diff --git a/bin/bdt_test.cc b/bin/bdt_test.cc
index ba446afee9b26427d904add592f7ec2a0553f0bc..b77ef155109c56176e7cf13e963d42a0f5b8962e 100644
--- a/bin/bdt_test.cc
+++ b/bin/bdt_test.cc
@@ -35,7 +35,7 @@ int main(){
auto result = bdt.GetBDTOutput(
leps_p4,
jets_p4,
- {0.8, 0.7, 0.9, 0.1, 0.3, 0.99},
+ {0.88, 0.85, 0.9, 0.1, 0.3, 0.99},
{},
{},
lv_met
diff --git a/data/bdtweights_ICHEP16/weights_43.xml b/data/bdtweights_ICHEP16/weights_43.xml
new file mode 100644
index 0000000000000000000000000000000000000000..94e813b84f29cdf585c1d766cc16b40b6fb11e12
--- /dev/null
+++ b/data/bdtweights_ICHEP16/weights_43.xml
@@ -0,0 +1,15001 @@
+<?xml version="1.0"?>
+<MethodSetup Method="BDT::BDTG">
+ <GeneralInfo>
+ <Info name="TMVA Release" value="4.2.1 [262657]"/>
+ <Info name="ROOT Release" value="6.06/01 [394753]"/>
+ <Info name="Creator" value="kelmorab"/>
+ <Info name="Date" value="Tue Feb 28 15:13:40 2017"/>
+ <Info name="Host" value="Linux vocms0315.cern.ch 2.6.32-573.26.1.el6.x86_64 #1 SMP Wed May 4 09:23:05 CEST 2016 x86_64 x86_64 x86_64 GNU/Linux"/>
+ <Info name="Dir" value="/nfs/dust/cms/user/kelmorab/Spring17Training/3makeHistosAndCards"/>
+ <Info name="Training events" value="49554"/>
+ <Info name="TrainingTime" value="5.93562109e+01"/>
+ <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="NTrees" modified="Yes">1333</Option>
+ <Option name="MaxDepth" modified="Yes">2</Option>
+ <Option name="MinNodeSize" modified="No">5%</Option>
+ <Option name="nCuts" modified="Yes">38</Option>
+ <Option name="BoostType" modified="Yes">Grad</Option>
+ <Option name="AdaBoostR2Loss" modified="No">quadratic</Option>
+ <Option name="UseBaggedBoost" modified="Yes">True</Option>
+ <Option name="Shrinkage" modified="Yes">3.797571e-02</Option>
+ <Option name="AdaBoostBeta" modified="No">5.000000e-01</Option>
+ <Option name="UseRandomisedTrees" modified="No">False</Option>
+ <Option name="UseNvars" modified="No">3</Option>
+ <Option name="UsePoissonNvars" modified="No">True</Option>
+ <Option name="BaggedSampleFraction" modified="No">4.866447e-01</Option>
+ <Option name="UseYesNoLeaf" modified="No">True</Option>
+ <Option name="NegWeightTreatment" modified="Yes">ignorenegweightsintraining</Option>
+ <Option name="Css" modified="No">1.000000e+00</Option>
+ <Option name="Cts_sb" modified="No">1.000000e+00</Option>
+ <Option name="Ctb_ss" modified="No">1.000000e+00</Option>
+ <Option name="Cbb" modified="No">1.000000e+00</Option>
+ <Option name="NodePurityLimit" modified="No">5.000000e-01</Option>
+ <Option name="SeparationType" modified="No">giniindex</Option>
+ <Option name="DoBoostMonitor" modified="No">False</Option>
+ <Option name="UseFisherCuts" modified="No">False</Option>
+ <Option name="MinLinCorrForFisher" modified="No">8.000000e-01</Option>
+ <Option name="UseExclusiveVars" modified="No">False</Option>
+ <Option name="DoPreselection" modified="No">False</Option>
+ <Option name="SigToBkgFraction" modified="No">1.000000e+00</Option>
+ <Option name="PruneMethod" modified="No">nopruning</Option>
+ <Option name="PruneStrength" modified="No">0.000000e+00</Option>
+ <Option name="PruningValFraction" modified="No">5.000000e-01</Option>
+ <Option name="nEventsMin" modified="No">0</Option>
+ <Option name="UseBaggedGrad" modified="No">False</Option>
+ <Option name="GradBaggingFraction" modified="Yes">4.866447e-01</Option>
+ <Option name="UseNTrainEvents" modified="No">0</Option>
+ <Option name="NNodesMax" modified="No">0</Option>
+ </Options>
+ <Variables NVar="8">
+ <Variable VarIndex="0" Expression="blr_transformed" Label="blr_transformed" Title="blr_transformed" Unit="" Internal="blr_transformed" Type="F" Min="-3.38130164e+00" Max="7.85776329e+00"/>
+ <Variable VarIndex="1" Expression="third_highest_btag" Label="third_highest_btag" Title="third_highest_btag" Unit="" Internal="third_highest_btag" Type="F" Min="8.48401368e-01" Max="9.98818934e-01"/>
+ <Variable VarIndex="2" Expression="HT" Label="HT" Title="HT" Unit="" Internal="HT" Type="F" Min="1.27772354e+02" Max="2.94628857e+03"/>
+ <Variable VarIndex="3" Expression="h1" Label="h1" Title="h1" Unit="" Internal="h1" Type="F" Min="-2.18704492e-01" Max="3.46696079e-01"/>
