<?xml version="1.0" encoding="utf-8" standalone="yes"?>
  <PMML version="3.1"
   xmlns="http://www.dmg.org/PMML-3_1"
   xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
    <Header copyright="Copyright(c) 2002 SAS Institute Inc., Cary, NC, USA. All Rights Reserved.">
    <Application name="SAS(r)" version="9.2"/>
    <Timestamp>2009-09-17 14:27:36</Timestamp>
    </Header>
    <DataDictionary numberOfFields="5">
      <DataField name="petal_length" optype="continuous" dataType="double"/>
      <DataField name="sepal_length" optype="continuous" dataType="double"/>
      <DataField name="petal_width" optype="continuous" dataType="double"/>
      <DataField name="sepal_width" optype="continuous" dataType="double"/>
      <DataField name="species" optype="categorical" dataType="string"/>
    </DataDictionary>
    <TransformationDictionary/>
    <RegressionModel functionName="classification" targetFieldName="species" normalizationMethod="softmax">
      <MiningSchema>
        <MiningField name="petal_length" usageType="active" optype="continuous"/>
        <MiningField name="sepal_length" usageType="active" optype="continuous"/>
        <MiningField name="petal_width" usageType="active" optype="continuous"/>
        <MiningField name="sepal_width" usageType="active" optype="continuous"/>
        <MiningField name="species" usageType="predicted" optype="categorical"/>
      </MiningSchema>
      <Output>
        <OutputField name="I_species" displayName="Into: species" optype="categorical" dataType="string" targetField="species" feature="predictedValue"/>
        <OutputField name="U_species" displayName="Unnormalized Into: species" optype="categorical" dataType="string" targetField="species" feature="predictedDisplayValue"/>
        <OutputField name="E_species" displayName="Error Function: species" optype="continuous" dataType="double" targetField="species" feature="standardError"/>
        <OutputField name="R_speciesIris_setosa    " displayName="Residual: species=Iris-setosa" optype="continuous" dataType="double" targetField="species" feature="residual" value="IRIS-SETOSA"/>
        <OutputField name="R_speciesIris_versicolor" displayName="Residual: species=Iris-versicolor" optype="continuous" dataType="double" targetField="species" feature="residual" value="IRIS-VERSICOLOR"/>
        <OutputField name="R_speciesIris_virginica " displayName="Residual: species=Iris-virginica" optype="continuous" dataType="double" targetField="species" feature="residual" value="IRIS-VIRGINICA"/>
        <OutputField name="P_speciesIris_setosa    " displayName="Predicted: species=Iris-setosa" optype="continuous" dataType="double" targetField="species" feature="probability" value="IRIS-SETOSA"/>
        <OutputField name="P_speciesIris_versicolor" displayName="Predicted: species=Iris-versicolor" optype="continuous" dataType="double" targetField="species" feature="probability" value="IRIS-VERSICOLOR"/>
        <OutputField name="P_speciesIris_virginica " displayName="Predicted: species=Iris-virginica" optype="continuous" dataType="double" targetField="species" feature="probability" value="IRIS-VIRGINICA"/>
      </Output>
      <Targets>
        <Target field="species" optype="categorical">
          <TargetValue value="IRIS-SETOSA" rawDataValue="Iris-setosa" priorProbability="0.33333333333333"/>
          <TargetValue value="IRIS-VERSICOLOR" rawDataValue="Iris-versicolor" priorProbability="0.33333333333333"/>
          <TargetValue value="IRIS-VIRGINICA" rawDataValue="Iris-virginica" priorProbability="0.33333333333333"/>
        </Target>
      </Targets>
      <LocalTransformations/>
      <RegressionTable intercept="62.836777627932" targetCategory="IRIS-SETOSA">
        <PredictorTerm coefficient="-3.21211820549827">
          <FieldRef field="petal_length"/>
          <FieldRef field="sepal_length"/>
        </PredictorTerm>
        <PredictorTerm coefficient="-6.28464522003447">
          <FieldRef field="petal_width"/>
          <FieldRef field="sepal_width"/>
        </PredictorTerm>
      </RegressionTable>
      <RegressionTable intercept="16.1901418756322" targetCategory="IRIS-VERSICOLOR">
        <PredictorTerm coefficient="-0.28105471768214">
          <FieldRef field="petal_length"/>
          <FieldRef field="sepal_length"/>
        </PredictorTerm>
        <PredictorTerm coefficient="-1.60196158087491">
          <FieldRef field="petal_width"/>
          <FieldRef field="sepal_width"/>
        </PredictorTerm>
      </RegressionTable>
      <RegressionTable intercept="0" targetCategory="IRIS-VIRGINICA"/>
    </RegressionModel>
  </PMML>
