notebook.community

Edit and run

I ran the following notebook in a docker container with the following commands:

docker run -it -p 8888:8888 -p 6006:6006 -v `pwd`:/space/ -w /space/ --rm --name md waleedka/modern-deep-learning jupyter notebook --ip=0.0.0.0 --allow-root




In [1]:



    


%%bash
pip install seaborn
pip install tables



    


















    






Collecting seaborn
  Downloading seaborn-0.8.1.tar.gz (178kB)
Building wheels for collected packages: seaborn
  Running setup.py bdist_wheel for seaborn: started
  Running setup.py bdist_wheel for seaborn: finished with status 'done'
  Stored in directory: /root/.cache/pip/wheels/29/af/4b/ac6b04ec3e2da1a450e74c6a0e86ade83807b4aaf40466ecda
Successfully built seaborn
Installing collected packages: seaborn
Successfully installed seaborn-0.8.1
Collecting tables
  Downloading tables-3.4.2-3-cp35-cp35m-manylinux1_x86_64.whl (4.6MB)
Requirement already satisfied: numpy>=1.8.0 in /usr/local/lib/python3.5/dist-packages (from tables)
Collecting numexpr>=2.5.2 (from tables)
  Downloading numexpr-2.6.4-cp35-cp35m-manylinux1_x86_64.whl (389kB)
Requirement already satisfied: six>=1.9.0 in /usr/local/lib/python3.5/dist-packages (from tables)
Installing collected packages: numexpr, tables
Successfully installed numexpr-2.6.4 tables-3.4.2

















In [10]:



    


%%bash
pip install xgboost



    


















    






Collecting xgboost
  Downloading xgboost-0.7.post3.tar.gz (450kB)
Requirement already satisfied: numpy in /usr/local/lib/python3.5/dist-packages (from xgboost)
Requirement already satisfied: scipy in /usr/local/lib/python3.5/dist-packages (from xgboost)
Building wheels for collected packages: xgboost
  Running setup.py bdist_wheel for xgboost: started
  Running setup.py bdist_wheel for xgboost: finished with status 'done'
  Stored in directory: /root/.cache/pip/wheels/ca/b3/02/d44d5e12c5c1eecff4a822555bac96b182551cd5e13c4795f6
Successfully built xgboost
Installing collected packages: xgboost
Successfully installed xgboost-0.7.post3

















In [37]:



    


%%bash
DEBIAN_FRONTEND=nonteractive apt-get install -y graphviz
pip install graphviz



    


















    






Reading package lists...
Building dependency tree...
Reading state information...
graphviz is already the newest version (2.38.0-12ubuntu2.1).
0 upgraded, 0 newly installed, 0 to remove and 1 not upgraded.
Requirement already satisfied: graphviz in /usr/local/lib/python3.5/dist-packages

















In [55]:



    


%matplotlib inline
import numpy as np
import matplotlib.pyplot as plt
import pandas as pd



    











In [5]:



    


%%bash
pwd



    


















    






/space/dl

















In [7]:



    


trainData = pd.read_csv('./higgs_data/training.zip')



    











In [8]:



    


trainData.head()



    


















    
Out[8]:











  
    

      
      EventId
      DER_mass_MMC
      DER_mass_transverse_met_lep
      DER_mass_vis
      DER_pt_h
      DER_deltaeta_jet_jet
      DER_mass_jet_jet
      DER_prodeta_jet_jet
      DER_deltar_tau_lep
      DER_pt_tot
      ...
      PRI_jet_num
      PRI_jet_leading_pt
      PRI_jet_leading_eta
      PRI_jet_leading_phi
      PRI_jet_subleading_pt
      PRI_jet_subleading_eta
      PRI_jet_subleading_phi
      PRI_jet_all_pt
      Weight
      Label
    

  
  
    

      0
      100000
      138.470
      51.655
      97.827
      27.980
      0.91
      124.711
      2.666
      3.064
      41.928
      ...
      2
      67.435
      2.150
      0.444
      46.062
      1.24
      -2.475
      113.497
      0.002653
      s
    

    

      1
      100001
      160.937
      68.768
      103.235
      48.146
      -999.00
      -999.000
      -999.000
      3.473
      2.078
      ...
      1
      46.226
      0.725
      1.158
      -999.000
      -999.00
      -999.000
      46.226
      2.233584
      b
    

    

      2
      100002
      -999.000
      162.172
      125.953
      35.635
      -999.00
      -999.000
      -999.000
      3.148
      9.336
      ...
      1
      44.251
      2.053
      -2.028
      -999.000
      -999.00
      -999.000
      44.251
      2.347389
      b
    

    

      3
      100003
      143.905
      81.417
      80.943
      0.414
      -999.00
      -999.000
      -999.000
      3.310
      0.414
      ...
      0
      -999.000
      -999.000
      -999.000
      -999.000
      -999.00
      -999.000
      -0.000
      5.446378
      b
    

    

      4
      100004
      175.864
      16.915
      134.805
      16.405
      -999.00
      -999.000
      -999.000
      3.891
      16.405
      ...
      0
      -999.000
      -999.000
      -999.000
      -999.000
      -999.00
      -999.000
      0.000
      6.245333
      b
    

  



5 rows × 33 columns



















In [12]:



    


testData = pd.read_csv('./higgs_data/test.zip')



