diff --git a/doc/python/3d-mesh.md b/doc/python/3d-mesh.md
index a678bceb9fe..e2d280c6ee2 100644
--- a/doc/python/3d-mesh.md
+++ b/doc/python/3d-mesh.md
@@ -78,7 +78,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + '3d-mesh', width='100%', height=630)
+IFrame(snippet_url + '3d-mesh', width='100%', height=1200)
 ```
 
 ### Mesh Tetrahedron
diff --git a/doc/python/3d-scatter-plots.md b/doc/python/3d-scatter-plots.md
index a296e97e3ff..39643757131 100644
--- a/doc/python/3d-scatter-plots.md
+++ b/doc/python/3d-scatter-plots.md
@@ -82,7 +82,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + '3d-scatter-plots', width='100%', height=630)
+IFrame(snippet_url + '3d-scatter-plots', width='100%', height=1200)
 ```
 
 ### 3D Scatter Plot with go.Scatter3d
diff --git a/doc/python/animations.md b/doc/python/animations.md
index cdab7268980..ffd948c7064 100644
--- a/doc/python/animations.md
+++ b/doc/python/animations.md
@@ -57,7 +57,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'animations', width='100%', height=630)
+IFrame(snippet_url + 'animations', width='100%', height=1200)
 ```
 
 #### Animated Bar Charts with Plotly Express
diff --git a/doc/python/axes.md b/doc/python/axes.md
index b653347d1c0..27b22ae7da0 100644
--- a/doc/python/axes.md
+++ b/doc/python/axes.md
@@ -134,7 +134,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'axes', width='100%', height=630)
+IFrame(snippet_url + 'axes', width='100%', height=1200)
 ```
 
 #### Moving Tick Labels Inside the Plot
diff --git a/doc/python/bar-charts.md b/doc/python/bar-charts.md
index c2b7986d2c3..fb859600450 100644
--- a/doc/python/bar-charts.md
+++ b/doc/python/bar-charts.md
@@ -97,7 +97,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'bar-charts', width='100%', height=630)
+IFrame(snippet_url + 'bar-charts', width='100%', height=1200)
 ```
 
 ### Colored Bars
diff --git a/doc/python/bio-alignment-chart.md b/doc/python/bio-alignment-chart.md
index 0c16cce82ed..dd3aae2da19 100644
--- a/doc/python/bio-alignment-chart.md
+++ b/doc/python/bio-alignment-chart.md
@@ -59,5 +59,5 @@ fig.show()
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'bio-alignmentchart', width='100%', height=630)
+IFrame(snippet_url + 'bio-alignmentchart', width='100%', height=1200)
 ```
diff --git a/doc/python/bio-clustergram.md b/doc/python/bio-clustergram.md
index ecf594597c6..834173c69d7 100644
--- a/doc/python/bio-clustergram.md
+++ b/doc/python/bio-clustergram.md
@@ -103,5 +103,5 @@ dash_bio.Clustergram(
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'bio-clustergram', width='100%', height=630)
+IFrame(snippet_url + 'bio-clustergram', width='100%', height=1200)
 ```
diff --git a/doc/python/bio-manhattanplot.md b/doc/python/bio-manhattanplot.md
index b289cf6d5b6..162b6059c12 100644
--- a/doc/python/bio-manhattanplot.md
+++ b/doc/python/bio-manhattanplot.md
@@ -72,5 +72,5 @@ dash_bio.ManhattanPlot(
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'bio-manhattanplot', width='100%', height=630)
+IFrame(snippet_url + 'bio-manhattanplot', width='100%', height=1200)
 ```
diff --git a/doc/python/bio-volcano-plot.md b/doc/python/bio-volcano-plot.md
index 60b6dcf37ab..a0c9eb61640 100644
--- a/doc/python/bio-volcano-plot.md
+++ b/doc/python/bio-volcano-plot.md
@@ -72,5 +72,5 @@ dash_bio.VolcanoPlot(
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'bio-volcano', width='100%', height=630)
+IFrame(snippet_url + 'bio-volcano', width='100%', height=1200)
 ```
diff --git a/doc/python/box-plots.md b/doc/python/box-plots.md
index 0e61cd67913..342c6da47e7 100644
--- a/doc/python/box-plots.md
+++ b/doc/python/box-plots.md
@@ -74,7 +74,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'box-plots', width='100%', height=630)
+IFrame(snippet_url + 'box-plots', width='100%', height=1200)
 ```
 