+ <Variable VarIndex="4" Expression="sphericity" Label="sphericity" Title="sphericity" Unit="" Internal="sphericity" Type="F" Min="1.05198398e-02" Max="9.39307809e-01"/>
+ <Variable VarIndex="5" Expression="dev_from_avg_disc_btags" Label="dev_from_avg_disc_btags" Title="dev_from_avg_disc_btags" Unit="" Internal="dev_from_avg_disc_btags" Type="F" Min="2.60190403e-09" Max="5.03270281e-03"/>
+ <Variable VarIndex="6" Expression="dr_between_lep_and_closest_jet" Label="dr_between_lep_and_closest_jet" Title="dr_between_lep_and_closest_jet" Unit="" Internal="dr_between_lep_and_closest_jet" Type="F" Min="4.00968403e-01" Max="3.87346506e+00"/>
+ <Variable VarIndex="7" Expression="pt_all_jets_over_E_all_jets" Label="pt_all_jets_over_E_all_jets" Title="pt_all_jets_over_E_all_jets" Unit="" Internal="pt_all_jets_over_E_all_jets" Type="F" Min="1.94177121e-01" Max="9.90223706e-01"/>
+ </Variables>
+ <Spectators NSpec="0"/>
+ <Classes NClass="2">
+ <Class Name="Signal" Index="0"/>
+ <Class Name="Background" Index="1"/>
+ </Classes>
+ <Transformations NTransformations="0"/>
+ <MVAPdfs/>
+ <Weights NTrees="1333" AnalysisType="1">
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diff --git a/data/bdtweights_ICHEP16/weights_44.xml b/data/bdtweights_ICHEP16/weights_44.xml
new file mode 100644
index 0000000000000000000000000000000000000000..9d819d58f3ce32381e69097705e9e4a8728785b5
--- /dev/null
+++ b/data/bdtweights_ICHEP16/weights_44.xml
@@ -0,0 +1,4676 @@
+<?xml version="1.0"?>
+<MethodSetup Method="BDT::BDTG">
+ <GeneralInfo>
+ <Info name="TMVA Release" value="4.2.1 [262657]"/>
+ <Info name="ROOT Release" value="6.06/01 [394753]"/>
+ <Info name="Creator" value="kelmorab"/>
+ <Info name="Date" value="Tue Feb 28 15:14:08 2017"/>
+ <Info name="Host" value="Linux vocms0315.cern.ch 2.6.32-573.26.1.el6.x86_64 #1 SMP Wed May 4 09:23:05 CEST 2016 x86_64 x86_64 x86_64 GNU/Linux"/>
+ <Info name="Dir" value="/nfs/dust/cms/user/kelmorab/Spring17Training/3makeHistosAndCards"/>
+ <Info name="Training events" value="2497"/>
+ <Info name="TrainingTime" value="5.48707008e-01"/>
+ <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="NTrees" modified="Yes">408</Option>
+ <Option name="MaxDepth" modified="Yes">2</Option>
+ <Option name="MinNodeSize" modified="No">5%</Option>
+ <Option name="nCuts" modified="Yes">34</Option>
+ <Option name="BoostType" modified="Yes">Grad</Option>
+ <Option name="AdaBoostR2Loss" modified="No">quadratic</Option>
+ <Option name="UseBaggedBoost" modified="Yes">True</Option>
+ <Option name="Shrinkage" modified="Yes">2.365424e-02</Option>
+ <Option name="AdaBoostBeta" modified="No">5.000000e-01</Option>
+ <Option name="UseRandomisedTrees" modified="No">False</Option>
+ <Option name="UseNvars" modified="No">3</Option>
+ <Option name="UsePoissonNvars" modified="No">True</Option>
+ <Option name="BaggedSampleFraction" modified="No">2.540843e-01</Option>
+ <Option name="UseYesNoLeaf" modified="No">True</Option>
+ <Option name="NegWeightTreatment" modified="Yes">ignorenegweightsintraining</Option>
+ <Option name="Css" modified="No">1.000000e+00</Option>
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+ <Option name="NodePurityLimit" modified="No">5.000000e-01</Option>
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+ <Option name="UseFisherCuts" modified="No">False</Option>
+ <Option name="MinLinCorrForFisher" modified="No">8.000000e-01</Option>
+ <Option name="UseExclusiveVars" modified="No">False</Option>
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+ <Option name="SigToBkgFraction" modified="No">1.000000e+00</Option>
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+ <Option name="PruneStrength" modified="No">0.000000e+00</Option>
+ <Option name="PruningValFraction" modified="No">5.000000e-01</Option>
+ <Option name="nEventsMin" modified="No">0</Option>
+ <Option name="UseBaggedGrad" modified="No">False</Option>
+ <Option name="GradBaggingFraction" modified="Yes">2.540843e-01</Option>
+ <Option name="UseNTrainEvents" modified="No">0</Option>
+ <Option name="NNodesMax" modified="No">0</Option>
+ </Options>
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+ <Variable VarIndex="1" Expression="avg_btag_disc_btags" Label="avg_btag_disc_btags" Title="avg_btag_disc_btags" Unit="" Internal="avg_btag_disc_btags" Type="F" Min="8.66284966e-01" Max="9.97834206e-01"/>
