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  <Header copyright="Copyright (c) 2008 Zementis, Inc. (www.zementis.com)" description="Neural Network for binary classification using the Audit dataset">
    <Timestamp>Feb 15, 2008</Timestamp>
  </Header>
  <DataDictionary numberOfFields="10">
    <DataField dataType="double" name="target_Adjusted" optype="categorical">
      <Value value="0"/>
      <Value value="1"/>
    </DataField>
    <DataField dataType="string" name="Employment" optype="categorical">
      <Value value="Consultant"/>
      <Value value="NA"/>
      <Value value="Private"/>
      <Value value="PSFederal"/>
      <Value value="PSLocal"/>
      <Value value="PSState"/>
      <Value value="SelfEmp"/>
      <Value value="Unemployed"/>
      <Value value="Volunteer"/>
    </DataField>
    <DataField dataType="string" name="Education" optype="categorical">
      <Value value="Associate"/>
      <Value value="Bachelor"/>
      <Value value="College"/>
      <Value value="Doctorate"/>
      <Value value="HSgrad"/>
      <Value value="Master"/>
      <Value value="Preschool"/>
      <Value value="Professional"/>
      <Value value="Vocational"/>
      <Value value="Yr10"/>
      <Value value="Yr11"/>
      <Value value="Yr12"/>
      <Value value="Yr1t4"/>
      <Value value="Yr5t6"/>
      <Value value="Yr7t8"/>
      <Value value="Yr9"/>
    </DataField>
    <DataField dataType="string" name="Marital" optype="categorical">
      <Value value="Absent"/>
      <Value value="Divorced"/>
      <Value value="Married"/>
      <Value value="Married-spouse-absent"/>
      <Value value="Unmarried"/>
      <Value value="Widowed"/>
    </DataField>
    <DataField dataType="string" name="Occupation" optype="categorical">
      <Value value="Cleaner"/>
      <Value value="Clerical"/>
      <Value value="Executive"/>
      <Value value="Farming"/>
      <Value value="Home"/>
      <Value value="Machinist"/>
      <Value value="NA"/>
      <Value value="Professional"/>
      <Value value="Protective"/>
      <Value value="Repair"/>
      <Value value="Sales"/>
      <Value value="Service"/>
      <Value value="Support"/>
      <Value value="Transport"/>
    </DataField>
    <DataField dataType="string" name="Sex" optype="categorical">
      <Value value="Female"/>
      <Value value="Male"/>
    </DataField>
    <DataField dataType="double" name="Income" optype="continuous"/>
    <DataField dataType="double" name="Deductions" optype="continuous"/>
    <DataField dataType="double" name="Hours" optype="continuous"/>
    <DataField dataType="double" name="Age" optype="continuous"/>
  </DataDictionary>
  <TransformationDictionary>
    <DerivedField dataType="double" name="derived_EmploymentConsultant" optype="continuous">
      <NormDiscrete field="Employment" value="Consultant"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_EmploymentNA" optype="continuous">
      <NormDiscrete field="Employment" value="NA"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_EmploymentPrivate" optype="continuous">
      <NormDiscrete field="Employment" value="Private"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_EmploymentPSFederal" optype="continuous">
      <NormDiscrete field="Employment" value="PSFederal"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_EmploymentPSLocal" optype="continuous">
      <NormDiscrete field="Employment" value="PSLocal"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_EmploymentPSState" optype="continuous">
      <NormDiscrete field="Employment" value="PSState"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_EmploymentSelfEmp" optype="continuous">
      <NormDiscrete field="Employment" value="SelfEmp"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_EmploymentUnemployed" optype="continuous">
      <NormDiscrete field="Employment" value="Unemployed"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_EmploymentVolunteer" optype="continuous">
      <NormDiscrete field="Employment" value="Volunteer"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_EducationAssociate" optype="continuous">
      <NormDiscrete field="Education" value="Associate"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_EducationBachelor" optype="continuous">
      <NormDiscrete field="Education" value="Bachelor"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_EducationCollege" optype="continuous">
      <NormDiscrete field="Education" value="College"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_EducationDoctorate" optype="continuous">
      <NormDiscrete field="Education" value="Doctorate"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_EducationHSgrad" optype="continuous">
      <NormDiscrete field="Education" value="HSgrad"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_EducationMaster" optype="continuous">
      <NormDiscrete field="Education" value="Master"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_EducationPreschool" optype="continuous">
      <NormDiscrete field="Education" value="Preschool"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_EducationProfessional" optype="continuous">
