species")),
+            ],
+        )
+
+        dashboard = vm.Dashboard(
+            pages=[page_1, page_2, page_3],
+            navigation=vm.Navigation(
+                nav_selector=vm.NavBar(
+                    items=[
+                        vm.NavLink(
+                            label="Section 1",
+                            pages={"Group A": ["My first page", "My second page"], "Group B": ["My third page"]},
+                        )
+                    ]
+                )
+            ),
+        )
+
+        Vizro().build(dashboard).run()
+        ```
+
     === "app.yaml"
         ```yaml
         # Still requires a .py to add data to the data manager and parse YAML configuration
@@ -231,7 +383,7 @@ The same configuration for [grouping pages](#group-pages) applies inside a `NavL
 You can alter the icons used by specifying the name of the icon in the [Google Material icons library](https://fonts.google.com/icons):
 
 !!! example "Custom icon"
-    === "app.py"
+    === "snippet.py"
         ```py
          # page_1, page_2, page_3 defined as in default example
         dashboard = vm.Dashboard(
@@ -250,6 +402,52 @@ You can alter the icons used by specifying the name of the icon in the [Google M
             ),
         )
         ```
+    === "app.py"
+
+        ```{.python pycafe-link}
+        from vizro import Vizro
+        import vizro.plotly.express as px
+        import vizro.models as vm
+
+        iris = px.data.iris()
+
+        page_1 = vm.Page(
+            title="My first page",
+            components=[
+                vm.Graph(figure=px.scatter(iris, x="sepal_length", y="petal_width", color="species")),
+            ],
+        )
+        page_2 = vm.Page(
+            title="My second page",
+            components=[
+                vm.Card(text="My text here"),
+            ],
+        )
+        page_3 = vm.Page(
+            title="My third page",
+            components=[
+                vm.Graph(figure=px.scatter(iris, x="sepal_length", y="sepal_width", color="species")),
+            ],
+        )
+
+        dashboard = vm.Dashboard(
+            pages=[page_1, page_2, page_3],
+            navigation=vm.Navigation(
+                nav_selector=vm.NavBar(
+                    items=[
+                        vm.NavLink(
+                            label="Section 1",
+                            icon="Bar Chart",
+                            pages=["My first page", "My second page"],
+                        ),
+                        vm.NavLink(label="Section 2", icon="Pie Chart", pages=["My third page"]),
+                    ]
+                )
+            ),
+        )
+
+        Vizro().build(dashboard).run()
+        ```
 
     === "app.yaml"
         ```yaml

From 498f30f01f25045d7a3f7a4a9ff146cd93e29331 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Tue, 13 Aug 2024 13:12:20 +0100
Subject: [PATCH 55/74] Update custom-components.md

---
 vizro-core/docs/pages/user-guides/custom-components.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vizro-core/docs/pages/user-guides/custom-components.md b/vizro-core/docs/pages/user-guides/custom-components.md
index c1edcc017..c6a471f84 100644
--- a/vizro-core/docs/pages/user-guides/custom-components.md
+++ b/vizro-core/docs/pages/user-guides/custom-components.md
@@ -75,7 +75,7 @@ vm.Parameter.add_type("selector", TooltipNonCrossRangeSlider)
 ??? example "Example based on existing component"
 
     === "app.py"
-        ``` py linenums="1" hl_lines="18 19"
+        ```{.python pycafe-link}
         from typing_extensions import Literal
 
         import vizro.models as vm

From 1eee7bb6d1aeee525018cc77224c17bcfe6d7acb Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 14 Aug 2024 10:48:05 +0100
Subject: [PATCH 56/74] Delete pycafe_logo.png

---
 vizro-core/docs/assets/images/pycafe_logo.png | Bin 3347 -> 0 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 delete mode 100644 vizro-core/docs/assets/images/pycafe_logo.png

diff --git a/vizro-core/docs/assets/images/pycafe_logo.png b/vizro-core/docs/assets/images/pycafe_logo.png
deleted file mode 100644
index 3737dc936217f381b122be815f9d36daaa1e4726..0000000000000000000000000000000000000000
GIT binary patch
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From 3dfefe154062378a932966516e8ba73b579090a9 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 14 Aug 2024 10:48:41 +0100
Subject: [PATCH 57/74] Update
 vizro-core/docs/pages/tutorials/explore-components.md

Co-authored-by: Li Nguyen <90609403+huong-li-nguyen@users.noreply.github.com>
---
 vizro-core/docs/pages/tutorials/explore-components.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vizro-core/docs/pages/tutorials/explore-components.md b/vizro-core/docs/pages/tutorials/explore-components.md
index 3a86faab0..c4012b86b 100644
--- a/vizro-core/docs/pages/tutorials/explore-components.md
+++ b/vizro-core/docs/pages/tutorials/explore-components.md
@@ -6,7 +6,7 @@ If you haven't yet done so, you may want to review the [first dashboard tutorial
 
 ## 1. (Optional) Install Vizro and get ready to run your code
 
-The code for this tutorial is all available for you to experiment with in [Py.Cafe](https://py.cafe/) so there is need to install Vizro and run it locally.
