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2 changes: 1 addition & 1 deletion doc/python/2D-Histogram.md
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Expand Up @@ -237,4 +237,4 @@ fig.show()
```

#### Reference
See [https://plotly.com/python/reference/histogram2d/](reference/graph_objects/Histogram2d.md) for more information and chart attribute options!
See the [full reference for `go.Histogram2d`](reference/graph_objects/Histogram2d.md) for more information and chart attribute options!
2 changes: 1 addition & 1 deletion doc/python/2d-histogram-contour.md
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Expand Up @@ -217,4 +217,4 @@ fig.show()
```

#### Reference
See [https://plotly.com/python/reference/histogram2dcontour/](reference/graph_objects/Histogram2dContour.md) for more information and chart attribute options!
See the [full reference for `go.Histogram2dContour`](reference/graph_objects/Histogram2dContour.md) for more information and chart attribute options!
2 changes: 1 addition & 1 deletion doc/python/3d-bubble-charts.md
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Expand Up @@ -186,4 +186,4 @@ fig.show()

#### Reference

See [https://plotly.com/python/reference/scatter3d/](reference/graph_objects/Scatter3d.md) and [https://plotly.com/python/reference/scatter/#scatter-marker-sizeref](reference/graph_objects/scatter-package/Marker.md#plotly.graph_objects.scatter.Marker.sizeref) <br>for more information and chart attribute options!
See the [full reference for `go.Scatter3d`](reference/graph_objects/Scatter3d.md) and [`go.scatter.Marker.sizeref`](reference/graph_objects/scatter-package/Marker.md#plotly.graph_objects.scatter.Marker.sizeref) <br>for more information and chart attribute options!
2 changes: 1 addition & 1 deletion doc/python/3d-camera-controls.md
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Expand Up @@ -259,4 +259,4 @@ fig.show()
#### Reference


See [https://plotly.com/python/reference/layout/scene/#layout-scene-camera](reference/graph_objects/layout-package/scene-package/Camera.md) for more information and chart attribute options!
See the [full reference for `go.layout.scene.Camera`](reference/graph_objects/layout-package/scene-package/Camera.md) for more information and chart attribute options!
2 changes: 1 addition & 1 deletion doc/python/3d-isosurface-plots.md
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Expand Up @@ -203,4 +203,4 @@ fig.show()
```

#### Reference
See [https://plotly.com/python/reference/isosurface/](reference/graph_objects/Isosurface.md) for more information and chart attribute options!
See the [full reference for `go.Isosurface`](reference/graph_objects/Isosurface.md) for more information and chart attribute options!
2 changes: 1 addition & 1 deletion doc/python/3d-line-plots.md
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Expand Up @@ -86,4 +86,4 @@ fig.show()

#### Reference

See [function reference for `px.(line_3d)`](reference/plotly-express.md#plotly.express.line_3d) or [https://plotly.com/python/reference/scatter3d/#scatter3d-marker-line](reference/graph_objects/scatter3d-package/Marker.md#plotly.graph_objects.scatter3d.Marker.line) for more information and chart attribute options!
See [function reference for `px.(line_3d)`](reference/plotly-express.md#plotly.express.line_3d) or [`go.scatter3d.Marker.line`](reference/graph_objects/scatter3d-package/Marker.md#plotly.graph_objects.scatter3d.Marker.line) for more information and chart attribute options!
2 changes: 1 addition & 1 deletion doc/python/3d-mesh.md
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Expand Up @@ -154,4 +154,4 @@ fig.show()
```

## Reference
See [https://plotly.com/python/reference/mesh3d/](reference/graph_objects/Mesh3d.md) for more information and chart attribute options!
See the [full reference for `go.Mesh3d`](reference/graph_objects/Mesh3d.md) for more information and chart attribute options!
2 changes: 1 addition & 1 deletion doc/python/3d-scatter-plots.md
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Expand Up @@ -112,4 +112,4 @@ fig.show()