 ### Display the underlying data
diff --git a/doc/python/builtin-colorscales.md b/doc/python/builtin-colorscales.md
index 2b50b18c32e..95645ad9be4 100644
--- a/doc/python/builtin-colorscales.md
+++ b/doc/python/builtin-colorscales.md
@@ -84,7 +84,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'builtin-colorscales', width='100%', height=630)
+IFrame(snippet_url + 'builtin-colorscales', width='100%', height=1200)
 ```
 
 ### Built-In Sequential Color scales
diff --git a/doc/python/candlestick-charts.md b/doc/python/candlestick-charts.md
index c0ae32829e9..c6315bf4ee7 100644
--- a/doc/python/candlestick-charts.md
+++ b/doc/python/candlestick-charts.md
@@ -84,7 +84,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'candlestick-charts', width='100%', height=630)
+IFrame(snippet_url + 'candlestick-charts', width='100%', height=1200)
 ```
 
 #### Adding Customized Text and Annotations
diff --git a/doc/python/choropleth-maps.md b/doc/python/choropleth-maps.md
index 39328dbbfa0..8a61b1e6663 100644
--- a/doc/python/choropleth-maps.md
+++ b/doc/python/choropleth-maps.md
@@ -152,7 +152,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'choropleth-maps', width='100%', height=630)
+IFrame(snippet_url + 'choropleth-maps', width='100%', height=1200)
 ```
 
 ### Discrete Colors
diff --git a/doc/python/colorscales.md b/doc/python/colorscales.md
index 3b45c64615b..cc316249243 100644
--- a/doc/python/colorscales.md
+++ b/doc/python/colorscales.md
@@ -100,7 +100,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'colorscales', width='100%', height=630)
+IFrame(snippet_url + 'colorscales', width='100%', height=1200)
 ```
 
 ### Color Scales in Plotly Express
diff --git a/doc/python/creating-and-updating-figures.md b/doc/python/creating-and-updating-figures.md
index 4b8f5690bff..9220f2a1820 100644
--- a/doc/python/creating-and-updating-figures.md
+++ b/doc/python/creating-and-updating-figures.md
@@ -137,7 +137,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'figure-structure', width='100%', height=630)
+IFrame(snippet_url + 'figure-structure', width='100%', height=1200)
 ```
 
 ### Creating Figures
diff --git a/doc/python/discrete-color.md b/doc/python/discrete-color.md
index 863245f4c7a..6924445db88 100644
--- a/doc/python/discrete-color.md
+++ b/doc/python/discrete-color.md
@@ -108,7 +108,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'discrete-color', width='100%', height=630)
+IFrame(snippet_url + 'discrete-color', width='100%', height=1200)
 ```
 
 ### Color Sequences in Plotly Express
diff --git a/doc/python/distplot.md b/doc/python/distplot.md
index 5176be78790..2e83178f224 100644
--- a/doc/python/distplot.md
+++ b/doc/python/distplot.md
@@ -66,7 +66,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'distplot', width='100%', height=630)
+IFrame(snippet_url + 'distplot', width='100%', height=1200)
 ```
 
 ## Combined statistical representations with distplot figure factory
diff --git a/doc/python/figure-labels.md b/doc/python/figure-labels.md
index b291486e1db..3a4c6d3cfd7 100644
--- a/doc/python/figure-labels.md
+++ b/doc/python/figure-labels.md
@@ -95,7 +95,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'figure-labels', width='100%', height=630)
+IFrame(snippet_url + 'figure-labels', width='100%', height=1200)
 ```
 
 ### Manual Labelling with Graph Objects
diff --git a/doc/python/figure-structure.md b/doc/python/figure-structure.md
index edb831940ea..d3e85e2cba9 100644
--- a/doc/python/figure-structure.md
+++ b/doc/python/figure-structure.md
@@ -59,7 +59,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'figure-structure', width='100%', height=630)
+IFrame(snippet_url + 'figure-structure', width='100%', height=1200)
 ```
 
 ### Figures as Trees of Attributes
diff --git a/doc/python/filled-area-plots.md b/doc/python/filled-area-plots.md
index 3b2a0895a96..0dd7f121590 100644
--- a/doc/python/filled-area-plots.md
+++ b/doc/python/filled-area-plots.md
@@ -59,7 +59,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'filled-area-plots', width='100%', height=630)
+IFrame(snippet_url + 'filled-area-plots', width='100%', height=1200)
 ```
 