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+ <Variable VarIndex="4" Expression="aplanarity" Label="aplanarity" Title="aplanarity" Unit="" Internal="aplanarity" Type="F" Min="1.42047333e-03" Max="4.21416402e-01"/>
+ <Variable VarIndex="5" Expression="closest_tagged_dijet_mass" Label="closest_tagged_dijet_mass" Title="closest_tagged_dijet_mass" Unit="" Internal="closest_tagged_dijet_mass" Type="F" Min="1.90076675e+01" Max="4.15109894e+02"/>
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+ <Classes NClass="2">
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diff --git a/data/bdtweights_ICHEP16/weights_53.xml b/data/bdtweights_ICHEP16/weights_53.xml
new file mode 100644
index 0000000000000000000000000000000000000000..170ebcbd282f828f7d908be2fcbd8be50f877c61
--- /dev/null
+++ b/data/bdtweights_ICHEP16/weights_53.xml
@@ -0,0 +1,14727 @@
+<?xml version="1.0"?>
+<MethodSetup Method="BDT::BDTG">
+ <GeneralInfo>
+ <Info name="TMVA Release" value="4.2.1 [262657]"/>
+ <Info name="ROOT Release" value="6.06/01 [394753]"/>
+ <Info name="Creator" value="kelmorab"/>
+ <Info name="Date" value="Tue Feb 28 15:16:08 2017"/>
+ <Info name="Host" value="Linux vocms0315.cern.ch 2.6.32-573.26.1.el6.x86_64 #1 SMP Wed May 4 09:23:05 CEST 2016 x86_64 x86_64 x86_64 GNU/Linux"/>
+ <Info name="Dir" value="/nfs/dust/cms/user/kelmorab/Spring17Training/3makeHistosAndCards"/>
+ <Info name="Training events" value="48199"/>
+ <Info name="TrainingTime" value="5.48921549e+01"/>
+ <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="NTrees" modified="Yes">1312</Option>
+ <Option name="MaxDepth" modified="Yes">2</Option>
+ <Option name="MinNodeSize" modified="No">5%</Option>
+ <Option name="nCuts" modified="Yes">36</Option>
+ <Option name="BoostType" modified="Yes">Grad</Option>
+ <Option name="AdaBoostR2Loss" modified="No">quadratic</Option>
+ <Option name="UseBaggedBoost" modified="Yes">True</Option>
+ <Option name="Shrinkage" modified="Yes">2.860000e-02</Option>
+ <Option name="AdaBoostBeta" modified="No">5.000000e-01</Option>
+ <Option name="UseRandomisedTrees" modified="No">False</Option>
+ <Option name="UseNvars" modified="No">3</Option>
+ <Option name="UsePoissonNvars" modified="No">True</Option>
+ <Option name="BaggedSampleFraction" modified="No">4.000000e-01</Option>
+ <Option name="UseYesNoLeaf" modified="No">True</Option>
+ <Option name="NegWeightTreatment" modified="Yes">ignorenegweightsintraining</Option>
+ <Option name="Css" modified="No">1.000000e+00</Option>
+ <Option name="Cts_sb" modified="No">1.000000e+00</Option>
+ <Option name="Ctb_ss" modified="No">1.000000e+00</Option>
+ <Option name="Cbb" modified="No">1.000000e+00</Option>
+ <Option name="NodePurityLimit" modified="No">5.000000e-01</Option>
+ <Option name="SeparationType" modified="No">giniindex</Option>
+ <Option name="DoBoostMonitor" modified="No">False</Option>
+ <Option name="UseFisherCuts" modified="No">False</Option>
+ <Option name="MinLinCorrForFisher" modified="No">8.000000e-01</Option>
+ <Option name="UseExclusiveVars" modified="No">False</Option>
+ <Option name="DoPreselection" modified="No">False</Option>
+ <Option name="SigToBkgFraction" modified="No">1.000000e+00</Option>
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+ <Option name="PruneStrength" modified="No">0.000000e+00</Option>
+ <Option name="PruningValFraction" modified="No">5.000000e-01</Option>
+ <Option name="nEventsMin" modified="No">0</Option>
+ <Option name="UseBaggedGrad" modified="No">False</Option>
+ <Option name="GradBaggingFraction" modified="Yes">4.000000e-01</Option>
+ <Option name="UseNTrainEvents" modified="No">0</Option>
+ <Option name="NNodesMax" modified="No">0</Option>
+ </Options>
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+ <Variable VarIndex="0" Expression="blr_transformed" Label="blr_transformed" Title="blr_transformed" Unit="" Internal="blr_transformed" Type="F" Min="-9.68884528e-01" Max="8.32929325e+00"/>
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+ <Variable VarIndex="2" Expression="closest_tagged_dijet_mass" Label="closest_tagged_dijet_mass" Title="closest_tagged_dijet_mass" Unit="" Internal="closest_tagged_dijet_mass" Type="F" Min="1.60592365e+01" Max="1.62611401e+03"/>
