<?xml version="1.0"?>
<MethodSetup Method="Likelihood::LikelihoodPCA">
  <GeneralInfo>
    <Info name="TMVA Release" value="4.2.1 [262657]"/>
    <Info name="ROOT Release" value="6.41/01 [403713]"/>
    <Info name="Creator" value="root"/>
    <Info name="Date" value="Tue May 19 20:08:01 2026"/>
    <Info name="Host" value="Linux d4f37374721b 4.18.0-553.117.1.el8_10.x86_64 #1 SMP Sun Apr 5 23:14:32 EDT 2026 x86_64 GNU/Linux"/>
    <Info name="Dir" value="/github/home/master/notebooks"/>
    <Info name="Training events" value="2000"/>
    <Info name="TrainingTime" value="9.46307182e-03"/>
    <Info name="AnalysisType" value="Classification"/>
  </GeneralInfo>
  <Options>
    <Option name="V" modified="Yes">False</Option>
    <Option name="VerbosityLevel" modified="No">Default</Option>
    <Option name="VarTransform" modified="Yes">PCA</Option>
    <Option name="H" modified="Yes">False</Option>
    <Option name="CreateMVAPdfs" modified="No">False</Option>
    <Option name="IgnoreNegWeightsInTraining" modified="No">False</Option>
    <Option name="TransformOutput" modified="Yes">False</Option>
  </Options>
  <Variables NVar="4">
    <Variable VarIndex="0" Expression="var1+var2" Label="myvar1" Title="myvar1" Unit="" Internal="myvar1" Type="F" Min="-9.23118687e+00" Max="7.07192516e+00"/>
    <Variable VarIndex="1" Expression="var1-var2" Label="myvar2" Title="Expression 2" Unit="" Internal="myvar2" Type="F" Min="-3.70671988e+00" Max="4.02912045e+00"/>
    <Variable VarIndex="2" Expression="var3" Label="var3" Title="Variable 3" Unit="units" Internal="var3" Type="F" Min="-5.15695810e+00" Max="4.15070820e+00"/>
    <Variable VarIndex="3" Expression="var4" Label="var4" Title="Variable 4" Unit="units" Internal="var4" Type="F" Min="-6.31600189e+00" Max="4.52105665e+00"/>
  </Variables>
  <Spectators NSpec="2">
    <Spectator SpecIndex="0" Expression="var1*2" Label="spec1" Title="Spectator 1" Unit="units" Internal="spec1" Type="F" Min="-9.63254642e+00" Max="9.05203056e+00"/>
    <Spectator SpecIndex="1" Expression="var1*3" Label="spec2" Title="Spectator 2" Unit="units" Internal="spec2" Type="F" Min="-1.44488201e+01" Max="1.35780458e+01"/>
  </Spectators>
  <Classes NClass="2">
    <Class Name="Signal" Index="0"/>
    <Class Name="Background" Index="1"/>
  </Classes>
  <Transformations NTransformations="1">
    <Transform Name="PCA">
      <Selection>
        <Input NInputs="4">
          <Input Type="Variable" Label="myvar1" Expression="var1+var2"/>
          <Input Type="Variable" Label="myvar2" Expression="var1-var2"/>
          <Input Type="Variable" Label="var3" Expression="var3"/>
          <Input Type="Variable" Label="var4" Expression="var4"/>
        </Input>
        <Output NOutputs="4">
          <Output Type="Variable" Label="myvar1" Expression="var1+var2"/>
          <Output Type="Variable" Label="myvar2" Expression="var1-var2"/>
          <Output Type="Variable" Label="var3" Expression="var3"/>
          <Output Type="Variable" Label="var4" Expression="var4"/>
        </Output>
      </Selection>
      <Statistics Class="Signal" ClassIndex="0" NRows="4">
        4.81492330e-01 -1.44522077e-01 3.80489616e-01 7.78052763e-01 
      </Statistics>
      <Statistics Class="Background" ClassIndex="1" NRows="4">
        -6.11847353e-01 1.03007290e-01 -4.59773662e-01 -5.60455336e-01 
      </Statistics>
      <Statistics Class="Combined" ClassIndex="2" NRows="4">
        -6.51775116e-02 -2.07573937e-02 -3.96420229e-02 1.08798714e-01 
      </Statistics>
      <Eigenvectors Class="Signal" ClassIndex="0" NRows="4" NCols="4">
        7.73881252e-01 -1.62799477e-02 5.20912879e-01 3.59850724e-01 3.38454503e-03 9.93602483e-01 -4.53779576e-02 1.03360979e-01 3.94634626e-01 -7.75717864e-02 -8.40115625e-01 3.63939372e-01 4.95338132e-01 8.04467985e-02 -1.44209394e-01 -8.52861125e-01 
      </Eigenvectors>
      <Eigenvectors Class="Background" ClassIndex="1" NRows="4" NCols="4">
        7.52905532e-01 -4.82665614e-02 5.38726036e-01 3.74937138e-01 3.61925829e-02 9.92200127e-01 -3.99188559e-02 1.12407695e-01 4.04395371e-01 -9.01872382e-02 -8.31224735e-01 3.70669781e-01 5.17965000e-01 7.12426079e-02 -1.31324725e-01 -8.42253267e-01 
      </Eigenvectors>
      <Eigenvectors Class="Combined" ClassIndex="2" NRows="4" NCols="4">
        7.47318220e-01 1.49036193e-02 -5.87120630e-01 3.10777615e-01 2.37580364e-02 -9.94319548e-01 5.23993883e-02 8.95460517e-02 4.05877772e-01 9.35638147e-02 7.72616897e-01 4.79136908e-01 5.25560908e-01 -4.85008274e-02 2.35810942e-01 -8.15981986e-01 
      </Eigenvectors>
    </Transform>
  </Transformations>
  <MVAPdfs/>
  <Weights NVariables="4" NClasses="2">
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      </PDF>
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    </PDFDescriptor>
  </Weights>
</MethodSetup>