 ### Filled area chart with plotly.graph_objects
diff --git a/doc/python/getting-started.md b/doc/python/getting-started.md
index 8fab1a10e2a..1958e81db9e 100644
--- a/doc/python/getting-started.md
+++ b/doc/python/getting-started.md
@@ -87,7 +87,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'getting-started', width='100%', height=630)
+IFrame(snippet_url + 'getting-started', width='100%', height=1200)
 ```
 
 #### JupyterLab Support
diff --git a/doc/python/heatmaps.md b/doc/python/heatmaps.md
index 1713fac282a..2bedf724252 100644
--- a/doc/python/heatmaps.md
+++ b/doc/python/heatmaps.md
@@ -103,7 +103,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'heatmaps', width='100%', height=630)
+IFrame(snippet_url + 'heatmaps', width='100%', height=1200)
 ```
 
 ### Controlling Aspect Ratio
diff --git a/doc/python/histograms.md b/doc/python/histograms.md
index a7cea758615..0bf6a831bc3 100644
--- a/doc/python/histograms.md
+++ b/doc/python/histograms.md
@@ -110,7 +110,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'histograms', width='100%', height=630)
+IFrame(snippet_url + 'histograms', width='100%', height=1200)
 ```
 
 #### Accessing the counts (y-axis) values
diff --git a/doc/python/horizontal-vertical-shapes.md b/doc/python/horizontal-vertical-shapes.md
index fabe596adfc..78858088d7f 100644
--- a/doc/python/horizontal-vertical-shapes.md
+++ b/doc/python/horizontal-vertical-shapes.md
@@ -77,7 +77,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'horizontal-vertical-shapes', width='100%', height=630)
+IFrame(snippet_url + 'horizontal-vertical-shapes', width='100%', height=1200)
 ```
 
 #### Adding Text Annotations
diff --git a/doc/python/hover-text-and-formatting.md b/doc/python/hover-text-and-formatting.md
index 6264deea200..d99e8914908 100644
--- a/doc/python/hover-text-and-formatting.md
+++ b/doc/python/hover-text-and-formatting.md
@@ -94,7 +94,7 @@ Change the hovermode below and try hovering over the points:
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'hover-text-and-formatting', width='100%', height=630)
+IFrame(snippet_url + 'hover-text-and-formatting', width='100%', height=1200)
 ```
 
 #### Selecting a hovermode in a figure created with `plotly.graph_objects`
diff --git a/doc/python/interactive-html-export.md b/doc/python/interactive-html-export.md
index 8dd10030f1f..d2fc962a7d5 100644
--- a/doc/python/interactive-html-export.md
+++ b/doc/python/interactive-html-export.md
@@ -66,7 +66,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'interactive-html-export', width='100%', height=630)
+IFrame(snippet_url + 'interactive-html-export', width='100%', height=1200)
 ```
 
 ### Full Parameter Documentation
diff --git a/doc/python/legend.md b/doc/python/legend.md
index d0e9164a345..0194d94a22a 100644
--- a/doc/python/legend.md
+++ b/doc/python/legend.md
@@ -160,7 +160,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'legend', width='100%', height=630)
+IFrame(snippet_url + 'legend', width='100%', height=1200)
 ```
 
 #### Horizontal Legends
diff --git a/doc/python/line-and-scatter.md b/doc/python/line-and-scatter.md
index bb611a7eaec..d654991d3ce 100644
--- a/doc/python/line-and-scatter.md
+++ b/doc/python/line-and-scatter.md
@@ -95,7 +95,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'line-and-scatter', width='100%', height=630)
+IFrame(snippet_url + 'line-and-scatter', width='100%', height=1200)
 ```
 
 ### Scatter plots and Categorical Axes
diff --git a/doc/python/line-charts.md b/doc/python/line-charts.md
index e94612b3fbf..ac7c987f1ab 100644
--- a/doc/python/line-charts.md
+++ b/doc/python/line-charts.md
@@ -68,7 +68,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true tags=[]
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'line-charts', width='100%', height=630)
+IFrame(snippet_url + 'line-charts', width='100%', height=1200)
 ```
 
 ### Data Order in Line Charts
diff --git a/doc/python/mapbox-county-choropleth.md b/doc/python/mapbox-county-choropleth.md
index 6bbf84cc48b..5fa40aef6b5 100644
--- a/doc/python/mapbox-county-choropleth.md
+++ b/doc/python/mapbox-county-choropleth.md
@@ -117,7 +117,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'mapbox-county-choropleth', width='100%', height=630)
+IFrame(snippet_url + 'mapbox-county-choropleth', width='100%', height=1200)
 ```
 