+ <Variable VarIndex="3" Expression="h2" Label="h2" Title="h2" Unit="" Internal="h2" Type="F" Min="-1.26458824e-01" Max="3.43571663e-01"/>
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+ <MVAPdfs/>
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diff --git a/data/bdtweights_ICHEP16/weights_54.xml b/data/bdtweights_ICHEP16/weights_54.xml
new file mode 100644
index 0000000000000000000000000000000000000000..4b09e45537f378992a9ce869e6b96964cfaca8e0
--- /dev/null
+++ b/data/bdtweights_ICHEP16/weights_54.xml
@@ -0,0 +1,8012 @@
+<?xml version="1.0"?>
+<MethodSetup Method="BDT::BDTG">
+ <GeneralInfo>
+ <Info name="TMVA Release" value="4.2.1 [262657]"/>
+ <Info name="ROOT Release" value="6.06/01 [394753]"/>
+ <Info name="Creator" value="kelmorab"/>
+ <Info name="Date" value="Tue Feb 28 15:16:57 2017"/>
+ <Info name="Host" value="Linux vocms0315.cern.ch 2.6.32-573.26.1.el6.x86_64 #1 SMP Wed May 4 09:23:05 CEST 2016 x86_64 x86_64 x86_64 GNU/Linux"/>
+ <Info name="Dir" value="/nfs/dust/cms/user/kelmorab/Spring17Training/3makeHistosAndCards"/>
+ <Info name="Training events" value="6834"/>
+ <Info name="TrainingTime" value="3.69216299e+00"/>
+ <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="NTrees" modified="Yes">700</Option>
+ <Option name="MaxDepth" modified="Yes">2</Option>
+ <Option name="MinNodeSize" modified="No">5%</Option>
+ <Option name="nCuts" modified="Yes">49</Option>
+ <Option name="BoostType" modified="Yes">Grad</Option>
+ <Option name="AdaBoostR2Loss" modified="No">quadratic</Option>
+ <Option name="UseBaggedBoost" modified="Yes">True</Option>
+ <Option name="Shrinkage" modified="Yes">1.690000e-02</Option>
+ <Option name="AdaBoostBeta" modified="No">5.000000e-01</Option>
+ <Option name="UseRandomisedTrees" modified="No">False</Option>
+ <Option name="UseNvars" modified="No">3</Option>
+ <Option name="UsePoissonNvars" modified="No">True</Option>
+ <Option name="BaggedSampleFraction" modified="No">4.870000e-01</Option>
+ <Option name="UseYesNoLeaf" modified="No">True</Option>
+ <Option name="NegWeightTreatment" modified="Yes">ignorenegweightsintraining</Option>
+ <Option name="Css" modified="No">1.000000e+00</Option>
+ <Option name="Cts_sb" modified="No">1.000000e+00</Option>
+ <Option name="Ctb_ss" modified="No">1.000000e+00</Option>
+ <Option name="Cbb" modified="No">1.000000e+00</Option>
+ <Option name="NodePurityLimit" modified="No">5.000000e-01</Option>
+ <Option name="SeparationType" modified="No">giniindex</Option>
+ <Option name="DoBoostMonitor" modified="No">False</Option>
+ <Option name="UseFisherCuts" modified="No">False</Option>
+ <Option name="MinLinCorrForFisher" modified="No">8.000000e-01</Option>
+ <Option name="UseExclusiveVars" modified="No">False</Option>
+ <Option name="DoPreselection" modified="No">False</Option>
+ <Option name="SigToBkgFraction" modified="No">1.000000e+00</Option>
+ <Option name="PruneMethod" modified="No">nopruning</Option>
+ <Option name="PruneStrength" modified="No">0.000000e+00</Option>
+ <Option name="PruningValFraction" modified="No">5.000000e-01</Option>
+ <Option name="nEventsMin" modified="No">0</Option>
+ <Option name="UseBaggedGrad" modified="No">False</Option>
+ <Option name="GradBaggingFraction" modified="Yes">4.870000e-01</Option>
+ <Option name="UseNTrainEvents" modified="No">0</Option>
+ <Option name="NNodesMax" modified="No">0</Option>
+ </Options>
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diff --git a/data/bdtweights_ICHEP16/weights_62.xml b/data/bdtweights_ICHEP16/weights_62.xml
new file mode 100644
index 0000000000000000000000000000000000000000..1eb1588d2ae1f1cde3fcea38696c93deb9fdc5bb
--- /dev/null
+++ b/data/bdtweights_ICHEP16/weights_62.xml
@@ -0,0 +1,5718 @@
+<?xml version="1.0"?>
+<MethodSetup Method="BDT::BDTG">
+ <GeneralInfo>
+ <Info name="TMVA Release" value="4.2.1 [262657]"/>
+ <Info name="ROOT Release" value="6.06/01 [394753]"/>
+ <Info name="Creator" value="kelmorab"/>
+ <Info name="Date" value="Tue Feb 28 15:22:26 2017"/>
+ <Info name="Host" value="Linux vocms0315.cern.ch 2.6.32-573.26.1.el6.x86_64 #1 SMP Wed May 4 09:23:05 CEST 2016 x86_64 x86_64 x86_64 GNU/Linux"/>