      <NormDiscrete field="Education" value="Professional"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_EducationVocational" optype="continuous">
      <NormDiscrete field="Education" value="Vocational"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_EducationYr10" optype="continuous">
      <NormDiscrete field="Education" value="Yr10"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_EducationYr11" optype="continuous">
      <NormDiscrete field="Education" value="Yr11"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_EducationYr12" optype="continuous">
      <NormDiscrete field="Education" value="Yr12"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_EducationYr1t4" optype="continuous">
      <NormDiscrete field="Education" value="Yr1t4"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_EducationYr5t6" optype="continuous">
      <NormDiscrete field="Education" value="Yr5t6"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_EducationYr7t8" optype="continuous">
      <NormDiscrete field="Education" value="Yr7t8"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_EducationYr9" optype="continuous">
      <NormDiscrete field="Education" value="Yr9"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_MaritalAbsent" optype="continuous">
      <NormDiscrete field="Marital" value="Absent"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_MaritalDivorced" optype="continuous">
      <NormDiscrete field="Marital" value="Divorced"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_MaritalMarried" optype="continuous">
      <NormDiscrete field="Marital" value="Married"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_MaritalMarried-spouse-absent" optype="continuous">
      <NormDiscrete field="Marital" value="Married-spouse-absent"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_MaritalUnmarried" optype="continuous">
      <NormDiscrete field="Marital" value="Unmarried"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_MaritalWidowed" optype="continuous">
      <NormDiscrete field="Marital" value="Widowed"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_OccupationCleaner" optype="continuous">
      <NormDiscrete field="Occupation" value="Cleaner"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_OccupationClerical" optype="continuous">
      <NormDiscrete field="Occupation" value="Clerical"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_OccupationExecutive" optype="continuous">
      <NormDiscrete field="Occupation" value="Executive"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_OccupationFarming" optype="continuous">
      <NormDiscrete field="Occupation" value="Farming"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_OccupationHome" optype="continuous">
      <NormDiscrete field="Occupation" value="Home"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_OccupationMachinist" optype="continuous">
      <NormDiscrete field="Occupation" value="Machinist"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_OccupationNA" optype="continuous">
      <NormDiscrete field="Occupation" value="NA"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_OccupationProfessional" optype="continuous">
      <NormDiscrete field="Occupation" value="Professional"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_OccupationProtective" optype="continuous">
      <NormDiscrete field="Occupation" value="Protective"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_OccupationRepair" optype="continuous">
      <NormDiscrete field="Occupation" value="Repair"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_OccupationSales" optype="continuous">
      <NormDiscrete field="Occupation" value="Sales"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_OccupationService" optype="continuous">
      <NormDiscrete field="Occupation" value="Service"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_OccupationSupport" optype="continuous">
      <NormDiscrete field="Occupation" value="Support"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_OccupationTransport" optype="continuous">
      <NormDiscrete field="Occupation" value="Transport"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_SexFemale" optype="continuous">
      <NormDiscrete field="Sex" value="Female"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_SexMale" optype="continuous">
      <NormDiscrete field="Sex" value="Male"/>
    </DerivedField>
    <DerivedField dataType="double" name="derived_Income" optype="continuous">
      <NormContinuous field="Income">
        <LinearNorm norm="-1.20062028939213" orig="1598.95"/>
        <LinearNorm norm="4.81256292031038" orig="421075.3"/>
      </NormContinuous>
    </DerivedField>
    <DerivedField dataType="double" name="derived_Deductions" optype="continuous">
      <NormContinuous field="Deductions">
        <LinearNorm norm="-0.19009147802382" orig="0"/>
        <LinearNorm norm="8.40871896141583" orig="2904"/>
      </NormContinuous>
    </DerivedField>
