library.pmml

<?xml version="1.0" encoding="UTF-8" standalone="yes"?>
<PMML xmlns="http://www.dmg.org/PMML-4_4" xmlns:data="http://jpmml.org/jpmml-model/InlineTable" version="4.4">
	<Header>
		<Application name="JPMML-SparkML" version="1.7.2"/>
		<Timestamp>2021-07-06T17:30:28Z</Timestamp>
	</Header>
	<DataDictionary>
		<DataField name="number_months_available" optype="continuous" dataType="integer"/>
		<DataField name="total_checkouts" optype="continuous" dataType="integer"/>
		<DataField name="previous_quarter_checkouts" optype="continuous" dataType="integer"/>
		<DataField name="previous_month_checkouts" optype="continuous" dataType="integer"/>
		<DataField name="current_month_checkouts" optype="continuous" dataType="integer"/>
		<DataField name="total_collection_central" optype="continuous" dataType="integer"/>
		<DataField name="previous_quarter_collection_central" optype="continuous" dataType="integer"/>
		<DataField name="previous_month_collection_central" optype="continuous" dataType="integer"/>
		<DataField name="current_month_collection_central" optype="continuous" dataType="integer"/>
		<DataField name="total_collection_other" optype="continuous" dataType="integer"/>
		<DataField name="previous_quarter_collection_other" optype="continuous" dataType="integer"/>
		<DataField name="previous_month_collection_other" optype="continuous" dataType="integer"/>
		<DataField name="current_month_collection_other" optype="continuous" dataType="integer"/>
		<DataField name="target" optype="continuous" dataType="double"/>
	</DataDictionary>
	<TransformationDictionary/>
	<MiningModel functionName="regression">
		<MiningSchema>
			<MiningField name="target" usageType="target"/>
			<MiningField name="number_months_available"/>
			<MiningField name="total_checkouts"/>
			<MiningField name="previous_quarter_checkouts"/>
			<MiningField name="previous_month_checkouts"/>
			<MiningField name="current_month_checkouts"/>
			<MiningField name="total_collection_central"/>
			<MiningField name="previous_quarter_collection_central"/>
			<MiningField name="previous_month_collection_central"/>
			<MiningField name="current_month_collection_central"/>
			<MiningField name="total_collection_other"/>
			<MiningField name="previous_quarter_collection_other"/>
			<MiningField name="previous_month_collection_other"/>
			<MiningField name="current_month_collection_other"/>
		</MiningSchema>
		<Output>
			<OutputField name="prediction" optype="continuous" dataType="double"/>
		</Output>
		<Segmentation multipleModelMethod="weightedSum">
			<Segment id="1">
				<True/>
				<TreeModel functionName="regression" missingValueStrategy="nullPrediction" noTrueChildStrategy="returnLastPrediction">
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						<MiningField name="total_checkouts"/>
						<MiningField name="previous_quarter_checkouts"/>
						<MiningField name="previous_month_checkouts"/>
						<MiningField name="current_month_checkouts"/>
						<MiningField name="total_collection_central"/>
						<MiningField name="previous_quarter_collection_central"/>
						<MiningField name="previous_month_collection_central"/>
						<MiningField name="current_month_collection_central"/>
						<MiningField name="total_collection_other"/>
						<MiningField name="previous_quarter_collection_other"/>
						<MiningField name="previous_month_collection_other"/>
						<MiningField name="current_month_collection_other"/>
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