#### Reference

See [function reference for `px.scatter_3d()`](reference/plotly-express.md#plotly.express.scatter_3d) or [https://plotly.com/python/reference/scatter3d/](reference/graph_objects/Scatter3d.md) for more information and chart attribute options!
See [function reference for `px.scatter_3d()`](reference/plotly-express.md#plotly.express.scatter_3d) or the [full reference for `go.Scatter3d`](reference/graph_objects/Scatter3d.md) for more information and chart attribute options!
2 changes: 1 addition & 1 deletion doc/python/3d-subplots.md
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Expand Up @@ -51,4 +51,4 @@ fig.show()
### Reference


See [https://plotly.com/python/subplots/](subplots.md) for more information regarding subplots!
See the [subplots page](subplots.md) for more information regarding subplots!
2 changes: 1 addition & 1 deletion doc/python/3d-surface-plots.md
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Expand Up @@ -165,4 +165,4 @@ fig.show()
### Reference


See [https://plotly.com/python/reference/surface/](reference/graph_objects/Surface.md) for more information!
See the [full reference for `go.Surface`](reference/graph_objects/Surface.md) for more information!
2 changes: 1 addition & 1 deletion doc/python/3d-volume.md
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Expand Up @@ -222,7 +222,7 @@ fig.show()
```

#### Reference
See [https://plotly.com/python/reference/volume/](reference/graph_objects/Volume.md) for more information and chart attribute options!
See the [full reference for `go.Volume`](reference/graph_objects/Volume.md) for more information and chart attribute options!

#### See also
[3D isosurface documentation](3d-isosurface-plots.md)
4 changes: 2 additions & 2 deletions doc/python/animations.md
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Expand Up @@ -381,5 +381,5 @@ fig.show()

### Reference

For additional information and attributes for creating bubble charts in Plotly see: [https://plotly.com/python/bubble-charts/](bubble-charts.md).
For more documentation on creating animations with Plotly, see [https://plotly.com/python/#animations](plotly-animations.md).
For additional information and attributes for creating bubble charts in Plotly see the [full page](bubble-charts.md).
For more documentation on creating animations with Plotly, see [here](plotly-animations.md).
2 changes: 1 addition & 1 deletion doc/python/annotated-heatmap.md
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Expand Up @@ -229,4 +229,4 @@ fig.show()

#### Reference

For more info on Plotly heatmaps, see: [https://plotly.com/python/reference/heatmap/](reference/graph_objects/Heatmap.md).<br> For more info on using colorscales with Plotly see: [https://plotly.com/python/heatmap-and-contour-colorscales/](colorscales.md) <br>For more info on `ff.create_annotated_heatmap()`, see the [full function reference](reference/figure-factory.md#plotly.figure_factory.create_annotated_heatmap)
For more info on Plotly heatmaps, see the [full reference for `go.Heatmap`](reference/graph_objects/Heatmap.md).<br> For more info on using colorscales with Plotly see the [full page](colorscales.md) <br>For more info on `ff.create_annotated_heatmap()`, see the [full function reference](reference/figure-factory.md#plotly.figure_factory.create_annotated_heatmap)
2 changes: 1 addition & 1 deletion doc/python/axes.md
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Expand Up @@ -998,4 +998,4 @@ fig.show()

#### Reference

See [https://plotly.com/python/reference/layout/xaxis/](reference/graph_objects/layout-package/XAxis.md) and [https://plotly.com/python/reference/layout/yaxis/](reference/graph_objects/layout-package/YAxis.md) for more information and chart attribute options!
See [full reference for `go.layout.xaxis`](reference/graph_objects/layout-package/XAxis.md) and [go.layout.yaxis`](reference/graph_objects/layout-package/YAxis.md) for more information and chart attribute options!
2 changes: 1 addition & 1 deletion doc/python/bar-charts.md
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Expand Up @@ -874,4 +874,4 @@ fig.show()

