jiayuasu opened a new issue, #3288:
URL: https://github.com/apache/sedona/issues/3288

   GeoDataFrame.from_dict is currently an unimplemented GeoPandas compatibility 
constructor in Sedona.\n\nThe implementation should:\n\n- delegate dictionary 
parsing, orientation, and column selection to GeoPandas;\n- preserve active 
geometry selection, CRS metadata, index and row order, empty inputs, and 
multiple geometry columns;\n- handle Spark schema inference when 
geometry-valued columns begin with missing values;\n- document that the 
dictionary is materialized on the driver and that large datasets should use a 
distributed Spark or Sedona data source instead; and\n- add focused tests 
across supported Spark, GeoPandas, and Shapely versions.\n\nThis is 
intentionally a driver-local constructor for small in-memory dictionaries, not 
a distributed ingestion API.


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