    <DerivedField dataType="double" name="derived_Hours" optype="continuous">
      <NormContinuous field="Hours">
        <LinearNorm norm="-3.15549880230087" orig="1"/>
        <LinearNorm norm="4.78371493513793" orig="99"/>
      </NormContinuous>
    </DerivedField>
    <DerivedField dataType="double" name="derived_Age" optype="continuous">
      <NormContinuous field="Age">
        <LinearNorm norm="-1.60865497282737" orig="17"/>
        <LinearNorm norm="3.83821204852961" orig="90"/>
      </NormContinuous>
    </DerivedField>
  </TransformationDictionary>
  <NeuralNetwork activationFunction="tanh" functionName="classification" modelName="Audit_NN">
    <MiningSchema>
      <MiningField name="Employment"/>
      <MiningField name="Education"/>
      <MiningField name="Marital"/>
      <MiningField name="Occupation"/>
      <MiningField name="Sex"/>
      <MiningField name="Income"/>
      <MiningField name="Deductions"/>
      <MiningField name="Hours"/>
      <MiningField name="Age"/>
      <MiningField name="target_Adjusted" usageType="predicted"/>
    </MiningSchema>
    <Output>
      <OutputField dataType="double" feature="predictedValue" name="Adjusted" />
      <OutputField dataType="double" feature="probability" name="Probability_Adjusted_0" optype="continuous" value="0"/>
      <OutputField dataType="double" feature="probability" name="Probability_Adjusted_1" optype="continuous" value="1"/>
    </Output>
    <NeuralInputs>
      <NeuralInput id="0">
        <DerivedField dataType="double" optype="continuous">
          <FieldRef field="derived_EmploymentConsultant"/>
        </DerivedField>
      </NeuralInput>
      <NeuralInput id="1">
        <DerivedField dataType="double" optype="continuous">
          <FieldRef field="derived_EmploymentNA"/>
        </DerivedField>
      </NeuralInput>
      <NeuralInput id="2">
        <DerivedField dataType="double" optype="continuous">
          <FieldRef field="derived_EmploymentPrivate"/>
        </DerivedField>
      </NeuralInput>
      <NeuralInput id="3">
        <DerivedField dataType="double" optype="continuous">
          <FieldRef field="derived_EmploymentPSFederal"/>
        </DerivedField>
      </NeuralInput>
      <NeuralInput id="4">
        <DerivedField dataType="double" optype="continuous">
          <FieldRef field="derived_EmploymentPSLocal"/>
        </DerivedField>
      </NeuralInput>
      <NeuralInput id="5">
        <DerivedField dataType="double" optype="continuous">
          <FieldRef field="derived_EmploymentPSState"/>
        </DerivedField>
      </NeuralInput>
      <NeuralInput id="6">
        <DerivedField dataType="double" optype="continuous">
          <FieldRef field="derived_EmploymentSelfEmp"/>
        </DerivedField>
      </NeuralInput>
      <NeuralInput id="7">
        <DerivedField dataType="double" optype="continuous">
          <FieldRef field="derived_EmploymentUnemployed"/>
        </DerivedField>
      </NeuralInput>
      <NeuralInput id="8">
        <DerivedField dataType="double" optype="continuous">
          <FieldRef field="derived_EmploymentVolunteer"/>
        </DerivedField>
      </NeuralInput>
      <NeuralInput id="9">
        <DerivedField dataType="double" optype="continuous">
          <FieldRef field="derived_EducationAssociate"/>
        </DerivedField>
      </NeuralInput>
      <NeuralInput id="10">
        <DerivedField dataType="double" optype="continuous">
          <FieldRef field="derived_EducationBachelor"/>
        </DerivedField>
      </NeuralInput>
      <NeuralInput id="11">
        <DerivedField dataType="double" optype="continuous">
          <FieldRef field="derived_EducationCollege"/>
        </DerivedField>
      </NeuralInput>
      <NeuralInput id="12">
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          <FieldRef field="derived_EducationDoctorate"/>
        </DerivedField>
      </NeuralInput>
      <NeuralInput id="13">
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          <FieldRef field="derived_EducationHSgrad"/>
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          <FieldRef field="derived_EducationPreschool"/>
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          <FieldRef field="derived_EducationProfessional"/>
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          <FieldRef field="derived_EducationVocational"/>
        </DerivedField>
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      <NeuralInput id="18">
        <DerivedField dataType="double" optype="continuous">
          <FieldRef field="derived_EducationYr10"/>
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          <FieldRef field="derived_EducationYr11"/>
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          <FieldRef field="derived_EducationYr12"/>
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          <FieldRef field="derived_EducationYr1t4"/>
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          <FieldRef field="derived_EducationYr5t6"/>
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