zhengruifeng commented on PR #43288:
URL: https://github.com/apache/spark/pull/43288#issuecomment-1755231209

   > Is that really an error? It's the only way to represent a missing value
   
   
https://github.com/apache/spark/blob/d679dabdd1b5ad04b8c7deb1c06ce886a154a928/mllib/src/main/scala/org/apache/spark/ml/feature/VectorAssembler.scala#L72-L81
   
   
   according to the doc, the `NULL and NaN values` are invalid data.
   And the default `handleInvalid` is `error`, which treats invalid values as 
errors.
   
   If users want to keep the missing value, users can set `handleInvalid=keep`


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