    











In [13]:



    


testData.head()



    


















    
Out[13]:











  
    

      
      EventId
      DER_mass_MMC
      DER_mass_transverse_met_lep
      DER_mass_vis
      DER_pt_h
      DER_deltaeta_jet_jet
      DER_mass_jet_jet
      DER_prodeta_jet_jet
      DER_deltar_tau_lep
      DER_pt_tot
      ...
      PRI_met_phi
      PRI_met_sumet
      PRI_jet_num
      PRI_jet_leading_pt
      PRI_jet_leading_eta
      PRI_jet_leading_phi
      PRI_jet_subleading_pt
      PRI_jet_subleading_eta
      PRI_jet_subleading_phi
      PRI_jet_all_pt
    

  
  
    

      0
      350000
      -999.000
      79.589
      23.916
      3.036
      -999.000
      -999.000
      -999.000
      0.903
      3.036
      ...
      2.022
      98.556
      0
      -999.000
      -999.000
      -999.000
      -999.000
      -999.000
      -999.000
      -0.000
    

    

      1
      350001
      106.398
      67.490
      87.949
      49.994
      -999.000
      -999.000
      -999.000
      2.048
      2.679
      ...
      -1.138
      176.251
      1
      47.575
      -0.553
      -0.849
      -999.000
      -999.000
      -999.000
      47.575
    

    

      2
      350002
      117.794
      56.226
      96.358
      4.137
      -999.000
      -999.000
      -999.000
      2.755
      4.137
      ...
      -1.868
      111.505
      0
      -999.000
      -999.000
      -999.000
      -999.000
      -999.000
      -999.000
      0.000
    

    

      3
      350003
      135.861
      30.604
      97.288
      9.104
      -999.000
      -999.000
      -999.000
      2.811
      9.104
      ...
      1.172
      164.707
      0
      -999.000
      -999.000
      -999.000
      -999.000
      -999.000
      -999.000
      0.000
    

    

      4
      350004
      74.159
      82.772
      58.731
      89.646
      1.347
      536.663
      -0.339
      1.028
      77.213
      ...
      -0.231
      869.614
      3
      254.085
      -1.013
      -0.334
      185.857
      0.335
      2.587
      599.213
    

  



5 rows × 31 columns



















In [11]:



    


import xgboost as xgb



    











In [25]:



    


X,y = trainData.loc[:, 'DER_mass_MMC':'PRI_jet_all_pt'], trainData.loc[:, 'Label']



    











In [26]:



    


X.head()



    


















    
Out[26]:











  
    

      
      DER_mass_MMC
      DER_mass_transverse_met_lep
      DER_mass_vis
      DER_pt_h
      DER_deltaeta_jet_jet
      DER_mass_jet_jet
      DER_prodeta_jet_jet
      DER_deltar_tau_lep
      DER_pt_tot
      DER_sum_pt
      ...
      PRI_met_phi
      PRI_met_sumet
      PRI_jet_num
      PRI_jet_leading_pt
      PRI_jet_leading_eta
      PRI_jet_leading_phi
      PRI_jet_subleading_pt
      PRI_jet_subleading_eta
      PRI_jet_subleading_phi
      PRI_jet_all_pt
    

  
  
    

      0
      138.470
      51.655
      97.827
      27.980
      0.91
      124.711
      2.666
      3.064
      41.928
      197.760
      ...
      -0.277
      258.733
      2
      67.435
      2.150
      0.444
      46.062
      1.24
      -2.475
      113.497
    

    

      1
      160.937
      68.768
      103.235
      48.146
      -999.00
      -999.000
      -999.000
      3.473
      2.078
      125.157
      ...
      -1.916
      164.546
      1
      46.226
      0.725
      1.158
      -999.000
      -999.00
      -999.000
      46.226
    

    

      2
      -999.000
      162.172
      125.953
      35.635
      -999.00
      -999.000
      -999.000
      3.148
      9.336
      197.814
      ...
      -2.186
      260.414
      1
      44.251
      2.053
      -2.028
      -999.000
      -999.00
      -999.000
      44.251
    

    

      3
      143.905
      81.417
      80.943
      0.414
      -999.00
      -999.000
      -999.000
      3.310
      0.414
      75.968
      ...
      0.060
      86.062
      0
      -999.000
      -999.000
      -999.000
      -999.000
      -999.00
      -999.000
      -0.000
    

    

      4
      175.864
      16.915
      134.805
      16.405
      -999.00
      -999.000
      -999.000
      3.891
      16.405
      57.983
      ...
      -0.871
      53.131
      0
      -999.000
      -999.000
      -999.000
      -999.000
      -999.00
      -999.000
      0.000
    

  



5 rows × 30 columns



















In [27]:



    


y.head()



    


















    
Out[27]:








0    s
1    b
2    b
3    b
4    b
Name: Label, dtype: object

















In [28]:



    


xgbc = xgb.XGBClassifier()



    











In [29]:



    


xgbc.fit(X, y)



    


















    
Out[29]:








XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,
       colsample_bytree=1, gamma=0, learning_rate=0.1, max_delta_step=0,
       max_depth=3, min_child_weight=1, missing=None, n_estimators=100,
       n_jobs=1, nthread=None, objective='binary:logistic', random_state=0,
       reg_alpha=0, reg_lambda=1, scale_pos_weight=1, seed=None,
       silent=True, subsample=1)

















