MVA/TMVA_tutorial_classification_tmva.py.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "sudden-physiology",
   "metadata": {},
   "source": [
    "#  T M V A_Tutorial_Classification_Tmva\n",
    "TMVA example, for classification\n",
    " with following objectives:\n",
    " * Train a BDT with TMVA\n",
    "\n",
    "\n",
    "Modified from [ClassificationKeras.py](https://root.cern/doc/master/ClassificationKeras_8py.html) and [TMVAClassification.C](https://root.cern/doc/master/TMVAClassification_8C.html)\n",
    "\n",
    "\n",
    "**Author:** Lailin XU  \n",
    "<i><small>This notebook tutorial was automatically generated with <a href= \"https://github.com/root-project/root/blob/master/documentation/doxygen/converttonotebook.py\">ROOTBOOK-izer</a> from the macro found in the ROOT repository  on Tuesday, April 27, 2021 at 01:00 AM.</small></i>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "adult-generation",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Welcome to JupyROOT 6.22/06\n"
     ]
    }
   ],
   "source": [
    "from ROOT import TMVA, TFile, TTree, TCut\n",
    "from subprocess import call\n",
    "from os.path import isfile\n",
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "convenient-height",
   "metadata": {},
   "source": [
    "Setup TMVA\n",
    "======================="
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "persistent-binary",
   "metadata": {},
   "outputs": [],
   "source": [
    "TMVA.Tools.Instance()\n",
    "(TMVA.gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = 5 \n",
    " \n",
    "outfileName = 'TMVA_tutorial_cla_1.root'\n",
    "output = TFile.Open(outfileName, 'RECREATE')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "innocent-fifty",
   "metadata": {},
   "source": [
    "Create the factory object. Later you can choose the methods whose performance you'd like to investigate. The factory is\n",
    "   the only TMVA object you have to interact with\n",
    "  \n",
    "   The first argument is the base of the name of all the weightfiles in the directory weight/\n",
    "   The second argument is the output file for the training results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "usual-professional",
   "metadata": {},
   "outputs": [],
   "source": [
    "factory = TMVA.Factory(\"TMVAClassification\", output,\n",
    "  \"!V:!Silent:Color:!DrawProgressBar:Transformations=I;D;P;G,D:AnalysisType=Classification\")\n",
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "postal-trinity",
   "metadata": {},
   "source": [
    "Load data\n",
    "=======================\n",
    "Background"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "supported-lease",
   "metadata": {},
   "outputs": [],
   "source": [
    "trfile_B = \"example_data/SM_ttbar.root\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "caroline-algeria",
   "metadata": {},
   "source": [
    "Signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "explicit-restriction",
   "metadata": {},
   "outputs": [],
   "source": [
    "trfile_S = \"example_data/Zp1TeV_ttbar.root\"\n",
    "if not isfile('tmva_reg_example.root'):\n",
    "    call(['curl', '-L', '-O', 'http://root.cern.ch/files/tmva_reg_example.root'])\n",
    " \n",
    "data_B = TFile.Open(trfile_B)\n",
    "data_S = TFile.Open(trfile_S)\n",
    "trname = \"tree\"\n",
    "tree_B = data_B.Get(trname)\n",
    "tree_S = data_S.Get(trname)\n",
    " \n",
    "dataloader = TMVA.DataLoader('dataset')\n",
    "for branch in tree_S.GetListOfBranches():\n",
    "    name = branch.GetName()\n",
    "    if name not in [\"mtt_truth\", \"weight\", \"nlep\", \"njets\"]:\n",
    "        dataloader.AddVariable(name)\n",
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "patient-horse",
   "metadata": {},
   "source": [
    "Add Signal and background trees"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "amino-africa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DataSetInfo              : [dataset] : Added class \"Signal\"\n",
      "                         : Add Tree tree of type Signal with 24634 events\n",
      "DataSetInfo              : [dataset] : Added class \"Background\"\n",
      "                         : Add Tree tree of type Background with 62710 events\n"
     ]
    }
   ],
   "source": [
    "dataloader.AddSignalTree(tree_S, 1.0)\n",
    "dataloader.AddBackgroundTree(tree_B, 1.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "pacific-polish",
   "metadata": {},
   "source": [
    "Set individual event weights (the variables must exist in the original TTree)\n",
    "dataloader.SetSignalWeightExpression(\"weight\")\n",
    "dataloader.SetBackgroundWeightExpression(\"weight\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "chemical-picnic",
   "metadata": {},
   "source": [
    "Tell the dataloader how to use the training and testing events\n",
    "\n",
    "If no numbers of events are given, half of the events in the tree are used\n",
    "for training, and the other half for testing:\n",
    "\n",
    "   dataloader->PrepareTrainingAndTestTree( mycut, \"SplitMode=random:!V\" );\n",
    "\n",
    "To also specify the number of testing events, use:\n",
    "\n",
    "   dataloader->PrepareTrainingAndTestTree( mycut,\n",
    "        \"NSigTrain=3000:NBkgTrain=3000:NSigTest=3000:NBkgTest=3000:SplitMode=Random:!V\" );"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "better-circle",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                         : Dataset[dataset] : Class index : 0  name : Signal\n",
      "                         : Dataset[dataset] : Class index : 1  name : Background\n"
     ]
    }
   ],
   "source": [
    "dataloader.PrepareTrainingAndTestTree(TCut(''), \"nTrain_Signal=10000:nTrain_Background=10000:SplitMode=Random:NormMode=NumEvents:!V\")\n",
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "appreciated-garbage",
   "metadata": {},
   "source": [
    "Generate model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "considered-furniture",
   "metadata": {},
   "outputs": [],
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "manual-ferry",
   "metadata": {},
   "source": [
    "BDT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "regional-monkey",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cppyy.gbl.TMVA.MethodBDT object at 0xa752b70>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Factory                  : Booking method: \u001b[1mBDT\u001b[0m\n",
      "                         : \n",
      "                         : Building event vectors for type 2 Signal\n",
      "                         : Dataset[dataset] :  create input formulas for tree tree\n",
      "                         : Building event vectors for type 2 Background\n",
      "                         : Dataset[dataset] :  create input formulas for tree tree\n",
      "DataSetFactory           : [dataset] : Number of events in input trees\n",
      "                         : \n",
      "                         : \n",
      "                         : Number of training and testing events\n",
      "                         : ---------------------------------------------------------------------------\n",
      "                         : Signal     -- training events            : 10000\n",
      "                         : Signal     -- testing events             : 14634\n",
      "                         : Signal     -- training and testing events: 24634\n",
      "                         : Background -- training events            : 10000\n",
      "                         : Background -- testing events             : 52710\n",
      "                         : Background -- training and testing events: 62710\n",
      "                         : \n",
      "DataSetInfo              : Correlation matrix (Signal):\n",
      "                         : ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "                         :           mtt_reco lep1_pt lep1_eta lep1_phi  lep1_m lep2_pt lep2_eta lep2_phi  lep2_m jet1_pt jet1_eta jet1_phi  jet1_m jet2_pt jet2_eta jet2_phi  jet2_m jet3_pt jet3_eta jet3_phi  jet3_m     met met_phi\n",
      "                         : mtt_reco:   +1.000  +0.336   +0.003   -0.016  +0.010  +0.336   +0.003   -0.016  +0.010  +0.525   -0.000   -0.009  +0.332  +0.521   +0.009   +0.005  +0.383  +0.245   -0.001   -0.007  +0.189  +0.000  +0.002\n",
      "                         :  lep1_pt:   +0.336  +1.000   +0.005   -0.004  -0.017  +1.000   +0.005   -0.004  -0.017  +0.067   +0.001   -0.004  +0.015  -0.043   -0.007   +0.003  -0.035  -0.030   -0.018   +0.002  -0.033  +0.079  +0.011\n",
