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docs: replace houseprice dataset with sklearn's fetch_california_housing (#692)#918

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snehagahlot3 wants to merge 2 commits intofeature-engine:mainfrom
snehagahlot3:fix/replace-houseprice-dataset
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docs: replace houseprice dataset with sklearn's fetch_california_housing (#692)#918
snehagahlot3 wants to merge 2 commits intofeature-engine:mainfrom
snehagahlot3:fix/replace-houseprice-dataset

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@snehagahlot3
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…ing (#692)

Replaced the houseprice.csv dataset with sklearn's
fetch_california_housing across:

  • docs/user_guide/discretisation/GeometricWidthDiscretiser.rst
  • docs/user_guide/wrappers/Wrapper.rst

Changes:

  • Replaced pd.read_csv('houseprice.csv') with fetch_california_housing
  • Updated target column: SalePrice → MedHouseVal
  • Updated feature columns to match new dataset

@snehagahlot3
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Hi @solegalli! I'm Sneha, a GSoC 2026 applicant. I submitted this PR as part of my interest in contributing to Feature-engine. I also commented on issue #691 about implementing partial_fit as a potential GSoC project. Would love your guidance on whether this would make a suitable GSoC 2026 proposal for Feature-engine under GC-OS!

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codecov bot commented Mar 22, 2026

Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 98.27%. Comparing base (f72a2b7) to head (f1ed2f4).

Additional details and impacted files
@@           Coverage Diff           @@
##             main     #918   +/-   ##
=======================================
  Coverage   98.27%   98.27%           
=======================================
  Files         116      116           
  Lines        4978     4978           
  Branches      795      795           
=======================================
  Hits         4892     4892           
  Misses         55       55           
  Partials       31       31           

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