+The code for this tutorial is all available for you to experiment with in [Py.Cafe](https://py.cafe/) so there is no need to install Vizro and run it locally.
 
 However, if you prefer working in a Notebook or Python script, you should [install Vizro](../user-guides/install.md).
 

From 5de548d13a9e01ce5a8063e0918a2361a17021a6 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 14 Aug 2024 10:49:05 +0100
Subject: [PATCH 58/74] Update
 vizro-core/docs/pages/tutorials/explore-components.md

Co-authored-by: Li Nguyen <90609403+huong-li-nguyen@users.noreply.github.com>
---
 vizro-core/docs/pages/tutorials/explore-components.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vizro-core/docs/pages/tutorials/explore-components.md b/vizro-core/docs/pages/tutorials/explore-components.md
index c4012b86b..1fd631b2d 100644
--- a/vizro-core/docs/pages/tutorials/explore-components.md
+++ b/vizro-core/docs/pages/tutorials/explore-components.md
@@ -70,7 +70,7 @@ The code below shows the steps necessary to add a box plot to the page:
 
     Once the script is running, open your web browser and go to `localhost:8050`. You should see the dashboard page with the gapminder data displayed, as shown in the `Result` tab above.
 
-As you can see from the code, `first_page` is added to the [`Dashboard`][vizro.models.Dashboard] and running the dashboard is displayed by `Vizro().build(dashboard).run()`.
+As you can see from the code, `first_page` is added to the [`Dashboard`][vizro.models.Dashboard] and the dashboard is displayed by running `Vizro().build(dashboard).run()`.
 
 ### 2.2. Add further components
 

From 7a69eb2450747e512113bd6dd144091862c0fc08 Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Wed, 14 Aug 2024 12:13:12 +0200
Subject: [PATCH 59/74] Example of using code block specifications with py.cafe
 plugin

---
 vizro-core/docs/pages/user-guides/custom-components.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vizro-core/docs/pages/user-guides/custom-components.md b/vizro-core/docs/pages/user-guides/custom-components.md
index c6a471f84..e53885d23 100644
--- a/vizro-core/docs/pages/user-guides/custom-components.md
+++ b/vizro-core/docs/pages/user-guides/custom-components.md
@@ -75,7 +75,7 @@ vm.Parameter.add_type("selector", TooltipNonCrossRangeSlider)
 ??? example "Example based on existing component"
 
     === "app.py"
-        ```{.python pycafe-link}
+        ```{.python pycafe-link linenums="1" hl_lines="18 19"}
         from typing_extensions import Literal
 
         import vizro.models as vm

From e63e383b781c7388edc7053777e0430324b7eb6e Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 14 Aug 2024 11:17:42 +0100
Subject: [PATCH 60/74] Update to image placement example

---
 .../components/card_image_floating.png        | Bin 154586 -> 156536 bytes
 .../docs/pages/user-guides/card-button.md     |   2 +-
 2 files changed, 1 insertion(+), 1 deletion(-)

diff --git a/vizro-core/docs/assets/user_guides/components/card_image_floating.png b/vizro-core/docs/assets/user_guides/components/card_image_floating.png
index 4220ef14b907bf3909186fd3e92d331ec8b52fc4..8bffe0346453bf278ad7980793042ad9a78ccb99 100644
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diff --git a/vizro-core/docs/pages/user-guides/card-button.md b/vizro-core/docs/pages/user-guides/card-button.md
index e645813f6..05ea30458 100755
--- a/vizro-core/docs/pages/user-guides/card-button.md
+++ b/vizro-core/docs/pages/user-guides/card-button.md
@@ -359,7 +359,7 @@ Use the following pre-defined URL hashes in your image path to apply Vizro's def
                         text="""
