Fixed #39073 Add STUMPY to Pandas ecosystem docs

[seanlaw]

• closes DOC: Add STUMPY to pandas ecosystem #39073
• tests added / passed
• Ensure all linting tests pass, see here for how to run them
• whatsnew entry

[seanlaw]

@jreback As we had briefly discussed, this is a PR to add STUMPY to the ecosystem.rst file. Thank you for the suggestion!

[jreback]

pre commit checks are complaining

@@ -88,9 +88,9 @@ Compose is a machine learning tool for labeling data and prediction engineering.
 `STUMPY <https://github.com/TDAmeritrade/stumpy>`__
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
-STUMPY is a powerful and scalable Python library for modern time seris analysis. 
+STUMPY is a powerful and scalable Python library for modern time seris analysis.
 At its core, STUMPY efficiently computes something called a
-`matrix profile <https://stumpy.readthedocs.io/en/latest/Tutorial_The_Matrix_Profile.html>`__, 
+`matrix profile <https://stumpy.readthedocs.io/en/latest/Tutorial_The_Matrix_Profile.html>`__,
 which can be used for a wide variety of time series data mining tasks.
 
 .. _ecosystem.visualization:

ping when green.

[jreback]

seris -> series

[seanlaw]

@jreback The pre commit is green now

[jreback]

thanks @seanlaw