      "                         : lep1_eta:   +0.003  +0.005   +1.000   -0.008  +0.006  +0.005   +1.000   -0.008  +0.006  +0.017   +0.517   +0.004  +0.008  +0.012   +0.502   +0.002  +0.011  -0.000   +0.239   -0.003  -0.001  +0.013  -0.012\n",
      "                         : lep1_phi:   -0.016  -0.004   -0.008   +1.000  -0.000  -0.004   -0.008   +1.000  -0.000  -0.011   -0.006   -0.083  -0.009  -0.008   +0.014   +0.020  -0.005  -0.000   -0.001   -0.032  +0.001  +0.006  -0.086\n",
      "                         :   lep1_m:   +0.010  -0.017   +0.006   -0.000  +1.000  -0.017   +0.006   -0.000  +1.000  -0.004   +0.002   -0.015  -0.004  +0.001   -0.005   +0.009  +0.016  +0.015   +0.005   -0.012  +0.009  -0.009  +0.008\n",
      "                         :  lep2_pt:   +0.336  +1.000   +0.005   -0.004  -0.017  +1.000   +0.005   -0.004  -0.017  +0.067   +0.001   -0.004  +0.015  -0.043   -0.007   +0.003  -0.035  -0.030   -0.018   +0.002  -0.033  +0.079  +0.011\n",
      "                         : lep2_eta:   +0.003  +0.005   +1.000   -0.008  +0.006  +0.005   +1.000   -0.008  +0.006  +0.017   +0.517   +0.004  +0.008  +0.012   +0.502   +0.002  +0.011  -0.000   +0.239   -0.003  -0.001  +0.013  -0.012\n",
      "                         : lep2_phi:   -0.016  -0.004   -0.008   +1.000  -0.000  -0.004   -0.008   +1.000  -0.000  -0.011   -0.006   -0.083  -0.009  -0.008   +0.014   +0.020  -0.005  -0.000   -0.001   -0.032  +0.001  +0.006  -0.086\n",
      "                         :   lep2_m:   +0.010  -0.017   +0.006   -0.000  +1.000  -0.017   +0.006   -0.000  +1.000  -0.004   +0.002   -0.015  -0.004  +0.001   -0.005   +0.009  +0.016  +0.015   +0.005   -0.012  +0.009  -0.009  +0.008\n",
      "                         :  jet1_pt:   +0.525  +0.067   +0.017   -0.011  -0.004  +0.067   +0.017   -0.011  -0.004  +1.000   +0.001   -0.003  +0.614  +0.653   +0.014   -0.009  +0.455  +0.284   +0.006   -0.006  +0.221  +0.333  -0.010\n",
      "                         : jet1_eta:   -0.000  +0.001   +0.517   -0.006  +0.002  +0.001   +0.517   -0.006  +0.002  +0.001   +1.000   -0.008  -0.002  +0.001   +0.250   +0.004  +0.006  -0.001   +0.197   +0.001  -0.005  +0.004  +0.010\n",
      "                         : jet1_phi:   -0.009  -0.004   +0.004   -0.083  -0.015  -0.004   +0.004   -0.083  -0.015  -0.003   -0.008   +1.000  +0.008  -0.009   +0.016   -0.331  -0.003  +0.008   -0.011   -0.107  +0.011  +0.007  -0.233\n",
      "                         :   jet1_m:   +0.332  +0.015   +0.008   -0.009  -0.004  +0.015   +0.008   -0.009  -0.004  +0.614   -0.002   +0.008  +1.000  +0.399   +0.011   +0.002  +0.286  +0.209   +0.006   -0.010  +0.167  +0.217  -0.010\n",
      "                         :  jet2_pt:   +0.521  -0.043   +0.012   -0.008  +0.001  -0.043   +0.012   -0.008  +0.001  +0.653   +0.001   -0.009  +0.399  +1.000   +0.008   -0.001  +0.702  +0.409   +0.008   +0.002  +0.331  +0.012  -0.015\n",
      "                         : jet2_eta:   +0.009  -0.007   +0.502   +0.014  -0.005  -0.007   +0.502   +0.014  -0.005  +0.014   +0.250   +0.016  +0.011  +0.008   +1.000   +0.008  +0.011  +0.007   +0.167   +0.004  +0.010  +0.024  -0.003\n",
      "                         : jet2_phi:   +0.005  +0.003   +0.002   +0.020  +0.009  +0.003   +0.002   +0.020  +0.009  -0.009   +0.004   -0.331  +0.002  -0.001   +0.008   +1.000  -0.001  +0.008   -0.006   -0.011  +0.002  -0.009  +0.103\n",
      "                         :   jet2_m:   +0.383  -0.035   +0.011   -0.005  +0.016  -0.035   +0.011   -0.005  +0.016  +0.455   +0.006   -0.003  +0.286  +0.702   +0.011   -0.001  +1.000  +0.338   +0.002   -0.007  +0.273  -0.004  +0.003\n",
      "                         :  jet3_pt:   +0.245  -0.030   -0.000   -0.000  +0.015  -0.030   -0.000   -0.000  +0.015  +0.284   -0.001   +0.008  +0.209  +0.409   +0.007   +0.008  +0.338  +1.000   +0.005   -0.010  +0.867  +0.107  +0.002\n",
      "                         : jet3_eta:   -0.001  -0.018   +0.239   -0.001  +0.005  -0.018   +0.239   -0.001  +0.005  +0.006   +0.197   -0.011  +0.006  +0.008   +0.167   -0.006  +0.002  +0.005   +1.000   -0.001  +0.003  -0.009  -0.007\n",
      "                         : jet3_phi:   -0.007  +0.002   -0.003   -0.032  -0.012  +0.002   -0.003   -0.032  -0.012  -0.006   +0.001   -0.107  -0.010  +0.002   +0.004   -0.011  -0.007  -0.010   -0.001   +1.000  -0.006  -0.012  -0.013\n",
      "                         :   jet3_m:   +0.189  -0.033   -0.001   +0.001  +0.009  -0.033   -0.001   +0.001  +0.009  +0.221   -0.005   +0.011  +0.167  +0.331   +0.010   +0.002  +0.273  +0.867   +0.003   -0.006  +1.000  +0.082  +0.000\n",
      "                         :      met:   +0.000  +0.079   +0.013   +0.006  -0.009  +0.079   +0.013   +0.006  -0.009  +0.333   +0.004   +0.007  +0.217  +0.012   +0.024   -0.009  -0.004  +0.107   -0.009   -0.012  +0.082  +1.000  -0.006\n",
      "                         :  met_phi:   +0.002  +0.011   -0.012   -0.086  +0.008  +0.011   -0.012   -0.086  +0.008  -0.010   +0.010   -0.233  -0.010  -0.015   -0.003   +0.103  +0.003  +0.002   -0.007   -0.013  +0.000  -0.006  +1.000\n",
      "                         : ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "DataSetInfo              : Correlation matrix (Background):\n",
      "                         : ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "                         :           mtt_reco lep1_pt lep1_eta lep1_phi  lep1_m lep2_pt lep2_eta lep2_phi  lep2_m jet1_pt jet1_eta jet1_phi  jet1_m jet2_pt jet2_eta jet2_phi  jet2_m jet3_pt jet3_eta jet3_phi  jet3_m     met met_phi\n",
      "                         : mtt_reco:   +1.000  +0.363   -0.007   +0.006  +0.003  +0.363   -0.007   +0.006  +0.003  +0.416   +0.019   -0.010  +0.349  +0.375   -0.027   +0.023  +0.323  +0.320   -0.016   -0.005  +0.274  +0.108  -0.007\n",
      "                         :  lep1_pt:   +0.363  +1.000   -0.018   +0.006  -0.006  +1.000   -0.018   +0.006  -0.006  +0.263   -0.007   -0.015  +0.203  +0.143   -0.010   +0.011  +0.105  +0.110   -0.010   +0.005  +0.098  +0.055  +0.007\n",
      "                         : lep1_eta:   -0.007  -0.018   +1.000   -0.010  +0.000  -0.018   +1.000   -0.010  +0.000  +0.001   +0.408   +0.007  -0.017  +0.011   +0.363   +0.015  -0.002  -0.006   +0.186   -0.008  -0.006  +0.002  -0.014\n",
      "                         : lep1_phi:   +0.006  +0.006   -0.010   +1.000  -0.009  +0.006   -0.010   +1.000  -0.009  -0.004   -0.009   -0.147  +0.007  -0.013   +0.006   -0.093  -0.027  -0.011   -0.013   -0.055  -0.005  -0.010  -0.081\n",
      "                         :   lep1_m:   +0.003  -0.006   +0.000   -0.009  +1.000  -0.006   +0.000   -0.009  +1.000  -0.002   -0.008   -0.013  -0.001  -0.009   -0.006   +0.012  -0.013  -0.019   +0.013   +0.006  -0.014  -0.005  +0.009\n",
      "                         :  lep2_pt:   +0.363  +1.000   -0.018   +0.006  -0.006  +1.000   -0.018   +0.006  -0.006  +0.263   -0.007   -0.015  +0.203  +0.143   -0.010   +0.011  +0.105  +0.110   -0.010   +0.005  +0.098  +0.055  +0.007\n",
      "                         : lep2_eta:   -0.007  -0.018   +1.000   -0.010  +0.000  -0.018   +1.000   -0.010  +0.000  +0.001   +0.408   +0.007  -0.017  +0.011   +0.363   +0.015  -0.002  -0.006   +0.186   -0.008  -0.006  +0.002  -0.014\n",
      "                         : lep2_phi:   +0.006  +0.006   -0.010   +1.000  -0.009  +0.006   -0.010   +1.000  -0.009  -0.004   -0.009   -0.147  +0.007  -0.013   +0.006   -0.093  -0.027  -0.011   -0.013   -0.055  -0.005  -0.010  -0.081\n",
      "                         :   lep2_m:   +0.003  -0.006   +0.000   -0.009  +1.000  -0.006   +0.000   -0.009  +1.000  -0.002   -0.008   -0.013  -0.001  -0.009   -0.006   +0.012  -0.013  -0.019   +0.013   +0.006  -0.014  -0.005  +0.009\n",
      "                         :  jet1_pt:   +0.416  +0.263   +0.001   -0.004  -0.002  +0.263   +0.001   -0.004  -0.002  +1.000   -0.005   +0.002  +0.710  +0.704   -0.013   -0.005  +0.512  +0.436   -0.005   -0.000  +0.371  +0.329  +0.002\n",
      "                         : jet1_eta:   +0.019  -0.007   +0.408   -0.009  -0.008  -0.007   +0.408   -0.009  -0.008  -0.005   +1.000   -0.002  -0.008  +0.004   +0.209   -0.004  -0.006  +0.003   +0.102   +0.004  -0.003  -0.009  -0.000\n",
      "                         : jet1_phi:   -0.010  -0.015   +0.007   -0.147  -0.013  -0.015   +0.007   -0.147  -0.013  +0.002   -0.002   +1.000  -0.013  +0.009   -0.001   -0.173  +0.022  -0.018   +0.002   -0.092  -0.015  -0.011  -0.215\n",
