From d3f7463a9623d9285ac73b5df61d2f4547499d79 Mon Sep 17 00:00:00 2001
From: Caterina <caterina.vernieri@cern.ch>
Date: Sun, 9 Oct 2016 15:46:41 -0500
Subject: [PATCH] update

---
 ...stedSVDoubleCA15_withSubjet_v4.weights.xml | 7908 +++++++++--------
 Utils/src/BoostedBtaggingMVACalculator.cc     |    7 +-
 2 files changed, 3987 insertions(+), 3928 deletions(-)

diff --git a/Utils/data/BoostedSVDoubleCA15_withSubjet_v4.weights.xml b/Utils/data/BoostedSVDoubleCA15_withSubjet_v4.weights.xml
index 811f363..c00d6ed 100644
--- a/Utils/data/BoostedSVDoubleCA15_withSubjet_v4.weights.xml
+++ b/Utils/data/BoostedSVDoubleCA15_withSubjet_v4.weights.xml
@@ -4,11 +4,11 @@
     <Info name="TMVA Release" value="4.2.0 [262656]"/>
     <Info name="ROOT Release" value="5.34/18 [336402]"/>
     <Info name="Creator" value="cvernier"/>
-    <Info name="Date" value="Wed Sep 21 18:38:31 2016"/>
+    <Info name="Date" value="Sun Oct  9 07:18:19 2016"/>
     <Info name="Host" value="Linux cmsdev02.cern.ch 2.6.32-431.23.3.el6.x86_64 #1 SMP Wed Jul 30 09:43:11 CEST 2014 x86_64 x86_64 x86_64 GNU/Linux"/>
     <Info name="Dir" value="/afs/cern.ch/work/c/cvernier/testRegression/CMSSW_7_2_2_patch2/src/hlt_pileup/PuIdTreeProducer/test_HiggsTagging/codeTraining_june/HiggsTagger/training80x-ca15-puppi"/>
     <Info name="Training events" value="2776386"/>
-    <Info name="TrainingTime" value="3.27597559e+03"/>
+    <Info name="TrainingTime" value="3.59106847e+03"/>
     <Info name="AnalysisType" value="Classification"/>
   </GeneralInfo>
   <Options>
@@ -54,7 +54,7 @@
     <Option name="UseNTrainEvents" modified="No">0</Option>
     <Option name="NNodesMax" modified="No">0</Option>
   </Options>
-  <Variables NVar="26">
+  <Variables NVar="28">
     <Variable VarIndex="0" Expression="SubJet_csv" Label="SubJet_csv" Title="SubJet_csv" Unit="" Internal="SubJet_csv" Type="F" Min="-1.00000000e+00" Max="9.98724580e-01"/>
     <Variable VarIndex="1" Expression="z_ratio" Label="z_ratio" Title="z_ratio" Unit="" Internal="z_ratio" Type="F" Min="-3.00000000e+00" Max="7.41887756e+02"/>
     <Variable VarIndex="2" Expression="trackSipdSig_3" Label="trackSipdSig_3" Title="trackSipdSig_3" Unit="" Internal="trackSipdSig_3" Type="F" Min="-5.00000000e+01" Max="4.61244164e+01"/>
@@ -63,24 +63,26 @@
     <Variable VarIndex="5" Expression="trackSipdSig_0" Label="trackSipdSig_0" Title="trackSipdSig_0" Unit="" Internal="trackSipdSig_0" Type="F" Min="-5.00000000e+01" Max="1.55242554e+02"/>
     <Variable VarIndex="6" Expression="trackSipdSig_1_0" Label="trackSipdSig_1_0" Title="trackSipdSig_1_0" Unit="" Internal="trackSipdSig_1_0" Type="F" Min="-5.00000000e+01" Max="1.55242554e+02"/>
     <Variable VarIndex="7" Expression="trackSipdSig_0_0" Label="trackSipdSig_0_0" Title="trackSipdSig_0_0" Unit="" Internal="trackSipdSig_0_0" Type="F" Min="-5.00000000e+01" Max="1.39135834e+02"/>