### Reference

See [function reference for `px.bar()`](reference/plotly-express.md#plotly.express.bar) or [https://plotly.com/python/reference/bar/](reference/graph_objects/Bar.md) for more information and chart attribute options!
See [function reference for `px.bar()`](reference/plotly-express.md#plotly.express.bar) or the [full reference for `go.Bar`](reference/graph_objects/Bar.md) for more information and chart attribute options!
4 changes: 2 additions & 2 deletions doc/python/box-plots.md
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Expand Up @@ -127,7 +127,7 @@ fig.show()

## Box plot with go.Box

If Plotly Express does not provide a good starting point, it is also possible to use [the more generic `go.Box` class from `plotly.graph_objects`](graph-objects.md). All available options for `go.Box` are described in the reference page [https://plotly.com/python/reference/box/](reference/graph_objects/Box.md).
If Plotly Express does not provide a good starting point, it is also possible to use [the more generic `go.Box` class from `plotly.graph_objects`](graph-objects.md). All available options for `go.Box` are described in the [reference page for `go.Box`](reference/graph_objects/Box.md).

### Basic Box Plot

Expand Down Expand Up @@ -493,4 +493,4 @@ fig.show()

#### Reference

See [function reference for `px.box()`](reference/plotly-express.md#plotly.express.box) or [https://plotly.com/python/reference/box/](reference/graph_objects/Box.md) for more information and chart attribute options!
See [function reference for `px.box()`](reference/plotly-express.md#plotly.express.box) or the [full reference for Box](reference/graph_objects/Box.md) for more information and chart attribute options!
8 changes: 4 additions & 4 deletions doc/python/bubble-charts.md
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Expand Up @@ -20,7 +20,7 @@ fig.show()

## Bubble Chart with plotly.graph_objects

If Plotly Express does not provide a good starting point, it is also possible to use [the more generic `go.Scatter` class from `plotly.graph_objects`](graph-objects.md), and define the size of markers to create a bubble chart. All of the available options are described in the scatter section of the reference page: [https://plotly.com/python/reference#scatter](reference/graph_objects/Scatter.md).
If Plotly Express does not provide a good starting point, it is also possible to use [the more generic `go.Scatter` class from `plotly.graph_objects`](graph-objects.md), and define the size of markers to create a bubble chart. All of the available options are described in the [full reference for `go.Scatter`](reference/graph_objects/Scatter.md).

### Simple Bubble Chart

Expand Down Expand Up @@ -59,8 +59,8 @@ fig.show()

To scale the bubble size, use the attribute `sizeref`. We recommend using the following formula to calculate a `sizeref` value:<br>
`sizeref = 2. * max(array of size values) / (desired maximum marker size ** 2)`<br>
Note that setting 'sizeref' to a value greater than 1, decreases the rendered marker sizes, while setting 'sizeref' to less than 1, increases the rendered marker sizes. See [https://plotly.com/python/reference/scatter/#scatter-marker-sizeref](reference/graph_objects/scatter-package/Marker.md#plotly.graph_objects.scatter.Marker.sizeref) for more information.
Additionally, we recommend setting the sizemode attribute: [https://plotly.com/python/reference/scatter/#scatter-marker-sizemode](reference/graph_objects/scatter-package/Marker.md#plotly.graph_objects.scatter.Marker.sizemode) to area.
Note that setting 'sizeref' to a value greater than 1, decreases the rendered marker sizes, while setting 'sizeref' to less than 1, increases the rendered marker sizes. See the [full reference for `scatter.Marker.sizeref`](reference/graph_objects/scatter-package/Marker.md#plotly.graph_objects.scatter.Marker.sizeref) for more information.
Additionally, we recommend setting the sizemode attribute [here](reference/graph_objects/scatter-package/Marker.md#plotly.graph_objects.scatter.Marker.sizemode) to area.