      "                         :   jet1_m:   +0.349  +0.203   -0.017   +0.007  -0.001  +0.203   -0.017   +0.007  -0.001  +0.710   -0.008   -0.013  +1.000  +0.510   -0.010   +0.005  +0.374  +0.355   -0.014   -0.002  +0.304  +0.245  +0.009\n",
      "                         :  jet2_pt:   +0.375  +0.143   +0.011   -0.013  -0.009  +0.143   +0.011   -0.013  -0.009  +0.704   +0.004   +0.009  +0.510  +1.000   +0.006   +0.004  +0.725  +0.568   +0.003   -0.009  +0.489  +0.161  +0.006\n",
      "                         : jet2_eta:   -0.027  -0.010   +0.363   +0.006  -0.006  -0.010   +0.363   +0.006  -0.006  -0.013   +0.209   -0.001  -0.010  +0.006   +1.000   +0.011  +0.002  +0.007   +0.072   -0.012  +0.008  +0.007  +0.007\n",
      "                         : jet2_phi:   +0.023  +0.011   +0.015   -0.093  +0.012  +0.011   +0.015   -0.093  +0.012  -0.005   -0.004   -0.173  +0.005  +0.004   +0.011   +1.000  -0.006  +0.007   +0.002   -0.019  -0.001  -0.003  -0.069\n",
      "                         :   jet2_m:   +0.323  +0.105   -0.002   -0.027  -0.013  +0.105   -0.002   -0.027  -0.013  +0.512   -0.006   +0.022  +0.374  +0.725   +0.002   -0.006  +1.000  +0.435   -0.002   -0.008  +0.363  +0.123  -0.010\n",
      "                         :  jet3_pt:   +0.320  +0.110   -0.006   -0.011  -0.019  +0.110   -0.006   -0.011  -0.019  +0.436   +0.003   -0.018  +0.355  +0.568   +0.007   +0.007  +0.435  +1.000   +0.000   +0.008  +0.883  +0.150  -0.006\n",
      "                         : jet3_eta:   -0.016  -0.010   +0.186   -0.013  +0.013  -0.010   +0.186   -0.013  +0.013  -0.005   +0.102   +0.002  -0.014  +0.003   +0.072   +0.002  -0.002  +0.000   +1.000   -0.022  -0.006  -0.001  +0.003\n",
      "                         : jet3_phi:   -0.005  +0.005   -0.008   -0.055  +0.006  +0.005   -0.008   -0.055  +0.006  -0.000   +0.004   -0.092  -0.002  -0.009   -0.012   -0.019  -0.008  +0.008   -0.022   +1.000  +0.007  -0.001  -0.053\n",
      "                         :   jet3_m:   +0.274  +0.098   -0.006   -0.005  -0.014  +0.098   -0.006   -0.005  -0.014  +0.371   -0.003   -0.015  +0.304  +0.489   +0.008   -0.001  +0.363  +0.883   -0.006   +0.007  +1.000  +0.116  -0.001\n",
      "                         :      met:   +0.108  +0.055   +0.002   -0.010  -0.005  +0.055   +0.002   -0.010  -0.005  +0.329   -0.009   -0.011  +0.245  +0.161   +0.007   -0.003  +0.123  +0.150   -0.001   -0.001  +0.116  +1.000  +0.014\n",
      "                         :  met_phi:   -0.007  +0.007   -0.014   -0.081  +0.009  +0.007   -0.014   -0.081  +0.009  +0.002   -0.000   -0.215  +0.009  +0.006   +0.007   -0.069  -0.010  -0.006   +0.003   -0.053  -0.001  +0.014  +1.000\n",
      "                         : ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "DataSetFactory           : [dataset] :  \n",
      "                         : \n",
      "Factory                  : Booking method: \u001b[1mBDTG\u001b[0m\n",
      "                         : \n",
      "                         : the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad\n",
      "                         : --> change to new default NegWeightTreatment=Pray\n"
     ]
    }
   ],
   "source": [
    "factory.BookMethod( dataloader,  TMVA.Types.kBDT, \"BDT\",\n",
    "  \"!H:!V:NTrees=100:MinNodeSize=2.5%:MaxDepth=3:BoostType=AdaBoost:AdaBoostBeta=0.5:UseBaggedBoost:BaggedSampleFraction=0.5:SeparationType=GiniIndex:nCuts=20\")\n",
    "factory.BookMethod( dataloader,  TMVA.Types.kBDT, \"BDTG\",\n",
    "  \"!H:!V:NTrees=1000:MinNodeSize=2.5%:BoostType=Grad:Shrinkage=0.10:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=2\")\n",
    "\n",
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "magnetic-nursery",
   "metadata": {},
   "source": [
    "Run TMVA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "close-advancement",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Factory                  : \u001b[1mTrain all methods\u001b[0m\n",
      "Factory                  : [dataset] : Create Transformation \"I\" with events from all classes.\n",
      "                         : \n",
      "                         : Transformation, Variable selection : \n",
      "                         : Input : variable 'mtt_reco' <---> Output : variable 'mtt_reco'\n",
      "                         : Input : variable 'lep1_pt' <---> Output : variable 'lep1_pt'\n",
      "                         : Input : variable 'lep1_eta' <---> Output : variable 'lep1_eta'\n",
      "                         : Input : variable 'lep1_phi' <---> Output : variable 'lep1_phi'\n",
      "                         : Input : variable 'lep1_m' <---> Output : variable 'lep1_m'\n",
      "                         : Input : variable 'lep2_pt' <---> Output : variable 'lep2_pt'\n",
      "                         : Input : variable 'lep2_eta' <---> Output : variable 'lep2_eta'\n",
      "                         : Input : variable 'lep2_phi' <---> Output : variable 'lep2_phi'\n",
      "                         : Input : variable 'lep2_m' <---> Output : variable 'lep2_m'\n",
      "                         : Input : variable 'jet1_pt' <---> Output : variable 'jet1_pt'\n",
      "                         : Input : variable 'jet1_eta' <---> Output : variable 'jet1_eta'\n",
      "                         : Input : variable 'jet1_phi' <---> Output : variable 'jet1_phi'\n",
      "                         : Input : variable 'jet1_m' <---> Output : variable 'jet1_m'\n",
      "                         : Input : variable 'jet2_pt' <---> Output : variable 'jet2_pt'\n",
      "                         : Input : variable 'jet2_eta' <---> Output : variable 'jet2_eta'\n",
      "                         : Input : variable 'jet2_phi' <---> Output : variable 'jet2_phi'\n",
      "                         : Input : variable 'jet2_m' <---> Output : variable 'jet2_m'\n",
      "                         : Input : variable 'jet3_pt' <---> Output : variable 'jet3_pt'\n",
      "                         : Input : variable 'jet3_eta' <---> Output : variable 'jet3_eta'\n",
      "                         : Input : variable 'jet3_phi' <---> Output : variable 'jet3_phi'\n",
      "                         : Input : variable 'jet3_m' <---> Output : variable 'jet3_m'\n",
      "                         : Input : variable 'met' <---> Output : variable 'met'\n",
      "                         : Input : variable 'met_phi' <---> Output : variable 'met_phi'\n",
      "Factory                  : [dataset] : Create Transformation \"D\" with events from all classes.\n",
      "                         : \n",
      "                         : Transformation, Variable selection : \n",
      "                         : Input : variable 'mtt_reco' <---> Output : variable 'mtt_reco'\n",
      "                         : Input : variable 'lep1_pt' <---> Output : variable 'lep1_pt'\n",
      "                         : Input : variable 'lep1_eta' <---> Output : variable 'lep1_eta'\n",
      "                         : Input : variable 'lep1_phi' <---> Output : variable 'lep1_phi'\n",
      "                         : Input : variable 'lep1_m' <---> Output : variable 'lep1_m'\n",
      "                         : Input : variable 'lep2_pt' <---> Output : variable 'lep2_pt'\n",
      "                         : Input : variable 'lep2_eta' <---> Output : variable 'lep2_eta'\n",
      "                         : Input : variable 'lep2_phi' <---> Output : variable 'lep2_phi'\n",
      "                         : Input : variable 'lep2_m' <---> Output : variable 'lep2_m'\n",
      "                         : Input : variable 'jet1_pt' <---> Output : variable 'jet1_pt'\n",
      "                         : Input : variable 'jet1_eta' <---> Output : variable 'jet1_eta'\n",
      "                         : Input : variable 'jet1_phi' <---> Output : variable 'jet1_phi'\n",
      "                         : Input : variable 'jet1_m' <---> Output : variable 'jet1_m'\n",
      "                         : Input : variable 'jet2_pt' <---> Output : variable 'jet2_pt'\n",
      "                         : Input : variable 'jet2_eta' <---> Output : variable 'jet2_eta'\n",
      "                         : Input : variable 'jet2_phi' <---> Output : variable 'jet2_phi'\n",
      "                         : Input : variable 'jet2_m' <---> Output : variable 'jet2_m'\n",
      "                         : Input : variable 'jet3_pt' <---> Output : variable 'jet3_pt'\n",
      "                         : Input : variable 'jet3_eta' <---> Output : variable 'jet3_eta'\n",
