Update default behaviors

[mdeceglie]

• Code changes are covered by tests
• Code changes have been evaluated for compatibility/integration with TrendAnalysis
• New functions added to __init__.py
• API.rst is up to date, along with other sphinx docs pages
• Example notebooks are rerun and differences in results scrutinized
• Updated changelog

[codecov-commenter]

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 96.09%. Comparing base (e4349b1) to head (131bd43).

Additional details and impacted files

@@                        Coverage Diff                        @@
##           aggregated_filters_for_trials     #425      +/-   ##
=================================================================
- Coverage                          96.10%   96.09%   -0.02%     
=================================================================
  Files                                 11       11              
  Lines                               2206     2200       -6     
=================================================================
- Hits                                2120     2114       -6     
  Misses                                86       86              

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[mdeceglie]

This is ready for review. I snuck in a few changes in the requirements files. Even though the checks were passing, I was having trouble getting the environment to install locally.