```python
import plotly.graph_objects as go
Expand Down Expand Up @@ -190,4 +190,4 @@ fig.show()

### Reference

See [https://plotly.com/python/reference/scatter/](reference/graph_objects/Scatter.md) for more information and chart attribute options!
See the [full reference for Scatter](reference/graph_objects/Scatter.md) for more information and chart attribute options!
4 changes: 2 additions & 2 deletions doc/python/bubble-maps.md
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Expand Up @@ -43,7 +43,7 @@ To scale the bubble size, use the attribute sizeref. We recommend using the foll

Note that setting `sizeref` to a value greater than $1$, decreases the rendered marker sizes, while setting `sizeref` to less than $1$, increases the rendered marker sizes.

See [https://plotly.com/python/reference/scatter/#scatter-marker-sizeref](reference/graph_objects/scatter-package/Marker.md#plotly.graph_objects.scatter.Marker.sizeref) for more information. Additionally, we recommend setting the sizemode attribute: [https://plotly.com/python/reference/scatter/#scatter-marker-sizemode](reference/graph_objects/scatter-package/Marker.md#plotly.graph_objects.scatter.Marker.sizemode) to area.
See [full reference for `go.scatter.Marker.sizeref`](reference/graph_objects/scatter-package/Marker.md#plotly.graph_objects.scatter.Marker.sizeref) for more information. Additionally, we recommend setting the sizemode attribute [here](reference/graph_objects/scatter-package/Marker.md#plotly.graph_objects.scatter.Marker.sizemode) to area.

```python
import plotly.graph_objects as go
Expand Down Expand Up @@ -177,4 +177,4 @@ fig.show()

### Reference

See [function reference for `px.(scatter_geo)`](reference/plotly-express.md#plotly.express.scatter_geo) or [https://plotly.com/python/reference/choropleth/](reference/graph_objects/Choropleth.md) and [https://plotly.com/python/reference/scattergeo/](reference/graph_objects/Scattergeo.md) for more information and chart attribute options!
See [function reference for `px.(scatter_geo)`](reference/plotly-express.md#plotly.express.scatter_geo) or [full reference for Choropleth](reference/graph_objects/Choropleth.md) and [Scattergeo](reference/graph_objects/Scattergeo.md) for more information and chart attribute options!
2 changes: 1 addition & 1 deletion doc/python/bullet-charts.md
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Expand Up @@ -136,7 +136,7 @@ fig.show()
```

### Reference
See [https://plotly.com/python/reference/indicator/](reference/graph_objects/Indicator.md) for more information and chart attribute options!
See the [full reference for `go.Indicator`](reference/graph_objects/Indicator.md) for more information and chart attribute options!



2 changes: 1 addition & 1 deletion doc/python/candlestick-charts.md
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Expand Up @@ -136,4 +136,4 @@ fig.show()
```

#### Reference
For more information on candlestick attributes, see: [https://plotly.com/python/reference/candlestick/](reference/graph_objects/Candlestick.md)
For more information on candlestick attributes, see the [full reference for `go.Candlestick`](reference/graph_objects/Candlestick.md)
2 changes: 1 addition & 1 deletion doc/python/carpet-contour.md
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Expand Up @@ -253,4 +253,4 @@ fig.show()

### Reference

See [https://plotly.com/python/reference/contourcarpet/](reference/graph_objects/Contourcarpet.md) for more information and chart attribute options!
See the [full reference for `go.Carpet Contours`](reference/graph_objects/Contourcarpet.md) for more information and chart attribute options!
2 changes: 1 addition & 1 deletion doc/python/carpet-plot.md
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Expand Up @@ -155,4 +155,4 @@ To add points and lines see [Carpet Scatter Plots](carpet-scatter.md) or to add

### Reference

See [https://plotly.com/python/reference/carpet/](reference/graph_objects/Carpet.md) for more information and chart attribute options!
See the [full reference for `go.Carpet`](reference/graph_objects/Carpet.md) for more information and chart attribute options!
2 changes: 1 addition & 1 deletion doc/python/carpet-scatter.md
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Expand Up @@ -152,4 +152,4 @@ fig.show()
### Reference


See [https://plotly.com/python/reference/scattercarpet/](reference/graph_objects/Scattercarpet.md) for more information and chart attribute options!
See the [full reference for `go.Carpet Scatter`](reference/graph_objects/Scattercarpet.md) for more information and chart attribute options!
2 changes: 1 addition & 1 deletion doc/python/categorical-axes.md
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Expand Up @@ -186,4 +186,4 @@ fig.show()
```
### Reference