      "                         : Input : variable 'jet3_phi' <---> Output : variable 'jet3_phi'\n",
      "                         : Input : variable 'jet3_m' <---> Output : variable 'jet3_m'\n",
      "                         : Input : variable 'met' <---> Output : variable 'met'\n",
      "                         : Input : variable 'met_phi' <---> Output : variable 'met_phi'\n",
      "Factory                  : [dataset] : Create Transformation \"P\" with events from all classes.\n",
      "                         : \n",
      "                         : Transformation, Variable selection : \n",
      "                         : Input : variable 'mtt_reco' <---> Output : variable 'mtt_reco'\n",
      "                         : Input : variable 'lep1_pt' <---> Output : variable 'lep1_pt'\n",
      "                         : Input : variable 'lep1_eta' <---> Output : variable 'lep1_eta'\n",
      "                         : Input : variable 'lep1_phi' <---> Output : variable 'lep1_phi'\n",
      "                         : Input : variable 'lep1_m' <---> Output : variable 'lep1_m'\n",
      "                         : Input : variable 'lep2_pt' <---> Output : variable 'lep2_pt'\n",
      "                         : Input : variable 'lep2_eta' <---> Output : variable 'lep2_eta'\n",
      "                         : Input : variable 'lep2_phi' <---> Output : variable 'lep2_phi'\n",
      "                         : Input : variable 'lep2_m' <---> Output : variable 'lep2_m'\n",
      "                         : Input : variable 'jet1_pt' <---> Output : variable 'jet1_pt'\n",
      "                         : Input : variable 'jet1_eta' <---> Output : variable 'jet1_eta'\n",
      "                         : Input : variable 'jet1_phi' <---> Output : variable 'jet1_phi'\n",
      "                         : Input : variable 'jet1_m' <---> Output : variable 'jet1_m'\n",
      "                         : Input : variable 'jet2_pt' <---> Output : variable 'jet2_pt'\n",
      "                         : Input : variable 'jet2_eta' <---> Output : variable 'jet2_eta'\n",
      "                         : Input : variable 'jet2_phi' <---> Output : variable 'jet2_phi'\n",
      "                         : Input : variable 'jet2_m' <---> Output : variable 'jet2_m'\n",
      "                         : Input : variable 'jet3_pt' <---> Output : variable 'jet3_pt'\n",
      "                         : Input : variable 'jet3_eta' <---> Output : variable 'jet3_eta'\n",
      "                         : Input : variable 'jet3_phi' <---> Output : variable 'jet3_phi'\n",
      "                         : Input : variable 'jet3_m' <---> Output : variable 'jet3_m'\n",
      "                         : Input : variable 'met' <---> Output : variable 'met'\n",
      "                         : Input : variable 'met_phi' <---> Output : variable 'met_phi'\n",
      "Factory                  : [dataset] : Create Transformation \"G\" with events from all classes.\n",
      "                         : \n",
      "                         : Transformation, Variable selection : \n",
      "                         : Input : variable 'mtt_reco' <---> Output : variable 'mtt_reco'\n",
      "                         : Input : variable 'lep1_pt' <---> Output : variable 'lep1_pt'\n",
      "                         : Input : variable 'lep1_eta' <---> Output : variable 'lep1_eta'\n",
      "                         : Input : variable 'lep1_phi' <---> Output : variable 'lep1_phi'\n",
      "                         : Input : variable 'lep1_m' <---> Output : variable 'lep1_m'\n",
      "                         : Input : variable 'lep2_pt' <---> Output : variable 'lep2_pt'\n",
      "                         : Input : variable 'lep2_eta' <---> Output : variable 'lep2_eta'\n",
      "                         : Input : variable 'lep2_phi' <---> Output : variable 'lep2_phi'\n",
      "                         : Input : variable 'lep2_m' <---> Output : variable 'lep2_m'\n",
      "                         : Input : variable 'jet1_pt' <---> Output : variable 'jet1_pt'\n",
      "                         : Input : variable 'jet1_eta' <---> Output : variable 'jet1_eta'\n",
      "                         : Input : variable 'jet1_phi' <---> Output : variable 'jet1_phi'\n",
      "                         : Input : variable 'jet1_m' <---> Output : variable 'jet1_m'\n",
      "                         : Input : variable 'jet2_pt' <---> Output : variable 'jet2_pt'\n",
      "                         : Input : variable 'jet2_eta' <---> Output : variable 'jet2_eta'\n",
      "                         : Input : variable 'jet2_phi' <---> Output : variable 'jet2_phi'\n",
      "                         : Input : variable 'jet2_m' <---> Output : variable 'jet2_m'\n",
      "                         : Input : variable 'jet3_pt' <---> Output : variable 'jet3_pt'\n",
      "                         : Input : variable 'jet3_eta' <---> Output : variable 'jet3_eta'\n",
      "                         : Input : variable 'jet3_phi' <---> Output : variable 'jet3_phi'\n",
      "                         : Input : variable 'jet3_m' <---> Output : variable 'jet3_m'\n",
      "                         : Input : variable 'met' <---> Output : variable 'met'\n",
      "                         : Input : variable 'met_phi' <---> Output : variable 'met_phi'\n",
      "Factory                  : [dataset] : Create Transformation \"D\" with events from all classes.\n",
      "                         : \n",
      "                         : Transformation, Variable selection : \n",
      "                         : Input : variable 'mtt_reco' <---> Output : variable 'mtt_reco'\n",
      "                         : Input : variable 'lep1_pt' <---> Output : variable 'lep1_pt'\n",
      "                         : Input : variable 'lep1_eta' <---> Output : variable 'lep1_eta'\n",
      "                         : Input : variable 'lep1_phi' <---> Output : variable 'lep1_phi'\n",
      "                         : Input : variable 'lep1_m' <---> Output : variable 'lep1_m'\n",
      "                         : Input : variable 'lep2_pt' <---> Output : variable 'lep2_pt'\n",
      "                         : Input : variable 'lep2_eta' <---> Output : variable 'lep2_eta'\n",
      "                         : Input : variable 'lep2_phi' <---> Output : variable 'lep2_phi'\n",
      "                         : Input : variable 'lep2_m' <---> Output : variable 'lep2_m'\n",
      "                         : Input : variable 'jet1_pt' <---> Output : variable 'jet1_pt'\n",
      "                         : Input : variable 'jet1_eta' <---> Output : variable 'jet1_eta'\n",
      "                         : Input : variable 'jet1_phi' <---> Output : variable 'jet1_phi'\n",
      "                         : Input : variable 'jet1_m' <---> Output : variable 'jet1_m'\n",
      "                         : Input : variable 'jet2_pt' <---> Output : variable 'jet2_pt'\n",
      "                         : Input : variable 'jet2_eta' <---> Output : variable 'jet2_eta'\n",
      "                         : Input : variable 'jet2_phi' <---> Output : variable 'jet2_phi'\n",
      "                         : Input : variable 'jet2_m' <---> Output : variable 'jet2_m'\n",
      "                         : Input : variable 'jet3_pt' <---> Output : variable 'jet3_pt'\n",
      "                         : Input : variable 'jet3_eta' <---> Output : variable 'jet3_eta'\n",
      "                         : Input : variable 'jet3_phi' <---> Output : variable 'jet3_phi'\n",
      "                         : Input : variable 'jet3_m' <---> Output : variable 'jet3_m'\n",
      "                         : Input : variable 'met' <---> Output : variable 'met'\n",
      "                         : Input : variable 'met_phi' <---> Output : variable 'met_phi'\n",
      "TFHandler_Factory        : Variable        Mean        RMS   [        Min        Max ]\n",
      "                         : -----------------------------------------------------------\n",
      "                         : mtt_reco:     491.47     270.58   [     73.632     6720.7 ]\n",
      "                         :  lep1_pt:     83.253     54.715   [     4.1564     544.14 ]\n",
      "                         : lep1_eta:  -0.014222     1.2623   [    -3.9940     3.9836 ]\n",
      "                         : lep1_phi:   0.014595     1.8163   [    -3.1408     3.1406 ]\n",
      "                         :   lep1_m:   0.059033   0.052259   [ 0.00051066    0.10570 ]\n",