+ <Info name="Dir" value="/nfs/dust/cms/user/kelmorab/Spring17Training/3makeHistosAndCards"/>
+ <Info name="Training events" value="167142"/>
+ <Info name="TrainingTime" value="6.11792731e+01"/>
+ <Info name="AnalysisType" value="Classification"/>
+ </GeneralInfo>
+ <Options>
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+ <Option name="VarTransform" modified="No">None</Option>
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+ <Option name="CreateMVAPdfs" modified="No">False</Option>
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+ <Option name="MaxDepth" modified="Yes">2</Option>
+ <Option name="MinNodeSize" modified="No">5%</Option>
+ <Option name="nCuts" modified="Yes">61</Option>
+ <Option name="BoostType" modified="Yes">Grad</Option>
+ <Option name="AdaBoostR2Loss" modified="No">quadratic</Option>
+ <Option name="UseBaggedBoost" modified="Yes">True</Option>
+ <Option name="Shrinkage" modified="Yes">3.600000e-02</Option>
+ <Option name="AdaBoostBeta" modified="No">5.000000e-01</Option>
+ <Option name="UseRandomisedTrees" modified="No">False</Option>
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diff --git a/data/bdtweights_ICHEP16/weights_63.xml b/data/bdtweights_ICHEP16/weights_63.xml
new file mode 100644
index 0000000000000000000000000000000000000000..4899273c3d2c116a73cd31ad7a7423d57f2c61cf
--- /dev/null
+++ b/data/bdtweights_ICHEP16/weights_63.xml
@@ -0,0 +1,11826 @@
+<?xml version="1.0"?>
+<MethodSetup Method="BDT::BDTG">
+ <GeneralInfo>
+ <Info name="TMVA Release" value="4.2.1 [262657]"/>
+ <Info name="ROOT Release" value="6.06/01 [394753]"/>
+ <Info name="Creator" value="kelmorab"/>
+ <Info name="Date" value="Tue Feb 28 15:24:52 2017"/>
+ <Info name="Host" value="Linux vocms0315.cern.ch 2.6.32-573.26.1.el6.x86_64 #1 SMP Wed May 4 09:23:05 CEST 2016 x86_64 x86_64 x86_64 GNU/Linux"/>
+ <Info name="Dir" value="/nfs/dust/cms/user/kelmorab/Spring17Training/3makeHistosAndCards"/>
+ <Info name="Training events" value="52922"/>
+ <Info name="TrainingTime" value="2.53818581e+01"/>
+ <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="NTrees" modified="Yes">1043</Option>
+ <Option name="MaxDepth" modified="Yes">2</Option>
+ <Option name="MinNodeSize" modified="No">5%</Option>
+ <Option name="nCuts" modified="Yes">60</Option>
+ <Option name="BoostType" modified="Yes">Grad</Option>
+ <Option name="AdaBoostR2Loss" modified="No">quadratic</Option>
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+ <Option name="AdaBoostBeta" modified="No">5.000000e-01</Option>
+ <Option name="UseRandomisedTrees" modified="No">False</Option>
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+ <Option name="UseYesNoLeaf" modified="No">True</Option>
+ <Option name="NegWeightTreatment" modified="Yes">ignorenegweightsintraining</Option>
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+ <Option name="NodePurityLimit" modified="No">5.000000e-01</Option>
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+ <Option name="PruningValFraction" modified="No">5.000000e-01</Option>
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+ <Option name="GradBaggingFraction" modified="Yes">1.119899e-01</Option>
+ <Option name="UseNTrainEvents" modified="No">0</Option>
+ <Option name="NNodesMax" modified="No">0</Option>
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diff --git a/data/bdtweights_ICHEP16/weights_64.xml b/data/bdtweights_ICHEP16/weights_64.xml
new file mode 100644
index 0000000000000000000000000000000000000000..9d68444ab2f6464ae106699fcdd7083c4f7ea6f3
--- /dev/null
+++ b/data/bdtweights_ICHEP16/weights_64.xml
@@ -0,0 +1,10406 @@
+<?xml version="1.0"?>
+<MethodSetup Method="BDT::BDTG">
+ <GeneralInfo>
+ <Info name="TMVA Release" value="4.2.1 [262657]"/>
+ <Info name="ROOT Release" value="6.06/01 [394753]"/>
+ <Info name="Creator" value="kelmorab"/>
+ <Info name="Date" value="Tue Feb 28 15:26:36 2017"/>
+ <Info name="Host" value="Linux vocms0315.cern.ch 2.6.32-573.26.1.el6.x86_64 #1 SMP Wed May 4 09:23:05 CEST 2016 x86_64 x86_64 x86_64 GNU/Linux"/>
+ <Info name="Dir" value="/nfs/dust/cms/user/kelmorab/Spring17Training/3makeHistosAndCards"/>