                         ### My card with floating image!
 
-                        ![](assets/images/continents/europe.svg#my-image#floating-center)
+                        ![](assets/images/continents/europe.svg#my-image#floating-right)
 
                          Commodi repudiandae consequuntur voluptatum laborum numquam blanditiis harum quisquam eius sed odit.
 

From 40764c74ef7d91a9fc7425a4b45926c6104b3c44 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 14 Aug 2024 11:25:12 +0100
Subject: [PATCH 61/74] Update custom-components.md

---
 vizro-core/docs/pages/user-guides/custom-components.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/custom-components.md b/vizro-core/docs/pages/user-guides/custom-components.md
index e53885d23..228da64c4 100644
--- a/vizro-core/docs/pages/user-guides/custom-components.md
+++ b/vizro-core/docs/pages/user-guides/custom-components.md
@@ -441,7 +441,7 @@ As mentioned above, custom components can trigger action. To enable the custom c
 
         # 3. Create custom action
         @capture("action")
-        def carousel(active_index):
+        def slide_next_card(active_index):
             if active_index:
                 return "Second slide"
 
@@ -459,7 +459,7 @@ As mentioned above, custom components can trigger action. To enable the custom c
                     ],
                     actions=[
                         vm.Action(
-                            function=carousel(),
+                            function=slide_next_card(),
                             inputs=["carousel.active_index"],
                             outputs=["carousel-card.children"]
                         )

From a7495722e5c3ef04f98990cab471bf086462bd19 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 14 Aug 2024 14:21:18 +0100
Subject: [PATCH 62/74] Add simple footnotes to code as comments

---
 vizro-core/docs/pages/user-guides/container.md     | 8 +++-----
 vizro-core/docs/pages/user-guides/custom-charts.md | 4 ++--
 2 files changed, 5 insertions(+), 7 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/container.md b/vizro-core/docs/pages/user-guides/container.md
index c7e327c5f..e76dc08fb 100755
--- a/vizro-core/docs/pages/user-guides/container.md
+++ b/vizro-core/docs/pages/user-guides/container.md
@@ -55,10 +55,11 @@ To add a [`Container`][vizro.models.Container] to your page, do the following:
 
         page = vm.Page(
             title="Containers",
-            components=[  # (1)!
+            # Use layout default and stack the Containers vertically in one column
+            components=[  
                 vm.Container(
                     title="Container I",
-                    layout=vm.Layout(grid=[[0, 1]]),  # (2)!
+                    layout=vm.Layout(grid=[[0, 1]]),  # Horizontally stack the components inside this Container
                     components=[
                         vm.Graph(
                             figure=px.scatter(
@@ -104,9 +105,6 @@ To add a [`Container`][vizro.models.Container] to your page, do the following:
         Vizro().build(dashboard).run()
         ```
 
-        1. Note that the `Page.layout` argument is not specified here and will therefore defaults to `[[0], [1]]`, meaning the containers will be **vertically stacked** down the page in one column.
-        2. **Horizontally stack** the components side-by-side inside this `Container` in one row.
-
     === "app.yaml"
         ```yaml
         # Still requires a .py to add data to the data manager and parse YAML configuration
diff --git a/vizro-core/docs/pages/user-guides/custom-charts.md b/vizro-core/docs/pages/user-guides/custom-charts.md
index 8562b4083..5daeed36f 100644
--- a/vizro-core/docs/pages/user-guides/custom-charts.md
+++ b/vizro-core/docs/pages/user-guides/custom-charts.md
@@ -149,8 +149,9 @@ The below examples shows a more involved use-case. We create and style a waterfa
                     figure=waterfall(data_frame=waterfall_data(), measure="measure", x="x", y="y", text="text"),
                 ),
             ],
+            # Apply a filter to the custom chart
             controls=[
-                vm.Filter(column="x", selector=vm.Dropdown(title="Financial categories", multi=True)),# (1)!
