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

    https://github.com/apache/spark/pull/364#discussion_r11509387
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/evaluation/binary/BinaryClassificationMetrics.scala
 ---
    @@ -0,0 +1,204 @@
    +/*
    + * Licensed to the Apache Software Foundation (ASF) under one or more
    + * contributor license agreements.  See the NOTICE file distributed with
    + * this work for additional information regarding copyright ownership.
    + * The ASF licenses this file to You under the Apache License, Version 2.0
    + * (the "License"); you may not use this file except in compliance with
    + * the License.  You may obtain a copy of the License at
    + *
    + *    http://www.apache.org/licenses/LICENSE-2.0
    + *
    + * Unless required by applicable law or agreed to in writing, software
    + * distributed under the License is distributed on an "AS IS" BASIS,
    + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
    + * See the License for the specific language governing permissions and
    + * limitations under the License.
    + */
    +
    +package org.apache.spark.mllib.evaluation.binary
    +
    +import org.apache.spark.rdd.{UnionRDD, RDD}
    +import org.apache.spark.SparkContext._
    +import org.apache.spark.mllib.evaluation.AreaUnderCurve
    +import org.apache.spark.Logging
    +
    +/**
    + * Implementation of 
[[org.apache.spark.mllib.evaluation.binary.BinaryConfusionMatrix]].
    + *
    + * @param count label counter for labels with scores greater than or equal 
to the current score
    + * @param totalCount label counter for all labels
    + */
    +private case class BinaryConfusionMatrixImpl(
    +    count: LabelCounter,
    +    totalCount: LabelCounter) extends BinaryConfusionMatrix with 
Serializable {
    +
    +  /** number of true positives */
    +  override def numTruePositives: Long = count.numPositives
    --- End diff --
    
    Just a minor question, do you want to call these numTruePositives or just 
truePositives? Anyway I'm happy to merge it as is, just felt truePositives 
would be shorter.


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