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https://issues.apache.org/jira/browse/SPARK-19899?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15924677#comment-15924677
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Felix Cheung commented on SPARK-19899:
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+1 on "itemsCol"
looks like it is defaulting to "items" for association rules
https://github.com/apache/spark/blob/d4a637cd46b6dd5cc71ea17a55c4a26186e592c7/mllib/src/main/scala/org/apache/spark/ml/fpm/FPGrowth.scala#L214

> FPGrowth input column naming
> ----------------------------
>
>                 Key: SPARK-19899
>                 URL: https://issues.apache.org/jira/browse/SPARK-19899
>             Project: Spark
>          Issue Type: Improvement
>          Components: ML
>    Affects Versions: 2.2.0
>            Reporter: Maciej Szymkiewicz
>
> Current implementation extends {{HasFeaturesCol}}. Personally I find it 
> rather unfortunate. Up to this moment we used consistent conventions - if we 
> mix-in  {{HasFeaturesCol}} the {{featuresCol}} should be {{VectorUDT}}. 
> Using the same {{Param}} for an {{array<T>}} (and possibly for 
> {{array<arrray<T>>}} once {{PrefixSpan}} is ported to {{ml}}) will be 
> confusing for the users.
> I would like to suggest adding new {{trait}} (let's say 
> {{HasTransactionsCol}}) to clearly indicate that the input type differs for 
> the other {{Estiamtors}}.



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