In [70]:



    


g = xgb.to_graphviz(xgbc)
g.attr('graph', size='10,10')
g



    


















    
Out[70]:













%3


0

DER_mass_MMC<96.2185


1

DER_mass_MMC<82.7555


0->1


yes, missing


2

DER_mass_transverse_met_lep<48.8795


0->2


no


3

DER_mass_transverse_met_lep<126.014


1->3


yes, missing


4

DER_deltar_tau_lep<2.8085


1->4


no


5

DER_mass_vis<119.657


2->5


yes, missing


6

DER_mass_vis<113.822


2->6


no


7

leaf=-0.173341


3->7


yes, missing


8

leaf=-0.0855582


3->8


no


9

leaf=-0.131774


4->9


yes, missing


10

leaf=-0.0504539


4->10


no


11

leaf=0.0765302


5->11


yes, missing


12

leaf=-0.157205


5->12


no


13

leaf=-0.0713869


6->13


yes, missing


14

leaf=-0.180877


6->14


no




















In [47]:



    


correct = xgbc.predict(trainData.loc[0:100, 'DER_mass_MMC':'PRI_jet_all_pt']) == trainData.loc[0:100, 'Label']



    


















    






/usr/local/lib/python3.5/dist-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.
  if diff:

















In [49]:



    


np.sum(correct)/len(correct)



    


















    
Out[49]:








0.8217821782178217

















In [50]:



    


xgbc2 = xgb.XGBClassifier(max_depth=10)



    











In [51]:



    


xgbc2.fit(X, y)



    


















    
Out[51]:








XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,
       colsample_bytree=1, gamma=0, learning_rate=0.1, max_delta_step=0,
       max_depth=10, min_child_weight=1, missing=None, n_estimators=100,
       n_jobs=1, nthread=None, objective='binary:logistic', random_state=0,
       reg_alpha=0, reg_lambda=1, scale_pos_weight=1, seed=None,
       silent=True, subsample=1)

















In [75]:



    


g = xgb.to_graphviz(xgbc2)
g.attr('graph', size='1000,10')
g.attr('node', shape='box')
g



    


















    
Out[75]:













%3


0

DER_mass_MMC<96.2185


1

DER_mass_MMC<82.7555


0->1


yes, missing


2

DER_mass_transverse_met_lep<48.8795


0->2


no


3

DER_mass_transverse_met_lep<126.014


1->3


yes, missing


4

DER_deltar_tau_lep<2.8085


1->4


no


5

DER_mass_vis<119.657


2->5


yes, missing


6

DER_mass_vis<113.822


2->6


no


7

DER_mass_transverse_met_lep<50.458


3->7


yes, missing


8

DER_deltar_tau_lep<1.851


3->8


no


9

DER_met_phi_centrality<1.2735


4->9


yes, missing


10

PRI_tau_pt<28.1365


4->10


no


15

DER_deltar_tau_lep<2.7825


7->15


yes, missing


16

PRI_tau_pt<44.9345


7->16


no


17

PRI_tau_pt<34.3565


8->17


yes, missing


18

PRI_jet_leading_eta<-2.5395


8->18


no


31

DER_mass_vis<69.7965


15->31


yes, missing


32

PRI_met<7.674


15->32


no


33

DER_pt_tot<79.8945


16->33


yes, missing


34

DER_pt_tot<68.9035


16->34


no


63

DER_deltar_tau_lep<1.9365


31->63


yes, missing


64

DER_pt_tot<54.5285


31->64


no


65

DER_pt_tot<7.399


32->65


yes, missing


66

PRI_jet_leading_eta<-1.792


32->66


no


125

DER_mass_jet_jet<907.091


63->125


yes, missing


126

DER_lep_eta_centrality<0.9175


63->126


no


127

PRI_tau_pt<57.381


64->127


yes, missing


128

DER_pt_h<95.9565


64->128


no


249

PRI_met<243.228


125->249


yes, missing


250

PRI_met_sumet<233.013


125->250


no


251

DER_met_phi_centrality<1.3785


126->251


yes, missing


252

DER_prodeta_jet_jet<-2.2925


126->252


no


487

DER_deltar_tau_lep<1.6035


249->487


yes, missing


488

DER_deltar_tau_lep<0.698


249->488


no


489

DER_pt_tot<52.456


250->489


yes, missing


490

DER_prodeta_jet_jet<-6.9135


250->490


no


883

leaf=-0.18552


487->883


yes, missing


884

leaf=-0.171149


487->884


no


885

leaf=-0.156757


488->885


yes, missing


886

leaf=0.0666667


488->886


no


887

leaf=-0.0545455


489->887


yes, missing


888

leaf=0.15


489->888


no


889

leaf=-0.0418605


490->889


yes, missing


890

leaf=-0.159236


490->890


no


491

DER_mass_MMC<77.2725


251->491


yes, missing


492

PRI_met<13.235


251->492


no


493

DER_deltaeta_jet_jet<4.691


252->493


yes, missing


494

DER_mass_vis<45.245


252->494


no


891

leaf=-0.167219


491->891


yes, missing


892

leaf=-0.146205


491->892


no


893

leaf=-0.158824


492->893


yes, missing


894

leaf=-0.100924


492->894


no


895

leaf=-0.0264151


493->895


yes, missing


896

leaf=0.0918919


493->896


no


897

leaf=0.0222222


494->897


yes, missing


898

leaf=-0.135484


494->898


no


253

PRI_met<42.294


127->253


yes, missing


254

DER_mass_vis<111.225


127->254


no


255

leaf=0.157895


128->255


yes, missing


256

leaf=-0.05


128->256


no


495

PRI_tau_eta<-0.899


253->495


yes, missing


496

DER_pt_h<27.7135


253->496


no


497

DER_pt_h<18.1615


254->497


yes, missing


498

PRI_tau_pt<132.676


254->498


no


899

leaf=-0.0545455


495->899


yes, missing


900

leaf=-0.154286


495->900


no


901

leaf=0.00952381


496->901


yes, missing


902

leaf=-0.113514


496->902


no


903

leaf=0.0645161


497->903


yes, missing


904

leaf=-0.0421053


497->904


no


905

leaf=-0.16


498->905


yes, missing


906

leaf=-0.0181818


498->906


no


129

PRI_tau_pt<27.6615


65->129


yes, missing


130

DER_pt_ratio_lep_tau<1.1415


65->130


no


131

PRI_tau_pt<24.7315


66->131


yes, missing


132

DER_deltaeta_jet_jet<4.476


66->132


no


257

PRI_lep_eta<-1.102


129->257


yes, missing


258

DER_mass_MMC<81.039


129->258


no


259

DER_mass_MMC<80.7605


130->259


yes, missing


260

DER_mass_MMC<82.4735


130->260


no


499

DER_pt_ratio_lep_tau<1.2115


257->499


yes, missing


500

DER_deltar_tau_lep<3.1115


257->500


no


501

PRI_tau_phi<-1.079


258->501


yes, missing


502

PRI_met_phi<0.568


258->502


no


907

leaf=-0.1


499->907


yes, missing


908

leaf=0.00952381


499->908


no


909

leaf=-0.00519481


500->909


yes, missing


910

leaf=0.0649351


500->910


no


911

leaf=-0


501->911


yes, missing


912

leaf=0.15102


501->912


no


913

leaf=-0.0580645


502->913


yes, missing


914

leaf=0.0933333


502->914


no


503

PRI_tau_phi<1.763


259->503


yes, missing


504

leaf=-0.05


259->504


no


505

PRI_tau_phi<2.083


260->505


yes, missing


506

leaf=0.05


260->506


no


915

leaf=0.142857


503->915


yes, missing


916

leaf=-0


503->916


no


917

leaf=-0.135484


505->917


yes, missing


918

leaf=-0.0222222


505->918


no


261

DER_deltar_tau_lep<2.9705


131->261


yes, missing


262

DER_pt_tot<37.809


131->262


no


263

PRI_lep_pt<26.064


132->263


yes, missing


264

DER_sum_pt<163.753


132->264


no