+                vm.Filter(column="x", selector=vm.Dropdown(title="Financial categories", multi=True)),
             ],
         )
         dashboard = vm.Dashboard(pages=[page_0])
@@ -158,7 +159,6 @@ The below examples shows a more involved use-case. We create and style a waterfa
         Vizro().build(dashboard).run()
         ```
 
-        1.  Note how we are able to apply a filter to a custom chart
     === "app.yaml"
         ```yaml
         # Custom charts are currently only possible via python configuration

From 7000a3e7e01c053711d63ecaa4eb8d857484dd5f Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Wed, 14 Aug 2024 13:21:46 +0000
Subject: [PATCH 63/74] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 vizro-core/docs/pages/user-guides/container.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vizro-core/docs/pages/user-guides/container.md b/vizro-core/docs/pages/user-guides/container.md
index e76dc08fb..53dfdd55a 100755
--- a/vizro-core/docs/pages/user-guides/container.md
+++ b/vizro-core/docs/pages/user-guides/container.md
@@ -56,7 +56,7 @@ To add a [`Container`][vizro.models.Container] to your page, do the following:
         page = vm.Page(
             title="Containers",
             # Use layout default and stack the Containers vertically in one column
-            components=[  
+            components=[
                 vm.Container(
                     title="Container I",
                     layout=vm.Layout(grid=[[0, 1]]),  # Horizontally stack the components inside this Container

From 922455abbcc712cef98e871c149cccc827fa0ceb Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 14 Aug 2024 14:37:50 +0100
Subject: [PATCH 64/74] Update data.md

---
 vizro-core/docs/pages/user-guides/data.md | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/data.md b/vizro-core/docs/pages/user-guides/data.md
index 61523b760..292116b56 100644
--- a/vizro-core/docs/pages/user-guides/data.md
+++ b/vizro-core/docs/pages/user-guides/data.md
@@ -48,7 +48,7 @@ A static data source is the simplest way to send data to your dashboard and shou
 
 You can directly supply a pandas DataFrame into components such as [graphs](graph.md), [tables](table.md), and [figures](figure.md).
 
-The examples on this page use the iris dataset, which can be generated by calling `px.data.iris()`. You can alternatively download the iris data from [Vizro's GitHub repository](https://raw.githubusercontent.com/mckinsey/vizro/main/vizro-core/docs/assets/user_guides/data/iris.csv), then store it and read it from file.
+The examples on this page use the iris dataset, which can be generated by calling `px.data.iris()`.
 
 !!! example "Static data supplied directly"
     === "app.py"
@@ -78,7 +78,6 @@ The examples on this page use the iris dataset, which can be generated by callin
     [DataBasic]: ../../assets/user_guides/data/data_pandas_dataframe.png
 
 The [`Graph`][vizro.models.Graph], [`AgGrid`][vizro.models.AgGrid] and [`Table`][vizro.models.Table] models all have an argument called `figure`. This accepts a function (in the above example, `px.scatter`) that takes a pandas DataFrame as its first argument. The name of this argument is always `data_frame`. When configuring the dashboard using Python, it is optional to give the name of the argument: if you like, you could write `data_frame=iris` instead of `iris`.
-
 !!! note
 
     With static data, once the dashboard is running, the data shown in the dashboard cannot change even if the source data in `iris.csv` changes. The code `iris = pd.read_csv("iris.csv")` is only executed once when the dashboard is first started. If you would like changes to source data to flow through to the dashboard then you must use [dynamic data](#dynamic-data).

From 5ffa8754dc71692673f9a61812536092c6f9ec77 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 14 Aug 2024 14:38:05 +0100
Subject: [PATCH 65/74] Update data.md

---
 vizro-core/docs/pages/user-guides/data.md | 29 ++++++++++++-----------
 1 file changed, 15 insertions(+), 14 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/data.md b/vizro-core/docs/pages/user-guides/data.md
index 292116b56..9b2196061 100644
--- a/vizro-core/docs/pages/user-guides/data.md
+++ b/vizro-core/docs/pages/user-guides/data.md
@@ -48,17 +48,17 @@ A static data source is the simplest way to send data to your dashboard and shou
 
 You can directly supply a pandas DataFrame into components such as [graphs](graph.md), [tables](table.md), and [figures](figure.md).
