<PMML version="4.0" xsi:schemaLocation="http://www.dmg.org/PMML-4_0 http://www.dmg.org/v4-0/pmml-4-0.xsd" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns="http://www.dmg.org/PMML-4_0">
  <Header copyright="Copyright (c) 2009 Zementis Inc. (www.zementis.com)" description="K-means Cluster Model using normalized Iris dataset">
    <Timestamp>Feb 26, 2009</Timestamp>
  </Header>
  <DataDictionary numberOfFields="5">
    <DataField dataType="double" name="SEPAL_LE" optype="continuous">
      <Interval closure="closedClosed" leftMargin="0.53" rightMargin="0.99"/>
    </DataField>
    <DataField dataType="double" name="SEPAL_WI" optype="continuous">
      <Interval closure="closedClosed" leftMargin="0.4" rightMargin="0.88"/>
    </DataField>
    <DataField dataType="double" name="PETAL_LE" optype="continuous">
      <Interval closure="closedClosed" leftMargin="0.2" rightMargin="1.38"/>
    </DataField>
    <DataField dataType="double" name="PETAL_WI" optype="continuous">
      <Interval closure="closedClosed" leftMargin="0.03" rightMargin="0.84"/>
    </DataField>
    <DataField dataType="string" name="CLASS" optype="categorical">
      <Value value="Iris-setosa"/>
      <Value value="Iris-versic"/>
      <Value value="Iris-virgin"/>
    </DataField>
  </DataDictionary>
  <ClusteringModel functionName="clustering" modelClass="centerBased" modelName="Iris_KM" numberOfClusters="3">
    <MiningSchema>
      <MiningField name="SEPAL_LE"/>
      <MiningField name="SEPAL_WI"/>
      <MiningField name="PETAL_LE"/>
      <MiningField name="PETAL_WI"/>
      <MiningField name="CLASS" usageType="predicted"/>
    </MiningSchema>
    <Output>
      <OutputField dataType="string" feature="predictedValue" name="CLASS" optype="categorical"/>
      <OutputField dataType="string" feature="clusterId" name="Cluster ID" optype="categorical"/>
      <OutputField dataType="double" feature="clusterAffinity" name="Cluster Affinity for predicted" optype="continuous"/>
      <OutputField dataType="double" feature="clusterAffinity" name="Cluster Affinity for setosa" optype="continuous" value="Iris-setosa"/>
      <OutputField dataType="double" feature="clusterAffinity" name="Cluster Affinity for versic" optype="continuous" value="Iris-versic"/>
      <OutputField dataType="double" feature="clusterAffinity" name="Cluster Affinity for virgin" optype="continuous" value="Iris-virgin"/>
    </Output>
    <ComparisonMeasure kind="distance">
      <squaredEuclidean/>
    </ComparisonMeasure>
    <ClusteringField compareFunction="absDiff" field="SEPAL_LE"/>
    <ClusteringField compareFunction="absDiff" field="SEPAL_WI"/>
    <ClusteringField compareFunction="absDiff" field="PETAL_LE"/>
    <ClusteringField compareFunction="absDiff" field="PETAL_WI"/>
    <Cluster name="Iris-versic" size="51">
      <Array n="4" type="real">0.7398039215686276 0.548235294117647 0.8541176470588238 0.4403921568627449</Array>
    </Cluster>
    <Cluster name="Iris-virgin" size="49">
      <Array n="4" type="real">0.8291836734693881 0.6016326530612247 1.1134693877551018 0.6812244897959185</Array>
    </Cluster>
    <Cluster name="Iris-setosa" size="50">
      <Array n="4" type="real">0.6277999999999999 0.6836000000000001 0.29280000000000006 0.08239999999999997</Array>
    </Cluster>
  </ClusteringModel>
</PMML>