-    <Variable VarIndex="8" Expression="trackSip2dSigAboveCharm_0" Label="trackSip2dSigAboveCharm_0" Title="trackSip2dSigAboveCharm_0" Unit="" Internal="trackSip2dSigAboveCharm_0" Type="F" Min="-5.60211868e+01" Max="1.05713181e+02"/>
-    <Variable VarIndex="9" Expression="trackSip2dSigAboveBottom_0" Label="trackSip2dSigAboveBottom_0" Title="trackSip2dSigAboveBottom_0" Unit="" Internal="trackSip2dSigAboveBottom_0" Type="F" Min="-1.27966209e+02" Max="9.49072266e+01"/>
-    <Variable VarIndex="10" Expression="trackSip2dSigAboveBottom_1" Label="trackSip2dSigAboveBottom_1" Title="trackSip2dSigAboveBottom_1" Unit="" Internal="trackSip2dSigAboveBottom_1" Type="F" Min="-1.04138786e+02" Max="7.19482803e+01"/>
-    <Variable VarIndex="11" Expression="tau0_trackEtaRel_0" Label="tau0_trackEtaRel_0" Title="tau0_trackEtaRel_0" Unit="" Internal="tau0_trackEtaRel_0" Type="F" Min="-1.00000000e+00" Max="7.94868231e+00"/>
-    <Variable VarIndex="12" Expression="tau0_trackEtaRel_1" Label="tau0_trackEtaRel_1" Title="tau0_trackEtaRel_1" Unit="" Internal="tau0_trackEtaRel_1" Type="F" Min="-1.00000000e+00" Max="1.02676830e+01"/>
-    <Variable VarIndex="13" Expression="tau0_trackEtaRel_2" Label="tau0_trackEtaRel_2" Title="tau0_trackEtaRel_2" Unit="" Internal="tau0_trackEtaRel_2" Type="F" Min="-1.00000000e+00" Max="1.02854795e+01"/>
-    <Variable VarIndex="14" Expression="tau1_trackEtaRel_0" Label="tau1_trackEtaRel_0" Title="tau1_trackEtaRel_0" Unit="" Internal="tau1_trackEtaRel_0" Type="F" Min="-1.00000000e+00" Max="7.30087709e+00"/>
-    <Variable VarIndex="15" Expression="tau1_trackEtaRel_1" Label="tau1_trackEtaRel_1" Title="tau1_trackEtaRel_1" Unit="" Internal="tau1_trackEtaRel_1" Type="F" Min="-1.00000000e+00" Max="1.04792624e+01"/>
-    <Variable VarIndex="16" Expression="tau1_trackEtaRel_2" Label="tau1_trackEtaRel_2" Title="tau1_trackEtaRel_2" Unit="" Internal="tau1_trackEtaRel_2" Type="F" Min="-1.00000000e+00" Max="1.01081800e+01"/>
-    <Variable VarIndex="17" Expression="tau_vertexMass_0" Label="tau_vertexMass_0" Title="tau_vertexMass_0" Unit="" Internal="tau_vertexMass_0" Type="F" Min="-1.00000000e+00" Max="5.98485962e+02"/>
-    <Variable VarIndex="18" Expression="tau_vertexEnergyRatio_0" Label="tau_vertexEnergyRatio_0" Title="tau_vertexEnergyRatio_0" Unit="" Internal="tau_vertexEnergyRatio_0" Type="F" Min="-1.00000000e+00" Max="5.00000000e+01"/>
-    <Variable VarIndex="19" Expression="tau_vertexDeltaR_0" Label="tau_vertexDeltaR_0" Title="tau_vertexDeltaR_0" Unit="" Internal="tau_vertexDeltaR_0" Type="F" Min="-1.00000000e+00" Max="1.80461454e+00"/>
-    <Variable VarIndex="20" Expression="tau_flightDistance2dSig_0" Label="tau_flightDistance2dSig_0" Title="tau_flightDistance2dSig_0" Unit="" Internal="tau_flightDistance2dSig_0" Type="F" Min="-1.00000000e+00" Max="5.21414185e+02"/>
