Files
cas-pml/SL/aufgaben/data/LinearRegression_melb.pmml
T
2026-05-21 14:16:30 +02:00

90 lines
5.1 KiB
XML

<?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="SkLearn2PMML package" version="0.119.1"/>
<Timestamp>2025-06-21T20:20:46Z</Timestamp>
</Header>
<MiningBuildTask>
<Extension name="repr">PMMLPipeline(steps=[('regressor', LinearRegression())])</Extension>
</MiningBuildTask>
<DataDictionary>
<DataField name="Price" optype="continuous" dataType="double"/>
<DataField name="Rooms" optype="continuous" dataType="double"/>
<DataField name="Type" optype="continuous" dataType="double"/>
<DataField name="Distance" optype="continuous" dataType="double"/>
<DataField name="Bathroom" optype="continuous" dataType="double"/>
<DataField name="Car" optype="continuous" dataType="double"/>
<DataField name="logLandsize" optype="continuous" dataType="double"/>
<DataField name="logBuildingArea" optype="continuous" dataType="double"/>
<DataField name="YearBuilt" optype="continuous" dataType="double"/>
<DataField name="CouncilArea" optype="continuous" dataType="double"/>
<DataField name="Lattitude" optype="continuous" dataType="double"/>
<DataField name="Longtitude" optype="continuous" dataType="double"/>
<DataField name="Propertycount" optype="continuous" dataType="double"/>
<DataField name="Method_S" optype="continuous" dataType="double"/>
<DataField name="Method_SP" optype="continuous" dataType="double"/>
<DataField name="Method_VB" optype="continuous" dataType="double"/>
<DataField name="Regionname_Northern_Metropolitan" optype="continuous" dataType="double"/>
<DataField name="Regionname_South_Eastern_Metropolitan" optype="continuous" dataType="double"/>
<DataField name="Regionname_Southern_Metropolitan" optype="continuous" dataType="double"/>
<DataField name="Regionname_Victoria" optype="continuous" dataType="double"/>
<DataField name="Regionname_Western_Metropolitan" optype="continuous" dataType="double"/>
<DataField name="month" optype="continuous" dataType="double"/>
<DataField name="year" optype="continuous" dataType="double"/>
<DataField name="day_of_week" optype="continuous" dataType="double"/>
</DataDictionary>
<RegressionModel functionName="regression" algorithmName="sklearn.linear_model._base.LinearRegression">
<MiningSchema>
<MiningField name="Price" usageType="target"/>
<MiningField name="Rooms"/>
<MiningField name="Type"/>
<MiningField name="Distance"/>
<MiningField name="Bathroom"/>
<MiningField name="Car"/>
<MiningField name="logLandsize"/>
<MiningField name="logBuildingArea"/>
<MiningField name="YearBuilt"/>
<MiningField name="CouncilArea"/>
<MiningField name="Lattitude"/>
<MiningField name="Longtitude"/>
<MiningField name="Propertycount"/>
<MiningField name="Method_S"/>
<MiningField name="Method_SP"/>
<MiningField name="Method_VB"/>
<MiningField name="Regionname_Northern_Metropolitan"/>
<MiningField name="Regionname_South_Eastern_Metropolitan"/>
<MiningField name="Regionname_Southern_Metropolitan"/>
<MiningField name="Regionname_Victoria"/>
<MiningField name="Regionname_Western_Metropolitan"/>
<MiningField name="month"/>
<MiningField name="year"/>
<MiningField name="day_of_week"/>
</MiningSchema>
<RegressionTable intercept="-1.486001530644718E8">
<NumericPredictor name="Rooms" coefficient="238730.9316843776"/>
<NumericPredictor name="Type" coefficient="-144127.0462703874"/>
<NumericPredictor name="Distance" coefficient="-41158.74149442419"/>
<NumericPredictor name="Bathroom" coefficient="155233.18486695606"/>
<NumericPredictor name="Car" coefficient="41608.24584805156"/>
<NumericPredictor name="logLandsize" coefficient="82294.47642306813"/>
<NumericPredictor name="logBuildingArea" coefficient="297716.9070603722"/>
<NumericPredictor name="YearBuilt" coefficient="-2767.549042441214"/>
<NumericPredictor name="CouncilArea" coefficient="-4929.3735515952385"/>
<NumericPredictor name="Lattitude" coefficient="-511115.932452351"/>
<NumericPredictor name="Longtitude" coefficient="179228.15909129355"/>
<NumericPredictor name="Propertycount" coefficient="-1.5874021046959097"/>
<NumericPredictor name="Method_S" coefficient="70775.86711001841"/>
<NumericPredictor name="Method_SP" coefficient="7998.548503785693"/>
<NumericPredictor name="Method_VB" coefficient="33895.327337749855"/>
<NumericPredictor name="Regionname_Northern_Metropolitan" coefficient="-173563.80389381657"/>
<NumericPredictor name="Regionname_South_Eastern_Metropolitan" coefficient="107806.72896395726"/>
<NumericPredictor name="Regionname_Southern_Metropolitan" coefficient="239261.2304157773"/>
<NumericPredictor name="Regionname_Victoria" coefficient="281825.04678020324"/>
<NumericPredictor name="Regionname_Western_Metropolitan" coefficient="-226744.90218339747"/>
<NumericPredictor name="month" coefficient="1272.5340782417852"/>
<NumericPredictor name="year" coefficient="53847.63382995822"/>
<NumericPredictor name="day_of_week" coefficient="3833.1129349071543"/>
</RegressionTable>
</RegressionModel>
</PMML>