Using TensorFlow backend. DataSetInfo : [dataset] : Added class "Signal" : Add Tree PDsecondTree of type Signal with 13484 events DataSetInfo : [dataset] : Added class "Background" : Add Tree PDsecondTree of type Background with 5627 events : Add Tree PDsecondTree of type Signal with 13600 events : Add Tree PDsecondTree of type Background with 5544 events Factory : Booking method: BDTOsMuon2017 : DataSetFactory : [dataset] : Number of events in input trees : : : Number of training and testing events : --------------------------------------------------------------------------- : Signal -- training events : 13484 : Signal -- testing events : 13600 : Signal -- training and testing events: 27084 : Background -- training events : 5627 : Background -- testing events : 5544 : Background -- training and testing events: 11171 : DataSetInfo : Correlation matrix (Signal): : ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- : muoPt muoEta muoDxy muoDz muoSoftMvaValue muoDR_B muoPFIso muoJetPt muoPtRel muoDrJet muoEnergyRatio muoJetCSV muoJetDFprob muoJetSize muoQCone : muoPt: +1.000 -0.007 +0.054 -0.006 +0.394 -0.024 +0.055 +0.729 +0.920 +0.375 +0.463 +0.177 +0.351 +0.420 +0.175 : muoEta: -0.007 +1.000 +0.013 +0.104 +0.005 +0.005 -0.000 -0.006 -0.010 -0.016 -0.017 -0.002 -0.001 -0.026 +0.001 : muoDxy: +0.054 +0.013 +1.000 +0.041 +0.015 +0.010 +0.080 +0.123 +0.072 +0.088 +0.066 +0.055 +0.100 +0.093 -0.031 : muoDz: -0.006 +0.104 +0.041 +1.000 -0.005 -0.005 -0.015 -0.010 -0.008 -0.010 -0.009 +0.011 +0.005 -0.007 -0.006 : muoSoftMvaValue: +0.394 +0.005 +0.015 -0.005 +1.000 +0.048 -0.387 +0.122 +0.325 +0.115 +0.214 +0.005 +0.038 +0.071 +0.252 : muoDR_B: -0.024 +0.005 +0.010 -0.005 +0.048 +1.000 -0.148 -0.072 -0.027 -0.039 -0.030 -0.042 -0.077 -0.046 +0.028 : muoPFIso: +0.055 -0.000 +0.080 -0.015 -0.387 -0.148 +1.000 +0.515 +0.191 +0.380 +0.260 +0.205 +0.396 +0.426 -0.273 : muoJetPt: +0.729 -0.006 +0.123 -0.010 +0.122 -0.072 +0.515 +1.000 +0.846 +0.697 +0.657 +0.322 +0.536 +0.766 -0.078 : muoPtRel: +0.920 -0.010 +0.072 -0.008 +0.325 -0.027 +0.191 +0.846 +1.000 +0.681 +0.746 +0.256 +0.475 +0.660 +0.091 : muoDrJet: +0.375 -0.016 +0.088 -0.010 +0.115 -0.039 +0.380 +0.697 +0.681 +1.000 +0.970 +0.311 +0.516 +0.854 -0.089 : muoEnergyRatio: +0.463 -0.017 +0.066 -0.009 +0.214 -0.030 +0.260 +0.657 +0.746 +0.970 +1.000 +0.269 +0.486 +0.799 -0.009 : muoJetCSV: +0.177 -0.002 +0.055 +0.011 +0.005 -0.042 +0.205 +0.322 +0.256 +0.311 +0.269 +1.000 +0.542 +0.354 -0.137 : muoJetDFprob: +0.351 -0.001 +0.100 +0.005 +0.038 -0.077 +0.396 +0.536 +0.475 +0.516 +0.486 +0.542 +1.000 +0.501 -0.065 : muoJetSize: +0.420 -0.026 +0.093 -0.007 +0.071 -0.046 +0.426 +0.766 +0.660 +0.854 +0.799 +0.354 +0.501 +1.000 -0.170 : muoQCone: +0.175 +0.001 -0.031 -0.006 +0.252 +0.028 -0.273 -0.078 +0.091 -0.089 -0.009 -0.137 -0.065 -0.170 +1.000 : ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- DataSetInfo : Correlation matrix (Background): : ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- : muoPt muoEta muoDxy muoDz muoSoftMvaValue muoDR_B muoPFIso muoJetPt muoPtRel muoDrJet muoEnergyRatio muoJetCSV muoJetDFprob muoJetSize muoQCone : muoPt: +1.000 +0.010 +0.062 -0.005 +0.378 -0.036 +0.095 +0.684 +0.898 +0.368 +0.461 +0.188 +0.345 +0.413 +0.102 : muoEta: +0.010 +1.000 +0.012 +0.097 +0.005 +0.009 -0.006 -0.003 +0.008 -0.001 +0.003 -0.022 +0.001 -0.019 +0.026 : muoDxy: +0.062 +0.012 +1.000 +0.012 -0.003 +0.005 +0.097 +0.145 +0.090 +0.112 +0.090 +0.082 +0.111 +0.114 -0.054 : muoDz: -0.005 +0.097 +0.012 +1.000 +0.007 -0.011 -0.006 -0.001 -0.008 +0.003 -0.000 -0.022 -0.017 +0.002 +0.017 : muoSoftMvaValue: +0.378 +0.005 -0.003 +0.007 +1.000 +0.049 -0.403 +0.045 +0.275 +0.055 +0.147 -0.011 -0.024 +0.023 +0.223 : muoDR_B: -0.036 +0.009 +0.005 -0.011 +0.049 +1.000 -0.170 -0.088 -0.045 -0.073 -0.063 -0.070 -0.085 -0.061 +0.007 : muoPFIso: +0.095 -0.006 +0.097 -0.006 -0.403 -0.170 +1.000 +0.562 +0.266 +0.426 +0.331 +0.260 +0.459 +0.458 -0.308 : muoJetPt: +0.684 -0.003 +0.145 -0.001 +0.045 -0.088 +0.562 +1.000 +0.829 +0.703 +0.670 +0.371 +0.531 +0.778 -0.189 : muoPtRel: +0.898 +0.008 +0.090 -0.008 +0.275 -0.045 +0.266 +0.829 +1.000 +0.713 +0.779 +0.306 +0.479 +0.685 -0.008 : muoDrJet: +0.368 -0.001 +0.112 +0.003 +0.055 -0.073 +0.426 +0.703 +0.713 +1.000 +0.974 +0.381 +0.498 +0.855 -0.154 : muoEnergyRatio: +0.461 +0.003 +0.090 -0.000 +0.147 -0.063 +0.331 +0.670 +0.779 +0.974 +1.000 +0.339 +0.477 +0.812 -0.087 : muoJetCSV: +0.188 -0.022 +0.082 -0.022 -0.011 -0.070 +0.260 +0.371 +0.306 +0.381 +0.339 +1.000 +0.524 +0.407 -0.178 : muoJetDFprob: +0.345 +0.001 +0.111 -0.017 -0.024 -0.085 +0.459 +0.531 +0.479 +0.498 +0.477 +0.524 +1.000 +0.479 -0.125 : muoJetSize: +0.413 -0.019 +0.114 +0.002 +0.023 -0.061 +0.458 +0.778 +0.685 +0.855 +0.812 +0.407 +0.479 +1.000 -0.201 : muoQCone: +0.102 +0.026 -0.054 +0.017 +0.223 +0.007 -0.308 -0.189 -0.008 -0.154 -0.087 -0.178 -0.125 -0.201 +1.000 : ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- DataSetFactory : [dataset] : : Factory : Booking method: BDTOsMuon2017Category : : Adding sub-classifier: BDT::BDTOsMuon2017Jet DataSetInfo : [BDTOsMuon2017Jet_dsi] : Added class "Signal" DataSetInfo : [BDTOsMuon2017Jet_dsi] : Added class "Background" DataSetFactory : [BDTOsMuon2017Jet_dsi] : Number of events in input trees : Dataset[BDTOsMuon2017Jet_dsi] : Signal requirement: "muoJetSize>=0" : Dataset[BDTOsMuon2017Jet_dsi] : Signal -- number of events passed: 16239 / sum of weights: 16239 : Dataset[BDTOsMuon2017Jet_dsi] : Signal -- efficiency : 0.599579 : Dataset[BDTOsMuon2017Jet_dsi] : Background requirement: "muoJetSize>=0" : Dataset[BDTOsMuon2017Jet_dsi] : Background -- number of events passed: 6880 / sum of weights: 6880 : Dataset[BDTOsMuon2017Jet_dsi] : Background -- efficiency : 0.61588 : Dataset[BDTOsMuon2017Jet_dsi] : you have opted for interpreting the requested number of training/testing events : to be the number of events AFTER your preselection cuts : : Dataset[BDTOsMuon2017Jet_dsi] : you have opted for interpreting the requested number of training/testing events : to be the number of events AFTER your preselection cuts : : Number of training and testing events : --------------------------------------------------------------------------- : Signal -- training events : 8106 : Signal -- testing events : 8133 : Signal -- training and testing events: 16239 : Dataset[BDTOsMuon2017Jet_dsi] : Signal -- due to the preselection a scaling factor has been applied to the numbers of requested events: 0.599579 : Background -- training events : 3400 : Background -- testing events : 3480 : Background -- training and testing events: 6880 : Dataset[BDTOsMuon2017Jet_dsi] : Background -- due to the preselection a scaling factor has been applied to the numbers of requested events: 0.61588 : DataSetInfo : Correlation matrix (Signal): : ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- : muoPt muoEta muoDxy muoDz muoSoftMvaValue muoDR_B muoPFIso muoJetPt muoPtRel muoDrJet muoEnergyRatio muoJetCSV muoJetDFprob muoJetSize muoQCone : muoPt: +1.000 +0.002 +0.027 -0.001 +0.403 -0.001 -0.106 +0.692 +0.998 -0.368 +0.380 +0.061 +0.182 +0.154 +0.270 : muoEta: +0.002 +1.000 +0.015 +0.075 +0.022 -0.001 +0.004 +0.011 +0.003 -0.002 -0.012 +0.005 +0.011 -0.035 -0.005 : muoDxy: +0.027 +0.015 +1.000 +0.034 -0.006 +0.022 +0.072 +0.120 +0.026 +0.089 -0.106 +0.041 +0.088 +0.059 -0.030 : muoDz: -0.001 +0.075 +0.034 +1.000 -0.007 -0.010 -0.010 -0.005 -0.002 +0.004 +0.008 +0.021 +0.017 +0.004 -0.006 : muoSoftMvaValue: +0.403 +0.022 -0.006 -0.007 +1.000 +0.090 -0.548 +0.039 +0.401 -0.328 +0.524 -0.050 -0.052 -0.118 +0.322 : muoDR_B: -0.001 -0.001 +0.022 -0.010 +0.090 +1.000 -0.170 -0.078 -0.000 -0.015 +0.049 -0.039 -0.083 -0.033 +0.044 : muoPFIso: -0.106 +0.004 +0.072 -0.010 -0.548 -0.170 +1.000 +0.419 -0.105 +0.246 -0.606 +0.114 +0.279 +0.260 -0.327 : muoJetPt: +0.692 +0.011 +0.120 -0.005 +0.039 -0.078 +0.419 +1.000 +0.692 -0.030 -0.267 +0.160 +0.286 +0.452 -0.053 : muoPtRel: +0.998 +0.003 +0.026 -0.002 +0.401 -0.000 -0.105 +0.692 +1.000 -0.371 +0.374 +0.060 +0.181 +0.153 +0.269 : muoDrJet: -0.368 -0.002 +0.089 +0.004 -0.328 -0.015 +0.246 -0.030 -0.371 +1.000 -0.544 +0.087 +0.037 +0.171 -0.248 : muoEnergyRatio: +0.380 -0.012 -0.106 +0.008 +0.524 +0.049 -0.606 -0.267 +0.374 -0.544 +1.000 -0.177 -0.139 -0.383 +0.461 : muoJetCSV: +0.061 +0.005 +0.041 +0.021 -0.050 -0.039 +0.114 +0.160 +0.060 +0.087 -0.177 +1.000 +0.472 +0.190 -0.162 : muoJetDFprob: +0.182 +0.011 +0.088 +0.017 -0.052 -0.083 +0.279 +0.286 +0.181 +0.037 -0.139 +0.472 +1.000 +0.140 -0.045 : muoJetSize: +0.154 -0.035 +0.059 +0.004 -0.118 -0.033 +0.260 +0.452 +0.153 +0.171 -0.383 +0.190 +0.140 +1.000 -0.277 : muoQCone: +0.270 -0.005 -0.030 -0.006 +0.322 +0.044 -0.327 -0.053 +0.269 -0.248 +0.461 -0.162 -0.045 -0.277 +1.000 : ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- DataSetInfo : Correlation matrix (Background): : ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- : muoPt muoEta muoDxy muoDz muoSoftMvaValue muoDR_B muoPFIso muoJetPt muoPtRel muoDrJet muoEnergyRatio muoJetCSV muoJetDFprob muoJetSize muoQCone : muoPt: +1.000 +0.017 +0.024 -0.020 +0.401 +0.018 -0.081 +0.634 +1.000 -0.378 +0.415 +0.043 +0.183 +0.146 +0.203 : muoEta: +0.017 +1.000 +0.009 +0.091 +0.019 +0.003 -0.007 -0.005 +0.018 -0.008 +0.028 -0.034 +0.001 -0.051 +0.030 : muoDxy: +0.024 +0.009 +1.000 +0.034 -0.014 +0.032 +0.071 +0.133 +0.023 +0.097 -0.111 +0.061 +0.091 +0.063 -0.054 : muoDz: -0.020 +0.091 +0.034 +1.000 -0.006 +0.004 -0.020 -0.005 -0.020 +0.031 -0.012 -0.037 -0.032 +0.002 +0.001 : muoSoftMvaValue: +0.401 +0.019 -0.014 -0.006 +1.000 +0.116 -0.549 -0.018 +0.400 -0.251 +0.523 -0.053 -0.089 -0.100 +0.280 : muoDR_B: +0.018 +0.003 +0.032 +0.004 +0.116 +1.000 -0.197 -0.061 +0.019 +0.011 +0.075 -0.056 -0.068 +0.005 +0.002 : muoPFIso: -0.081 -0.007 +0.071 -0.020 -0.549 -0.197 +1.000 +0.436 -0.081 +0.089 -0.576 +0.129 +0.334 +0.222 -0.338 : muoJetPt: +0.634 -0.005 +0.133 -0.005 -0.018 -0.061 +0.436 +1.000 +0.635 -0.136 -0.305 +0.157 +0.283 +0.457 -0.166 : muoPtRel: +1.000 +0.018 +0.023 -0.020 +0.400 +0.019 -0.081 +0.635 +1.000 -0.383 +0.413 +0.043 +0.183 +0.145 +0.202 : muoDrJet: -0.378 -0.008 +0.097 +0.031 -0.251 +0.011 +0.089 -0.136 -0.383 +1.000 -0.400 +0.064 -0.029 +0.092 -0.124 : muoEnergyRatio: +0.415 +0.028 -0.111 -0.012 +0.523 +0.075 -0.576 -0.305 +0.413 -0.400 +1.000 -0.203 -0.133 -0.346 +0.454 : muoJetCSV: +0.043 -0.034 +0.061 -0.037 -0.053 -0.056 +0.129 +0.157 +0.043 +0.064 -0.203 +1.000 +0.417 +0.177 -0.180 : muoJetDFprob: +0.183 +0.001 +0.091 -0.032 -0.089 -0.068 +0.334 +0.283 +0.183 -0.029 -0.133 +0.417 +1.000 +0.109 -0.081 : muoJetSize: +0.146 -0.051 +0.063 +0.002 -0.100 +0.005 +0.222 +0.457 +0.145 +0.092 -0.346 +0.177 +0.109 +1.000 -0.201 : muoQCone: +0.203 +0.030 -0.054 +0.001 +0.280 +0.002 -0.338 -0.166 +0.202 -0.124 +0.454 -0.180 -0.081 -0.201 +1.000 : ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- DataSetFactory : [BDTOsMuon2017Jet_dsi] : : : Adding sub-classifier: BDT::BDTOsMuon2017noJet DataSetInfo : [BDTOsMuon2017noJet_dsi] : Added class "Signal" DataSetInfo : [BDTOsMuon2017noJet_dsi] : Added class "Background" DataSetFactory : [BDTOsMuon2017noJet_dsi] : Number of events in input trees : Dataset[BDTOsMuon2017noJet_dsi] : Signal requirement: "muoJetSize<0" : Dataset[BDTOsMuon2017noJet_dsi] : Signal -- number of events passed: 