-    <Variable VarIndex="21" Expression="tau_vertexMass_1" Label="tau_vertexMass_1" Title="tau_vertexMass_1" Unit="" Internal="tau_vertexMass_1" Type="F" Min="-1.00000000e+00" Max="3.88348297e+02"/>
-    <Variable VarIndex="22" Expression="tau_vertexEnergyRatio_1" Label="tau_vertexEnergyRatio_1" Title="tau_vertexEnergyRatio_1" Unit="" Internal="tau_vertexEnergyRatio_1" Type="F" Min="-1.00000000e+00" Max="5.00000000e+01"/>
-    <Variable VarIndex="23" Expression="tau_flightDistance2dSig_1" Label="tau_flightDistance2dSig_1" Title="tau_flightDistance2dSig_1" Unit="" Internal="tau_flightDistance2dSig_1" Type="F" Min="-1.00000000e+00" Max="5.33293457e+02"/>
-    <Variable VarIndex="24" Expression="jetNTracks" Label="jetNTracks" Title="jetNTracks" Unit="" Internal="jetNTracks" Type="I" Min="0.00000000e+00" Max="5.80000000e+01"/>
-    <Variable VarIndex="25" Expression="nSV" Label="nSV" Title="nSV" Unit="" Internal="nSV" Type="I" Min="0.00000000e+00" Max="1.10000000e+01"/>
+    <Variable VarIndex="8" Expression="trackSipdSig_1_1" Label="trackSipdSig_1_1" Title="trackSipdSig_1_1" Unit="" Internal="trackSipdSig_1_1" Type="F" Min="-5.00000000e+01" Max="8.16285172e+01"/>
+    <Variable VarIndex="9" Expression="trackSipdSig_0_1" Label="trackSipdSig_0_1" Title="trackSipdSig_0_1" Unit="" Internal="trackSipdSig_0_1" Type="F" Min="-5.00000000e+01" Max="9.61014404e+01"/>
+    <Variable VarIndex="10" Expression="trackSip2dSigAboveCharm_0" Label="trackSip2dSigAboveCharm_0" Title="trackSip2dSigAboveCharm_0" Unit="" Internal="trackSip2dSigAboveCharm_0" Type="F" Min="-5.60211868e+01" Max="1.05713181e+02"/>
+    <Variable VarIndex="11" Expression="trackSip2dSigAboveBottom_0" Label="trackSip2dSigAboveBottom_0" Title="trackSip2dSigAboveBottom_0" Unit="" Internal="trackSip2dSigAboveBottom_0" Type="F" Min="-1.27966209e+02" Max="9.49072266e+01"/>
+    <Variable VarIndex="12" Expression="trackSip2dSigAboveBottom_1" Label="trackSip2dSigAboveBottom_1" Title="trackSip2dSigAboveBottom_1" Unit="" Internal="trackSip2dSigAboveBottom_1" Type="F" Min="-1.04138786e+02" Max="7.19482803e+01"/>
+    <Variable VarIndex="13" Expression="tau0_trackEtaRel_0" Label="tau0_trackEtaRel_0" Title="tau0_trackEtaRel_0" Unit="" Internal="tau0_trackEtaRel_0" Type="F" Min="-1.00000000e+00" Max="7.94868231e+00"/>
+    <Variable VarIndex="14" Expression="tau0_trackEtaRel_1" Label="tau0_trackEtaRel_1" Title="tau0_trackEtaRel_1" Unit="" Internal="tau0_trackEtaRel_1" Type="F" Min="-1.00000000e+00" Max="1.02676830e+01"/>
+    <Variable VarIndex="15" Expression="tau0_trackEtaRel_2" Label="tau0_trackEtaRel_2" Title="tau0_trackEtaRel_2" Unit="" Internal="tau0_trackEtaRel_2" Type="F" Min="-1.00000000e+00" Max="1.02854795e+01"/>
+    <Variable VarIndex="16" Expression="tau1_trackEtaRel_0" Label="tau1_trackEtaRel_0" Title="tau1_trackEtaRel_0" Unit="" Internal="tau1_trackEtaRel_0" Type="F" Min="-1.00000000e+00" Max="7.30087709e+00"/>