 
-The examples on this page use the iris dataset, which can be generated by calling `px.data.iris()`.
+The below example uses the Iris data saved to a file `iris.csv` in the same directory as `app.py`. This data can be generated using `px.data.iris()` or [downloaded](../../assets/user_guides/data/iris.csv).
 
 !!! example "Static data supplied directly"
     === "app.py"
-        ```{.python pycafe-link}
+        ```py
         from vizro import Vizro
         import pandas as pd
         import vizro.plotly.express as px
         import vizro.models as vm
 
-        iris = px.data.iris()
+        iris = pd.read_csv("iris.csv") # (1)!
 
         page = vm.Page(
             title="Static data example",
@@ -72,6 +72,7 @@ The examples on this page use the iris dataset, which can be generated by callin
         Vizro().build(dashboard).run()
         ```
 
+        1. `iris` is a pandas DataFrame created by reading from the CSV file `iris.csv`.
     === "Result"
         [![DataBasic]][DataBasic]
 
@@ -88,7 +89,7 @@ If you would like to specify your dashboard configuration through YAML then you
 
 !!! example "Static data referenced by name"
     === "app.py"
-        ```{.python pycafe-link extra-requirements="pyYAML"}
+        ```py
         import yaml
 
         from vizro import Vizro
@@ -97,7 +98,7 @@ If you would like to specify your dashboard configuration through YAML then you
         import pandas as pd
         from vizro.managers import data_manager
 
-        data_manager["iris"] = px.data.iris() # (1)!
+        data_manager["iris"] = pd.read_csv("iris.csv") # (1)!
 
         dashboard = yaml.safe_load(Path("dashboard.yaml").read_text(encoding="utf-8"))
         dashboard = Dashboard(**dashboard)
@@ -105,7 +106,7 @@ If you would like to specify your dashboard configuration through YAML then you
         Vizro().build(dashboard).run()
         ```
 
-        1. `"iris"` is the name of a data source added to the data manager. This data is a pandas DataFrame created from the CSV file `iris.csv`.
+        1. `"iris"` is the name of a data source added to the data manager. This data is a pandas DataFrame created by reading from the CSV file `iris.csv`.
     === "dashboard.yaml"
         ```yaml
         pages:
@@ -138,7 +139,7 @@ The example below shows how data is fetched dynamically every time the page is r
 
 !!! example "Dynamic data"
     === "app.py"
-        ```{.python pycafe-link}
+        ```py
         from vizro import Vizro
         import pandas as pd
         import vizro.plotly.express as px
@@ -147,7 +148,7 @@ The example below shows how data is fetched dynamically every time the page is r
         from vizro.managers import data_manager
 
         def load_iris_data():
-            iris = px.data.iris() # (1)!
+            iris = pd.read_csv("iris.csv") # (1)!
             return iris.sample(50) # (2)!
 
         data_manager["iris"] = load_iris_data # (3)!
@@ -164,7 +165,7 @@ The example below shows how data is fetched dynamically every time the page is r
         Vizro().build(dashboard).run()
         ```
 
-        1. `iris` is a pandas DataFrame created from `px.data.iris()`
+        1. `iris` is a pandas DataFrame created by reading from the CSV file `iris.csv`.
         2. To demonstrate that dynamic data can change when the page is refreshed, select 50 points at random. This simulates what would happen if your file `iris.csv` were constantly changing.
         3. To use `load_iris_data` as dynamic data it must be added to the data manager. You should **not** actually call the function as `load_iris_data()`; doing so would result in static data that cannot be reloaded.
