diff --git a/.gitignore b/.gitignore
index ae74ecd016bbb..3a1eb89a7be4b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -43,3 +43,6 @@ test/combine*
 test/mysub*
 test/sub*
 test/crabTest/*dat
+
+# emacs
+*~
diff --git a/aux/tb_1l_TMVA_BDT.weights.xml b/aux/tb_1l_TMVA_BDT.weights.xml
index 1acc21939f152..9f43c8241e3e0 100644
--- a/aux/tb_1l_TMVA_BDT.weights.xml
+++ b/aux/tb_1l_TMVA_BDT.weights.xml
@@ -1,14 +1,14 @@
 <?xml version="1.0"?>
-<MethodSetup Method="BDT::BDTF">
+<MethodSetup Method="BDT::BDTMitFisher">
   <GeneralInfo>
     <Info name="TMVA Release" value="4.2.1 [262657]"/>
-    <Info name="ROOT Release" value="6.08/00 [395264]"/>
+    <Info name="ROOT Release" value="6.06/08 [394760]"/>
     <Info name="Creator" value="vischia"/>
-    <Info name="Date" value="Fri Dec 16 02:54:12 2016"/>
-    <Info name="Host" value="Linux fanae127.geol.uniovi.es 2.6.32-642.6.2.el6.x86_64 #1 SMP Wed Oct 26 08:22:04 CEST 2016 x86_64 x86_64 x86_64 GNU/Linux"/>
+    <Info name="Date" value="Fri Dec 16 23:33:48 2016"/>
+    <Info name="Host" value="Linux fanae127.geol.uniovi.es 2.6.32-642.4.2.el6.x86_64 #1 SMP Wed Aug 24 09:19:54 CEST 2016 x86_64 x86_64 x86_64 GNU/Linux"/>
     <Info name="Dir" value="/mnt_pool/fanae105/user/vischia/workarea/chargedHiggs/chargedHiggs13TeV"/>
     <Info name="Training events" value="110000"/>
-    <Info name="TrainingTime" value="2.54145880e+01"/>
+    <Info name="TrainingTime" value="2.42447002e+01"/>
     <Info name="AnalysisType" value="Classification"/>
   </GeneralInfo>
   <Options>
@@ -39,8 +39,6 @@
     <Option name="Cbb" modified="No">1.000000e+00</Option>
     <Option name="NodePurityLimit" modified="No">5.000000e-01</Option>
     <Option name="SeparationType" modified="Yes">giniindex</Option>
-    <Option name="RegressionLossFunctionBDTG" modified="No">huber</Option>
-    <Option name="HuberQuantile" modified="No">7.000000e-01</Option>
     <Option name="DoBoostMonitor" modified="No">False</Option>
     <Option name="UseFisherCuts" modified="Yes">True</Option>
     <Option name="MinLinCorrForFisher" modified="No">8.000000e-01</Option>
@@ -50,21 +48,19 @@
     <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="SkipNormalization" modified="No">False</Option>
     <Option name="nEventsMin" modified="No">0</Option>
     <Option name="UseBaggedGrad" modified="No">False</Option>
     <Option name="GradBaggingFraction" modified="No">6.000000e-01</Option>
     <Option name="UseNTrainEvents" modified="No">0</Option>
     <Option name="NNodesMax" modified="No">0</Option>
   </Options>
-  <Variables NVar="7">
-    <Variable VarIndex="0" Expression="lep1_pt" Label="lep1_pt" Title="Lepton p_{T}" Unit="GeV" Internal="lep1_pt" Type="F" Min="3.00018559e+01" Max="1.55321814e+03"/>
-    <Variable VarIndex="1" Expression="lep1_eta" Label="lep1_eta" Title="Lepton #eta" Unit="" Internal="lep1_eta" Type="F" Min="-2.39980793e+00" Max="2.39995146e+00"/>
-    <Variable VarIndex="2" Expression="bjet_pt[0]" Label="bjet_pt[0]" Title="p_{T} 1st bjet" Unit="GeV" Internal="bjet_pt_0_" Type="F" Min="4.00001411e+01" Max="2.12471167e+03"/>
-    <Variable VarIndex="3" Expression="mt2bb" Label="mt2bb" Title="M_{T}^{2}(bb)" Unit="GeV" Internal="mt2bb" Type="F" Min="-1.00000000e+00" Max="1.21008716e+03"/>
-    <Variable VarIndex="4" Expression="ht" Label="ht" Title="H_{T}" Unit="GeV" Internal="ht" Type="F" Min="-1.00000000e+00" Max="5.24901953e+03"/>
-    <Variable VarIndex="5" Expression="mt" Label="mt" Title="M_{T}" Unit="GeV" Internal="mt" Type="F" Min="1.70726725e-03" Max="2.78004785e+03"/>
-    <Variable VarIndex="6" Expression="met_pt" Label="met_pt" Title="E_{T}^{miss}" Unit="GeV" Internal="met_pt" Type="F" Min="3.00002403e+01" Max="1.83021191e+03"/>