See [https://plotly.com/python/reference/layout/xaxis/](reference/graph_objects/layout-package/XAxis.md) for more information and chart attribute options!
See the [full reference for `go.layout.xaxis`](reference/graph_objects/layout-package/XAxis.md) for more information and chart attribute options!
2 changes: 1 addition & 1 deletion doc/python/choropleth-maps.md
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Expand Up @@ -369,4 +369,4 @@ fig.show()

#### Reference

See [function reference for `px.(choropleth)`](reference/plotly-express.md#plotly.express.choropleth) or [https://plotly.com/python/reference/choropleth/](reference/graph_objects/Choropleth.md) for more information and chart attribute options!
See [function reference for `px.(choropleth)`](reference/plotly-express.md#plotly.express.choropleth) or the [full reference for `go.Choropleth`](reference/graph_objects/Choropleth.md) for more information and chart attribute options!
2 changes: 1 addition & 1 deletion doc/python/colorscales.md
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Expand Up @@ -638,4 +638,4 @@ fig.show()

### Reference

See [https://plotly.com/python/reference/](/reference/graph_objects/index.md) for more information and chart attribute options!
See the [full `plotly graph objects` reference](/reference/graph_objects/index.md) for more information and chart attribute options!
2 changes: 1 addition & 1 deletion doc/python/cone-plot.md
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Expand Up @@ -133,4 +133,4 @@ fig.show()
```

#### Reference
See [https://plotly.com/python/reference/](/reference/graph_objects/index.md) for more information and chart attribute options!
See the [full `plotly graph objects` reference](/reference/graph_objects/index.md) for more information and chart attribute options!
2 changes: 1 addition & 1 deletion doc/python/contour-plots.md
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Expand Up @@ -310,4 +310,4 @@ fig.show()
```

#### Reference
See [https://plotly.com/python/reference/contour/](reference/graph_objects/Contour.md) for more information and chart attribute options!
See the [full reference for `go.Contour`](reference/graph_objects/Contour.md) for more information and chart attribute options!
2 changes: 1 addition & 1 deletion doc/python/county-choropleth.md
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Expand Up @@ -249,7 +249,7 @@ fig.layout.template = None
fig.show()
```

Also see tile county choropleths made in Python: [https://plotly.com/python/tile-county-choropleth/](tile-county-choropleth.md)
Also see [tile county choropleths made in Python](tile-county-choropleth.md)

### Reference

Expand Down
4 changes: 2 additions & 2 deletions doc/python/custom-buttons.md
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Expand Up @@ -434,8 +434,8 @@ fig.show()
```

### Animate Button
Refer to our animation docs: [https://plotly.com/python/#animations](plotly-animations.md) for examples on how to use the `animate` method with Plotly buttons.
Refer to our [animation docs](plotly-animations.md) for examples on how to use the `animate` method with Plotly buttons.


### Reference
See [https://plotly.com/python/reference/layout/updatemenus/](reference/graph_objects/Layout.md#plotly.graph_objects.Layout.updatemenus) for more information about `updatemenu` buttons.
See the [full reference for `go.layout.updatemenus`](reference/graph_objects/Layout.md#plotly.graph_objects.Layout.updatemenus) for more information about `updatemenu` buttons.
4 changes: 2 additions & 2 deletions doc/python/density-heatmaps.md
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Expand Up @@ -86,6 +86,6 @@ fig.show()

#### Reference

See [function reference for `px.(density_map)`](reference/plotly-express.md#plotly.express.density_map) or [https://plotly.com/python/reference/densitymap/](reference/graph_objects/Densitymap.md) for available attribute options.
See [function reference for `px.(density_map)`](reference/plotly-express.md#plotly.express.density_map) or the [full reference for `go.Densitymap`](reference/graph_objects/Densitymap.md) for available attribute options.

