<?xml version="1.0" encoding="UTF-8"?>
<PMML version="3.0" xmlns="http://www.dmg.org/PMML-3_0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<Header copyright="Copyright (c) Integral Solutions Ltd., 1994 - 2005. All rights reserved.">
<Application name="Clementine" version="10.0"/>
<Annotation>Exported with PMML extensions for use with SPSS SmartScore</Annotation>
</Header>
<DataDictionary numberOfFields="6">
<DataField name="petal length" optype="continuous" dataType="double">
<Extension name="storageType" value="numeric"/>
<Extension name="measure" value="range"/>
</DataField>
<DataField name="petal width" optype="continuous" dataType="double">
<Extension name="storageType" value="numeric"/>
<Extension name="measure" value="range"/>
</DataField>
<DataField name="sepal length" optype="continuous" dataType="double">
<Extension name="storageType" value="numeric"/>
<Extension name="measure" value="range"/>
</DataField>
<DataField name="sepal width" optype="continuous" dataType="double">
<Extension name="storageType" value="numeric"/>
<Extension name="measure" value="range"/>
</DataField>
<DataField name="$KM-IRIS_CLUSTER_KMEANS" optype="continuous" dataType="integer">
<Extension name="storageType" value="numeric"/>
<Extension name="measure" value="range"/>
</DataField>
<DataField name="$KMD-IRIS_CLUSTER_KMEANS" optype="continuous" dataType="double">
<Extension name="storageType" value="numeric"/>
<Extension name="measure" value="range"/>
</DataField>
</DataDictionary>
<ClusteringModel modelName="IRIS_CLUSTER_KMEANS" functionName="clustering" algorithmName="KMeans" modelClass="centerBased" numberOfClusters="3">
<MiningSchema>
<MiningField name="petal length" usageType="active" missingValueReplacement="3.95" missingValueTreatment="asMedian" outliers="asExtremeValues" lowValue="1.0" highValue="6.9"/>
<MiningField name="petal width" usageType="active" missingValueReplacement="1.3" missingValueTreatment="asMedian" outliers="asExtremeValues" lowValue="0.1" highValue="2.5"/>
<MiningField name="sepal length" usageType="active" missingValueReplacement="6.1" missingValueTreatment="asMedian" outliers="asExtremeValues" lowValue="4.3" highValue="7.9"/>
<MiningField name="sepal width" usageType="active" missingValueReplacement="3.2" missingValueTreatment="asMedian" outliers="asExtremeValues" lowValue="2.0" highValue="4.4"/>
<MiningField name="$KM-IRIS_CLUSTER_KMEANS" usageType="predicted" missingValueReplacement="2.0" missingValueTreatment="asMedian" outliers="asExtremeValues" lowValue="1.0" highValue="3.0"/>
<MiningField name="$KMD-IRIS_CLUSTER_KMEANS" usageType="predicted"/>
</MiningSchema>
<ModelStats>
<UnivariateStats field="petal length">
<Counts totalFreq="150" missingFreq="0" invalidFreq="0"/>
<NumericInfo mean="3.758666666666669" standardDeviation="1.764420419952258"/>
</UnivariateStats>
<UnivariateStats field="petal width">
<Counts totalFreq="150" missingFreq="0" invalidFreq="0"/>
<NumericInfo mean="1.198666666666667" standardDeviation="0.7631607417008409"/>
</UnivariateStats>
<UnivariateStats field="sepal length">
<Counts totalFreq="150" missingFreq="0" invalidFreq="0"/>
<NumericInfo mean="5.843333333333335" standardDeviation="0.8280661279778441"/>
</UnivariateStats>
<UnivariateStats field="sepal width">
<Counts totalFreq="150" missingFreq="0" invalidFreq="0"/>
<NumericInfo mean="3.054000000000001" standardDeviation="0.4335943113621594"/>
</UnivariateStats>
</ModelStats>
<ComparisonMeasure kind="distance">
<euclidean/>
</ComparisonMeasure>
<ClusteringField field="petal length" compareFunction="absDiff"/>
<ClusteringField field="petal length" compareFunction="absDiff"/>
<ClusteringField field="petal width" compareFunction="absDiff"/>
<ClusteringField field="petal width" compareFunction="absDiff"/>
<ClusteringField field="sepal length" compareFunction="absDiff"/>
<ClusteringField field="sepal length" compareFunction="absDiff"/>
<ClusteringField field="sepal width" compareFunction="absDiff"/>
<ClusteringField field="sepal width" compareFunction="absDiff"/>
<CenterFields>
<DerivedField name="cluster0" optype="continuous" dataType="double">
<NormContinuous field="petal length">
<LinearNorm orig="1" norm="0"/>
<LinearNorm orig="6.9" norm="1"/>
</NormContinuous>
</DerivedField>
<DerivedField name="cluster1" optype="continuous" dataType="double">
<NormContinuous field="petal width">
<LinearNorm orig="0.1" norm="0"/>
<LinearNorm orig="2.5" norm="1"/>
</NormContinuous>
</DerivedField>
<DerivedField name="cluster2" optype="continuous" dataType="double">
<NormContinuous field="sepal length">
<LinearNorm orig="4.3" norm="0"/>
<LinearNorm orig="7.9" norm="1"/>
</NormContinuous>
</DerivedField>
<DerivedField name="cluster3" optype="continuous" dataType="double">
<NormContinuous field="sepal width">
<LinearNorm orig="2" norm="0"/>
<LinearNorm orig="4.4" norm="1"/>
</NormContinuous>
</DerivedField>
</CenterFields>
<Cluster name="1" size="50">
<Array n="4" type="real">0.0786441 0.06 0.196111 0.590833</Array>
<Covariances>
<Matrix kind="diagonal">
<Array n="4" type="real">0.000864869935334 0.001995464852608 0.009587112622827 0.025204790249433</Array>
</Matrix>
</Covariances>
</Cluster>
<Cluster name="2" size="39">
<Array n="4" type="real">0.797045 0.824786 0.707265 0.450855</Array>
<Covariances>
<Matrix kind="diagonal">
<Array n="4" type="real">0.007748638163371 0.013722540860699 0.019486929574651 0.013603051431999</Array>
</Matrix>
</Covariances>
</Cluster>
<Cluster name="3" size="61">
<Array n="4" type="real">0.575715 0.54918 0.441257 0.307377</Array>
<Covariances>
<Matrix kind="diagonal">
<Array n="4" type="real">0.007976321106145 0.012876631754705 0.015537509276125 0.014940042501518</Array>
</Matrix>
</Covariances>
</Cluster>
</ClusteringModel>
</PMML>