+ <Info name="Training events" value="15047"/>
+ <Info name="TrainingTime" value="9.52544379e+00"/>
+ <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="NTrees" modified="Yes">932</Option>
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+ <Option name="MinNodeSize" modified="No">5%</Option>
+ <Option name="nCuts" modified="Yes">46</Option>
+ <Option name="BoostType" modified="Yes">Grad</Option>
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+ </Node>
+ </BinaryTree>
+ </Weights>
+</MethodSetup>
diff --git a/interface/BDTClassifier.h b/interface/BDTClassifier.h
index 468470c16252d57ad4be4a51382c9cbac5ed0ba6..2eac0f9e4609538f481e74aab90cc37ddbfa5a82 100644
--- a/interface/BDTClassifier.h
+++ b/interface/BDTClassifier.h
@@ -6,6 +6,7 @@
#include "TLorentzVector.h"
#include "TMVA/Reader.h"
#include "TTH/CommonClassifier/interface/CommonBDTvars.h"
+#include "TTH/CommonClassifier/interface/MEMClassifier.h"
// class to evaluate lepton plus jets BDT set
@@ -44,6 +45,7 @@ private:
std::map<std::string,TMVA::Reader*> readerMap;
std::map<std::string,float> variableMap;
CommonBDTvars bdtvar;
+ MEMClassifier mem;
};
diff --git a/src/BDTClassifier.cpp b/src/BDTClassifier.cpp
index d78acc6bbacb8e433676e99e432018e42409d67f..be8d45c2e5c1750cb270c962310a0e834d9b9811 100644
--- a/src/BDTClassifier.cpp
+++ b/src/BDTClassifier.cpp
@@ -3,7 +3,7 @@
using namespace std;
BDTClassifier::BDTClassifier (string weightpath):btagMcut(0.8484){
- if(weightpath=="") weightpath=string(getenv("CMSSW_BASE"))+"/src/TTH/CommonClassifier/data/bdtweights_v5/";
+ if(weightpath=="") weightpath=string(getenv("CMSSW_BASE"))+"/src/TTH/CommonClassifier/data/bdtweights_ICHEP16/";
// ==================================================
//init all variables potentially used in BDT set
@@ -44,6 +44,8 @@ BDTClassifier::BDTClassifier (string weightpath):btagMcut(0.8484){
variableMap["third_jet_pt"]=-999.;
variableMap["Evt_CSV_Average"]=-999.;
variableMap["Evt_Deta_JetsAverage"]=-999.;
+ variableMap["blr_transformed"]=-999.;
+
// ==================================================
///init readers for all categories
readerMap["6j4t"]=new TMVA::Reader("Silent");
@@ -57,83 +59,74 @@ BDTClassifier::BDTClassifier (string weightpath):btagMcut(0.8484){
// ==================================================
//add variables to corresponding readers
// 62
+ readerMap["6j2t"]->AddVariable("blr_transformed", &variableMap["blr_transformed"]);
+ readerMap["6j2t"]->AddVariable("Evt_M_MinDeltaRTaggedJets", &variableMap["Evt_M_MinDeltaRTaggedJets"]);
+ readerMap["6j2t"]->AddVariable("h2", &variableMap["h2"]);
+ readerMap["6j2t"]->AddVariable("avg_btag_disc_btags", &variableMap["avg_btag_disc_btags"]);
+ readerMap["6j2t"]->AddVariable("all_sum_pt_with_met", &variableMap["all_sum_pt_with_met"]);
+ readerMap["6j2t"]->AddVariable("aplanarity", &variableMap["aplanarity"]);
readerMap["6j2t"]->AddVariable("h1", &variableMap["h1"]);
- readerMap["6j2t"]->AddVariable("avg_dr_tagged_jets", &variableMap["avg_dr_tagged_jets"]);
- readerMap["6j2t"]->AddVariable("sphericity", &variableMap["sphericity"]);
- readerMap["6j2t"]->AddVariable("third_highest_btag", &variableMap["third_highest_btag"]);
- readerMap["6j2t"]->AddVariable("h3", &variableMap["h3"]);
- readerMap["6j2t"]->AddVariable("HT", &variableMap["HT"]);
+ readerMap["6j2t"]->AddVariable("pt_all_jets_over_E_all_jets", &variableMap["pt_all_jets_over_E_all_jets"]);
readerMap["6j2t"]->AddVariable("Mlb", &variableMap["Mlb"]);
- readerMap["6j2t"]->AddVariable("fifth_highest_CSV", &variableMap["fifth_highest_CSV"]);
- readerMap["6j2t"]->AddVariable("fourth_highest_btag", &variableMap["fourth_highest_btag"]);
-
+ readerMap["6j2t"]->AddVariable("maxeta_tag_tag", &variableMap["maxeta_tag_tag"]);
+
// 43
- readerMap["4j3t"]->AddVariable("h1", &variableMap["h1"]);
- readerMap["4j3t"]->AddVariable("avg_dr_tagged_jets", &variableMap["avg_dr_tagged_jets"]);
- readerMap["4j3t"]->AddVariable("sphericity", &variableMap["sphericity"]);
+ readerMap["4j3t"]->AddVariable("blr_transformed", &variableMap["blr_transformed"]);
readerMap["4j3t"]->AddVariable("third_highest_btag", &variableMap["third_highest_btag"]);
readerMap["4j3t"]->AddVariable("HT", &variableMap["HT"]);