 ### Indexing by GeoJSON Properties
diff --git a/doc/python/marker-style.md b/doc/python/marker-style.md
index c6d696ae0a8..1acf2803a6b 100644
--- a/doc/python/marker-style.md
+++ b/doc/python/marker-style.md
@@ -117,7 +117,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'marker-style', width='100%', height=630)
+IFrame(snippet_url + 'marker-style', width='100%', height=1200)
 ```
 
 ### Opacity
diff --git a/doc/python/ml-knn.md b/doc/python/ml-knn.md
index 6e3fe527382..ce3de0e45dc 100644
--- a/doc/python/ml-knn.md
+++ b/doc/python/ml-knn.md
@@ -246,7 +246,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'knn-classification', width='100%', height=630)
+IFrame(snippet_url + 'knn-classification', width='100%', height=1200)
 ```
 
 ## Multi-class prediction confidence with [`go.Heatmap`](https://plotly.com/python/heatmaps/)
diff --git a/doc/python/ml-pca.md b/doc/python/ml-pca.md
index d27ff4d1773..634897ec49d 100644
--- a/doc/python/ml-pca.md
+++ b/doc/python/ml-pca.md
@@ -146,7 +146,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'pca-visualization', width='100%', height=630)
+IFrame(snippet_url + 'pca-visualization', width='100%', height=1200)
 ```
 
 ## 2D PCA Scatter Plot
diff --git a/doc/python/ml-regression.md b/doc/python/ml-regression.md
index 9ad919a5dd7..86e58933058 100644
--- a/doc/python/ml-regression.md
+++ b/doc/python/ml-regression.md
@@ -101,7 +101,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'ml-regression', width='100%', height=630)
+IFrame(snippet_url + 'ml-regression', width='100%', height=1200)
 ```
 
 ## Model generalization on unseen data
diff --git a/doc/python/ml-roc-pr.md b/doc/python/ml-roc-pr.md
index ed1ac43d02a..d01237136ea 100644
--- a/doc/python/ml-roc-pr.md
+++ b/doc/python/ml-roc-pr.md
@@ -129,7 +129,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'roc-and-pr-curves', width='100%', height=630)
+IFrame(snippet_url + 'roc-and-pr-curves', width='100%', height=1200)
 ```
 
 ## Multiclass ROC Curve
diff --git a/doc/python/multiple-axes.md b/doc/python/multiple-axes.md
index ad0c5dafcdb..96deaa5365f 100644
--- a/doc/python/multiple-axes.md
+++ b/doc/python/multiple-axes.md
@@ -85,7 +85,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'multiple-axes', width='100%', height=630)
+IFrame(snippet_url + 'multiple-axes', width='100%', height=1200)
 ```
 
 #### Multiple Y-Axes Subplots
diff --git a/doc/python/network-graphs.md b/doc/python/network-graphs.md
index 74a58c62253..5d59ceab827 100644
--- a/doc/python/network-graphs.md
+++ b/doc/python/network-graphs.md
@@ -155,7 +155,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'network-graphs', width='100%', height=630)
+IFrame(snippet_url + 'network-graphs', width='100%', height=1200)
 ```
 
 #### Reference
diff --git a/doc/python/pie-charts.md b/doc/python/pie-charts.md
index 60b4cba2ce3..a92dcdca065 100644
--- a/doc/python/pie-charts.md
+++ b/doc/python/pie-charts.md
@@ -73,7 +73,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'pie-charts', width='100%', height=630)
+IFrame(snippet_url + 'pie-charts', width='100%', height=1200)
 ```
 
 ### Setting the color of pie sectors with px.pie
diff --git a/doc/python/plot-data-from-csv.md b/doc/python/plot-data-from-csv.md
index 131d0dcdb7a..b8889187660 100644
--- a/doc/python/plot-data-from-csv.md
+++ b/doc/python/plot-data-from-csv.md
@@ -66,7 +66,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'plot-data-from-csv', width='100%', height=630)
+IFrame(snippet_url + 'plot-data-from-csv', width='100%', height=1200)
 ```
 
 ### Plot from CSV with `graph_objects`
diff --git a/doc/python/plotly-express.md b/doc/python/plotly-express.md
index 37b5ffead04..4a3327c848d 100644
--- a/doc/python/plotly-express.md
+++ b/doc/python/plotly-express.md
@@ -96,7 +96,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'plotly-express', width='100%', height=630)
+IFrame(snippet_url + 'plotly-express', width='100%', height=1200)
 ```
 
