docs: Fix typos and grammar errors

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1. maaz7409opened this pull request on 19 Oct 2026description.mdAuthor

   Description

   This PR fixes grammar and typos in the markdown cells of several notebooks ( inside examples/ ) and in the user guide index.

   Changes

   File	Before	After
   getting_started/2_Pipeline.ipynb	The result of will be an	The result of this call will be an
   getting_started/index.ipynb	explanation how Datashader	explanation of how Datashader
   user_guide/1_Plotting_Pitfalls.ipynb	Plots C and D shown the same	Plots C and D show the same
   user_guide/1_Plotting_Pitfalls.ipynb	managed avoid pitfalls	managed to avoid pitfalls
   user_guide/3_Timeseries.ipynb	column labels of df the contain	column labels of df that contain
   user_guide/3_Timeseries.ipynb	eq-hist colorization	eq_hist colorization (the option name, as used in the code above)
   user_guide/5_Grids.ipynb	barely be faithfully be represented	barely be faithfully represented
   user_guide/5_Grids.ipynb	as an 2-dimensional	as a 2-dimensional
   user_guide/7_Networks.ipynb	pipeline to replaced	pipeline to be replaced
   user_guide/9_Extending.ipynb	to our test suite for to validate our changes against	to the test suite we validate our changes against
   user_guide/10_Performance.ipynb	typically give higher performance	typically gives higher performance
   user_guide/10_Performance.ipynb	Dasks works	Dask works
   user_guide/11_Geography.ipynb	These functionality is	This functionality is
   tiling.ipynb	before it is write to disk	before it is written to disk
   doc/user_guide/index.rst	Using reduction to inspect	Using reductions to inspect

   AI Disclosure

   Tool & Model: Claude Code + Opus 5.5 (high) Usage: It audited the docs and found these typos and grammatical errors. It also committed the changes and i have reviewed it.

   • I have tested all AI-generated content in my PR.
   • I take responsibility for all AI-generated content in my PR.

   Checklist

   • Tests are passing.

2. hoxbroreviewed on 19 Oct 2026

   examples/user_guide/9_Extending.ipynbline 42

   @@ -39,7 +39,7 @@     "\n",     "## Embedding\n",     "\n",-    "Datashader is directly supported by [HoloViews](https://holoviews.org), with interactive exploration supported for its [Bokeh](https://bokeh.pydata.org) extension, and static plots supported for its [Matplotlib](https://matplotlib.org) extension. Plotly 3.0 now includes [Datashader support](https://plot.ly/python/change-callbacks-datashader/) as well.  Because Datashader simply creates arrays and RGBA images, it should be straightforward to add support for Datashader to any plotting package that can call a Python function.  We would love to accept contributions of interfaces for other plotting packages, or for those packages to support rendering using Datashader directly.  If you do add Datashader support, please open an issue describing what you've done, so that we can add your tool to our test suite for to validate our changes against as we further develop the library."+    "Datashader is directly supported by [HoloViews](https://holoviews.org), with interactive exploration supported for its [Bokeh](https://bokeh.pydata.org) extension, and static plots supported for its [Matplotlib](https://matplotlib.org) extension. Plotly 3.0 now includes [Datashader support](https://plot.ly/python/change-callbacks-datashader/) as well.  Because Datashader simply creates arrays and RGBA images, it should be straightforward to add support for Datashader to any plotting package that can call a Python function.  We would love to accept contributions of interfaces for other plotting packages, or for those packages to support rendering using Datashader directly.  If you do add Datashader support, please open an issue describing what you've done, so that we can add your tool to the test suite we validate our changes against as we further develop the library."

   • hoxbrocommented on 19 Oct 2026Member

     This sentence is still not great.

   • maaz7409commented on 19 Oct 2026Author

     Is this change okay?

3. hoxbroapproved these changes on 19 Oct 2026

4. hoxbromerged this pull request on 19 Oct 2026

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