<?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"/>
<Extension name="measure" value="range"/>
</DataField>
<DataField name="ca" optype="continuous" dataType="integer">
<Extension name="storageType" value="numeric"/>
<Extension name="measure" value="range"/>
</DataField>
<DataField name="chol" optype="continuous" dataType="integer">
<Extension name="storageType" value="numeric"/>
<Extension name="measure" value="range"/>
</DataField>
<DataField name="cp" optype="categorical" dataType="string">
<Extension name="storageType" value="string"/>
<Extension name="measure" value="set"/>
<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="exang" optype="categorical" dataType="string">
<Extension name="storageType" value="string"/>
<Extension name="measure" value="set"/>
<Value value="no" property="valid"/>
<Value value="yes" property="valid"/>
</DataField>
<DataField name="fbs" optype="categorical" dataType="string">
<Extension name="storageType" value="string"/>
<Extension name="measure" value="set"/>
<Value value="f" property="valid"/>
<Value value="t" property="valid"/>
</DataField>
<DataField name="oldpeak" optype="continuous" dataType="double">
<Extension name="storageType" value="numeric"/>
<Extension name="measure" value="range"/>
</DataField>
<DataField name="restecg" optype="categorical" dataType="string">
<Extension name="storageType" value="string"/>
<Extension name="measure" value="set"/>
<Value value="left_vent_hyper" property="valid"/>
<Value value="normal" property="valid"/>
<Value value="st_t_wave_abnormality" property="valid"/>
</DataField>
<DataField name="sex" optype="categorical" dataType="string">
<Extension name="storageType" value="string"/>
<Extension name="measure" value="set"/>
<Value value="female" property="valid"/>
<Value value="male" property="valid"/>
</DataField>
<DataField name="slope" optype="categorical" dataType="string">
<Extension name="storageType" value="string"/>
<Extension name="measure" value="set"/>
<Value value="down" property="valid"/>
<Value value="flat" property="valid"/>
<Value value="up" property="valid"/>
</DataField>
<DataField name="thal" optype="categorical" dataType="string">
<Extension name="storageType" value="string"/>
<Extension name="measure" value="set"/>
<Value value="fixed_defect" property="valid"/>
<Value value="normal" property="valid"/>
<Value value="reversable_defect" property="valid"/>
</DataField>
<DataField name="thalach" optype="continuous" dataType="integer">
<Extension name="storageType" value="numeric"/>
<Extension name="measure" value="range"/>
</DataField>
<DataField name="trestbps" optype="continuous" dataType="integer">
<Extension name="storageType" value="numeric"/>
<Extension name="measure" value="range"/>
</DataField>
<DataField name="$L-num" optype="categorical" dataType="string">
<Extension name="storageType" value="string"/>
<Extension name="measure" value="set"/>
<Value value="&lt;50" property="valid"/>
<Value value="&gt;50_1" property="valid"/>
</DataField>
<DataField name="$NC-num" optype="continuous" dataType="double">
<Extension name="storageType" value="numeric"/>
<Extension name="measure" value="range"/>
</DataField>
</DataDictionary>
<NeuralNetwork modelName="HEART_RBF" functionName="classification" algorithmName="Neural Net" activationFunction="radialBasis">
<Extension name="normalizationMethod" value="limitedDifference"/>
<MiningSchema>
<MiningField name="age" usageType="active" missingValueReplacement="53.0" missingValueTreatment="asMedian" outliers="asExtremeValues" lowValue="29.0" highValue="77.0"/>
<MiningField name="ca" usageType="active" missingValueReplacement="1.5" missingValueTreatment="asMedian" outliers="asExtremeValues" lowValue="0.0" highValue="3.0"/>
<MiningField name="chol" usageType="active" missingValueReplacement="345.0" missingValueTreatment="asMedian" outliers="asExtremeValues" lowValue="126.0" highValue="564.0"/>
<MiningField name="cp" usageType="active"/>
<MiningField name="exang" usageType="active"/>
<MiningField name="fbs" usageType="active"/>
<MiningField name="oldpeak" usageType="active" missingValueReplacement="3.1" missingValueTreatment="asMedian" outliers="asExtremeValues" lowValue="0.0" highValue="6.2"/>
<MiningField name="restecg" usageType="active"/>
<MiningField name="sex" usageType="active"/>
<MiningField name="slope" usageType="active"/>
<MiningField name="thal" usageType="active"/>
<MiningField name="thalach" usageType="active" missingValueReplacement="136.5" missingValueTreatment="asMedian" outliers="asExtremeValues" lowValue="71.0" highValue="202.0"/>