 ### Gallery
diff --git a/doc/python/renderers.md b/doc/python/renderers.md
index 223a43a0f0a..db2a2847d60 100644
--- a/doc/python/renderers.md
+++ b/doc/python/renderers.md
@@ -240,7 +240,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'renderers', width='100%', height=630)
+IFrame(snippet_url + 'renderers', width='100%', height=1200)
 ```
 
 ## Displaying Figures Using `ipywidgets`
diff --git a/doc/python/sankey-diagram.md b/doc/python/sankey-diagram.md
index 68372b0c00d..2c37357513b 100644
--- a/doc/python/sankey-diagram.md
+++ b/doc/python/sankey-diagram.md
@@ -114,7 +114,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'sankey-diagram', width='100%', height=630)
+IFrame(snippet_url + 'sankey-diagram', width='100%', height=1200)
 ```
 
 ### Style Sankey Diagram
diff --git a/doc/python/setting-graph-size.md b/doc/python/setting-graph-size.md
index f5e6c6c7805..56ae8ef621d 100644
--- a/doc/python/setting-graph-size.md
+++ b/doc/python/setting-graph-size.md
@@ -60,7 +60,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'setting-graph-size', width='100%', height=630)
+IFrame(snippet_url + 'setting-graph-size', width='100%', height=1200)
 ```
 
 ### Adjusting Height, Width, & Margins With Graph Objects
diff --git a/doc/python/shapes.md b/doc/python/shapes.md
index 953cb6d97e9..7b10116489e 100644
--- a/doc/python/shapes.md
+++ b/doc/python/shapes.md
@@ -79,7 +79,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'shapes', width='100%', height=630)
+IFrame(snippet_url + 'shapes', width='100%', height=1200)
 ```
 
 #### Vertical and Horizontal Lines Positioned Relative to the Axis Data
diff --git a/doc/python/static-image-export.md b/doc/python/static-image-export.md
index 7279234b5ea..2d5795efb0b 100644
--- a/doc/python/static-image-export.md
+++ b/doc/python/static-image-export.md
@@ -159,7 +159,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'static-image-export', width='100%', height=630)
+IFrame(snippet_url + 'static-image-export', width='100%', height=1200)
 ```
 
 ### Get Image as Bytes
diff --git a/doc/python/subplots.md b/doc/python/subplots.md
index db021624d93..f89ed06c033 100644
--- a/doc/python/subplots.md
+++ b/doc/python/subplots.md
@@ -221,7 +221,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'subplots', width='100%', height=630)
+IFrame(snippet_url + 'subplots', width='100%', height=1200)
 ```
 
 #### Customizing Subplot Axes
diff --git a/doc/python/table.md b/doc/python/table.md
index 839d20b44c7..b565c4a49f0 100644
--- a/doc/python/table.md
+++ b/doc/python/table.md
@@ -99,7 +99,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'table', width='100%', height=630)
+IFrame(snippet_url + 'table', width='100%', height=1200)
 ```
 
 #### Changing Row and Column Size
diff --git a/doc/python/text-and-annotations.md b/doc/python/text-and-annotations.md
index 4f6d040fb01..c72025e80b2 100644
--- a/doc/python/text-and-annotations.md
+++ b/doc/python/text-and-annotations.md
@@ -113,7 +113,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'text-and-annotations', width='100%', height=630)
+IFrame(snippet_url + 'text-and-annotations', width='100%', height=1200)
 ```
 
 ### Controlling Text Size with `uniformtext`
diff --git a/doc/python/tick-formatting.md b/doc/python/tick-formatting.md
index e424db59c77..23b76f85dc3 100644
--- a/doc/python/tick-formatting.md
+++ b/doc/python/tick-formatting.md
@@ -90,7 +90,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'tick-formatting', width='100%', height=630)
+IFrame(snippet_url + 'tick-formatting', width='100%', height=1200)
 ```
 
 #### Using Tickformat Attribute
diff --git a/doc/python/time-series.md b/doc/python/time-series.md
index 54c7e17e8f7..a3cc8f03f91 100644
--- a/doc/python/time-series.md
+++ b/doc/python/time-series.md
@@ -71,7 +71,7 @@ Get started  with [the official Dash docs](https://dash.plotly.com/installation)
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'time-series', width='100%', height=630)
+IFrame(snippet_url + 'time-series', width='100%', height=1200)
 ```
 
 ### Different Chart Types on Date Axes
diff --git a/doc/python/troubleshooting.md b/doc/python/troubleshooting.md
index cbcf0101ab7..6818fb14ed6 100644
--- a/doc/python/troubleshooting.md
+++ b/doc/python/troubleshooting.md
@@ -60,7 +60,7 @@ This is an example of a `plotly` graph correctly rendering inside `dash`:
 ```python hide_code=true
 from IPython.display import IFrame
 snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
-IFrame(snippet_url + 'renderers', width='100%', height=630)
+IFrame(snippet_url + 'renderers', width='100%', height=1200)
 ```
 
 <!-- #region -->