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Diff for: ‎doc/python/3d-mesh.md

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + '3d-mesh', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + '3d-mesh', width='100%', height=1200)
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```
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### Mesh Tetrahedron

Diff for: ‎doc/python/3d-scatter-plots.md

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + '3d-scatter-plots', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + '3d-scatter-plots', width='100%', height=1200)
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```
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### 3D Scatter Plot with go.Scatter3d

Diff for: ‎doc/python/animations.md

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'animations', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'animations', width='100%', height=1200)
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```
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#### Animated Bar Charts with Plotly Express

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'axes', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'axes', width='100%', height=1200)
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```
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#### Moving Tick Labels Inside the Plot

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'bar-charts', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'bar-charts', width='100%', height=1200)
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```
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### Colored Bars

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'bio-alignmentchart', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'bio-alignmentchart', width='100%', height=1200)
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```

Diff for: ‎doc/python/bio-clustergram.md

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'bio-clustergram', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'bio-clustergram', width='100%', height=1200)
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```

Diff for: ‎doc/python/bio-manhattanplot.md

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'bio-manhattanplot', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'bio-manhattanplot', width='100%', height=1200)
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```

Diff for: ‎doc/python/bio-volcano-plot.md

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'bio-volcano', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'bio-volcano', width='100%', height=1200)
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```

Diff for: ‎doc/python/box-plots.md

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'box-plots', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'box-plots', width='100%', height=1200)
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```
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### Display the underlying data

Diff for: ‎doc/python/builtin-colorscales.md

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'builtin-colorscales', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'builtin-colorscales', width='100%', height=1200)
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```
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### Built-In Sequential Color scales

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'candlestick-charts', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'candlestick-charts', width='100%', height=1200)
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```
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#### Adding Customized Text and Annotations

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'choropleth-maps', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'choropleth-maps', width='100%', height=1200)
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```
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### Discrete Colors

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'colorscales', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'colorscales', width='100%', height=1200)
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```
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### Color Scales in Plotly Express

Diff for: ‎doc/python/creating-and-updating-figures.md

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'figure-structure', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'figure-structure', width='100%', height=1200)
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```
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### Creating Figures

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'discrete-color', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'discrete-color', width='100%', height=1200)
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```
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### Color Sequences in Plotly Express

Diff for: ‎doc/python/distplot.md

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'distplot', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'distplot', width='100%', height=1200)
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```
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## Combined statistical representations with distplot figure factory

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'figure-labels', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'figure-labels', width='100%', height=1200)
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```
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### Manual Labelling with Graph Objects

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'figure-structure', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'figure-structure', width='100%', height=1200)
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```
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### Figures as Trees of Attributes

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'filled-area-plots', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'filled-area-plots', width='100%', height=1200)
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```
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### Filled area chart with plotly.graph_objects

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'getting-started', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'getting-started', width='100%', height=1200)
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```
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#### JupyterLab Support

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'heatmaps', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'heatmaps', width='100%', height=1200)
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```
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### Controlling Aspect Ratio

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'histograms', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'histograms', width='100%', height=1200)
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```
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#### Accessing the counts (y-axis) values

Diff for: ‎doc/python/horizontal-vertical-shapes.md

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'horizontal-vertical-shapes', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'horizontal-vertical-shapes', width='100%', height=1200)
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```
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#### Adding Text Annotations

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'hover-text-and-formatting', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'hover-text-and-formatting', width='100%', height=1200)
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```
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#### Selecting a hovermode in a figure created with `plotly.graph_objects`

Diff for: ‎doc/python/interactive-html-export.md

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'interactive-html-export', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'interactive-html-export', width='100%', height=1200)
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```
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### Full Parameter Documentation

Diff for: ‎doc/python/legend.md

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'legend', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'legend', width='100%', height=1200)
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```
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#### Horizontal Legends

Diff for: ‎doc/python/line-and-scatter.md

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'line-and-scatter', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'line-and-scatter', width='100%', height=1200)
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```
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### Scatter plots and Categorical Axes

Diff for: ‎doc/python/line-charts.md

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```python hide_code=true tags=[]
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'line-charts', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'line-charts', width='100%', height=1200)
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```
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### Data Order in Line Charts

Diff for: ‎doc/python/mapbox-county-choropleth.md

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'mapbox-county-choropleth', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'mapbox-county-choropleth', width='100%', height=1200)
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```
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### Indexing by GeoJSON Properties

Diff for: ‎doc/python/marker-style.md

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'marker-style', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'marker-style', width='100%', height=1200)
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```
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### Opacity

Diff for: ‎doc/python/ml-knn.md

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'knn-classification', width='100%', height=630)
248+
snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'knn-classification', width='100%', height=1200)
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```
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## Multi-class prediction confidence with [`go.Heatmap`](https://plotly.com/python/heatmaps/)

Diff for: ‎doc/python/ml-pca.md

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'pca-visualization', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'pca-visualization', width='100%', height=1200)
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```
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## 2D PCA Scatter Plot

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'ml-regression', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'ml-regression', width='100%', height=1200)
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```
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## Model generalization on unseen data

Diff for: ‎doc/python/ml-roc-pr.md

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'roc-and-pr-curves', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'roc-and-pr-curves', width='100%', height=1200)
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```
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## Multiclass ROC Curve

Diff for: ‎doc/python/multiple-axes.md

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'multiple-axes', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'multiple-axes', width='100%', height=1200)
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```
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#### Multiple Y-Axes Subplots

Diff for: ‎doc/python/network-graphs.md

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```python hide_code=true
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from IPython.display import IFrame
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snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'
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IFrame(snippet_url + 'network-graphs', width='100%', height=630)
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snippet_url = 'https://python-docs-dash-snippets.herokuapp.com/python-docs-dash-snippets/'
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IFrame(snippet_url + 'network-graphs', width='100%', height=1200)
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```
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#### Reference

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