      "                         :  lep2_pt:     83.253     54.715   [     4.1564     544.14 ]\n",
      "                         : lep2_eta:  -0.014222     1.2623   [    -3.9940     3.9836 ]\n",
      "                         : lep2_phi:   0.014595     1.8163   [    -3.1408     3.1406 ]\n",
      "                         :   lep2_m:   0.059033   0.052259   [ 0.00051066    0.10570 ]\n",
      "                         :  jet1_pt:     145.26     91.545   [     25.264     1917.0 ]\n",
      "                         : jet1_eta:  0.0012912     1.4319   [    -4.5058     4.6403 ]\n",
      "                         : jet1_phi:  0.0031283     1.8167   [    -3.1405     3.1412 ]\n",
      "                         :   jet1_m:     13.779     9.2347   [-7.6294e-06     161.93 ]\n",
      "                         :  jet2_pt:     85.073     58.508   [     25.011     777.82 ]\n",
      "                         : jet2_eta:  -0.011291     1.5548   [    -4.8847     4.8188 ]\n",
      "                         : jet2_phi: -0.0049167     1.8124   [    -3.1414     3.1414 ]\n",
      "                         :   jet2_m:     8.8974     6.1750   [-7.6294e-06     112.13 ]\n",
      "                         :  jet3_pt:     30.327     36.209   [     0.0000     515.91 ]\n",
      "                         : jet3_eta:  0.0082396     1.3085   [    -4.9051     4.8186 ]\n",
      "                         : jet3_phi: -0.0026163     1.3528   [    -3.1415     3.1408 ]\n",
      "                         :   jet3_m:     3.5499     4.4269   [-3.3036e-06     60.623 ]\n",
      "                         :      met:     93.907     62.771   [    0.66658     884.59 ]\n",
      "                         :  met_phi:  0.0031379     1.8158   [    -3.1413     3.1413 ]\n",
      "                         : -----------------------------------------------------------\n",
      "                         : \u001b[32m\n",
      "                         : <PlotVariables> Will not produce scatter plots ==> \n",
      "                         : |  The number of 23 input variables and 0 target values would require 253 two-dimensional\n",
      "                         : |  histograms, which would occupy the computer's memory. Note that this\n",
      "                         : |  suppression does not have any consequences for your analysis, other\n",
      "                         : |  than not disposing of these scatter plots. You can modify the maximum\n",
      "                         : |  number of input variables allowed to generate scatter plots in your\n",
      "                         : |  script via the command line:\n",
      "                         : |  \"(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = <some int>;\"\u001b[0m\n",
      "                         : \n",
      "                         : Some more output\n",
      "                         : Preparing the Decorrelation transformation...\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "TFHandler_Factory        : Variable        Mean        RMS   [        Min        Max ]\n",
      "                         : -----------------------------------------------------------\n",
      "                         : mtt_reco: 1.4073e+05     74981.   [     22342. 1.8148e+06 ]\n",
      "                         :  lep1_pt:     6430.8     4019.7   [     505.71     40369. ]\n",
      "                         : lep1_eta:     1.3233     2.6851   [    -7.4641     15.215 ]\n",
      "                         : lep1_phi:    -2.9358     5.0579   [    -35.315     7.5028 ]\n",
      "                         :   lep1_m:  -0.029682   0.018396   [   -0.31321  0.0054042 ]\n",
      "                         :  lep2_pt:   0.058735   0.052278   [ -0.0049724    0.11149 ]\n",
      "                         : lep2_eta:     1078.7     708.93   [     53.193     7050.9 ]\n",
      "                         : lep2_phi:     699.01     459.41   [     30.861     4570.7 ]\n",
      "                         :   lep2_m:     99.176     63.928   [     1.0390     643.82 ]\n",
      "                         :  jet1_pt:     14692.     8522.6   [     2906.7 1.7671e+05 ]\n",
      "                         : jet1_eta:     85.562     56.572   [     1.5862     563.80 ]\n",
      "                         : jet1_phi:    -34.668     23.087   [    -231.42     2.7344 ]\n",
      "                         :   jet1_m:     130.63     75.571   [     5.1819     1280.1 ]\n",
      "                         :  jet2_pt:     3312.7     2444.9   [    -554.33     30232. ]\n",
      "                         : jet2_eta:     77.829     49.839   [     2.5838     498.65 ]\n",
      "                         : jet2_phi:    -14.472     9.9954   [    -96.393     4.7287 ]\n",
      "                         :   jet2_m:     37.752     37.314   [    -85.151     668.12 ]\n",
      "                         :  jet3_pt:     177.59     137.04   [     12.921     1936.8 ]\n",
      "                         : jet3_eta:     101.83     65.737   [    -57.362     662.80 ]\n",
      "                         : jet3_phi:    -19.185     12.203   [    -122.29     2.6720 ]\n",
      "                         :   jet3_m:     243.18     290.64   [    -251.08     4476.0 ]\n",
      "                         :      met:     5371.9     3565.9   [     73.906     50397. ]\n",
      "                         :  met_phi:    -32.741     21.754   [    -214.31     2.2415 ]\n",
      "                         : -----------------------------------------------------------\n",
      "                         : \u001b[32m\n",
      "                         : <PlotVariables> Will not produce scatter plots ==> \n",
      "                         : |  The number of 23 input variables and 0 target values would require 253 two-dimensional\n",
      "                         : |  histograms, which would occupy the computer's memory. Note that this\n",
      "                         : |  suppression does not have any consequences for your analysis, other\n",
      "                         : |  than not disposing of these scatter plots. You can modify the maximum\n",
      "                         : |  number of input variables allowed to generate scatter plots in your\n",
      "                         : |  script via the command line:\n",
      "                         : |  \"(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = <some int>;\"\u001b[0m\n",
      "                         : \n",
      "                         : Some more output\n",
      "                         : Preparing the Principle Component (PCA) transformation...\n",
      "TFHandler_Factory        : Variable        Mean        RMS   [        Min        Max ]\n",
      "                         : -----------------------------------------------------------\n",
      "                         : mtt_reco:-6.1567e-08     277.86   [    -6109.6     442.37 ]\n",
      "                         :  lep1_pt: 1.0694e-08     92.997   [    -1469.4     1146.5 ]\n",
      "                         : lep1_eta: 1.5699e-08     72.545   [    -316.75     563.27 ]\n",
      "                         : lep1_phi:-1.1607e-11     55.552   [    -454.34     288.15 ]\n",
      "                         :   lep1_m:-2.1429e-09     36.399   [    -449.67     359.05 ]\n",
      "                         :  lep2_pt: 5.3977e-10     28.423   [    -198.64     204.90 ]\n",
      "                         : lep2_eta:-1.7645e-09     6.6294   [    -91.931     66.786 ]\n",
      "                         : lep2_phi:-3.0805e-10     4.1468   [    -56.501     46.288 ]\n",
      "                         :   lep2_m:-1.5200e-10     2.5900   [    -4.8945     4.9318 ]\n",
      "                         :  jet1_pt: 3.6012e-10     2.1800   [    -6.8015     6.9853 ]\n",
      "                         : jet1_eta:-2.9042e-10     2.1508   [    -22.397     24.363 ]\n",
      "                         : jet1_phi:-4.7877e-11     2.1039   [    -6.0706     6.6423 ]\n",
      "                         :   jet1_m: 1.5811e-10     1.7961   [    -4.5724     4.5283 ]\n",
      "                         :  jet2_pt:-2.5643e-13     1.5039   [    -5.3381     4.8520 ]\n",
      "                         : jet2_eta: 2.7783e-10     1.3364   [    -5.7328     5.8167 ]\n",
      "                         : jet2_phi: 5.4301e-10     1.2957   [    -4.6700     5.1138 ]\n",
      "                         :   jet2_m: 1.7296e-11     1.2539   [    -5.1685     5.4267 ]\n",
      "                         :  jet3_pt:-9.2750e-11     1.1170   [    -4.8536     5.0021 ]\n",
