<?xml version="1.0"?>
<MethodSetup Method="Category::FisherCat">
  <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 20:08:20 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="10000"/>
    <Info name="TrainingTime" value="1.85809135e-02"/>
    <Info name="AnalysisType" value="Classification"/>
  </GeneralInfo>
  <Options>
    <Option name="V" modified="No">False</Option>
    <Option name="VerbosityLevel" modified="No">Default</Option>
    <Option name="VarTransform" modified="No">None</Option>
    <Option name="H" modified="No">False</Option>
    <Option name="CreateMVAPdfs" modified="No">False</Option>
    <Option name="IgnoreNegWeightsInTraining" modified="No">False</Option>
  </Options>
  <Variables NVar="4">
    <Variable VarIndex="0" Expression="var1" Label="var1" Title="var1" Unit="" Internal="var1" Type="F" Min="-4.58091497e+00" Max="4.20716429e+00"/>
    <Variable VarIndex="1" Expression="var2" Label="var2" Title="var2" Unit="" Internal="var2" Type="F" Min="-4.75368166e+00" Max="4.51537323e+00"/>
    <Variable VarIndex="2" Expression="var3" Label="var3" Title="var3" Unit="" Internal="var3" Type="F" Min="-5.28915071e+00" Max="4.74734545e+00"/>
    <Variable VarIndex="3" Expression="var4" Label="var4" Title="var4" Unit="" Internal="var4" Type="F" Min="-4.66884232e+00" Max="5.14146757e+00"/>
  </Variables>
  <Spectators NSpec="1">
    <Spectator SpecIndex="0" Expression="eta" Label="eta" Title="eta" Unit="" Internal="eta" Type="F" Min="-2.49881363e+00" Max="2.49992323e+00"/>
  </Spectators>
  <Classes NClass="2">
    <Class Name="Signal" Index="0"/>
    <Class Name="Background" Index="1"/>
  </Classes>
  <Transformations NTransformations="0"/>
  <MVAPdfs/>
  <Weights NSubMethods="2">
    <SubMethod Index="0" Method="Fisher::Category_Fisher_1" Cut="abs(eta)&lt;=1.3" Variables="var1:var2:var3:var4">
      <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 20:08:20 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="5128"/>
        <Info name="TrainingTime" value="8.95023346e-04"/>
        <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="No">None</Option>
        <Option name="H" modified="Yes">False</Option>
        <Option name="CreateMVAPdfs" modified="No">False</Option>
        <Option name="IgnoreNegWeightsInTraining" modified="No">False</Option>
        <Option name="Method" modified="Yes">Fisher</Option>
      </Options>
      <Variables NVar="4">
        <Variable VarIndex="0" Expression="var1" Label="var1" Title="var1" Unit="" Internal="var1" Type="F" Min="-5.31190872e+00" Max="2.70253825e+00"/>
        <Variable VarIndex="1" Expression="var2" Label="var2" Title="var2" Unit="" Internal="var2" Type="F" Min="-4.26296568e+00" Max="3.13253140e+00"/>
        <Variable VarIndex="2" Expression="var3" Label="var3" Title="var3" Unit="" Internal="var3" Type="F" Min="-4.52968788e+00" Max="3.57000399e+00"/>
        <Variable VarIndex="3" Expression="var4" Label="var4" Title="var4" Unit="" Internal="var4" Type="F" Min="-5.10020828e+00" Max="3.96445107e+00"/>
      </Variables>
      <Classes NClass="2">
        <Class Name="Signal" Index="0"/>
        <Class Name="Background" Index="1"/>
      </Classes>
      <Transformations NTransformations="0"/>
      <MVAPdfs/>
      <Weights NCoeff="5">
        <Coefficient Index="0" Value="6.6304679310623760e-01"/>
        <Coefficient Index="1" Value="1.0572585322825284e-01"/>
        <Coefficient Index="2" Value="1.5156239850161843e-01"/>
        <Coefficient Index="3" Value="2.5422482145217096e-01"/>
        <Coefficient Index="4" Value="3.7948560216706623e-01"/>
      </Weights>
    </SubMethod>
    <SubMethod Index="1" Method="Fisher::Category_Fisher_2" Cut="abs(eta)&gt;1.3" Variables="var1:var2:var3:var4">
      <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 20:08:20 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="4871"/>
        <Info name="TrainingTime" value="8.52108002e-04"/>
        <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="No">None</Option>
        <Option name="H" modified="Yes">False</Option>
        <Option name="CreateMVAPdfs" modified="No">False</Option>
        <Option name="IgnoreNegWeightsInTraining" modified="No">False</Option>
        <Option name="Method" modified="Yes">Fisher</Option>
      </Options>
      <Variables NVar="4">
        <Variable VarIndex="0" Expression="var1" Label="var1" Title="var1" Unit="" Internal="var1" Type="F" Min="-2.76185226e+00" Max="4.21716070e+00"/>
        <Variable VarIndex="1" Expression="var2" Label="var2" Title="var2" Unit="" Internal="var2" Type="F" Min="-3.07094312e+00" Max="4.57174969e+00"/>
        <Variable VarIndex="2" Expression="var3" Label="var3" Title="var3" Unit="" Internal="var3" Type="F" Min="-2.91323900e+00" Max="4.74734545e+00"/>
        <Variable VarIndex="3" Expression="var4" Label="var4" Title="var4" Unit="" Internal="var4" Type="F" Min="-2.87135816e+00" Max="5.14146757e+00"/>
      </Variables>
      <Classes NClass="2">
        <Class Name="Signal" Index="0"/>
        <Class Name="Background" Index="1"/>
      </Classes>
      <Transformations NTransformations="0"/>
      <MVAPdfs/>
      <Weights NCoeff="5">
        <Coefficient Index="0" Value="-7.2171300813813632e-01"/>
        <Coefficient Index="1" Value="9.6473962030324864e-02"/>
        <Coefficient Index="2" Value="1.3840513991194969e-01"/>
        <Coefficient Index="3" Value="2.4417010548971219e-01"/>
        <Coefficient Index="4" Value="3.6787059386879123e-01"/>
      </Weights>
    </SubMethod>
  </Weights>
</MethodSetup>
