<?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="15">
<DataField name="age" optype="continuous" dataType="integer">
<Extension name="storageType" value="numeric"/>
</DataField>
<DataField name="sex" optype="categorical" dataType="string">
<Extension name="storageType" value="string"/>
<Value value="female" property="valid"/>
<Value value="male" property="valid"/>
</DataField>
<DataField name="cp" optype="categorical" dataType="string">
<Extension name="storageType" value="string"/>
<Value value="asympt" property="valid"/>
<Value value="atyp_angina" property="valid"/>
<Value value="non_anginal" property="valid"/>
<Value value="typ_angina" property="valid"/>
</DataField>
<DataField name="trestbps" optype="continuous" dataType="integer">
<Extension name="storageType" value="numeric"/>
</DataField>
<DataField name="chol" optype="continuous" dataType="integer">
<Extension name="storageType" value="numeric"/>
</DataField>
<DataField name="fbs" optype="categorical" dataType="string">
<Extension name="storageType" value="string"/>
<Value value="f" property="valid"/>
<Value value="t" property="valid"/>
</DataField>
<DataField name="restecg" optype="categorical" dataType="string">
<Extension name="storageType" value="string"/>
<Value value="left_vent_hyper" property="valid"/>
<Value value="normal" property="valid"/>
<Value value="st_t_wave_abnormality" property="valid"/>
</DataField>
<DataField name="thalach" optype="continuous" dataType="integer">
<Extension name="storageType" value="numeric"/>
</DataField>
<DataField name="exang" optype="categorical" dataType="string">
<Extension name="storageType" value="string"/>
<Value value="no" property="valid"/>
<Value value="yes" property="valid"/>
</DataField>
<DataField name="oldpeak" optype="continuous" dataType="double">
<Extension name="storageType" value="numeric"/>
</DataField>
<DataField name="slope" optype="categorical" dataType="string">
<Extension name="storageType" value="string"/>
<Value value="down" property="valid"/>
<Value value="flat" property="valid"/>
<Value value="up" property="valid"/>
</DataField>
<DataField name="ca" optype="continuous" dataType="integer">
<Extension name="storageType" value="numeric"/>
</DataField>
<DataField name="thal" optype="categorical" dataType="string">
<Extension name="storageType" value="string"/>
<Value value="fixed_defect" property="valid"/>
<Value value="normal" property="valid"/>
<Value value="reversable_defect" property="valid"/>
</DataField>
<DataField name="$L-num" optype="categorical" dataType="string">
<Extension name="storageType" value="string"/>
<Value value="&lt;50" property="valid"/>
<Value value="&gt;50_1" property="valid"/>
</DataField>
<DataField name="$LP-num" optype="continuous" dataType="double">
<Extension name="storageType" value="numeric"/>
</DataField>
</DataDictionary>
<GeneralRegressionModel modelName="HEART_NOMREG" functionName="classification" modelType="multinomialLogistic" targetVariableName="$L-num">
<MiningSchema>
<MiningField name="age" usageType="active"/>
<MiningField name="sex" usageType="active"/>
<MiningField name="cp" usageType="active"/>
<MiningField name="trestbps" usageType="active"/>
<MiningField name="chol" usageType="active"/>
<MiningField name="fbs" usageType="active"/>
<MiningField name="restecg" usageType="active"/>
<MiningField name="thalach" usageType="active"/>
<MiningField name="exang" usageType="active"/>
<MiningField name="oldpeak" usageType="active"/>
<MiningField name="slope" usageType="active"/>
<MiningField name="ca" usageType="active"/>
<MiningField name="thal" usageType="active"/>
<MiningField name="$L-num" usageType="predicted"/>
<MiningField name="$LP-num" usageType="supplementary"/>
</MiningSchema>
<ParameterList>
<Parameter name="P0000001" label="&lt;&lt;Intercept&gt;&gt;"/>
<Parameter name="P0000002" label="age"/>
<Parameter name="P0000003" label="trestbps"/>
<Parameter name="P0000004" label="chol"/>
<Parameter name="P0000005" label="thalach"/>
<Parameter name="P0000006" label="oldpeak"/>
<Parameter name="P0000007" label="ca"/>
<Parameter name="P0000008" label="sex=female"/>