+  <Variables NVar="6">
+    <Variable VarIndex="0" Expression="lep1_pt" Label="lep1_pt" Title="Lepton p_{T}" Unit="GeV" Internal="lep1_pt" Type="F" Min="3.00009861e+01" Max="1.56746619e+03"/>
+    <Variable VarIndex="1" Expression="bjet_pt[0]" Label="bjet_pt[0]" Title="p_{T} 1st bjet" Unit="GeV" Internal="bjet_pt_0_" Type="F" Min="4.00024681e+01" Max="1.99062891e+03"/>
+    <Variable VarIndex="2" Expression="mt2bb" Label="mt2bb" Title="M_{T}^{2}(bb)" Unit="GeV" Internal="mt2bb" Type="F" Min="-1.00000000e+00" Max="1.15806616e+03"/>
+    <Variable VarIndex="3" Expression="ht" Label="ht" Title="H_{T}" Unit="GeV" Internal="ht" Type="F" Min="-1.00000000e+00" Max="4.74460059e+03"/>
+    <Variable VarIndex="4" Expression="mt" Label="mt" Title="M_{T}" Unit="GeV" Internal="mt" Type="F" Min="1.32762350e-03" Max="3.09347168e+03"/>
+    <Variable VarIndex="5" Expression="met_pt" Label="met_pt" Title="E_{T}^{miss}" Unit="GeV" Internal="met_pt" Type="F" Min="3.00006409e+01" Max="2.25362378e+03"/>
   </Variables>
   <Spectators NSpec="0"/>
   <Classes NClass="2">
@@ -74,591 +70,660 @@
   <Transformations NTransformations="0"/>
   <MVAPdfs/>
   <Weights NTrees="50" AnalysisType="0">
-    <BinaryTree type="DecisionTree" boostWeight="7.1110128879211731e-01" itree="0">
-      <Node pos="s" depth="0" NCoef="0" IVar="4" Cut="7.4900280761718750e+02" cType="0" res="-9.9000000000000000e+01" rms="0.0000000000000000e+00" purity="5.0000000000000000e-01" nType="0">
-        <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="1.3928453063964844e+02" cType="0" res="-9.9000000000000000e+01" rms="0.0000000000000000e+00" purity="8.7205731868743896e-01" nType="1"/>
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       </Node>
     </BinaryTree>
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diff --git a/aux/tb_2l_TMVA_BDT.weights.xml b/aux/tb_2l_TMVA_BDT.weights.xml
index 4d3b3015a4745..53e462d55ac1a 100644
--- a/aux/tb_2l_TMVA_BDT.weights.xml
+++ b/aux/tb_2l_TMVA_BDT.weights.xml
@@ -1,14 +1,14 @@
 <?xml version="1.0"?>
-<MethodSetup Method="BDT::BDTF">
+<MethodSetup Method="BDT::BDTMitFisher">
   <GeneralInfo>
     <Info name="TMVA Release" value="4.2.1 [262657]"/>
-    <Info name="ROOT Release" value="6.08/00 [395264]"/>
+    <Info name="ROOT Release" value="6.06/08 [394760]"/>
     <Info name="Creator" value="vischia"/>
-    <Info name="Date" value="Fri Dec 16 02:51:46 2016"/>
-    <Info name="Host" value="Linux fanae127.geol.uniovi.es 2.6.32-642.6.2.el6.x86_64 #1 SMP Wed Oct 26 08:22:04 CEST 2016 x86_64 x86_64 x86_64 GNU/Linux"/>
+    <Info name="Date" value="Sat Dec 17 00:43:16 2016"/>
+    <Info name="Host" value="Linux fanae127.geol.uniovi.es 2.6.32-642.4.2.el6.x86_64 #1 SMP Wed Aug 24 09:19:54 CEST 2016 x86_64 x86_64 x86_64 GNU/Linux"/>
     <Info name="Dir" value="/mnt_pool/fanae105/user/vischia/workarea/chargedHiggs/chargedHiggs13TeV"/>
     <Info name="Training events" value="110000"/>
-    <Info name="TrainingTime" value="2.19498029e+01"/>
+    <Info name="TrainingTime" value="1.74596980e+01"/>
     <Info name="AnalysisType" value="Classification"/>
   </GeneralInfo>
   <Options>
@@ -28,7 +28,7 @@
     <Option name="Shrinkage" modified="No">1.000000e+00</Option>
     <Option name="AdaBoostBeta" modified="Yes">5.000000e-01</Option>
     <Option name="UseRandomisedTrees" modified="No">False</Option>
-    <Option name="UseNvars" modified="No">3</Option>
+    <Option name="UseNvars" modified="No">2</Option>
     <Option name="UsePoissonNvars" modified="No">True</Option>
     <Option name="BaggedSampleFraction" modified="No">6.000000e-01</Option>
     <Option name="UseYesNoLeaf" modified="No">True</Option>