For Mapbox-based maps, see [function reference for `px.(density_mapbox)`](reference/plotly-express.md#plotly.express.density_mapbox) or [https://plotly.com/python/reference/densitymapbox/](reference/graph_objects/Densitymapbox.md).
For Mapbox-based maps, see [function reference for `px.(density_mapbox)`](reference/plotly-express.md#plotly.express.density_mapbox) or the [full reference for `go.Densitymapbox`](reference/graph_objects/Densitymapbox.md).
2 changes: 1 addition & 1 deletion doc/python/dot-plots.md
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Expand Up @@ -148,4 +148,4 @@ fig.show()

## Reference

See [https://plotly.com/python/reference/scatter/](reference/graph_objects/Scatter.md) for more information and chart attribute options!
See the [full reference for `go.Scatter`](reference/graph_objects/Scatter.md) for more information and chart attribute options!
2 changes: 1 addition & 1 deletion doc/python/dropdowns.md
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Expand Up @@ -514,4 +514,4 @@ with open(output_html_path, "w", encoding='utf-8') as output_file:
<!-- #endregion -->

### Reference
See [https://plotly.com/python/reference/layout/updatemenus/](reference/graph_objects/Layout.md#plotly.graph_objects.Layout.updatemenus) for more information about `updatemenu` dropdowns.
See the [full reference for `go.layout.updatemenus`](reference/graph_objects/Layout.md#plotly.graph_objects.Layout.updatemenus) for more information about `updatemenu` dropdowns.
2 changes: 1 addition & 1 deletion doc/python/error-bars.md
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Expand Up @@ -170,4 +170,4 @@ fig.show()

#### Reference

See [https://plotly.com/python/reference/scatter/](reference/graph_objects/Scatter.md) for more information and chart attribute options!
See the [full reference for `go.Scatter`](reference/graph_objects/Scatter.md) for more information and chart attribute options!
2 changes: 1 addition & 1 deletion doc/python/figure-factory-subplots.md
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Expand Up @@ -180,4 +180,4 @@ fig.show()
```

### Reference
See [https://plotly.com/python/subplots/](subplots.md) for more information on working with subplots. See [https://plotly.com/python/reference/](/reference/graph_objects/index.md) for more information regarding chart attributes!
See the [subplots page](subplots.md) for more information on working with subplots. See the [full `plotly graph objects` reference](/reference/graph_objects/index.md) for more information regarding chart attributes!
2 changes: 1 addition & 1 deletion doc/python/figure-labels.md
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Expand Up @@ -277,4 +277,4 @@ fig.show()
```

#### Reference
See [https://plotly.com/python/reference/layout/](reference/graph_objects/Layout.md) for more information!
See the [full reference for `go.Layout`](reference/graph_objects/Layout.md) for more information!
4 changes: 2 additions & 2 deletions doc/python/filled-area-plots.md
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Expand Up @@ -251,6 +251,6 @@ fig.show()

#### Reference

See [https://plotly.com/python/reference/scatter/#scatter-line](reference/graph_objects/Scatter.md#plotly.graph_objects.Scatter.line)
and [https://plotly.com/python/reference/scatter/#scatter-fill](reference/graph_objects/Scatter.md#plotly.graph_objects.Scatter.fill)
See the [full reference for `go.Scatter.line`](reference/graph_objects/Scatter.md#plotly.graph_objects.Scatter.line)
and the [full reference for `go.Scatter.fill`](reference/graph_objects/Scatter.md#plotly.graph_objects.Scatter.fill)
for more information and attribute options!
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