<Parameter name="P0000009" label="cp=asympt"/>
<Parameter name="P0000010" label="cp=atyp_angina"/>
<Parameter name="P0000011" label="cp=non_anginal"/>
<Parameter name="P0000012" label="fbs=f"/>
<Parameter name="P0000013" label="restecg=left_vent_hyper"/>
<Parameter name="P0000014" label="restecg=normal"/>
<Parameter name="P0000015" label="exang=no"/>
<Parameter name="P0000016" label="slope=down"/>
<Parameter name="P0000017" label="slope=flat"/>
<Parameter name="P0000018" label="thal=fixed_defect"/>
<Parameter name="P0000019" label="thal=normal"/>
</ParameterList>
<FactorList>
<Predictor name="sex"/>
<Predictor name="cp"/>
<Predictor name="fbs"/>
<Predictor name="restecg"/>
<Predictor name="exang"/>
<Predictor name="slope"/>
<Predictor name="thal"/>
</FactorList>
<CovariateList>
<Predictor name="age"/>
<Predictor name="trestbps"/>
<Predictor name="chol"/>
<Predictor name="thalach"/>
<Predictor name="oldpeak"/>
<Predictor name="ca"/>
</CovariateList>
<PPMatrix>
<PPCell value="1" predictorName="age" parameterName="P0000002"/>
<PPCell value="1" predictorName="trestbps" parameterName="P0000003"/>
<PPCell value="1" predictorName="chol" parameterName="P0000004"/>
<PPCell value="1" predictorName="thalach" parameterName="P0000005"/>
<PPCell value="1" predictorName="oldpeak" parameterName="P0000006"/>
<PPCell value="1" predictorName="ca" parameterName="P0000007"/>
<PPCell value="female" predictorName="sex" parameterName="P0000008"/>
<PPCell value="asympt" predictorName="cp" parameterName="P0000009"/>
<PPCell value="atyp_angina" predictorName="cp" parameterName="P0000010"/>
<PPCell value="non_anginal" predictorName="cp" parameterName="P0000011"/>
<PPCell value="f" predictorName="fbs" parameterName="P0000012"/>
<PPCell value="left_vent_hyper" predictorName="restecg" parameterName="P0000013"/>
<PPCell value="normal" predictorName="restecg" parameterName="P0000014"/>
<PPCell value="no" predictorName="exang" parameterName="P0000015"/>
<PPCell value="down" predictorName="slope" parameterName="P0000016"/>
<PPCell value="flat" predictorName="slope" parameterName="P0000017"/>
<PPCell value="fixed_defect" predictorName="thal" parameterName="P0000018"/>
<PPCell value="normal" predictorName="thal" parameterName="P0000019"/>
</PPMatrix>
<ParamMatrix>
<PCell targetCategory="&lt;50" parameterName="P0000001" beta="1.6485487678691" df="1"/>
<PCell targetCategory="&lt;50" parameterName="P0000002" beta="0.0151565581042763" df="1"/>
<PCell targetCategory="&lt;50" parameterName="P0000003" beta="-0.0225084989930953" df="1"/>
<PCell targetCategory="&lt;50" parameterName="P0000004" beta="-0.00419117211781928" df="1"/>
<PCell targetCategory="&lt;50" parameterName="P0000005" beta="0.0180150657377129" df="1"/>
<PCell targetCategory="&lt;50" parameterName="P0000006" beta="-0.367556853173032" df="1"/>
<PCell targetCategory="&lt;50" parameterName="P0000007" beta="-1.36424396636098" df="1"/>
<PCell targetCategory="&lt;50" parameterName="P0000008" beta="1.67198506988112" df="1"/>
<PCell targetCategory="&lt;50" parameterName="P0000009" beta="-2.04471844493608" df="1"/>
<PCell targetCategory="&lt;50" parameterName="P0000010" beta="-1.32650416964461" df="1"/>
<PCell targetCategory="&lt;50" parameterName="P0000011" beta="-0.250806888282369" df="1"/>
<PCell targetCategory="&lt;50" parameterName="P0000012" beta="-0.590972410710686" df="1"/>
<PCell targetCategory="&lt;50" parameterName="P0000013" beta="0.473799892611073" df="1"/>
<PCell targetCategory="&lt;50" parameterName="P0000014" beta="0.891255785241992" df="1"/>
<PCell targetCategory="&lt;50" parameterName="P0000015" beta="0.775025945804079" df="1"/>
<PCell targetCategory="&lt;50" parameterName="P0000016" beta="-0.586625828643728" df="1"/>
<PCell targetCategory="&lt;50" parameterName="P0000017" beta="-1.26372382902138" df="1"/>
<PCell targetCategory="&lt;50" parameterName="P0000018" beta="1.45815536993899" df="1"/>
<PCell targetCategory="&lt;50" parameterName="P0000019" beta="1.41587437989704" df="1"/>
<PCell targetCategory="&gt;50_1" parameterName="P0000001" beta="0.0" df="1"/>
</ParamMatrix>
</GeneralRegressionModel>
</PMML>