Github user jkbradley commented on a diff in the pull request:
    --- Diff: mllib/src/main/scala/org/apache/spark/ml/feature/Bucketizer.scala 
    @@ -128,8 +145,11 @@ object Bucketizer extends 
DefaultParamsReadable[Bucketizer] {
        * Binary searching in several buckets to place each data point.
        * @throws SparkException if a feature is < splits.head or > splits.last
    -  private[feature] def binarySearchForBuckets(splits: Array[Double], 
feature: Double): Double = {
    -    if (feature.isNaN) {
    +  private[feature] def binarySearchForBuckets(
    +                                               splits: Array[Double],
    +                                               feature: Double,
    +                                               flag: String): Double = {
    --- End diff --
    Use a better name than "flag"  How about "keepNaNs"?
    Also, please document this argument.

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