+    <Variable VarIndex="17" Expression="tau1_trackEtaRel_1" Label="tau1_trackEtaRel_1" Title="tau1_trackEtaRel_1" Unit="" Internal="tau1_trackEtaRel_1" Type="F" Min="-1.00000000e+00" Max="1.04792624e+01"/>
+    <Variable VarIndex="18" Expression="tau1_trackEtaRel_2" Label="tau1_trackEtaRel_2" Title="tau1_trackEtaRel_2" Unit="" Internal="tau1_trackEtaRel_2" Type="F" Min="-1.00000000e+00" Max="1.01081800e+01"/>
+    <Variable VarIndex="19" Expression="tau_vertexMass_0" Label="tau_vertexMass_0" Title="tau_vertexMass_0" Unit="" Internal="tau_vertexMass_0" Type="F" Min="-1.00000000e+00" Max="5.98485962e+02"/>
+    <Variable VarIndex="20" Expression="tau_vertexEnergyRatio_0" Label="tau_vertexEnergyRatio_0" Title="tau_vertexEnergyRatio_0" Unit="" Internal="tau_vertexEnergyRatio_0" Type="F" Min="-1.00000000e+00" Max="5.00000000e+01"/>
+    <Variable VarIndex="21" Expression="tau_vertexDeltaR_0" Label="tau_vertexDeltaR_0" Title="tau_vertexDeltaR_0" Unit="" Internal="tau_vertexDeltaR_0" Type="F" Min="-1.00000000e+00" Max="1.80461454e+00"/>
+    <Variable VarIndex="22" Expression="tau_flightDistance2dSig_0" Label="tau_flightDistance2dSig_0" Title="tau_flightDistance2dSig_0" Unit="" Internal="tau_flightDistance2dSig_0" Type="F" Min="-1.00000000e+00" Max="5.21414185e+02"/>
+    <Variable VarIndex="23" Expression="tau_vertexMass_1" Label="tau_vertexMass_1" Title="tau_vertexMass_1" Unit="" Internal="tau_vertexMass_1" Type="F" Min="-1.00000000e+00" Max="3.88348297e+02"/>
+    <Variable VarIndex="24" Expression="tau_vertexEnergyRatio_1" Label="tau_vertexEnergyRatio_1" Title="tau_vertexEnergyRatio_1" Unit="" Internal="tau_vertexEnergyRatio_1" Type="F" Min="-1.00000000e+00" Max="5.00000000e+01"/>
+    <Variable VarIndex="25" Expression="tau_flightDistance2dSig_1" Label="tau_flightDistance2dSig_1" Title="tau_flightDistance2dSig_1" Unit="" Internal="tau_flightDistance2dSig_1" Type="F" Min="-1.00000000e+00" Max="5.33293457e+02"/>
+    <Variable VarIndex="26" Expression="jetNTracks" Label="jetNTracks" Title="jetNTracks" Unit="" Internal="jetNTracks" Type="I" Min="0.00000000e+00" Max="5.80000000e+01"/>
+    <Variable VarIndex="27" Expression="nSV" Label="nSV" Title="nSV" Unit="" Internal="nSV" Type="I" Min="0.00000000e+00" Max="1.10000000e+01"/>
   </Variables>
   <Spectators NSpec="5">
     <Spectator SpecIndex="0" Expression="massPruned" Label="massPruned" Title="massPruned" Unit="" Internal="massPruned" Type="F" Min="5.00000114e+01" Max="1.99999908e+02"/>
@@ -99,17 +101,17 @@
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-          <Node pos="l" depth="2" NCoef="0" IVar="24" Cut="1.3809523582458496e+01" cType="1" res="-3.1811377406120300e-01" rms="3.8575074076652527e-01" purity="1.8188622593879700e-01" nType="0">
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-          <Node pos="r" depth="2" NCoef="0" IVar="24" Cut="1.6714284896850586e+01" cType="1" res="7.3196977376937866e-02" rms="4.9461317062377930e-01" purity="5.7319700717926025e-01" nType="0">
