Github user jkbradley commented on a diff in the pull request:

    https://github.com/apache/spark/pull/10257#discussion_r47384289
  
    --- Diff: docs/ml-features.md ---
    @@ -459,6 +459,42 @@ column, we should get the following:
     "a" gets index `0` because it is the most frequent, followed by "c" with 
index `1` and "b" with
     index `2`.
     
    +Additionaly, there are two strategies regarding how `StringIndexer` will 
handle
    +unseen labels when you have set up a `StringIndexer` on a dataset which 
you want
    --- End diff --
    
    "set up" --> "fit"
    "on a dataset which you want to reuse on another" --> "on one dataset and 
then use it to transform another dataset"


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