507

PRI_jet_leading_eta<-1.9315


261->507


yes, missing


508

DER_pt_tot<5.7635


261->508


no


509

PRI_lep_eta<-1.2535


262->509


yes, missing


510

DER_mass_MMC<74.362


262->510


no


919

leaf=-0.119737


507->919


yes, missing


920

leaf=0.1


507->920


no


921

leaf=-0.0344828


508->921


yes, missing


922

leaf=-0.1


508->922


no


923

leaf=-0.106667


509->923


yes, missing


924

leaf=-0.0562142


509->924


no


925

leaf=-0.06


510->925


yes, missing


926

leaf=0.114286


510->926


no


511

leaf=0.04


263->511


yes, missing


512

DER_lep_eta_centrality<0.996


263->512


no


513

PRI_met<25.5995


264->513


yes, missing


514

PRI_tau_eta<-0.9325


264->514


no


927

leaf=-0.140351


512->927


yes, missing


928

leaf=0.05


512->928


no


929

leaf=-0.127273


513->929


yes, missing


930

leaf=0.05


513->930


no


931

leaf=-0


514->931


yes, missing


932

leaf=0.12


514->932


no


67

DER_met_phi_centrality<0.9705


33->67


yes, missing


68

PRI_jet_num<3


33->68


no


69

DER_mass_transverse_met_lep<105.32


34->69


yes, missing


70

PRI_met_sumet<262.512


34->70


no


133

PRI_tau_pt<34.0385


67->133


yes, missing


134

DER_mass_jet_jet<739.283


67->134


no


135

DER_mass_jet_jet<436.9


68->135


yes, missing


136

PRI_met_sumet<239.067


68->136


no


265

DER_mass_MMC<71.1465


133->265


yes, missing


266

DER_mass_transverse_met_lep<112.191


133->266


no


267

DER_mass_MMC<81.867


134->267


yes, missing


268

DER_mass_MMC<77.154


134->268


no


515

DER_mass_transverse_met_lep<112.672


265->515


yes, missing


516

DER_deltar_tau_lep<2.8575


265->516


no


517

DER_deltar_tau_lep<1.7315


266->517


yes, missing


518

PRI_met_sumet<115.83


266->518


no


933

leaf=-0.193555


515->933


yes, missing


934

leaf=-0.172213


515->934


no


935

leaf=-0.185189


516->935


yes, missing


936

leaf=-0.121622


516->936


no


937

leaf=-0.18883


517->937


yes, missing


938

leaf=-0.171214


517->938


no


939

leaf=-0


518->939


yes, missing


940

leaf=-0.144395


518->940


no


519

DER_sum_pt<88.532


267->519


yes, missing


520

DER_met_phi_centrality<1.2495


267->520


no


521

PRI_jet_subleading_phi<-0.692


268->521


yes, missing


522

leaf=-0.0666667


268->522


no


941

leaf=-0.110476


519->941


yes, missing


942

leaf=-0.165957


519->942


no


943

leaf=-0.133333


520->943


yes, missing


944

leaf=0.0518519


520->944


no


945

leaf=-0


521->945


yes, missing


946

leaf=0.142857


521->946


no


269

DER_mass_vis<66.818


135->269


yes, missing


270

DER_deltar_tau_lep<1.2585


135->270


no


271

DER_lep_eta_centrality<0.2865


136->271


yes, missing


272

DER_mass_transverse_met_lep<118.517


136->272


no


523

DER_pt_h<3.1215


269->523


yes, missing


524

PRI_tau_pt<33.43


269->524


no


525

DER_sum_pt<310.517


270->525


yes, missing


526

DER_deltaeta_jet_jet<4.425


270->526


no


947

leaf=0.0352941


523->947


yes, missing


948

leaf=-0.157522


523->948


no


949

leaf=-0.0666667


524->949


yes, missing


950

leaf=0.0976744


524->950


no


951

leaf=-0.111111


525->951


yes, missing


952

leaf=0.08


525->952


no


953

leaf=0.062069


526->953


yes, missing


954

leaf=0.176471


526->954


no


527

leaf=-0.142857


271->527


yes, missing


528

PRI_jet_subleading_phi<1.266


271->528


no


529

PRI_tau_eta<-2.3585


272->529


yes, missing


530

leaf=-0.05


272->530


no


955

leaf=0.1


528->955


yes, missing


956

leaf=-0.1


528->956


no


957

leaf=-0.05


529->957


yes, missing


958

leaf=-0.184746


529->958


no


137

DER_pt_h<51.337


69->137


yes, missing


138

DER_deltar_tau_lep<2.0095


69->138


no


139

DER_mass_vis<52.256


70->139


yes, missing


140

DER_lep_eta_centrality<0.981


70->140


no


273

PRI_tau_pt<79.8415


137->273


yes, missing


274

DER_pt_ratio_lep_tau<0.198


137->274


no


275

DER_pt_h<12.3965


138->275


yes, missing


276

PRI_tau_pt<45.2065


138->276


no


531

DER_mass_vis<115.935


273->531


yes, missing


532

DER_mass_vis<108.67


273->532


no


533

DER_pt_ratio_lep_tau<0.1825


274->533


yes, missing


534

DER_deltaeta_jet_jet<4.64


274->534


no


959

leaf=-0.132635


531->959


yes, missing


960

leaf=-0.176883


531->960


no


961

leaf=0.0110236


532->961


yes, missing


962

leaf=-0.125


532->962


no


963

leaf=-0.12


533->963


yes, missing


964

leaf=0.0666667


533->964


no


965

leaf=-0.172166


534->965


yes, missing


966

leaf=-0.0736842


534->966


no


535

PRI_tau_pt<53.245


275->535


yes, missing


536

DER_pt_ratio_lep_tau<0.4945


275->536


no


537

leaf=-0


276->537