@@ -39,8 +39,6 @@
     <Option name="Cbb" modified="No">1.000000e+00</Option>
     <Option name="NodePurityLimit" modified="No">5.000000e-01</Option>
     <Option name="SeparationType" modified="Yes">giniindex</Option>
-    <Option name="RegressionLossFunctionBDTG" modified="No">huber</Option>
-    <Option name="HuberQuantile" modified="No">7.000000e-01</Option>
     <Option name="DoBoostMonitor" modified="No">False</Option>
     <Option name="UseFisherCuts" modified="Yes">True</Option>
     <Option name="MinLinCorrForFisher" modified="No">8.000000e-01</Option>
@@ -50,20 +48,17 @@
     <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="SkipNormalization" modified="No">False</Option>
     <Option name="nEventsMin" modified="No">0</Option>
     <Option name="UseBaggedGrad" modified="No">False</Option>
     <Option name="GradBaggingFraction" modified="No">6.000000e-01</Option>
     <Option name="UseNTrainEvents" modified="No">0</Option>
     <Option name="NNodesMax" modified="No">0</Option>
   </Options>
-  <Variables NVar="6">
-    <Variable VarIndex="0" Expression="bjet_pt[0]" Label="bjet_pt[0]" Title="p_{T} 1st bjet" Unit="GeV" Internal="bjet_pt_0_" Type="F" Min="4.00002441e+01" Max="1.74042468e+03"/>
-    <Variable VarIndex="1" Expression="mt2bb" Label="mt2bb" Title="M_{T}^{2}(bb)" Unit="GeV" Internal="mt2bb" Type="F" Min="-1.00000000e+00" Max="9.78186890e+02"/>
-    <Variable VarIndex="2" Expression="ht" Label="ht" Title="H_{T}" Unit="GeV" Internal="ht" Type="F" Min="-1.00000000e+00" Max="4.55628125e+03"/>
-    <Variable VarIndex="3" Expression="mt" Label="mt" Title="M_{T}" Unit="GeV" Internal="mt" Type="F" Min="1.76065462e-03" Max="2.90773633e+03"/>
-    <Variable VarIndex="4" Expression="met_pt" Label="met_pt" Title="E_{T}^{miss}" Unit="GeV" Internal="met_pt" Type="F" Min="3.00009480e+01" Max="1.79993677e+03"/>
-    <Variable VarIndex="5" Expression="mt2ll" Label="mt2ll" Title="M_{T2}^{ll} " Unit="GeV" Internal="mt2ll" Type="F" Min="-1.00000000e+00" Max="1.10878442e+03"/>
+  <Variables NVar="4">
+    <Variable VarIndex="0" Expression="ht" Label="ht" Title="H_{T}" Unit="GeV" Internal="ht" Type="F" Min="-1.00000000e+00" Max="5.19274023e+03"/>
+    <Variable VarIndex="1" Expression="mt" Label="mt" Title="M_{T}" Unit="GeV" Internal="mt" Type="F" Min="2.90463935e-03" Max="3.94427148e+03"/>
+    <Variable VarIndex="2" Expression="met_pt" Label="met_pt" Title="E_{T}^{miss}" Unit="GeV" Internal="met_pt" Type="F" Min="3.00001736e+01" Max="2.28825952e+03"/>
+    <Variable VarIndex="3" Expression="mt2ll" Label="mt2ll" Title="M_{T2}^{ll} " Unit="GeV" Internal="mt2ll" Type="F" Min="-1.00000000e+00" Max="1.01065344e+03"/>
   </Variables>
   <Spectators NSpec="0"/>
   <Classes NClass="2">
@@ -73,567 +68,618 @@
   <Transformations NTransformations="0"/>
   <MVAPdfs/>
   <Weights NTrees="50" AnalysisType="0">
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diff --git a/test/mvaTB/TMVAClassification_BDT.weights.xml b/test/mvaTB/TMVAClassification_BDT.weights.xml
deleted file mode 100644
index ad7b714c25282..0000000000000
--- a/test/mvaTB/TMVAClassification_BDT.weights.xml
+++ /dev/null
@@ -1,14067 +0,0 @@
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-    <Info name="ROOT Release" value="6.06/06 [394758]"/>
-    <Info name="Creator" value="Pietro Vischia"/>
-    <Info name="Date" value="Wed Nov 16 16:49:32 2016"/>
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-    <Info name="Dir" value="/home/junzi/workarea/chargedHiggs13TeV"/>
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-    <Option name="CreateMVAPdfs" modified="No">False</Option>
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