10845 / sum of weights: 10845 : Dataset[BDTOsMuon2017noJet_dsi] : Signal -- efficiency : 0.400421 : Dataset[BDTOsMuon2017noJet_dsi] : Background requirement: "muoJetSize<0" : Dataset[BDTOsMuon2017noJet_dsi] : Background -- number of events passed: 4291 / sum of weights: 4291 : Dataset[BDTOsMuon2017noJet_dsi] : Background -- efficiency : 0.38412 : Dataset[BDTOsMuon2017noJet_dsi] : you have opted for interpreting the requested number of training/testing events : to be the number of events AFTER your preselection cuts : : Dataset[BDTOsMuon2017noJet_dsi] : you have opted for interpreting the requested number of training/testing events : to be the number of events AFTER your preselection cuts : : Number of training and testing events : --------------------------------------------------------------------------- : Signal -- training events : 5378 : Signal -- testing events : 5467 : Signal -- training and testing events: 10845 : Dataset[BDTOsMuon2017noJet_dsi] : Signal -- due to the preselection a scaling factor has been applied to the numbers of requested events: 0.400421 : Background -- training events : 2227 : Background -- testing events : 2064 : Background -- training and testing events: 4291 : Dataset[BDTOsMuon2017noJet_dsi] : Background -- due to the preselection a scaling factor has been applied to the numbers of requested events: 0.38412 : DataSetInfo : Correlation matrix (Signal): : --------------------------------------------------------------------------------- : muoPt muoEta muoDxy muoDz muoSoftMvaValue muoDR_B muoPFIso : muoPt: +1.000 -0.014 +0.016 -0.014 +0.495 -0.071 -0.179 : muoEta: -0.014 +1.000 +0.014 +0.132 -0.014 +0.013 +0.012 : muoDxy: +0.016 +0.014 +1.000 +0.050 +0.017 -0.001 +0.010 : muoDz: -0.014 +0.132 +0.050 +1.000 -0.000 -0.001 -0.022 : muoSoftMvaValue: +0.495 -0.014 +0.017 -0.000 +1.000 -0.013 -0.304 : muoDR_B: -0.071 +0.013 -0.001 -0.001 -0.013 +1.000 -0.074 : muoPFIso: -0.179 +0.012 +0.010 -0.022 -0.304 -0.074 +1.000 : --------------------------------------------------------------------------------- DataSetInfo : Correlation matrix (Background): : --------------------------------------------------------------------------------- : muoPt muoEta muoDxy muoDz muoSoftMvaValue muoDR_B muoPFIso : muoPt: +1.000 -0.010 +0.025 +0.042 +0.480 -0.160 -0.217 : muoEta: -0.010 +1.000 +0.016 +0.104 -0.013 +0.018 -0.009 : muoDxy: +0.025 +0.016 +1.000 -0.009 -0.006 -0.018 +0.036 : muoDz: +0.042 +0.104 -0.009 +1.000 +0.022 -0.030 +0.022 : muoSoftMvaValue: +0.480 -0.013 -0.006 +0.022 +1.000 -0.065 -0.305 : muoDR_B: -0.160 +0.018 -0.018 -0.030 -0.065 +1.000 -0.012 : muoPFIso: -0.217 -0.009 +0.036 +0.022 -0.305 -0.012 +1.000 : --------------------------------------------------------------------------------- DataSetFactory : [BDTOsMuon2017noJet_dsi] : : Factory : Train all methods DataSetFactory : [dataset] : Number of events in input trees : : : Number of training and testing events : --------------------------------------------------------------------------- : Signal -- training events : 13484 : Signal -- testing events : 13600 : Signal -- training and testing events: 27084 : Background -- training events : 5627 : Background -- testing events : 5544 : Background -- training and testing events: 11171 : DataSetInfo : Correlation matrix (Signal): : ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- : muoPt muoEta muoDxy muoDz muoSoftMvaValue muoDR_B muoPFIso muoJetPt muoPtRel muoDrJet muoEnergyRatio muoJetCSV muoJetDFprob muoJetSize muoQCone : muoPt: +1.000 -0.007 +0.054 -0.006 +0.394 -0.024 +0.055 +0.729 +0.920 +0.375 +0.463 +0.177 +0.351 +0.420 +0.175 : muoEta: -0.007 +1.000 +0.013 +0.104 +0.005 +0.005 -0.000 -0.006 -0.010 -0.016 -0.017 -0.002 -0.001 -0.026 +0.001 : muoDxy: +0.054 +0.013 +1.000 +0.041 +0.015 +0.010 +0.080 +0.123 +0.072 +0.088 +0.066 +0.055 +0.100 +0.093 -0.031 : muoDz: -0.006 +0.104 +0.041 +1.000 -0.005 -0.005 -0.015 -0.010 -0.008 -0.010 -0.009 +0.011 +0.005 -0.007 -0.006 : muoSoftMvaValue: +0.394 +0.005 +0.015 -0.005 +1.000 +0.048 -0.387 +0.122 +0.325 +0.115 +0.214 +0.005 +0.038 +0.071 +0.252 : muoDR_B: -0.024 +0.005 +0.010 -0.005 +0.048 +1.000 -0.148 -0.072 -0.027 -0.039 -0.030 -0.042 -0.077 -0.046 +0.028 : muoPFIso: +0.055 -0.000 +0.080 -0.015 -0.387 -0.148 +1.000 +0.515 +0.191 +0.380 +0.260 +0.205 +0.396 +0.426 -0.273 : muoJetPt: +0.729 -0.006 +0.123 -0.010 +0.122 -0.072 +0.515 +1.000 +0.846 +0.697 +0.657 +0.322 +0.536 +0.766 -0.078 : muoPtRel: +0.920 -0.010 +0.072 -0.008 +0.325 -0.027 +0.191 +0.846 +1.000 +0.681 +0.746 +0.256 +0.475 +0.660 +0.091 : muoDrJet: +0.375 -0.016 +0.088 -0.010 +0.115 -0.039 +0.380 +0.697 +0.681 +1.000 +0.970 +0.311 +0.516 +0.854 -0.089 : muoEnergyRatio: +0.463 -0.017 +0.066 -0.009 +0.214 -0.030 +0.260 +0.657 +0.746 +0.970 +1.000 +0.269 +0.486 +0.799 -0.009 : muoJetCSV: +0.177 -0.002 +0.055 +0.011 +0.005 -0.042 +0.205 +0.322 +0.256 +0.311 +0.269 +1.000 +0.542 +0.354 -0.137 : muoJetDFprob: +0.351 -0.001 +0.100 +0.005 +0.038 -0.077 +0.396 +0.536 +0.475 +0.516 +0.486 +0.542 +1.000 +0.501 -0.065 : muoJetSize: +0.420 -0.026 +0.093 -0.007 +0.071 -0.046 +0.426 +0.766 +0.660 +0.854 +0.799 +0.354 +0.501 +1.000 -0.170 : muoQCone: +0.175 +0.001 -0.031 -0.006 +0.252 +0.028 -0.273 -0.078 +0.091 -0.089 -0.009 -0.137 -0.065 -0.170 +1.000 : ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- DataSetInfo : Correlation matrix (Background): : ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- : muoPt muoEta muoDxy muoDz muoSoftMvaValue muoDR_B muoPFIso muoJetPt muoPtRel muoDrJet muoEnergyRatio muoJetCSV muoJetDFprob muoJetSize muoQCone : muoPt: +1.000 +0.010 +0.062 -0.005 +0.378 -0.036 +0.095 +0.684 +0.898 +0.368 +0.461 +0.188 +0.345 +0.413 +0.102 : muoEta: +0.010 +1.000 +0.012 +0.097 +0.005 +0.009 -0.006 -0.003 +0.008 -0.001 +0.003 -0.022 +0.001 -0.019 +0.026 : muoDxy: +0.062 +0.012 +1.000 +0.012 -0.003 +0.005 +0.097 +0.145 +0.090 +0.112 +0.090 +0.082 +0.111 +0.114 -0.054 : muoDz: -0.005 +0.097 +0.012 +1.000 +0.007 -0.011 -0.006 -0.001 -0.008 +0.003 -0.000 -0.022 -0.017 +0.002 +0.017 : muoSoftMvaValue: +0.378 +0.005 -0.003 +0.007 +1.000 +0.049 -0.403 +0.045 +0.275 +0.055 +0.147 -0.011 -0.024 +0.023 +0.223 : muoDR_B: -0.036 +0.009 +0.005 -0.011 +0.049 +1.000 -0.170 -0.088 -0.045 -0.073 -0.063 -0.070 -0.085 -0.061 +0.007 : muoPFIso: +0.095 -0.006 +0.097 -0.006 -0.403 -0.170 +1.000 +0.562 +0.266 +0.426 +0.331 +0.260 +0.459 +0.458 -0.308 : muoJetPt: +0.684 -0.003 +0.145 -0.001 +0.045 -0.088 +0.562 +1.000 +0.829 +0.703 +0.670 +0.371 +0.531 +0.778 -0.189 : muoPtRel: +0.898 +0.008 +0.090 -0.008 +0.275 -0.045 +0.266 +0.829 +1.000 +0.713 +0.779 +0.306 +0.479 +0.685 -0.008 : muoDrJet: +0.368 -0.001 +0.112 +0.003 +0.055 -0.073 +0.426 +0.703 +0.713 +1.000 +0.974 +0.381 +0.498 +0.855 -0.154 : muoEnergyRatio: +0.461 +0.003 +0.090 -0.000 +0.147 -0.063 +0.331 +0.670 +0.779 +0.974 +1.000 +0.339 +0.477 +0.812 -0.087 : muoJetCSV: +0.188 -0.022 +0.082 -0.022 -0.011 -0.070 +0.260 +0.371 +0.306 +0.381 +0.339 +1.000 +0.524 +0.407 -0.178 : muoJetDFprob: +0.345 +0.001 +0.111 -0.017 -0.024 -0.085 +0.459 +0.531 +0.479 +0.498 +0.477 +0.524 +1.000 +0.479 -0.125 : muoJetSize: +0.413 -0.019 +0.114 +0.002 +0.023 -0.061 +0.458 +0.778 +0.685 +0.855 +0.812 +0.407 +0.479 +1.000 -0.201 : muoQCone: +0.102 +0.026 -0.054 +0.017 +0.223 +0.007 -0.308 -0.189 -0.008 -0.154 -0.087 -0.178 -0.125 -0.201 +1.000 : ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- DataSetFactory : [dataset] : : Factory : Train method: BDTOsMuon2017 for Classification : BDTOsMuon2017 : #events: (reweighted) sig: 9555.5 bkg: 9555.5 : #events: (unweighted) sig: 13484 bkg: 5627 : Training 600 Decision Trees ... patience please : Elapsed time for training with 19111 events: 102 sec BDTOsMuon2017 : [dataset] : Evaluation of BDTOsMuon2017 on training sample (19111 events) : Elapsed time for evaluation of 19111 events: 14.2 sec : Creating xml weight file: dataset/weights/TMVAClassification_BDTOsMuon2017.weights.xml : Creating standalone class: dataset/weights/TMVAClassification_BDTOsMuon2017.class.C : TMVAOsMuon2017.root:/dataset/Method_BDTOsMuon2017/BDTOsMuon2017 Factory : Training finished : Factory : Train method: BDTOsMuon2017Category for Classification : : Train all sub-classifiers for Classification ... : Train method: BDTOsMuon2017Jet for Classification BDTOsMuon2017Jet : #events: (reweighted) sig: 5753 bkg: 5753 : #events: (unweighted) sig: 8106 bkg: 3400 : Training 600 Decision Trees ... patience please : Zero events in purity calculation , return purity=0.5 : stopped boosting at itree=6 : Elapsed time for training with 11506 events: 0.533 sec BDTOsMuon2017Jet : [BDTOsMuon2017Jet_dsi] : Evaluation of BDTOsMuon2017Jet on training sample (11506 events) : Elapsed time for evaluation of 11506 events: 0.0274 sec : TMVAOsMuon2017.root:/dataset/Method_BDTOsMuon2017Category/BDTOsMuon2017Category/Method_BDT/BDTOsMuon2017Jet : Training finished : Train method: BDTOsMuon2017noJet for Classification BDTOsMuon2017noJet : #events: (reweighted) sig: 3802.5 bkg: 3802.5 : #events: (unweighted) sig: 5378 bkg: 2227 : Training 600 Decision Trees ... patience please : < *** .........] (2%, time left: 25 sec) : d: 0NCoef: 0 ivar: -1 cut: 0 cType: 1 s: -nan b: -nan nEv: -1 suw: 1577 buw: 667 nEvuw: 0 sepI: -1 sepG: -1 nType: -99 : My address is 649324544, **** > : Zero events in purity calculation , return purity=0.5 : stopped boosting at itree=12 : Elapsed time for training with 7605 events: 0.604 sec BDTOsMuon2017noJet : [BDTOsMuon2017noJet_dsi] : Evaluation of BDTOsMuon2017noJet on training sample (7605 events) : Elapsed time for evaluation of 7605 events: 0.0344 sec : TMVAOsMuon2017.root:/dataset/Method_BDTOsMuon2017Category/BDTOsMuon2017Category/Method_BDT/BDTOsMuon2017noJet : Training finished : Begin ranking of input variables... BDTOsMuon2017Jet : Ranking result (top variable is best ranked) : ------------------------------------------------- : Rank : Variable : Variable Importance : ------------------------------------------------- : 1 : muoPt : -nan : 2 : muoEta : -nan : 3 : muoDxy : -nan : 4 : muoDz : -nan : 5 : muoSoftMvaValue : -nan : 6 : muoDR_B : -nan : 7 : muoPFIso : -nan : 8 : muoJetPt : -nan : 9 : muoPtRel : -nan : 10 : muoDrJet : -nan : 11 : muoEnergyRatio : -nan : 12 : muoJetCSV : -nan : 13 : muoJetDFprob : -nan : 14 : muoJetSize : -nan : 15 : muoQCone : -nan : ------------------------------------------------- BDTOsMuon2017noJet : Ranking result (top variable is best ranked) : ------------------------------------------------- : Rank : Variable : Variable Importance : ------------------------------------------------- : 1 : muoPt : -nan : 2 : muoEta : -nan : 3 : muoDxy : -nan : 4 : muoDz : -nan : 5 : muoSoftMvaValue : -nan : 6 : muoDR_B : -nan : 7 : muoPFIso : -nan : ------------------------------------------------- : Elapsed time for training with 19111 events: 1.2 sec BDTOsMuon2017Category : [dataset] : Evaluation of BDTOsMuon2017Category on training sample (19111 events) : Elapsed time for evaluation of 19111 events: 0.0782 sec : Creating xml weight file: dataset/weights/TMVAClassification_BDTOsMuon2017Category.weights.xml Factory : Training finished : : Ranking input variables (method specific)... BDTOsMuon2017 : Ranking result (top variable is best ranked) : ------------------------------------------------- : Rank : Variable : Variable Importance : ------------------------------------------------- : 1 : muoQCone : 1.011e-01 : 2 : muoEta : 9.537e-02 : 3 : muoSoftMvaValue : 9.286e-02 : 4 : muoDR_B : 9.095e-02 : 5 : muoPt : 8.429e-02 : 6 : muoDz : 8.327e-02 : 7 : muoPFIso : 7.925e-02 : 8 : muoDxy : 7.784e-02 : 9 : muoEnergyRatio : 5.085e-02 : 10 : muoDrJet : 4.991e-02 : 11 : muoJetSize : 4.494e-02 : 12 : muoJetPt : 4.236e-02 : 13 : muoJetDFprob : 3.993e-02 : 14 : muoJetCSV : 3.658e-02 : 15 : muoPtRel : 3.053e-02 : ------------------------------------------------- : No variable ranking supplied by classifier: BDTOsMuon2017Category Factory : === Destroy and recreate all methods via weight files for testing === : : Recreating sub-classifiers from XML-file DataSetInfo : [BDTOsMuon2017Jet_dsi] : Added class "Signal" DataSetInfo : [BDTOsMuon2017Jet_dsi] : Added class "Background" DataSetInfo : [BDTOsMuon2017noJet_dsi] : Added class "Signal" DataSetInfo : [BDTOsMuon2017noJet_dsi] : Added class "Background" Factory : Test all methods Factory : Test method: BDTOsMuon2017 for Classification performance : BDTOsMuon2017 : [dataset] : Evaluation of BDTOsMuon2017 on testing sample (19144 events) : Elapsed time for evaluation of 19144 events: 13.2 sec Factory : Test method: BDTOsMuon2017Category for Classification performance : BDTOsMuon2017Category : [dataset] : Evaluation of BDTOsMuon2017Category on testing sample (19144 events) : Elapsed time for evaluation of 19144 events: 0.0609 sec Factory : Evaluate all methods Factory : Evaluate classifier: BDTOsMuon2017 : BDTOsMuon2017 : [dataset] : Loop over test events and fill histograms with classifier response... : TFHandler_BDTOsMuon2017 : Variable Mean RMS [ Min Max ] : ---------------------------------------------------------------------------------------------- : muoPt: 6.0162 4.2944 [ 2.0002 109.25 ] : muoEta: -0.0022659 1.4828 [ -2.3999 2.3993 ] : muoDxy: 0.0058432 0.045694 [ -0.55723 4.3832 ] : muoDz: 0.0015122 0.23349 [ -0.99983 0.99966 ] : muoSoftMvaValue: 0.86947 0.084036 [ 0.62067 0.99593 ] : muoDR_B: 2.4776 1.0076 [ 0.0097281 5.4426 ] : muoPFIso: 0.80749 0.97052 [ 0.0000 4.9981 ] : muoJetPt: 13.778 16.468 [ -1.0000 235.74 ] : muoPtRel: 4.0983 5.6038 [ -3.6209 109.23 ] : muoDrJet: -0.32383 0.54731 [ -1.0000 0.41433 ] : muoEnergyRatio: -0.18543 0.66674 [ -1.0000 1.0014 ] : muoJetCSV: -0.28628 1.8028 [ -10.000 0.99956 ] : muoJetDFprob: -0.41829 0.94283 [ -2.0000 0.99983 ] : muoJetSize: 7.9348 8.5016 [ -1.0000 52.000 ] : muoQCone: 0.27223 0.26326 [ -1.0000 1.0000 ] : ---------------------------------------------------------------------------------------------- Factory : Evaluate classifier: BDTOsMuon2017Category : BDTOsMuon2017Category : [dataset] : Loop over test events and fill histograms with classifier response... : : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.005, fb=-0.005), refValue = 0.005 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.015, fb=-0.015), refValue = 0.015 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.025, fb=-0.025), refValue = 0.025 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.035, fb=-0.035), refValue = 0.035 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.045, fb=-0.045), refValue = 0.045 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.055, fb=-0.055), refValue = 0.055 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.065, fb=-0.065), refValue = 0.065 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.075, fb=-0.075), refValue = 0.075 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.085, fb=-0.085), refValue = 0.085 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.095, fb=-0.095), refValue = 0.095 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.105, fb=-0.105), refValue = 0.105 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.115, fb=-0.115), refValue = 0.115 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.125, fb=-0.125), refValue = 0.125 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.135, fb=-0.135), refValue = 0.135 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.145, fb=-0.145), refValue = 0.145 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.155, fb=-0.155), refValue = 0.155 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.165, fb=-0.165), refValue = 0.165 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.175, fb=-0.175), refValue = 0.175 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.185, fb=-0.185), refValue = 0.185 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.195, fb=-0.195), refValue = 0.195 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.205, fb=-0.205), refValue = 0.205 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.215, fb=-0.215), refValue = 0.215 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.225, fb=-0.225), refValue = 0.225 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.235, fb=-0.235), refValue = 0.235 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.245, fb=-0.245), refValue = 0.245 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.255, fb=-0.255), refValue = 0.255 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.265, fb=-0.265), refValue = 0.265 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.275, fb=-0.275), refValue = 0.275 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.285, fb=-0.285), refValue = 0.285 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.295, fb=-0.295), refValue = 0.295 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.305, fb=-0.305), refValue = 0.305 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.315, fb=-0.315), refValue = 0.315 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.325, fb=-0.325), refValue = 0.325 