         4. Dynamic data is referenced by the name of the data source `"iris"`.
@@ -187,7 +188,7 @@ In a development environment the easiest way to enable caching is to use a [simp
 
 !!! example "Simple cache with default timeout of 5 minutes"
 
-    ```{.python pycafe-link}
+    ```py hl_lines="13"
     from flask_caching import Cache
     from vizro import Vizro
     import pandas as pd
@@ -197,7 +198,7 @@ In a development environment the easiest way to enable caching is to use a [simp
     from vizro.managers import data_manager
 
     def load_iris_data():
-        iris = px.data.iris()
+        iris = pd.read_csv("iris.csv")
         return iris.sample(50)
 
     data_manager.cache = Cache(config={"CACHE_TYPE": "SimpleCache"})
@@ -280,7 +281,7 @@ For example, let us extend the [dynamic data example](#dynamic-data) above to sh
 
 !!! example "Parametrized dynamic data"
     === "app.py"
-        ```{.python pycafe-link}
+        ```py hl_lines="8 10 20-23"
         from vizro import Vizro
         import pandas as pd
         import vizro.plotly.express as px
@@ -289,7 +290,7 @@ For example, let us extend the [dynamic data example](#dynamic-data) above to sh
         from vizro.managers import data_manager
 
         def load_iris_data(number_of_points=10): # (1)!
-            iris = px.data.iris() # (2)!
+            iris = pd.read_csv("iris.csv") # (2)!
             return iris.sample(number_of_points) # (3)!
 
         data_manager["iris"] = load_iris_data # (4)!
@@ -313,7 +314,7 @@ For example, let us extend the [dynamic data example](#dynamic-data) above to sh
         ```
 
         1. `load_iris_data` takes a single argument, `number_of_points`, with a default value of 10.
-        2. `iris` is a pandas DataFrame created from `px.data.iris()`.
+        2. `iris` is a pandas DataFrame created by reading from the CSV file `iris.csv`.
         3. Sample points at random, where `number_of_points` gives the number of points selected.
         4. To use `load_iris_data` as dynamic data it must be added to the data manager. You should **not** actually call the function as `load_iris_data()` or `load_iris_data(number_of_points=...)`; doing so would result in static data that cannot be reloaded.
         5. Give the `vm.Graph` component `id="graph"` so that the `vm.Parameter` can target it. Dynamic data is referenced by the name of the data source `"iris"`.

From a8e9bc6b76a150787b37d3c8ce21320b37845de6 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 14 Aug 2024 14:41:26 +0100
Subject: [PATCH 66/74] Update vizro-core/docs/pages/user-guides/themes.md

---
 vizro-core/docs/pages/user-guides/themes.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vizro-core/docs/pages/user-guides/themes.md b/vizro-core/docs/pages/user-guides/themes.md
index 601d58dd1..888cefccf 100644
--- a/vizro-core/docs/pages/user-guides/themes.md
+++ b/vizro-core/docs/pages/user-guides/themes.md
@@ -10,7 +10,7 @@ you can still switch between the themes via the toggle button in the upper-right
 
 !!! example "Change theme"
     === "app.py"
-        ```{.python pycafe-link}
+        ```{.python pycafe-link hl_lines="18"}
         import vizro.models as vm
         import vizro.plotly.express as px
         from vizro import Vizro

From e796c7c19276a0473f46f024cfc2299c14d8b2a3 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 14 Aug 2024 14:50:13 +0100
Subject: [PATCH 67/74] Update vizro-core/docs/pages/user-guides/themes.md

---
 vizro-core/docs/pages/user-guides/themes.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vizro-core/docs/pages/user-guides/themes.md b/vizro-core/docs/pages/user-guides/themes.md
index 888cefccf..f9cd5d825 100644
--- a/vizro-core/docs/pages/user-guides/themes.md
+++ b/vizro-core/docs/pages/user-guides/themes.md
@@ -33,7 +33,7 @@ you can still switch between the themes via the toggle button in the upper-right
         Vizro().build(dashboard).run()
         ```
     === "app.yaml"
-        ```yaml
+        ```yaml hl_lines="11"
         # Still requires a .py to add data to the data manager and parse YAML configuration