+ readerMap["4j3t"]->AddVariable("h1", &variableMap["h1"]);
+ readerMap["4j3t"]->AddVariable("sphericity", &variableMap["sphericity"]);
readerMap["4j3t"]->AddVariable("dev_from_avg_disc_btags", &variableMap["dev_from_avg_disc_btags"]);
- readerMap["4j3t"]->AddVariable("M3", &variableMap["M3"]);
- readerMap["4j3t"]->AddVariable("min_dr_tagged_jets", &variableMap["min_dr_tagged_jets"]);
- readerMap["4j3t"]->AddVariable("Evt_CSV_Average", &variableMap["Evt_CSV_Average"]);
+ readerMap["4j3t"]->AddVariable("dr_between_lep_and_closest_jet", &variableMap["dr_between_lep_and_closest_jet"]);
+ readerMap["4j3t"]->AddVariable("pt_all_jets_over_E_all_jets", &variableMap["pt_all_jets_over_E_all_jets"]);
// 53
- readerMap["5j3t"]->AddVariable("h1", &variableMap["h1"]);
- readerMap["5j3t"]->AddVariable("avg_dr_tagged_jets", &variableMap["avg_dr_tagged_jets"]);
+ readerMap["5j3t"]->AddVariable("blr_transformed", &variableMap["blr_transformed"]);
+ readerMap["5j3t"]->AddVariable("all_sum_pt_with_met", &variableMap["all_sum_pt_with_met"]);
+ readerMap["5j3t"]->AddVariable("closest_tagged_dijet_mass", &variableMap["closest_tagged_dijet_mass"]);
+ readerMap["5j3t"]->AddVariable("h2", &variableMap["h2"]);
readerMap["5j3t"]->AddVariable("sphericity", &variableMap["sphericity"]);
- readerMap["5j3t"]->AddVariable("third_highest_btag", &variableMap["third_highest_btag"]);
- readerMap["5j3t"]->AddVariable("h3", &variableMap["h3"]);
- readerMap["5j3t"]->AddVariable("HT", &variableMap["HT"]);
- readerMap["5j3t"]->AddVariable("dev_from_avg_disc_btags", &variableMap["dev_from_avg_disc_btags"]);
- readerMap["5j3t"]->AddVariable("fourth_highest_btag", &variableMap["fourth_highest_btag"]);
+ readerMap["5j3t"]->AddVariable("avg_btag_disc_btags", &variableMap["avg_btag_disc_btags"]);
+ readerMap["5j3t"]->AddVariable("avg_dr_tagged_jets", &variableMap["avg_dr_tagged_jets"]);
+ readerMap["5j3t"]->AddVariable("third_jet_pt", &variableMap["third_jet_pt"]);
+ readerMap["5j3t"]->AddVariable("dr_between_lep_and_closest_jet", &variableMap["dr_between_lep_and_closest_jet"]);
+ readerMap["5j3t"]->AddVariable("maxeta_tag_tag", &variableMap["maxeta_tag_tag"]);
// 63
- readerMap["6j3t"]->AddVariable("avg_dr_tagged_jets", &variableMap["avg_dr_tagged_jets"]);
- readerMap["6j3t"]->AddVariable("fifth_highest_CSV", &variableMap["fifth_highest_CSV"]);
- readerMap["6j3t"]->AddVariable("fourth_highest_btag", &variableMap["fourth_highest_btag"]);
- readerMap["6j3t"]->AddVariable("avg_btag_disc_btags", &variableMap["avg_btag_disc_btags"]);
- readerMap["6j3t"]->AddVariable("all_sum_pt_with_met", &variableMap["all_sum_pt_with_met"]);
- readerMap["6j3t"]->AddVariable("tagged_dijet_mass_closest_to_125", &variableMap["tagged_dijet_mass_closest_to_125"]);
- readerMap["6j3t"]->AddVariable("Evt_Deta_JetsAverage", &variableMap["Evt_Deta_JetsAverage"]);
- readerMap["6j3t"]->AddVariable("min_dr_tagged_jets", &variableMap["min_dr_tagged_jets"]);
- readerMap["6j3t"]->AddVariable("dEta_fn", &variableMap["dEta_fn"]);
readerMap["6j3t"]->AddVariable("aplanarity", &variableMap["aplanarity"]);
- readerMap["6j3t"]->AddVariable("h1", &variableMap["h1"]);
+ readerMap["6j3t"]->AddVariable("dEta_fn", &variableMap["dEta_fn"]);
+ readerMap["6j3t"]->AddVariable("pt_all_jets_over_E_all_jets", &variableMap["pt_all_jets_over_E_all_jets"]);
+ readerMap["6j3t"]->AddVariable("min_dr_tagged_jets", &variableMap["min_dr_tagged_jets"]);
+ readerMap["6j3t"]->AddVariable("dev_from_avg_disc_btags", &variableMap["dev_from_avg_disc_btags"]);
+ readerMap["6j3t"]->AddVariable("all_sum_pt_with_met", &variableMap["all_sum_pt_with_met"]);
+ readerMap["6j3t"]->AddVariable("blr_transformed", &variableMap["blr_transformed"]);
// 44
- readerMap["4j4t"]->AddVariable("avg_dr_tagged_jets", &variableMap["avg_dr_tagged_jets"]);
- readerMap["4j4t"]->AddVariable("closest_tagged_dijet_mass", &variableMap["closest_tagged_dijet_mass"]);
- readerMap["4j4t"]->AddVariable("avg_btag_disc_btags", &variableMap["avg_btag_disc_btags"]);
- readerMap["4j4t"]->AddVariable("min_dr_tagged_jets", &variableMap["min_dr_tagged_jets"]);
- readerMap["4j4t"]->AddVariable("M3", &variableMap["M3"]);
- readerMap["4j4t"]->AddVariable("Evt_Deta_JetsAverage", &variableMap["Evt_Deta_JetsAverage"]);