yes, missing


538

DER_deltar_tau_lep<2.1455


276->538


no


967

leaf=0.0222222


535->967


yes, missing


968

leaf=0.167213


535->968


no


969

leaf=0.0666667


536->969


yes, missing


970

leaf=-0.0833333


536->970


no


971

leaf=-0.0823529


538->971


yes, missing


972

leaf=-0.163793


538->972


no


277

DER_mass_transverse_met_lep<81.7645


139->277


yes, missing


278

DER_met_phi_centrality<-1.3935


139->278


no


279

DER_prodeta_jet_jet<6.6125


140->279


yes, missing


280

DER_pt_h<69.2525


140->280


no


539

leaf=0.0545455


277->539


yes, missing


540

leaf=-0.142857


277->540


no


541

DER_mass_vis<89.345


278->541


yes, missing


542

DER_prodeta_jet_jet<0.7885


278->542


no


973

leaf=-0.0608696


541->973


yes, missing


974

leaf=0.115789


541->974


no


975

leaf=0.159322


542->975


yes, missing


976

leaf=-0


542->976


no


543

DER_deltaeta_jet_jet<4.8155


279->543


yes, missing


544

leaf=0.0666667


279->544


no


545

leaf=-0


280->545


yes, missing


546

leaf=0.138462


280->546


no


977

leaf=-0.166942


543->977


yes, missing


978

leaf=-0


543->978


no


35

PRI_jet_leading_eta<-2.5925


17->35


yes, missing


36

DER_prodeta_jet_jet<-2.838


17->36


no


37

DER_deltar_tau_lep<2.2605


18->37


yes, missing


38

DER_pt_tot<80.074


18->38


no


71

DER_mass_transverse_met_lep<189.696


35->71


yes, missing


72

DER_mass_jet_jet<794.288


35->72


no


73

PRI_met<81.0865


36->73


yes, missing


74

PRI_met_sumet<297.383


36->74


no


141

PRI_tau_pt<25.465


71->141


yes, missing


142

PRI_met<119.042


71->142


no


143

PRI_met_sumet<117.118


72->143


yes, missing


144

DER_met_phi_centrality<-0.5435


72->144


no


281

PRI_jet_leading_eta<-2.658


141->281


yes, missing


282

PRI_tau_phi<-1.4155


141->282


no


283

PRI_met_sumet<160.316


142->283


yes, missing


284

leaf=0.157143


142->284


no


547

PRI_tau_phi<-2.965


281->547


yes, missing


548

leaf=0.0666667


281->548


no


549

PRI_met_sumet<226.221


282->549


yes, missing


550

DER_met_phi_centrality<-1.0255


282->550


no


979

leaf=-0


547->979


yes, missing


980

leaf=-0.145455


547->980


no


981

leaf=0.1


549->981


yes, missing


982

leaf=-0.0666667


549->982


no


983

leaf=-0.08


550->983


yes, missing


984

leaf=0.0285714


550->984


no


551

PRI_lep_pt<95.7785


283->551


yes, missing


552

leaf=-0.05


283->552


no


985

leaf=-0


551->985


yes, missing


986

leaf=0.12


551->986


no


285

DER_mass_vis<55.5785


143->285


yes, missing


286

PRI_lep_pt<40.355


143->286


no


287

leaf=0.127273


144->287


yes, missing


288

leaf=-0.0909091


144->288


no


553

leaf=-0.0909091


285->553


yes, missing


554

leaf=0.0909091


285->554


no


555

leaf=0.05


286->555


yes, missing


556

DER_mass_transverse_met_lep<160.492


286->556


no


987

leaf=-0.174888


556->987


yes, missing


988

leaf=-0.107692


556->988


no


145

DER_deltar_tau_lep<1.014


73->145


yes, missing


146

DER_mass_vis<38.442


73->146


no


147

PRI_jet_leading_pt<124.965


74->147


yes, missing


148

DER_met_phi_centrality<-1.1355


74->148


no


289

DER_mass_vis<61.9775


145->289


yes, missing


290

PRI_tau_pt<49.9805


145->290


no


291

leaf=-0.1


146->291


yes, missing


292

PRI_lep_eta<-2.018


146->292


no


557

leaf=-0.16


289->557


yes, missing


558

leaf=-0.0545455


289->558


no


559

DER_lep_eta_centrality<0.81


290->559


yes, missing


560

PRI_tau_phi<-2.483


290->560


no


989

leaf=-0.07


559->989


yes, missing


990

leaf=0.1


559->990


no


991

leaf=-0.05


560->991


yes, missing


992

leaf=0.116667


560->992


no


561

PRI_tau_pt<55.777


292->561


yes, missing


562

DER_met_phi_centrality<0.0455


292->562


no


993

leaf=-0.1


561->993


yes, missing


994

leaf=0.0666667


561->994


no


995

leaf=0.152044


562->995


yes, missing


996

leaf=-0.0181818


562->996


no


293

PRI_lep_pt<71.5685


147->293


yes, missing


294

DER_deltar_tau_lep<0.904


147->294


no


295

PRI_met<111.549


148->295


yes, missing


296

DER_pt_tot<5.256


148->296


no


563

PRI_jet_all_pt<94.9785


293->563


yes, missing


564

DER_mass_vis<99.566


293->564


no


565

leaf=-0


294->565


yes, missing


566

leaf=0.145455


294->566


no


997

leaf=-0


563->997


yes, missing


998

leaf=-0.157895


563->998


no


999

leaf=0.0888889


564->999


yes, missing


1000

leaf=-0.0666667


564->1000


no


567

leaf=-0.1


295->567


yes, missing


568

leaf=0.1


295->568


no


569

leaf=0.0181818


296->569


yes, missing


570

PRI_jet_leading_phi<-2.576


296->570


no


1001