      "                         : jet3_eta: 2.5332e-11   0.073874   [  -0.075038    0.10172 ]\n",
      "                         : jet3_phi:-1.6913e-17 1.3811e-15   [-7.0501e-15 6.3520e-15 ]\n",
      "                         :   jet3_m: 5.7888e-19 4.8851e-15   [-1.9994e-14 3.3517e-14 ]\n",
      "                         :      met:-3.0353e-17 4.3484e-15   [-1.4113e-14 3.9807e-14 ]\n",
      "                         :  met_phi: 5.0365e-17 1.3582e-14   [-1.7565e-13 3.2897e-14 ]\n",
      "                         : -----------------------------------------------------------\n",
      "                         : \u001b[32m\n",
      "                         : <PlotVariables> Will not produce scatter plots ==> \n",
      "                         : |  The number of 23 input variables and 0 target values would require 253 two-dimensional\n",
      "                         : |  histograms, which would occupy the computer's memory. Note that this\n",
      "                         : |  suppression does not have any consequences for your analysis, other\n",
      "                         : |  than not disposing of these scatter plots. You can modify the maximum\n",
      "                         : |  number of input variables allowed to generate scatter plots in your\n",
      "                         : |  script via the command line:\n",
      "                         : |  \"(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = <some int>;\"\u001b[0m\n",
      "                         : \n",
      "                         : Some more output\n",
      "                         : Preparing the Gaussian transformation...\n",
      "                         : Preparing the Decorrelation transformation...\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "<WARNING>                : <GetSQRootMatrix> error in matrix diagonalization; printed S and B\n",
      "TFHandler_Factory        : Variable        Mean        RMS   [        Min        Max ]\n",
      "                         : -----------------------------------------------------------\n",
      "                         : mtt_reco:   0.061944     1.0000   [    -3.2868     6.3776 ]\n",
      "                         :  lep1_pt:   0.039624     2.0447   [    -10.099     10.740 ]\n",
      "                         : lep1_eta:   -0.80663     7.6373   [    -39.828     41.766 ]\n",
      "                         : lep1_phi:    0.15533     4.1555   [    -18.522     27.098 ]\n",
      "                         :   lep1_m:    0.32604    0.87388   [    -2.8114     4.4808 ]\n",
      "                         :  lep2_pt:  -0.067690     2.0159   [    -9.6623     9.2509 ]\n",
      "                         : lep2_eta:    0.70517     7.8600   [    -54.019     43.733 ]\n",
      "                         : lep2_phi:   -0.23672     4.0331   [    -29.579     19.017 ]\n",
      "                         :   lep2_m:    0.50770    0.96428   [    -4.4597     3.4147 ]\n",
      "                         :  jet1_pt:  0.0085876     1.0000   [    -3.6770     5.3856 ]\n",
      "                         : jet1_eta:  0.0073985     1.0000   [    -4.0847     6.8078 ]\n",
      "                         : jet1_phi:   0.011952     1.0000   [    -3.4698     5.9247 ]\n",
      "                         :   jet1_m:   0.050741     1.0000   [    -5.0340     5.9548 ]\n",
      "                         :  jet2_pt:    0.21167     1.0000   [    -4.4972     6.7909 ]\n",
      "                         : jet2_eta:   0.010645     1.0000   [    -3.7994     6.3519 ]\n",
      "                         : jet2_phi:  0.0053432     1.0000   [    -3.3854     5.8258 ]\n",
      "                         :   jet2_m:   0.068147     1.0000   [    -4.3398     5.6581 ]\n",
      "                         :  jet3_pt:   -0.77890     1.0000   [    -3.0944     3.6902 ]\n",
      "                         : jet3_eta: -0.0034714     1.0000   [    -4.4317     7.9836 ]\n",
      "                         : jet3_phi:   0.011858     1.0000   [    -4.3184     7.7128 ]\n",
      "                         :   jet3_m:   -0.35508     1.0000   [    -5.0843     6.5786 ]\n",
      "                         :      met:   0.043431     1.0000   [    -3.5099     5.4237 ]\n",
      "                         :  met_phi: -0.0020268     1.0000   [    -3.3832     5.8297 ]\n",
      "                         : -----------------------------------------------------------\n",
      "                         : \u001b[32m\n",
      "                         : <PlotVariables> Will not produce scatter plots ==> \n",
      "                         : |  The number of 23 input variables and 0 target values would require 253 two-dimensional\n",
      "                         : |  histograms, which would occupy the computer's memory. Note that this\n",
      "                         : |  suppression does not have any consequences for your analysis, other\n",
      "                         : |  than not disposing of these scatter plots. You can modify the maximum\n",
      "                         : |  number of input variables allowed to generate scatter plots in your\n",
      "                         : |  script via the command line:\n",
      "                         : |  \"(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = <some int>;\"\u001b[0m\n",
      "                         : \n",
      "                         : Some more output\n",
      "                         : Ranking input variables (method unspecific)...\n",
      "IdTransformation         : Ranking result (top variable is best ranked)\n",
      "                         : ---------------------------------\n",
      "                         : Rank : Variable  : Separation\n",
      "                         : ---------------------------------\n",
      "                         :    1 : jet1_pt   : 3.244e-01\n",
      "                         :    2 : mtt_reco  : 2.244e-01\n",
      "                         :    3 : jet2_pt   : 2.006e-01\n",
      "                         :    4 : jet1_m    : 1.431e-01\n",
      "                         :    5 : jet2_m    : 1.019e-01\n",
      "                         :    6 : met       : 9.360e-02\n",
      "                         :    7 : lep1_pt   : 8.090e-02\n",
      "                         :    8 : lep2_pt   : 8.090e-02\n",
      "                         :    9 : jet3_pt   : 3.656e-02\n",
      "                         :   10 : jet2_eta  : 2.441e-02\n",
      "                         :   11 : jet1_eta  : 2.129e-02\n",
      "                         :   12 : jet3_m    : 1.662e-02\n",
      "                         :   13 : jet3_eta  : 9.762e-03\n",
      "                         :   14 : lep1_eta  : 3.913e-03\n",
      "                         :   15 : lep2_eta  : 3.913e-03\n",
      "                         :   16 : jet3_phi  : 2.901e-03\n",
      "                         :   17 : jet2_phi  : 2.811e-03\n",
      "                         :   18 : lep1_phi  : 2.651e-03\n",
      "                         :   19 : lep2_phi  : 2.651e-03\n",
      "                         :   20 : met_phi   : 2.499e-03\n",
      "                         :   21 : jet1_phi  : 2.122e-03\n",
      "                         :   22 : lep1_m    : 6.645e-05\n",
      "                         :   23 : lep2_m    : 6.645e-05\n",
      "                         : ---------------------------------\n",
      "Factory                  : Train method: BDT for Classification\n",
      "                         : \n",
      "BDT                      : #events: (reweighted) sig: 10000 bkg: 10000\n",
      "                         : #events: (unweighted) sig: 10000 bkg: 10000\n",
      "                         : Training 100 Decision Trees ... patience please\n",
      "                         : Elapsed time for training with 20000 events: 2.32 sec         \n",
      "BDT                      : [dataset] : Evaluation of BDT on training sample (20000 events)\n",
      "                         : Elapsed time for evaluation of 20000 events: 0.0972 sec       \n",
      "                         : Creating xml weight file: \u001b[0;36mdataset/weights/TMVAClassification_BDT.weights.xml\u001b[0m\n",
      "                         : Creating standalone class: \u001b[0;36mdataset/weights/TMVAClassification_BDT.class.C\u001b[0m\n",
      "                         : TMVA_tutorial_cla_1.root:/dataset/Method_BDT/BDT\n",
      "Factory                  : Training finished\n",
      "                         : \n",
