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r00ta/risk_rf.pmml

Created January 12, 2022 13:42
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risk_rf.pmml
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<?xml version="1.0"?>
<PMML version="4.2" xmlns="http://www.dmg.org/PMML-4_2" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.dmg.org/PMML-4_2 http://www.dmg.org/pmml/v4-2/pmml-4-2.xsd">
<Header copyright="Copyright (c) 2021 jrota" description="Random Forest Tree Model">
<Extension name="user" value="jrota" extender="SoftwareAG PMML Generator"/>
<Application name="SoftwareAG PMML Generator" version="2.3.1"/>
<Timestamp>2021-08-03 14:25:47</Timestamp>
</Header>
<DataDictionary numberOfFields="6">
<DataField name="Risk" optype="continuous" dataType="double"/>
<DataField name="Age" optype="continuous" dataType="double"/>
<DataField name="MonthlySalary" optype="continuous" dataType="double"/>
<DataField name="TotalAsset" optype="continuous" dataType="double"/>
<DataField name="TotalRequired" optype="continuous" dataType="double"/>
<DataField name="NumberInstallments" optype="continuous" dataType="double"/>
</DataDictionary>
<MiningModel modelName="randomForest_Model" algorithmName="randomForest" functionName="regression">
<MiningSchema>
<MiningField name="Risk" usageType="predicted" invalidValueTreatment="returnInvalid"/>
<MiningField name="Age" usageType="active" invalidValueTreatment="returnInvalid"/>
<MiningField name="MonthlySalary" usageType="active" invalidValueTreatment="returnInvalid"/>
<MiningField name="TotalAsset" usageType="active" invalidValueTreatment="returnInvalid"/>
<MiningField name="TotalRequired" usageType="active" invalidValueTreatment="returnInvalid"/>
<MiningField name="NumberInstallments" usageType="active" invalidValueTreatment="returnInvalid"/>
</MiningSchema>
<Output>
<OutputField name="Predicted_Risk" optype="continuous" dataType="double" feature="predictedValue"/>
</Output>
<Segmentation multipleModelMethod="average">
<Segment id="1">
<True/>
<TreeModel modelName="randomForest_Model" functionName="regression" algorithmName="randomForest" splitCharacteristic="binarySplit">
<MiningSchema>
<MiningField name="Risk" usageType="predicted" invalidValueTreatment="asIs"/>
<MiningField name="Age" usageType="active" invalidValueTreatment="asIs"/>
<MiningField name="MonthlySalary" usageType="active" invalidValueTreatment="asIs"/>
<MiningField name="TotalAsset" usageType="active" invalidValueTreatment="asIs"/>
<MiningField name="TotalRequired" usageType="active" invalidValueTreatment="asIs"/>
<MiningField name="NumberInstallments" usageType="active" invalidValueTreatment="asIs"/>
</MiningSchema>
<Node id="1">
<True/>
<Node id="2">
<SimplePredicate field="NumberInstallments" operator="lessOrEqual" value="88.5"/>
<Node id="4">
<SimplePredicate field="MonthlySalary" operator="lessOrEqual" value="10457.5"/>
<Node id="8">
<SimplePredicate field="Age" operator="lessOrEqual" value="19.5"/>
<Node id="16">
<SimplePredicate field="MonthlySalary" operator="lessOrEqual" value="7854.5"/>
<Node id="32">
<SimplePredicate field="MonthlySalary" operator="lessOrEqual" value="4513.5"/>
<Node id="64">
<SimplePredicate field="MonthlySalary" operator="lessOrEqual" value="1045.5"/>
<Node id="116">
<SimplePredicate field="TotalAsset" operator="lessOrEqual" value="537554"/>
<Node id="204" score="100">
<SimplePredicate field="NumberInstallments" operator="lessOrEqual" value="49.5"/>
</Node>
<Node id="205">
<SimplePredicate field="NumberInstallments" operator="greaterThan" value="49.5"/>
<Node id="354" score="100">
<SimplePredicate field="Age" operator="lessOrEqual" value="0"/>
</Node>
<Node id="355" score="100">
<SimplePredicate field="Age" operator="greaterThan" value="0"/>
</Node>
</Node>
</Node>
<Node id="117">
<SimplePredicate field="TotalAsset" operator="greaterThan" value="537554"/>
<Node id="206" score="100">
<SimplePredicate field="Age" operator="lessOrEqual" value="2.5"/>
</Node>
<Node id="207">
<SimplePredicate field="Age" operator="greaterThan" value="2.5"/>
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<SimplePredicate field="Age" operator="greaterThan" value="0"/>
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</Node>
</Node>
</Node>
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<SimplePredicate field="MonthlySalary" operator="greaterThan" value="1045.5"/>
</Node>
</Node>
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<SimplePredicate field="MonthlySalary" operator="greaterThan" value="4513.5"/>
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<SimplePredicate field="Age" operator="greaterThan" value="0"/>
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<SimplePredicate field="TotalAsset" operator="lessOrEqual" value="3400"/>
</Node>
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<SimplePredicate field="TotalAsset" operator="greaterThan" value="3400"/>
</Node>
</Node>
</Node>
</Node>
</Node>
<Node id="17">
<SimplePredicate field="MonthlySalary" operator="greaterThan" value="7854.5"/>
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<SimplePredicate field="Age" operator="lessOrEqual" value="18.5"/>
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<SimplePredicate field="MonthlySalary" operator="lessOrEqual" value="10455"/>
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<SimplePredicate field="Age" operator="lessOrEqual" value="0"/>
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<SimplePredicate field="Age" operator="greaterThan" value="0"/>
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<SimplePredicate field="NumberInstallments" operator="lessOrEqual" value="0"/>
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<SimplePredicate field="NumberInstallments" operator="greaterThan" value="0"/>
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<SimplePredicate field="NumberInstallments" operator="greaterThan" value="0"/>
</Node>
</Node>
</Node>
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<SimplePredicate field="MonthlySalary" operator="greaterThan" value="10455"/>
</Node>
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</Node>
<Node id="9">
<SimplePredicate field="Age" operator="greaterThan" value="19.5"/>
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<SimplePredicate field="TotalRequired" operator="lessOrEqual" value="64268"/>
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<SimplePredicate field="MonthlySalary" operator="lessOrEqual" value="2502.5"/>
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<SimplePredicate field="NumberInstallments" operator="lessOrEqual" value="43.5"/>
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<SimplePredicate field="NumberInstallments" operator="lessOrEqual" value="22"/>
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<SimplePredicate field="TotalAsset" operator="lessOrEqual" value="740398"/>
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<SimplePredicate field="TotalRequired" operator="greaterThan" value="0"/>
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<SimplePredicate field="TotalAsset" operator="greaterThan" value="740398"/>
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<SimplePredicate field="TotalRequired" operator="lessOrEqual" value="15715.5"/>
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<SimplePredicate field="TotalRequired" operator="greaterThan" value="15715.5"/>
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<SimplePredicate field="NumberInstallments" operator="greaterThan" value="0"/>
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</Node>
</Node>
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<SimplePredicate field="NumberInstallments" operator="greaterThan" value="22"/>
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<SimplePredicate field="Age" operator="greaterThan" value="38.5"/>
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<SimplePredicate field="Age" operator="lessOrEqual" value="66.5"/>
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<SimplePredicate field="TotalAsset" operator="lessOrEqual" value="752116"/>
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<SimplePredicate field="TotalAsset" operator="lessOrEqual" value="500795.5"/>
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