leaf=-0.05


570->1001


yes, missing


1002

leaf=-0.187097


570->1002


no


75

PRI_met<68.174


37->75


yes, missing


76

DER_sum_pt<121.533


37->76


no


77

DER_pt_tot<1.66


38->77


yes, missing


78

DER_deltaeta_jet_jet<4.2495


38->78


no


149

DER_pt_ratio_lep_tau<1.82


75->149


yes, missing


150

DER_pt_tot<6.4655


75->150


no


151

DER_mass_transverse_met_lep<126.562


76->151


yes, missing


152

DER_mass_vis<110.965


76->152


no


297

leaf=-0


149->297


yes, missing


298

DER_sum_pt<87.952


149->298


no


299

DER_mass_vis<80.044


150->299


yes, missing


300

DER_pt_tot<92.488


150->300


no


571

leaf=-0


298->571


yes, missing


572

DER_met_phi_centrality<-1.2925


298->572


no


1003

leaf=-0.0727273


572->1003


yes, missing


1004

leaf=-0.174194


572->1004


no


573

DER_mass_transverse_met_lep<155.826


299->573


yes, missing


574

PRI_tau_phi<0.9545


299->574


no


575

DER_pt_tot<25.894


300->575


yes, missing


576

leaf=0.12


300->576


no


1005

leaf=-0


573->1005


yes, missing


1006

leaf=-0.1


573->1006


no


1007

leaf=0.127273


574->1007


yes, missing


1008

leaf=-0.0117647


574->1008


no


1009

leaf=-0.0122449


575->1009


yes, missing


1010

leaf=-0.128571


575->1010


no


301

leaf=-0.0545455


151->301


yes, missing


302

DER_met_phi_centrality<1.2785


151->302


no


303

PRI_met<88.4475


152->303


yes, missing


304

PRI_tau_pt<53.004


152->304


no


577

DER_mass_transverse_met_lep<151.065


302->577


yes, missing


578

leaf=-0.0545455


302->578


no


1011

leaf=-0.176786


577->1011


yes, missing


1012

leaf=-0.121739


577->1012


no


579

DER_pt_tot<72.0655


303->579


yes, missing


580

PRI_lep_phi<-1.5995


303->580


no


581

PRI_tau_phi<2.5075


304->581


yes, missing


582

DER_pt_h<25.4465


304->582


no


1013

leaf=-0.0896552


579->1013


yes, missing


1014

leaf=0.0666667


579->1014


no


1015

leaf=-0.05


580->1015


yes, missing


1016

leaf=0.142857


580->1016


no


1017

leaf=-0.145578


581->1017


yes, missing


1018

leaf=-0.04


581->1018


no


1019

leaf=0.0188679


582->1019


yes, missing


1020

leaf=-0.13


582->1020


no


153

PRI_tau_pt<28.6255


77->153


yes, missing


154

PRI_met<304.221


77->154


no


155

PRI_jet_leading_eta<2.673


78->155


yes, missing


156

PRI_jet_subleading_phi<0.44


78->156


no


305

leaf=-0.175758


153->305


yes, missing


306

DER_mass_vis<108.247


153->306


no


307

DER_mass_transverse_met_lep<126.281


154->307


yes, missing


308

leaf=-0.0181818


154->308


no


583

DER_deltar_tau_lep<1.9245


306->583


yes, missing


584

DER_pt_tot<0.918


306->584


no


1021

leaf=-0


583->1021


yes, missing


1022

leaf=0.12


583->1022


no


1023

leaf=-0.15


584->1023


yes, missing


1024

leaf=-0


584->1024


no


585

leaf=-0


307->585


yes, missing


586

DER_deltaeta_jet_jet<5.4665


307->586


no


1025

leaf=-0.168728


586->1025


yes, missing


1026

leaf=-0.0222222


586->1026


no


309

PRI_lep_pt<42.434


155->309


yes, missing


310

DER_mass_vis<93.9975


155->310


no


311

leaf=-0.05


156->311


yes, missing


312

leaf=0.133333


156->312


no


587

DER_lep_eta_centrality<0.849


309->587


yes, missing


588

DER_deltar_tau_lep<2.131


309->588


no


589

leaf=0.1


310->589


yes, missing


590

leaf=-0.05


310->590


no


1027

leaf=-0.08


587->1027


yes, missing


1028

leaf=0.1


587->1028


no


1029

leaf=-0


588->1029


yes, missing


1030

leaf=-0.169811


588->1030


no


19

DER_deltaeta_jet_jet<5.154


9->19


yes, missing


20

PRI_tau_pt<41.1815


9->20


no


21

PRI_met<12.317


10->21


yes, missing


22

DER_sum_pt<86.5095


10->22


no


39

PRI_lep_pt<41.141


19->39


yes, missing


40

DER_mass_jet_jet<1361.28


19->40


no


41

DER_deltaeta_jet_jet<3.4935


20->41


yes, missing


42

DER_deltar_tau_lep<1.4895


20->42


no


79

DER_mass_MMC<89.4695


39->79


yes, missing


80

DER_mass_MMC<89.157


39->80


no


81

DER_deltar_tau_lep<1.4205


40->81


yes, missing


82

DER_lep_eta_centrality<0.7895


40->82


no


157

DER_sum_pt<173.115


79->157


yes, missing


158

DER_deltar_tau_lep<2.6835


79->158


no


159

DER_mass_jet_jet<1101.64


80->159


yes, missing


160

DER_met_phi_centrality<1.1825


80->160


no


313

PRI_jet_leading_eta<2.442


157->313


yes, missing


314

PRI_met<285.941


157->314


no


315

DER_met_phi_centrality<1.1115


158->315


yes, missing


316

PRI_met<21.1495


158->316


no


591

DER_deltar_tau_lep<2.5495


313->591


yes, missing


592

PRI_tau_eta<0.968


313->592


no


593

PRI_met_sumet<157.702


314->593


yes, missing


594

leaf=0.0222222


314->594