- readerMap["4j4t"]->AddVariable("maxeta_jet_tag", &variableMap["maxeta_jet_tag"]);
readerMap["4j4t"]->AddVariable("all_sum_pt_with_met", &variableMap["all_sum_pt_with_met"]);
- readerMap["4j4t"]->AddVariable("HT", &variableMap["HT"]);
+ readerMap["4j4t"]->AddVariable("avg_btag_disc_btags", &variableMap["avg_btag_disc_btags"]);
+ readerMap["4j4t"]->AddVariable("h3", &variableMap["h3"]);
+ readerMap["4j4t"]->AddVariable("pt_all_jets_over_E_all_jets", &variableMap["pt_all_jets_over_E_all_jets"]);
+ readerMap["4j4t"]->AddVariable("aplanarity", &variableMap["aplanarity"]);
+ readerMap["4j4t"]->AddVariable("closest_tagged_dijet_mass", &variableMap["closest_tagged_dijet_mass"]);
// 54
+ readerMap["5j4t"]->AddVariable("Evt_Deta_JetsAverage", &variableMap["Evt_Deta_JetsAverage"]);
+ readerMap["5j4t"]->AddVariable("HT", &variableMap["HT"]);
readerMap["5j4t"]->AddVariable("avg_btag_disc_btags", &variableMap["avg_btag_disc_btags"]);
- readerMap["5j4t"]->AddVariable("pt_all_jets_over_E_all_jets", &variableMap["pt_all_jets_over_E_all_jets"]);
- readerMap["5j4t"]->AddVariable("closest_tagged_dijet_mass", &variableMap["closest_tagged_dijet_mass"]);
readerMap["5j4t"]->AddVariable("tagged_dijet_mass_closest_to_125", &variableMap["tagged_dijet_mass_closest_to_125"]);
- readerMap["5j4t"]->AddVariable("HT", &variableMap["HT"]);
- readerMap["5j4t"]->AddVariable("avg_dr_tagged_jets", &variableMap["avg_dr_tagged_jets"]);
readerMap["5j4t"]->AddVariable("M3", &variableMap["M3"]);
- readerMap["5j4t"]->AddVariable("h1", &variableMap["h1"]);
- readerMap["5j4t"]->AddVariable("best_higgs_mass", &variableMap["best_higgs_mass"]);
+ readerMap["5j4t"]->AddVariable("all_sum_pt_with_met", &variableMap["all_sum_pt_with_met"]);
+ readerMap["5j4t"]->AddVariable("closest_tagged_dijet_mass", &variableMap["closest_tagged_dijet_mass"]);
+ readerMap["5j4t"]->AddVariable("aplanarity", &variableMap["aplanarity"]);
+ readerMap["5j4t"]->AddVariable("avg_dr_tagged_jets", &variableMap["avg_dr_tagged_jets"]);
// 64
- readerMap["6j4t"]->AddVariable("avg_dr_tagged_jets", &variableMap["avg_dr_tagged_jets"]);
readerMap["6j4t"]->AddVariable("best_higgs_mass", &variableMap["best_higgs_mass"]);
readerMap["6j4t"]->AddVariable("tagged_dijet_mass_closest_to_125", &variableMap["tagged_dijet_mass_closest_to_125"]);
- readerMap["6j4t"]->AddVariable("Evt_Deta_JetsAverage", &variableMap["Evt_Deta_JetsAverage"]);
+ readerMap["6j4t"]->AddVariable("invariant_mass_of_everything", &variableMap["invariant_mass_of_everything"]);
readerMap["6j4t"]->AddVariable("fourth_highest_btag", &variableMap["fourth_highest_btag"]);
- readerMap["6j4t"]->AddVariable("closest_tagged_dijet_mass", &variableMap["closest_tagged_dijet_mass"]);
+ readerMap["6j4t"]->AddVariable("all_sum_pt_with_met", &variableMap["all_sum_pt_with_met"]);
readerMap["6j4t"]->AddVariable("fifth_highest_CSV", &variableMap["fifth_highest_CSV"]);
- readerMap["6j4t"]->AddVariable("second_highest_btag", &variableMap["second_highest_btag"]);
- readerMap["6j4t"]->AddVariable("third_jet_pt", &variableMap["third_jet_pt"]);
- readerMap["6j4t"]->AddVariable("dr_between_lep_and_closest_jet", &variableMap["dr_between_lep_and_closest_jet"]);
// ==================================================
@@ -392,6 +385,21 @@ double BDTClassifier::GetBDTOutput(const std::vector<TLorentzVector>& selectedLe
else
csvDev=-1.;
+ //calculate blr_transformed
+ double blr_transformed=-1.0;
+ std::vector<unsigned int> out_best_perm;
+ double out_P_4b=-1;
+ double out_P_2b=-1;
+ double eth_blr=-1;
+ if(selectedJetP4.size()>3){
+ eth_blr=mem.GetBTagLikelihoodRatio(selectedJetP4,
+ selectedJetCSV_fixed,
+ out_best_perm,
+ out_P_4b,
+ out_P_2b);
+ }
+ blr_transformed=log(eth_blr/(1.0-eth_blr));
+
// ==================================================
// Fill variable map
@@ -432,6 +440,8 @@ double BDTClassifier::GetBDTOutput(const std::vector<TLorentzVector>& selectedLe
variableMap["third_jet_pt"]=selectedJetP4.size()>2?selectedJetP4[2].Pt():-99;
variableMap["Evt_CSV_Average"]=averageCSV_all;
variableMap["Evt_Deta_JetsAverage"]=detaJetsAverage;
+ variableMap["blr_transformed"]=blr_transformed;
+
// ==================================================
// evaluate BDT of current category