Lower level tutorial notebook

[hombit]

Change Description

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Solution Description

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• I have read the Contribution Guide
• My code follows the code style of this project
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Project-Specific Pull Request Checklists

Bug Fix Checklist

• My fix includes a new test that breaks as a result of the bug (if possible)
• My change includes a breaking change
  • My change includes backwards compatibility and deprecation warnings (if possible)

New Feature Checklist

• I have added or updated the docstrings associated with my feature using the NumPy docstring format
• I have updated the tutorial to highlight my new feature (if appropriate)
• I have added unit/End-to-End (E2E) test cases to cover my new feature
• My change includes a breaking change
  • My change includes backwards compatibility and deprecation warnings (if possible)

Documentation Change Checklist

• Any updated docstrings use the NumPy docstring format

Build/CI Change Checklist

• If required or optional dependencies have changed (including version numbers), I have updated the README to reflect this
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Other Change Checklist

• Any new or updated docstrings use the NumPy docstring format.
• I have updated the tutorial to highlight my new feature (if appropriate)
• I have added unit/End-to-End (E2E) test cases to cover any changes
• My change includes a breaking change
  • My change includes backwards compatibility and deprecation warnings (if possible)

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[github-actions]

Before [88c2aee]	After [e6daf76]	Ratio	Benchmark (Parameter)
6.53±0.2ms	6.80±0.1ms	1.04	benchmarks.NestedFrameQuery.time_run
63.8±3ms	65.4±3ms	1.02	benchmarks.ReassignHalfOfNestedSeries.time_run
5.40±0.03ms	5.44±0.07ms	1.01	benchmarks.NestedFrameReduce.time_run
34.8±2ms	34.9±2ms	1	benchmarks.AssignSingleDfToNestedSeries.time_run
86M	85.8M	1	benchmarks.NestedFrameAddNested.peakmem_run
88.2M	88.1M	1	benchmarks.NestedFrameQuery.peakmem_run
88.2M	88.1M	1	benchmarks.NestedFrameReduce.peakmem_run
257M	255M	0.99	benchmarks.AssignSingleDfToNestedSeries.peakmem_run
8.93±0.2ms	8.64±0.07ms	0.97	benchmarks.NestedFrameAddNested.time_run
279M	270M	0.97	benchmarks.ReassignHalfOfNestedSeries.peakmem_run

Click here to view all benchmarks.

[codecov]

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 97.56%. Comparing base (a196bd6) to head (950cd8d).
Report is 2 commits behind head on main.

Additional details and impacted files

@@           Coverage Diff           @@
##             main      #71   +/-   ##
=======================================
  Coverage   97.56%   97.56%           
=======================================
  Files          16       16           
  Lines         820      821    +1     
=======================================
+ Hits          800      801    +1     
  Misses         20       20           

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[dougbrn]

I think this looks good, the length is good as well I wouldn't suggest trimming this down at all. I went through and made a couple of grammar/sentence-flow suggestions. They're just my opinions so feel free to add or ignore as you see fit.

[hombit]

Thank you so much, @dougbrn!