<MiningField name="trestbps" usageType="active" missingValueReplacement="147.0" missingValueTreatment="asMedian" outliers="asExtremeValues" lowValue="94.0" highValue="200.0"/>
<MiningField name="$L-num" usageType="predicted"/>
<MiningField name="$NC-num" usageType="supplementary"/>
</MiningSchema>
<NeuralInputs>
<NeuralInput id="0">
<DerivedField optype="continuous" dataType="double">
<NormContinuous field="age">
<LinearNorm orig="29" norm="0"/>
<LinearNorm orig="77" norm="1"/>
</NormContinuous>
</DerivedField>
</NeuralInput>
<NeuralInput id="1">
<DerivedField optype="continuous" dataType="double">
<NormContinuous field="ca">
<LinearNorm orig="0" norm="0"/>
<LinearNorm orig="3" norm="1"/>
</NormContinuous>
</DerivedField>
</NeuralInput>
<NeuralInput id="2">
<DerivedField optype="continuous" dataType="double">
<NormContinuous field="chol">
<LinearNorm orig="126" norm="0"/>
<LinearNorm orig="564" norm="1"/>
</NormContinuous>
</DerivedField>
</NeuralInput>
<NeuralInput id="3">
<DerivedField optype="continuous" dataType="double">
<NormDiscrete field="cp" value="asympt"/>
</DerivedField>
</NeuralInput>
<NeuralInput id="4">
<DerivedField optype="continuous" dataType="double">
<NormDiscrete field="cp" value="atyp_angina"/>
</DerivedField>
</NeuralInput>
<NeuralInput id="5">
<DerivedField optype="continuous" dataType="double">
<NormDiscrete field="cp" value="non_anginal"/>
</DerivedField>
</NeuralInput>
<NeuralInput id="6">
<DerivedField optype="continuous" dataType="double">
<NormDiscrete field="cp" value="typ_angina"/>
</DerivedField>
</NeuralInput>
<NeuralInput id="7">
<DerivedField optype="continuous" dataType="double">
<NormDiscrete field="exang" value="no"/>
</DerivedField>
</NeuralInput>
<NeuralInput id="8">
<DerivedField optype="continuous" dataType="double">
<NormDiscrete field="exang" value="yes"/>
</DerivedField>
</NeuralInput>
<NeuralInput id="9">
<DerivedField optype="continuous" dataType="double">
<NormDiscrete field="fbs" value="f"/>
</DerivedField>
</NeuralInput>
<NeuralInput id="10">
<DerivedField optype="continuous" dataType="double">
<NormDiscrete field="fbs" value="t"/>
</DerivedField>
</NeuralInput>
<NeuralInput id="11">
<DerivedField optype="continuous" dataType="double">
<NormContinuous field="oldpeak">
<LinearNorm orig="0" norm="0"/>
<LinearNorm orig="6.2" norm="1"/>
</NormContinuous>
</DerivedField>
</NeuralInput>
<NeuralInput id="12">
<DerivedField optype="continuous" dataType="double">
<NormDiscrete field="restecg" value="left_vent_hyper"/>
</DerivedField>
</NeuralInput>
<NeuralInput id="13">
<DerivedField optype="continuous" dataType="double">
<NormDiscrete field="restecg" value="normal"/>
</DerivedField>
</NeuralInput>
<NeuralInput id="14">
<DerivedField optype="continuous" dataType="double">
<NormDiscrete field="restecg" value="st_t_wave_abnormality"/>
</DerivedField>
</NeuralInput>
<NeuralInput id="15">
<DerivedField optype="continuous" dataType="double">
<NormDiscrete field="sex" value="female"/>
</DerivedField>
</NeuralInput>
<NeuralInput id="16">
<DerivedField optype="continuous" dataType="double">
<NormDiscrete field="sex" value="male"/>
</DerivedField>
</NeuralInput>
<NeuralInput id="17">
<DerivedField optype="continuous" dataType="double">
<NormDiscrete field="slope" value="down"/>
</DerivedField>
</NeuralInput>
<NeuralInput id="18">
<DerivedField optype="continuous" dataType="double">
<NormDiscrete field="slope" value="flat"/>
</DerivedField>
</NeuralInput>
<NeuralInput id="19">
<DerivedField optype="continuous" dataType="double">
<NormDiscrete field="slope" value="up"/>
</DerivedField>
</NeuralInput>
<NeuralInput id="20">
<DerivedField optype="continuous" dataType="double">
<NormDiscrete field="thal" value="fixed_defect"/>
</DerivedField>
</NeuralInput>
<NeuralInput id="21">
<DerivedField optype="continuous" dataType="double">
<NormDiscrete field="thal" value="normal"/>
</DerivedField>
</NeuralInput>
<NeuralInput id="22">
<DerivedField optype="continuous" dataType="double">
<NormDiscrete field="thal" value="reversable_defect"/>
</DerivedField>
</NeuralInput>
<NeuralInput id="23">
<DerivedField optype="continuous" dataType="double">
<NormContinuous field="thalach">
<LinearNorm orig="71" norm="0"/>
<LinearNorm orig="202" norm="1"/>
</NormContinuous>
</DerivedField>
</NeuralInput>
<NeuralInput id="24">
<DerivedField optype="continuous" dataType="double">
<NormContinuous field="trestbps">
<LinearNorm orig="94" norm="0"/>
<LinearNorm orig="200" norm="1"/>
</NormContinuous>
</DerivedField>
</NeuralInput>
</NeuralInputs>
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