diff --git a/doc/python/dumbbell-plots.md b/doc/python/dumbbell-plots.md
index f3ff1f8dc51..b41bb46048f 100644
--- a/doc/python/dumbbell-plots.md
+++ b/doc/python/dumbbell-plots.md
@@ -36,7 +36,7 @@ jupyter:
 ## Basic Dumbbell Plot
 
 
-Dumbbell plots are useful for demonstrating change between two sets of data points, for example, the population change for a selection of countries for two different years
+Dumbbell plots are useful for demonstrating change between two sets of data points, for example, the population change for a selection of countries for two different years.
 
 In this example, we compare life expectancy in 1952 with life expectancy in 2002 for countries in Europe.
 
@@ -107,9 +107,9 @@ fig.show()
 
 *Note: The `arrow`, `angleref`, and `standoff` properties used on the `marker` in this example are new in 5.11*
 
-In this example, we add arrow markers to the plot. The first trace adds the lines connecting the data points and arrow markers. 
+In this example, we add arrow markers to the plot. The first trace adds the lines connecting the data points and arrow markers.
 The second trace adds circle markers. On the first trace, we use `standoff=8` to position the arrow marker back from the data point.
-For the arrow marker to point directly at the circle marker, this value should be half the circle marker size. 
+For the arrow marker to point directly at the circle marker, this value should be half the circle marker size.
 
 ```python
 import pandas as pd
diff --git a/doc/python/legend.md b/doc/python/legend.md
index 7fafadd107a..f18225a9526 100644
--- a/doc/python/legend.md
+++ b/doc/python/legend.md
@@ -193,7 +193,7 @@ fig.show()
 
 *New in 5.11*
 
-Set the width of hozitonal legend entries by setting `entrywidth`. Here we set it to `70` pixels. Pixels is the default unit for `entrywidth`, but you can set it to be a fraction of the plot width using `entrywidthmode='fraction`.
+Set the width of horizontal legend entries by setting `entrywidth`. Here we set it to `70` pixels. Pixels is the default unit for `entrywidth`, but you can set it to be a fraction of the plot width using `entrywidthmode='fraction`.
 
 ```python
 import plotly.express as px
diff --git a/doc/python/scattermapbox.md b/doc/python/scattermapbox.md
index 05ff49c7b45..8cb2b2b6abf 100644
--- a/doc/python/scattermapbox.md
+++ b/doc/python/scattermapbox.md
@@ -249,7 +249,7 @@ fig.show()
 
 *New in 5.11*
 
-Display clusters of data points by setting `cluster`. Here, we enable clusters with `enabled=True`. You can also enable clusters by setting other `cluster` properties. Other available properties include `color` (for setting the color of the clusters), `size` (for setting the size of a cluster step), and `step` (for configuring how many points it takes to create a cluster or advance to the next cluster step.
+Display clusters of data points by setting `cluster`. Here, we enable clusters with `enabled=True`. You can also enable clusters by setting other `cluster` properties. Other available properties include `color` (for setting the color of the clusters), `size` (for setting the size of a cluster step), and `step` (for configuring how many points it takes to create a cluster or advance to the next cluster step).
 
 ```python
 import plotly.express as px