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.335, fb=-0.335), refValue = 0.335 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.345, fb=-0.345), refValue = 0.345 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.355, fb=-0.355), refValue = 0.355 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.365, fb=-0.365), refValue = 0.365 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.375, fb=-0.375), refValue = 0.375 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.385, fb=-0.385), refValue = 0.385 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.395, fb=-0.395), refValue = 0.395 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.405, fb=-0.405), refValue = 0.405 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.415, fb=-0.415), refValue = 0.415 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.425, fb=-0.425), refValue = 0.425 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.435, fb=-0.435), refValue = 0.435 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.445, fb=-0.445), refValue = 0.445 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.455, fb=-0.455), refValue = 0.455 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.465, fb=-0.465), refValue = 0.465 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.475, fb=-0.475), refValue = 0.475 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.485, fb=-0.485), refValue = 0.485 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.495, fb=-0.495), refValue = 0.495 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.505, fb=-0.505), refValue = 0.505 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.515, fb=-0.515), refValue = 0.515 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.525, fb=-0.525), refValue = 0.525 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.535, fb=-0.535), refValue = 0.535 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.545, fb=-0.545), refValue = 0.545 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.555, fb=-0.555), refValue = 0.555 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.565, fb=-0.565), refValue = 0.565 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.575, fb=-0.575), refValue = 0.575 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.585, fb=-0.585), refValue = 0.585 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.595, fb=-0.595), refValue = 0.595 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.605, fb=-0.605), refValue = 0.605 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.615, fb=-0.615), refValue = 0.615 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.625, fb=-0.625), refValue = 0.625 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.635, fb=-0.635), refValue = 0.635 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.645, fb=-0.645), refValue = 0.645 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.655, fb=-0.655), refValue = 0.655 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.665, fb=-0.665), refValue = 0.665 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.675, fb=-0.675), refValue = 0.675 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.685, fb=-0.685), refValue = 0.685 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.695, fb=-0.695), refValue = 0.695 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.705, fb=-0.705), refValue = 0.705 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.715, fb=-0.715), refValue = 0.715 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.725, fb=-0.725), refValue = 0.725 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.735, fb=-0.735), refValue = 0.735 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.745, fb=-0.745), refValue = 0.745 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.755, fb=-0.755), refValue = 0.755 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.765, fb=-0.765), refValue = 0.765 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.775, fb=-0.775), refValue = 0.775 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.785, fb=-0.785), refValue = 0.785 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.795, fb=-0.795), refValue = 0.795 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.805, fb=-0.805), refValue = 0.805 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.815, fb=-0.815), refValue = 0.815 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.825, fb=-0.825), refValue = 0.825 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.835, fb=-0.835), refValue = 0.835 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.845, fb=-0.845), refValue = 0.845 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.855, fb=-0.855), refValue = 0.855 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.865, fb=-0.865), refValue = 0.865 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.875, fb=-0.875), refValue = 0.875 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.885, fb=-0.885), refValue = 0.885 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.895, fb=-0.895), refValue = 0.895 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.905, fb=-0.905), refValue = 0.905 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.915, fb=-0.915), refValue = 0.915 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.925, fb=-0.925), refValue = 0.925 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.935, fb=-0.935), refValue = 0.935 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.945, fb=-0.945), refValue = 0.945 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.955, fb=-0.955), refValue = 0.955 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.965, fb=-0.965), refValue = 0.965 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.975, fb=-0.975), refValue = 0.975 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.985, fb=-0.985), refValue = 0.985 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.995, fb=-0.995), refValue = 0.995 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.9999, fb=-0.9999), refValue = 0.9999 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.005, fb=-0.005), refValue = 0.005 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.015, fb=-0.015), refValue = 0.015 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.025, fb=-0.025), refValue = 0.025 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.035, fb=-0.035), refValue = 0.035 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.045, fb=-0.045), refValue = 0.045 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.055, fb=-0.055), refValue = 0.055 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.065, fb=-0.065), refValue = 0.065 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.075, fb=-0.075), refValue = 0.075 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.085, fb=-0.085), refValue = 0.085 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.095, fb=-0.095), refValue = 0.095 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.105, fb=-0.105), refValue = 0.105 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.115, fb=-0.115), refValue = 0.115 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.125, fb=-0.125), refValue = 0.125 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.135, fb=-0.135), refValue = 0.135 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.145, fb=-0.145), refValue = 0.145 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.155, fb=-0.155), refValue = 0.155 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.165, fb=-0.165), refValue = 0.165 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.175, fb=-0.175), refValue = 0.175 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.185, fb=-0.185), refValue = 0.185 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.195, fb=-0.195), refValue = 0.195 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.205, fb=-0.205), refValue = 0.205 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.215, fb=-0.215), refValue = 0.215 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.225, fb=-0.225), refValue = 0.225 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.235, fb=-0.235), refValue = 0.235 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.245, fb=-0.245), refValue = 0.245 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.255, fb=-0.255), refValue = 0.255 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.265, fb=-0.265), refValue = 0.265 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.275, fb=-0.275), refValue = 0.275 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.285, fb=-0.285), refValue = 0.285 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.295, fb=-0.295), refValue = 0.295 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.305, fb=-0.305), refValue = 0.305 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.315, fb=-0.315), refValue = 0.315 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.325, fb=-0.325), refValue = 0.325 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.335, fb=-0.335), refValue = 0.335 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.345, fb=-0.345), refValue = 0.345 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.355, fb=-0.355), refValue = 0.355 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.365, fb=-0.365), refValue = 0.365 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.375, fb=-0.375), refValue = 0.375 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.385, fb=-0.385), refValue = 0.385 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.395, fb=-0.395), refValue = 0.395 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.405, fb=-0.405), refValue = 0.405 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.415, fb=-0.415), refValue = 0.415 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.425, fb=-0.425), refValue = 0.425 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.435, fb=-0.435), refValue = 0.435 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.445, fb=-0.445), refValue = 0.445 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.455, fb=-0.455), refValue = 0.455 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.465, fb=-0.465), refValue = 0.465 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.475, fb=-0.475), refValue = 0.475 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.485, fb=-0.485), refValue = 0.485 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.495, fb=-0.495), refValue = 0.495 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.505, fb=-0.505), refValue = 0.505 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.515, fb=-0.515), refValue = 0.515 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.525, fb=-0.525), refValue = 0.525 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.535, fb=-0.535), refValue = 0.535 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.545, fb=-0.545), refValue = 0.545 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.555, fb=-0.555), refValue = 0.555 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.565, fb=-0.565), refValue = 0.565 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.575, fb=-0.575), refValue = 0.575 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.585, fb=-0.585), refValue = 0.585 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.595, fb=-0.595), refValue = 0.595 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.605, fb=-0.605), refValue = 0.605 