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Description

This PR addresses a TODO in pymc/distributions/timeseries.py.

I have expanded the documentation for the RandomWalk class, adding:

  • Mathematical formulation of the random walk process using LaTeX.
  • Detailed parameter descriptions (innovation_dist, steps, etc.).
  • Adherence to the NumPy docstring standard.

Related Issue

  • Closes #
  • Related to #

Checklist

Type of change

  • New feature / enhancement
  • Bug fix
  • Documentation
  • Maintenance
  • Other (please specify):

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codecov bot commented Dec 13, 2025

Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 91.49%. Comparing base (cadb97a) to head (ff9aa69).

Additional details and impacted files

Impacted file tree graph

@@            Coverage Diff             @@
##             main    #7992      +/-   ##
==========================================
+ Coverage   90.22%   91.49%   +1.27%     
==========================================
  Files         116      116              
  Lines       18972    18972              
==========================================
+ Hits        17117    17359     +242     
+ Misses       1855     1613     -242     
Files with missing lines Coverage Δ
pymc/distributions/timeseries.py 94.62% <ø> (ø)

... and 5 files with indirect coverage changes

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