      "Factory                  : Train method: BDTG for Classification\n",
      "                         : \n",
      "BDTG                     : #events: (reweighted) sig: 10000 bkg: 10000\n",
      "                         : #events: (unweighted) sig: 10000 bkg: 10000\n",
      "                         : Training 1000 Decision Trees ... patience please\n",
      "                         : Elapsed time for training with 20000 events: 16.1 sec         \n",
      "BDTG                     : [dataset] : Evaluation of BDTG on training sample (20000 events)\n",
      "                         : Elapsed time for evaluation of 20000 events: 1.11 sec       \n",
      "                         : Creating xml weight file: \u001b[0;36mdataset/weights/TMVAClassification_BDTG.weights.xml\u001b[0m\n",
      "                         : Creating standalone class: \u001b[0;36mdataset/weights/TMVAClassification_BDTG.class.C\u001b[0m\n",
      "                         : TMVA_tutorial_cla_1.root:/dataset/Method_BDT/BDTG\n",
      "Factory                  : Training finished\n",
      "                         : \n",
      "                         : Ranking input variables (method specific)...\n",
      "BDT                      : Ranking result (top variable is best ranked)\n",
      "                         : ------------------------------------------\n",
      "                         : Rank : Variable  : Variable Importance\n",
      "                         : ------------------------------------------\n",
      "                         :    1 : jet1_pt   : 1.424e-01\n",
      "                         :    2 : jet2_pt   : 1.018e-01\n",
      "                         :    3 : mtt_reco  : 9.994e-02\n",
      "                         :    4 : lep1_pt   : 6.865e-02\n",
      "                         :    5 : met       : 6.450e-02\n",
      "                         :    6 : lep1_eta  : 6.061e-02\n",
      "                         :    7 : jet2_eta  : 4.777e-02\n",
      "                         :    8 : jet2_phi  : 4.514e-02\n",
      "                         :    9 : jet3_eta  : 3.961e-02\n",
      "                         :   10 : met_phi   : 3.938e-02\n",
      "                         :   11 : jet3_m    : 3.844e-02\n",
      "                         :   12 : jet3_pt   : 3.738e-02\n",
      "                         :   13 : jet1_phi  : 3.714e-02\n",
      "                         :   14 : lep1_phi  : 3.705e-02\n",
      "                         :   15 : jet1_m    : 3.589e-02\n",
      "                         :   16 : jet1_eta  : 3.281e-02\n",
      "                         :   17 : jet2_m    : 3.120e-02\n",
      "                         :   18 : jet3_phi  : 2.454e-02\n",
      "                         :   19 : lep1_m    : 1.575e-02\n",
      "                         :   20 : lep2_pt   : 0.000e+00\n",
      "                         :   21 : lep2_eta  : 0.000e+00\n",
      "                         :   22 : lep2_phi  : 0.000e+00\n",
      "                         :   23 : lep2_m    : 0.000e+00\n",
      "                         : ------------------------------------------\n",
      "BDTG                     : Ranking result (top variable is best ranked)\n",
      "                         : ------------------------------------------\n",
      "                         : Rank : Variable  : Variable Importance\n",
      "                         : ------------------------------------------\n",
      "                         :    1 : jet2_eta  : 6.835e-02\n",
      "                         :    2 : jet1_eta  : 6.578e-02\n",
      "                         :    3 : lep1_phi  : 6.317e-02\n",
      "                         :    4 : jet3_phi  : 6.266e-02\n",
      "                         :    5 : jet3_eta  : 6.205e-02\n",
      "                         :    6 : jet2_phi  : 6.174e-02\n",
      "                         :    7 : lep1_eta  : 6.079e-02\n",
      "                         :    8 : mtt_reco  : 6.003e-02\n",
      "                         :    9 : jet1_phi  : 6.003e-02\n",
      "                         :   10 : lep1_pt   : 5.732e-02\n",
      "                         :   11 : met_phi   : 5.713e-02\n",
      "                         :   12 : jet1_pt   : 5.306e-02\n",
      "                         :   13 : met       : 4.657e-02\n",
      "                         :   14 : jet3_m    : 4.268e-02\n",
      "                         :   15 : jet2_m    : 4.037e-02\n",
      "                         :   16 : jet2_pt   : 4.000e-02\n",
      "                         :   17 : jet3_pt   : 3.980e-02\n",
      "                         :   18 : jet1_m    : 3.873e-02\n",
      "                         :   19 : lep1_m    : 1.972e-02\n",
      "                         :   20 : lep2_pt   : 0.000e+00\n",
      "                         :   21 : lep2_eta  : 0.000e+00\n",
      "                         :   22 : lep2_phi  : 0.000e+00\n",
      "                         :   23 : lep2_m    : 0.000e+00\n",
      "                         : ------------------------------------------\n",
      "Factory                  : === Destroy and recreate all methods via weight files for testing ===\n",
      "                         : \n",
      "                         : Reading weight file: \u001b[0;36mdataset/weights/TMVAClassification_BDT.weights.xml\u001b[0m\n",
      "                         : Reading weight file: \u001b[0;36mdataset/weights/TMVAClassification_BDTG.weights.xml\u001b[0m\n",
      "Factory                  : \u001b[1mTest all methods\u001b[0m\n",
      "Factory                  : Test method: BDT for Classification performance\n",
      "                         : \n",
      "BDT                      : [dataset] : Evaluation of BDT on testing sample (67344 events)\n",
      "                         : Elapsed time for evaluation of 67344 events: 0.325 sec       \n",
      "Factory                  : Test method: BDTG for Classification performance\n",
      "                         : \n",
      "BDTG                     : [dataset] : Evaluation of BDTG on testing sample (67344 events)\n",
      "                         : Elapsed time for evaluation of 67344 events: 2.53 sec       \n",
      "Factory                  : \u001b[1mEvaluate all methods\u001b[0m\n",
      "Factory                  : Evaluate classifier: BDT\n",
      "                         : \n",
      "BDT                      : [dataset] : Loop over test events and fill histograms with classifier response...\n",
      "                         : \n",
      "TFHandler_BDT            : Variable        Mean        RMS   [        Min        Max ]\n",
      "                         : -----------------------------------------------------------\n",
      "                         : mtt_reco:     452.74     284.11   [     47.322     5492.0 ]\n",
      "                         :  lep1_pt:     75.862     47.986   [     4.1578     672.59 ]\n",
      "                         : lep1_eta: -0.0012619     1.2802   [    -3.9764     3.9982 ]\n",
      "                         : lep1_phi:  0.0081134     1.8169   [    -3.1416     3.1415 ]\n",
      "                         :   lep1_m:   0.058891   0.052275   [ 0.00050974    0.10570 ]\n",
      "                         :  lep2_pt:     75.862     47.986   [     4.1578     672.59 ]\n",
      "                         : lep2_eta: -0.0012619     1.2802   [    -3.9764     3.9982 ]\n",
      "                         : lep2_phi:  0.0081134     1.8169   [    -3.1416     3.1415 ]\n",
      "                         :   lep2_m:   0.058891   0.052275   [ 0.00050974    0.10570 ]\n",
      "                         :  jet1_pt:     118.42     76.813   [     25.074     1217.2 ]\n",
      "                         : jet1_eta: 9.7770e-05     1.4850   [    -4.7235     4.7550 ]\n",
      "                         : jet1_phi:  -0.014850     1.8145   [    -3.1415     3.1415 ]\n",
      "                         :   jet1_m:     11.956     8.1148   [-1.5259e-05     176.45 ]\n",
      "                         :  jet2_pt:     70.625     47.492   [     25.000     787.93 ]\n",
      "                         : jet2_eta: -0.0031005     1.6323   [    -4.9487     4.9034 ]\n",
      "                         : jet2_phi:  0.0038855     1.8094   [    -3.1416     3.1415 ]\n",
      "                         :   jet2_m:     7.8337     5.2897   [-1.0790e-05     78.675 ]\n",
      "                         :  jet3_pt:     26.847     31.760   [     0.0000     481.16 ]\n",
      "                         : jet3_eta: -0.0064832     1.3561   [    -4.9031     4.8836 ]\n",