         # See yaml_version example
         pages:

From 757b7a7216140538020281a631ee489a7be91009 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 14 Aug 2024 15:25:42 +0100
Subject: [PATCH 68/74] Update hatch.toml

---
 vizro-core/hatch.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vizro-core/hatch.toml b/vizro-core/hatch.toml
index 15eecda8e..e99824046 100644
--- a/vizro-core/hatch.toml
+++ b/vizro-core/hatch.toml
@@ -65,7 +65,7 @@ dependencies = [
   "mkdocs-git-revision-date-localized-plugin",
   "mkdocstrings[python]",
   "linkchecker",
-  "mkdocs-pycafe @ git+https://github.com/py-cafe/mkdocs-pycafe.git"
+  "mkdocs-pycafe @ git+https://github.com/stichbury/mkdocs-pycafe.git"
 ]
 detached = true
 

From 6fb44a86207e29deee9cad3c2391a2c84bb6f438 Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Wed, 14 Aug 2024 17:20:05 +0200
Subject: [PATCH 69/74] Pull new change

---
 vizro-core/hatch.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vizro-core/hatch.toml b/vizro-core/hatch.toml
index e99824046..9a224ea44 100644
--- a/vizro-core/hatch.toml
+++ b/vizro-core/hatch.toml
@@ -65,7 +65,7 @@ dependencies = [
   "mkdocs-git-revision-date-localized-plugin",
   "mkdocstrings[python]",
   "linkchecker",
-  "mkdocs-pycafe @ git+https://github.com/stichbury/mkdocs-pycafe.git"
+  "mkdocs-pycafe @ git+https://github.com/stichbury/mkdocs-pycafe.git@main"
 ]
 detached = true
 

From 7a8f05a25c495bbdc40d4a35123ea824bb500965 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 14 Aug 2024 17:51:25 +0100
Subject: [PATCH 70/74] Update vizro-core/docs/pages/user-guides/card-button.md

Co-authored-by: Li Nguyen <90609403+huong-li-nguyen@users.noreply.github.com>
---
 vizro-core/docs/pages/user-guides/card-button.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vizro-core/docs/pages/user-guides/card-button.md b/vizro-core/docs/pages/user-guides/card-button.md
index 05ea30458..1175a720d 100755
--- a/vizro-core/docs/pages/user-guides/card-button.md
+++ b/vizro-core/docs/pages/user-guides/card-button.md
@@ -391,7 +391,7 @@ Use the following pre-defined URL hashes in your image path to apply Vizro's def
         pages:
         - components:
             - text: |
-                ![](assets/images/continents/europe.svg#my-image#floating-center)
+                ![](assets/images/continents/europe.svg#my-image#floating-right)
 
                 Commodi repudiandae consequuntur voluptatum laborum numquam blanditiis harum quisquam eius sed odit.
 

From a81215a1b914892d32e16e01a16134fc36a4ada3 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 14 Aug 2024 17:53:53 +0100
Subject: [PATCH 71/74] Update container.md

---
 vizro-core/docs/pages/user-guides/container.md | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/vizro-core/docs/pages/user-guides/container.md b/vizro-core/docs/pages/user-guides/container.md
index 53dfdd55a..c7e327c5f 100755
--- a/vizro-core/docs/pages/user-guides/container.md
+++ b/vizro-core/docs/pages/user-guides/container.md
@@ -55,11 +55,10 @@ To add a [`Container`][vizro.models.Container] to your page, do the following:
 
         page = vm.Page(
             title="Containers",
-            # Use layout default and stack the Containers vertically in one column
-            components=[
+            components=[  # (1)!
                 vm.Container(
                     title="Container I",
-                    layout=vm.Layout(grid=[[0, 1]]),  # Horizontally stack the components inside this Container
+                    layout=vm.Layout(grid=[[0, 1]]),  # (2)!
                     components=[
                         vm.Graph(
                             figure=px.scatter(
@@ -105,6 +104,9 @@ To add a [`Container`][vizro.models.Container] to your page, do the following:
         Vizro().build(dashboard).run()
         ```
 
+        1. Note that the `Page.layout` argument is not specified here and will therefore defaults to `[[0], [1]]`, meaning the containers will be **vertically stacked** down the page in one column.
+        2. **Horizontally stack** the components side-by-side inside this `Container` in one row.
