jiayuasu opened a new pull request, #3314:
URL: https://github.com/apache/sedona/pull/3314

   ## Did you read the Contributor Guide?
   
   - Yes, I have read the [Contributor 
Rules](https://sedona.apache.org/latest/community/rule/) and [Contributor 
Development Guide](https://sedona.apache.org/latest/community/develop/)
   
   ## Is this PR related to a ticket?
   
   - Yes, and the PR name follows the format `[GH-XXX] my subject`. Closes #3307
   
   ## What changes were proposed in this PR?
   
   This PR makes unlimited `GeoSeries.fillna(value=GeoSeries)` preserve 
GeoPandas-compatible left-index semantics.
   
   - Preserve the left index, row order, name, and CRS.
   - Keep null replacement geometries null and omit replacement-only labels.
   - Handle duplicate indexes, Index/MultiIndex differences, and compatible 
index key types.
   - Keep same-frame replacement fills lazy and join-free.
   - Normalize replacement geometry SRIDs to the left CRS.
   - Add regression coverage and a release note.
   
   ## How was this patch tested?
   
   - Focused GeoSeries fillna tests on Spark 3.5: 28 passed.
   - Focused GeoSeries fillna tests on Spark 4.1: 28 passed.
   - The focused GeoPandas 0.13.2 and Shapely 1.8.5 compatibility test passed.
   - Black and all repository commit hooks passed.
   
   ## Did this PR include necessary documentation updates?
   
   - Yes, I have updated the documentation.


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