      "                         : jet3_phi:  0.0079344     1.3374   [    -3.1415     3.1413 ]\n",
      "                         :   jet3_m:     3.2385     4.0162   [-2.1579e-05     74.066 ]\n",
      "                         :      met:     83.459     54.514   [    0.22603     1122.6 ]\n",
      "                         :  met_phi:  0.0022371     1.8127   [    -3.1416     3.1416 ]\n",
      "                         : -----------------------------------------------------------\n",
      "                         : \u001b[32m\n",
      "                         : <PlotVariables> Will not produce scatter plots ==> \n",
      "                         : |  The number of 23 input variables and 0 target values would require 253 two-dimensional\n",
      "                         : |  histograms, which would occupy the computer's memory. Note that this\n",
      "                         : |  suppression does not have any consequences for your analysis, other\n",
      "                         : |  than not disposing of these scatter plots. You can modify the maximum\n",
      "                         : |  number of input variables allowed to generate scatter plots in your\n",
      "                         : |  script via the command line:\n",
      "                         : |  \"(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = <some int>;\"\u001b[0m\n",
      "                         : \n",
      "                         : Some more output\n",
      "Factory                  : Evaluate classifier: BDTG\n",
      "                         : \n",
      "BDTG                     : [dataset] : Loop over test events and fill histograms with classifier response...\n",
      "                         : \n",
      "TFHandler_BDTG           : Variable        Mean        RMS   [        Min        Max ]\n",
      "                         : -----------------------------------------------------------\n",
      "                         : mtt_reco:     452.74     284.11   [     47.322     5492.0 ]\n",
      "                         :  lep1_pt:     75.862     47.986   [     4.1578     672.59 ]\n",
      "                         : lep1_eta: -0.0012619     1.2802   [    -3.9764     3.9982 ]\n",
      "                         : lep1_phi:  0.0081134     1.8169   [    -3.1416     3.1415 ]\n",
      "                         :   lep1_m:   0.058891   0.052275   [ 0.00050974    0.10570 ]\n",
      "                         :  lep2_pt:     75.862     47.986   [     4.1578     672.59 ]\n",
      "                         : lep2_eta: -0.0012619     1.2802   [    -3.9764     3.9982 ]\n",
      "                         : lep2_phi:  0.0081134     1.8169   [    -3.1416     3.1415 ]\n",
      "                         :   lep2_m:   0.058891   0.052275   [ 0.00050974    0.10570 ]\n",
      "                         :  jet1_pt:     118.42     76.813   [     25.074     1217.2 ]\n",
      "                         : jet1_eta: 9.7770e-05     1.4850   [    -4.7235     4.7550 ]\n",
      "                         : jet1_phi:  -0.014850     1.8145   [    -3.1415     3.1415 ]\n",
      "                         :   jet1_m:     11.956     8.1148   [-1.5259e-05     176.45 ]\n",
      "                         :  jet2_pt:     70.625     47.492   [     25.000     787.93 ]\n",
      "                         : jet2_eta: -0.0031005     1.6323   [    -4.9487     4.9034 ]\n",
      "                         : jet2_phi:  0.0038855     1.8094   [    -3.1416     3.1415 ]\n",
      "                         :   jet2_m:     7.8337     5.2897   [-1.0790e-05     78.675 ]\n",
      "                         :  jet3_pt:     26.847     31.760   [     0.0000     481.16 ]\n",
      "                         : jet3_eta: -0.0064832     1.3561   [    -4.9031     4.8836 ]\n",
      "                         : jet3_phi:  0.0079344     1.3374   [    -3.1415     3.1413 ]\n",
      "                         :   jet3_m:     3.2385     4.0162   [-2.1579e-05     74.066 ]\n",
      "                         :      met:     83.459     54.514   [    0.22603     1122.6 ]\n",
      "                         :  met_phi:  0.0022371     1.8127   [    -3.1416     3.1416 ]\n",
      "                         : -----------------------------------------------------------\n",
      "                         : \u001b[32m\n",
      "                         : <PlotVariables> Will not produce scatter plots ==> \n",
      "                         : |  The number of 23 input variables and 0 target values would require 253 two-dimensional\n",
      "                         : |  histograms, which would occupy the computer's memory. Note that this\n",
      "                         : |  suppression does not have any consequences for your analysis, other\n",
      "                         : |  than not disposing of these scatter plots. You can modify the maximum\n",
      "                         : |  number of input variables allowed to generate scatter plots in your\n",
      "                         : |  script via the command line:\n",
      "                         : |  \"(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = <some int>;\"\u001b[0m\n",
      "                         : \n",
      "                         : Some more output\n",
      "                         : \n",
      "                         : Evaluation results ranked by best signal efficiency and purity (area)\n",
      "                         : -------------------------------------------------------------------------------------------------------------------\n",
      "                         : DataSet       MVA                       \n",
      "                         : Name:         Method:          ROC-integ\n",
      "                         : dataset       BDTG           : 0.874\n",
      "                         : dataset       BDT            : 0.873\n",
      "                         : -------------------------------------------------------------------------------------------------------------------\n",
      "                         : \n",
      "                         : Testing efficiency compared to training efficiency (overtraining check)\n",
      "                         : -------------------------------------------------------------------------------------------------------------------\n",
      "                         : DataSet              MVA              Signal efficiency: from test sample (from training sample) \n",
      "                         : Name:                Method:          @B=0.01             @B=0.10            @B=0.30   \n",
      "                         : -------------------------------------------------------------------------------------------------------------------\n",
      "                         : dataset              BDTG           : 0.227 (0.270)       0.654 (0.676)      0.864 (0.874)\n",
      "                         : dataset              BDT            : 0.224 (0.221)       0.648 (0.650)      0.863 (0.869)\n",
      "                         : -------------------------------------------------------------------------------------------------------------------\n",
      "                         : \n",
      "Dataset:dataset          : Created tree 'TestTree' with 67344 events\n",
      "                         : \n",
      "Dataset:dataset          : Created tree 'TrainTree' with 20000 events\n",
      "                         : \n",
      "Factory                  : \u001b[1mThank you for using TMVA!\u001b[0m\n",
      "                         : \u001b[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html\u001b[0m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Error in <TDecompLU::InvertLU>: matrix is singular, 1 diag elements < tolerance of 2.2204e-16\n",
      "Error in <TDecompLU::InvertLU>: matrix is singular, 1 diag elements < tolerance of 2.2204e-16\n",
      "Error in <TDecompLU::InvertLU>: matrix is singular, 1 diag elements < tolerance of 2.2204e-16\n"
     ]
    }
   ],
   "source": [
    "factory.TrainAllMethods()\n",
    "factory.TestAllMethods()\n",
    "factory.EvaluateAllMethods()\n",
    "\n",
    "output.Close()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "standing-director",
   "metadata": {},
   "source": [
    "Draw all canvases "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "alpine-frost",
   "metadata": {},
   "outputs": [],
   "source": [
    "from ROOT import gROOT \n",
    "gROOT.GetListOfCanvases().Draw()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}