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<?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" xsi:schemaLocation="http://www.dmg.org/PMML-3_0 http://www.dmg.org/v3-0/pmml-3-0.xsd">
<Header copyright="Copyright IBM Corp. 2002, 2005 All Rights Reserved">
<Application name="IBM DB2 Intelligent Miner" version="9.1"/>
<Timestamp>2006-03-21 13:12:59</Timestamp>
</Header>
<MiningBuildTask>
<Extension><?xml version="1.0" encoding="UTF-8" ?>
<DataMining><MiningTask trainData="trainData"><MiningData name="trainData" tableName="RASPL.INPUT_017"><Column alias="buoy_day_ID" name="buoy_day_ID" sqlType="SMALLINT"/><Column alias="buoy" name="buoy" sqlType="SMALLINT"/><Column alias="day" name="day" sqlType="SMALLINT"/><Column alias="latitude" name="latitude" sqlType="DECIMAL"/><Column alias="longitude" name="longitude" sqlType="DECIMAL"/><Column alias="zon_winds" name="zon_winds" sqlType="DECIMAL"/><Column alias="mer_winds" name="mer_winds" sqlType="DECIMAL"/><Column alias="humidity" name="humidity" sqlType="DECIMAL"/><Column alias="airtemp" name="airtemp" sqlType="DECIMAL"/><Column alias="s_s_temp" name="s_s_temp" sqlType="DECIMAL"/></MiningData><MiningSettings algorithm="Linear"><LogicalDataSpec><MiningField name="buoy_day_ID" type="numerical"/><MiningField name="buoy" type="numerical"/><MiningField name="day" type="numerical"/><MiningField name="latitude" type="numerical"/><MiningField name="longitude" type="numerical"/><MiningField name="zon_winds" type="numerical"/><MiningField name="mer_winds" type="numerical"/><MiningField name="humidity" type="numerical"/><MiningField name="airtemp" type="numerical"/><MiningField name="s_s_temp" type="numerical"/></LogicalDataSpec><RegSettings/><FieldUsageEntry field="airtemp" usageType="target"/></MiningSettings><TaskControl errorTable="IDMMX.ERRORTABLE" progressTable="IDMMX.PROGRESSTABLE"/></MiningTask></DataMining></Extension>
</MiningBuildTask>
<DataDictionary numberOfFields="10">
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</DataField>
<DataField name="latitude" displayName="latitude" optype="continuous">
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</DataField>
<DataField name="buoy_day_ID" displayName="buoy_day_ID" optype="continuous"/>
<DataField name="longitude" displayName="longitude" optype="continuous"/>
<DataField name="zon_winds" displayName="zon_winds" optype="continuous"/>
<DataField name="mer_winds" displayName="mer_winds" optype="continuous"/>
<DataField name="humidity" displayName="humidity" optype="continuous"/>
<DataField name="airtemp" displayName="airtemp" optype="continuous"/>
<DataField name="s_s_temp" displayName="s_s_temp" optype="continuous"/>
</DataDictionary>
<RegressionModel modelName="dmg.linear regression model" functionName="regression" modelType="linearRegression" algorithmName="polynomialRegression" targetFieldName="airtemp" x-type="training">
<MiningSchema>
<MiningField name="buoy" missingValueTreatment="asValue" missingValueReplacement="29.4181286549708" importance="0.00592923607125734"/>
<MiningField name="day" missingValueTreatment="asValue" missingValueReplacement="7.09356725146199" importance="0.0253665293140088"/>
<MiningField name="latitude" missingValueTreatment="asValue" missingValueReplacement="0.416959064327487" importance="0.0213229781744707"/>
<MiningField name="buoy_day_ID" usageType="supplementary" lowValue="0" highValue="120"/>
<MiningField name="longitude" usageType="supplementary" lowValue="-200" highValue="200"/>
<MiningField name="zon_winds" usageType="supplementary" lowValue="-9" highValue="7"/>
<MiningField name="mer_winds" lowValue="-7" highValue="8" missingValueTreatment="asValue" missingValueReplacement="-0.605685402425226" importance="0.0525654356534898"/>
<MiningField name="humidity" lowValue="70" highValue="95" missingValueTreatment="asValue" missingValueReplacement="84.5447875942528" importance="0.0415388399920147"/>
<MiningField name="airtemp" usageType="predicted" lowValue="22.5" highValue="29"/>
<MiningField name="s_s_temp" lowValue="22" highValue="30" missingValueTreatment="asValue" missingValueReplacement="28.2221982815866" importance="0.853276980794759"/>
</MiningSchema>
<RegressionTable intercept="10.6437511408233">
<NumericPredictor name="buoy" coefficient="0.00487148707093042"/>
<NumericPredictor name="day" coefficient="-0.0208412547759069"/>
<NumericPredictor name="latitude" coefficient="0.0175190549410252"/>
<NumericPredictor name="mer_winds" coefficient="-0.0431879987719057"/>
<NumericPredictor name="humidity" coefficient="-0.0341284980949723"/>
<NumericPredictor name="s_s_temp" coefficient="0.701056211948523"/>
</RegressionTable>
<Extension name="X-Quality">
<X-Quality x-targetField="airtemp" x-dataName="dmg.linear regression model" x-modelQuality="0.802404355182778">
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<Extension name="X-Correlations">
<X-Correlations>
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</Matrix>
</X-Correlations>
</Extension>
</RegressionModel>
</PMML>
|