+          <Node pos="r" depth="2" NCoef="0" IVar="26" Cut="1.6714284896850586e+01" cType="1" res="7.3196977376937866e-02" rms="4.9461317062377930e-01" purity="5.7319700717926025e-01" nType="0">
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@@ -118,7 +120,7 @@
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-          <Node pos="l" depth="2" NCoef="0" IVar="24" Cut="1.8333333969116211e+01" cType="1" res="2.0088519155979156e-01" rms="4.5787021517753601e-01" purity="7.0088523626327515e-01" nType="0">
+          <Node pos="l" depth="2" NCoef="0" IVar="26" Cut="1.8333333969116211e+01" cType="1" res="2.0088519155979156e-01" rms="4.5787021517753601e-01" purity="7.0088523626327515e-01" nType="0">
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@@ -129,17 +131,17 @@
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+          <Node pos="r" depth="2" NCoef="0" IVar="26" Cut="1.6714284896850586e+01" cType="1" res="7.2424575686454773e-02" rms="4.9361363053321838e-01" purity="5.7319700717926025e-01" nType="0">
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@@ -148,7 +150,7 @@
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diff --git a/Utils/src/BoostedBtaggingMVACalculator.cc b/Utils/src/BoostedBtaggingMVACalculator.cc
index 3b90a1d..3d7279f 100644
--- a/Utils/src/BoostedBtaggingMVACalculator.cc
+++ b/Utils/src/BoostedBtaggingMVACalculator.cc
@@ -27,6 +27,7 @@ void BoostedBtaggingMVACalculator::initialize(const std::string MethodTag, const
     if(fReader !=0) delete fReader;
     fReader = new TMVA::Reader();
 
+
     fReader->AddVariable("SubJet_csv",&_SubJet_csv);
     fReader->AddVariable("z_ratio",&_z_ratio);
     fReader->AddVariable("trackSipdSig_3",&_trackSipdSig_3);
@@ -35,8 +36,8 @@ void BoostedBtaggingMVACalculator::initialize(const std::string MethodTag, const
     fReader->AddVariable("trackSipdSig_0",&_trackSipdSig_0);
     fReader->AddVariable("trackSipdSig_1_0",&_trackSipdSig_1_0);
     fReader->AddVariable("trackSipdSig_0_0",&_trackSipdSig_0_0);
-//    fReader->AddVariable("trackSipdSig_1_1",&_trackSipdSig_1_1);
-//    fReader->AddVariable("trackSipdSig_0_1",&_trackSipdSig_0_1);
+    fReader->AddVariable("trackSipdSig_1_1",&_trackSipdSig_1_1);
+    fReader->AddVariable("trackSipdSig_0_1",&_trackSipdSig_0_1);
     fReader->AddVariable("trackSip2dSigAboveCharm_0",&_trackSip2dSigAboveCharm_0);
     fReader->AddVariable("trackSip2dSigAboveBottom_0",&_trackSip2dSigAboveBottom_0);
     fReader->AddVariable("trackSip2dSigAboveBottom_1",&_trackSip2dSigAboveBottom_1);
@@ -84,6 +85,8 @@ float BoostedBtaggingMVACalculator::mvaValue(
 		const float tau_vertexEnergyRatio_1, const float tau_flightDistance2dSig_1, const float jetNTracks, const float nSV,
 		const bool printDebug)
 {
+
+
 	_massPruned=massPruned;
 	_flavour=flavour;
 	_nbHadrons=nbHadrons;