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.615, fb=-0.615), refValue = 0.615 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.625, fb=-0.625), refValue = 0.625 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.635, fb=-0.635), refValue = 0.635 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.645, fb=-0.645), refValue = 0.645 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.655, fb=-0.655), refValue = 0.655 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.665, fb=-0.665), refValue = 0.665 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.675, fb=-0.675), refValue = 0.675 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.685, fb=-0.685), refValue = 0.685 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.695, fb=-0.695), refValue = 0.695 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.705, fb=-0.705), refValue = 0.705 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.715, fb=-0.715), refValue = 0.715 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.725, fb=-0.725), refValue = 0.725 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.735, fb=-0.735), refValue = 0.735 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.745, fb=-0.745), refValue = 0.745 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.755, fb=-0.755), refValue = 0.755 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.765, fb=-0.765), refValue = 0.765 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.775, fb=-0.775), refValue = 0.775 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.785, fb=-0.785), refValue = 0.785 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.795, fb=-0.795), refValue = 0.795 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.805, fb=-0.805), refValue = 0.805 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.815, fb=-0.815), refValue = 0.815 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.825, fb=-0.825), refValue = 0.825 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.835, fb=-0.835), refValue = 0.835 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.845, fb=-0.845), refValue = 0.845 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.855, fb=-0.855), refValue = 0.855 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.865, fb=-0.865), refValue = 0.865 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.875, fb=-0.875), refValue = 0.875 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.885, fb=-0.885), refValue = 0.885 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.895, fb=-0.895), refValue = 0.895 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.905, fb=-0.905), refValue = 0.905 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.915, fb=-0.915), refValue = 0.915 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.925, fb=-0.925), refValue = 0.925 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.935, fb=-0.935), refValue = 0.935 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.945, fb=-0.945), refValue = 0.945 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.955, fb=-0.955), refValue = 0.955 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.965, fb=-0.965), refValue = 0.965 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.975, fb=-0.975), refValue = 0.975 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.985, fb=-0.985), refValue = 0.985 : initial interval w/o root: (a=1.79769e+308, b=-1.79769e+308), (Eff_a=0, Eff_b=0), (fa=-0.995, fb=-0.995), refValue = 0.995 TFHandler_BDTOsMuon201...: Variable Mean RMS [ Min Max ] : ---------------------------------------------------------------------------------------------- : muoPt: 6.0162 4.2944 [ 2.0002 109.25 ] : muoEta: -0.0022659 1.4828 [ -2.3999 2.3993 ] : muoDxy: 0.0058432 0.045694 [ -0.55723 4.3832 ] : muoDz: 0.0015122 0.23349 [ -0.99983 0.99966 ] : muoSoftMvaValue: 0.86947 0.084036 [ 0.62067 0.99593 ] : muoDR_B: 2.4776 1.0076 [ 0.0097281 5.4426 ] : muoPFIso: 0.80749 0.97052 [ 0.0000 4.9981 ] : muoJetPt: 13.778 16.468 [ -1.0000 235.74 ] : muoPtRel: 4.0983 5.6038 [ -3.6209 109.23 ] : muoDrJet: -0.32383 0.54731 [ -1.0000 0.41433 ] : muoEnergyRatio: -0.18543 0.66674 [ -1.0000 1.0014 ] : muoJetCSV: -0.28628 1.8028 [ -10.000 0.99956 ] : muoJetDFprob: -0.41829 0.94283 [ -2.0000 0.99983 ] : muoJetSize: 7.9348 8.5016 [ -1.0000 52.000 ] : muoQCone: 0.27223 0.26326 [ -1.0000 1.0000 ] : ---------------------------------------------------------------------------------------------- : : Evaluation results ranked by best signal efficiency and purity (area) : ------------------------------------------------------------------------------------------------------------------- : DataSet MVA : Name: Method: ROC-integ : dataset BDTOsMuon2017Category: 0.507 : dataset BDTOsMuon2017 : 0.662 : ------------------------------------------------------------------------------------------------------------------- : : Testing efficiency compared to training efficiency (overtraining check) : ------------------------------------------------------------------------------------------------------------------- : DataSet MVA Signal efficiency: from test sample (from training sample) : Name: Method: @B=0.01 @B=0.10 @B=0.30 : ------------------------------------------------------------------------------------------------------------------- : dataset BDTOsMuon2017Category: 1.000 (1.000) 1.000 (1.000) 1.000 (1.000) : dataset BDTOsMuon2017 : 0.032 (0.506) 0.250 (0.708) 0.537 (0.873) : ------------------------------------------------------------------------------------------------------------------- : Dataset:dataset : Created tree 'TestTree' with 19144 events : Dataset:dataset : Created tree 'TrainTree' with 19111 events : Factory : Thank you for using TMVA!