+
     === "app.yaml"
         ```yaml
         # Still requires a .py to add data to the data manager and parse YAML configuration

From f0e4c9338b211a5f589b5ae1c541b94dd03a1eaa Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 14 Aug 2024 18:01:03 +0100
Subject: [PATCH 72/74] Update explore-components.md

---
 vizro-core/docs/pages/tutorials/explore-components.md | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/vizro-core/docs/pages/tutorials/explore-components.md b/vizro-core/docs/pages/tutorials/explore-components.md
index 1fd631b2d..26d40187b 100644
--- a/vizro-core/docs/pages/tutorials/explore-components.md
+++ b/vizro-core/docs/pages/tutorials/explore-components.md
@@ -52,8 +52,12 @@ The code below shows the steps necessary to add a box plot to the page:
         dashboard = vm.Dashboard(pages=[first_page])
         Vizro().build(dashboard).run()
         ```
-    === "Screenshot"
-        ![Dashboard](https://py.cafe/preview/maxi.schulz/vizro-tutorial-explore-vizro-1)
+
+    === "Result"
+
+        [![FirstPage1]][FirstPage1]
+
+    [FirstPage1]: ../../assets/tutorials/dashboard/dashboard21.png
 
 
 ??? note "To run the dashboard in a Notebook or script"

From 3507614681022f5c136d982180881e7a8c33c399 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Wed, 14 Aug 2024 18:41:01 +0100
Subject: [PATCH 73/74] Update vizro-core/hatch.toml

---
 vizro-core/hatch.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vizro-core/hatch.toml b/vizro-core/hatch.toml
index 9a224ea44..15eecda8e 100644
--- a/vizro-core/hatch.toml
+++ b/vizro-core/hatch.toml
@@ -65,7 +65,7 @@ dependencies = [
   "mkdocs-git-revision-date-localized-plugin",
   "mkdocstrings[python]",
   "linkchecker",
-  "mkdocs-pycafe @ git+https://github.com/stichbury/mkdocs-pycafe.git@main"
+  "mkdocs-pycafe @ git+https://github.com/py-cafe/mkdocs-pycafe.git"
 ]
 detached = true
 

From 3df29569e4809bb5ceb348407aadb310bd064253 Mon Sep 17 00:00:00 2001
From: Jo Stichbury <jo_stichbury@mckinsey.com>
Date: Thu, 15 Aug 2024 08:56:34 +0100
Subject: [PATCH 74/74] Update profile for examples

---
 vizro-core/docs/pages/tutorials/first-dashboard.md | 4 ++--
 vizro-core/docs/pages/user-guides/run.md           | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/vizro-core/docs/pages/tutorials/first-dashboard.md b/vizro-core/docs/pages/tutorials/first-dashboard.md
index 8d494a2ce..18034f7c9 100644
--- a/vizro-core/docs/pages/tutorials/first-dashboard.md
+++ b/vizro-core/docs/pages/tutorials/first-dashboard.md
@@ -2,9 +2,9 @@
 
 There is no setup needed for your first dashboard, thanks to the amazing [Py.Cafe](https://py.cafe/).
 
-Follow the [Edit live on Py.Cafe](https://py.cafe/maxi.schulz/vizro-tutorial-first-dashboard) link below the dashboard to see the code and experiment with it.
+Follow the [Edit live on Py.Cafe](https://py.cafe/stichbury/vizro-iris-analysis) link below the dashboard to see the code and experiment with it.
 
-<iframe src="https://py.cafe/embed/maxi.schulz/vizro-tutorial-first-dashboard" width="100%" height="600px"></iframe>
+<iframe src="https://py.cafe/stichbury/vizro-iris-analysis" width="100%" height="600px"></iframe>
 
 <!-- vale off -->
 ## Can I break your code?
diff --git a/vizro-core/docs/pages/user-guides/run.md b/vizro-core/docs/pages/user-guides/run.md
index 6f7973467..a50b28424 100644
--- a/vizro-core/docs/pages/user-guides/run.md
+++ b/vizro-core/docs/pages/user-guides/run.md
@@ -6,7 +6,7 @@ This guide shows you how to launch your dashboard in different ways. By default,
 
 You can launch your dashboard and edit the code live on [Py.Cafe](https://py.cafe/).
 
-For this basic example, follow the [Edit live on Py.Cafe](https://py.cafe/maxi.schulz/vizro-tutorial-first-dashboard) link below the dashboard to experiment with the code.
+For this basic example, follow the [Edit live on Py.Cafe](https://py.cafe/stichbury/vizro-iris-analysis) link below the dashboard to experiment with the code.
 
 <iframe src="https://py.cafe/stichbury/vizro-iris-viz" width="100%" height="600px"></iframe>