no


1031

leaf=-0.152057


591->1031


yes, missing


1032

leaf=-0.126544


591->1032


no


1033

leaf=-0.0285714


592->1033


yes, missing


1034

leaf=-0.147541


592->1034


no


1035

leaf=-0


593->1035


yes, missing


1036

leaf=-0.174244


593->1036


no


595

DER_pt_h<21.689


315->595


yes, missing


596

DER_pt_ratio_lep_tau<1.1265


315->596


no


597

DER_pt_h<0.829


316->597


yes, missing


598

PRI_jet_leading_eta<1.987


316->598


no


1037

leaf=-0.10084


595->1037


yes, missing


1038

leaf=-0.140135


595->1038


no


1039

leaf=-0.123385


596->1039


yes, missing


1040

leaf=-0.05


596->1040


no


1041

leaf=-0.157895


597->1041


yes, missing


1042

leaf=-0.0383275


597->1042


no


1043

leaf=-0.128169


598->1043


yes, missing


1044

leaf=-0.00571429


598->1044


no


317

PRI_tau_pt<32.13


159->317


yes, missing


318

DER_met_phi_centrality<1.025


159->318


no


319

PRI_jet_leading_eta<2.3795


160->319


yes, missing


320

PRI_tau_pt<31.079


160->320


no


599

DER_met_phi_centrality<0.5545


317->599


yes, missing


600

PRI_tau_phi<3.105


317->600


no


601

PRI_lep_pt<70.3475


318->601


yes, missing


602

DER_mass_vis<44.5795


318->602


no


1045

leaf=-0.175963


599->1045


yes, missing


1046

leaf=-0.142943


599->1046


no


1047

leaf=-0.186118


600->1047


yes, missing


1048

leaf=-0


600->1048


no


1049

leaf=-0.146667


601->1049


yes, missing


1050

leaf=-0.0222222


601->1050


no


1051

leaf=0.111111


602->1051


yes, missing


1052

leaf=-0


602->1052


no


603

DER_mass_transverse_met_lep<68.254


319->603


yes, missing


604

DER_deltar_tau_lep<2.109


319->604


no


605

DER_pt_h<144.935


320->605


yes, missing


606

PRI_jet_leading_pt<77.0895


320->606


no


1053

leaf=-0.150448


603->1053


yes, missing


1054

leaf=-0.172794


603->1054


no


1055

leaf=-0.138462


604->1055


yes, missing


1056

leaf=-0.0652174


604->1056


no


1057

leaf=-0.0864865


605->1057


yes, missing


1058

leaf=0.0634146


605->1058


no


1059

leaf=-0.0709677


606->1059


yes, missing


1060

leaf=-0.163871


606->1060


no


161

PRI_tau_pt<34.403


81->161


yes, missing


162

DER_mass_jet_jet<765.809


81->162


no


163

PRI_lep_phi<-0.5755


82->163


yes, missing


164

DER_pt_ratio_lep_tau<0.688


82->164


no


321

DER_mass_MMC<88.9445


161->321


yes, missing


322

leaf=-0.172414


161->322


no


323

DER_mass_vis<57.8305


162->323


yes, missing


324

PRI_lep_eta<-1.213


162->324


no


607

leaf=-0.1


321->607


yes, missing


608

leaf=-0


321->608


no


609

PRI_jet_leading_phi<-0.07


323->609


yes, missing


610

DER_mass_transverse_met_lep<61.941


323->610


no


611

PRI_jet_subleading_phi<-0.016


324->611


yes, missing


612

PRI_jet_subleading_phi<-1.3185


324->612


no


1061

leaf=-0.0666667


609->1061


yes, missing


1062

leaf=0.1


609->1062


no


1063

leaf=-0.163636


610->1063


yes, missing


1064

leaf=-0


610->1064


no


1065

leaf=-0.0181818


611->1065


yes, missing


1066

leaf=-0.142857


611->1066


no


1067

leaf=-0.0363636


612->1067


yes, missing


1068

leaf=0.0754098


612->1068


no


325

leaf=0.111111


163->325


yes, missing


326

leaf=-0.127273


163->326


no


327

leaf=-0.0222222


164->327


yes, missing


328

DER_mass_MMC<84.241


164->328


no


613

leaf=-0


328->613


yes, missing


614

leaf=0.175758


328->614


no


83

DER_mass_MMC<88.8675


41->83


yes, missing


84

DER_lep_eta_centrality<0.6315


41->84


no


85

DER_pt_ratio_lep_tau<0.144


42->85


yes, missing


86

PRI_jet_leading_eta<2.7155


42->86


no


165

DER_sum_pt<205.144


83->165


yes, missing


166

PRI_jet_leading_eta<2.236


83->166


no


167

DER_lep_eta_centrality<0.4935


84->167


yes, missing


168

DER_mass_MMC<88.7045


84->168


no


329

DER_mass_transverse_met_lep<21.948


165->329


yes, missing


330

DER_pt_h<244.023


165->330


no


331

PRI_met<31.4005


166->331


yes, missing


332

DER_mass_transverse_met_lep<18.9365


166->332


no


615

PRI_jet_leading_eta<2.819


329->615


yes, missing


616

DER_mass_vis<54.6015


329->616


no


617

DER_lep_eta_centrality<0.9455


330->617


yes, missing


618

PRI_jet_leading_phi<-1.6295


330->618


no


1069

leaf=-0.134622


615->1069


yes, missing


1070

leaf=-0.0266667


615->1070


no


1071

leaf=-0.0513889


616->1071


yes, missing


1072

leaf=-0.103833


616->1072


no


1073

leaf=-0.160291


617->1073


yes, missing


1074

leaf=-0.08


617->1074


no


1075

leaf=0.111111


618->1075


yes, missing


1076

leaf=-0.0666667


618->1076


no


619

PRI_tau_phi<-3.048


331->619


yes, missing


620

PRI_jet_leading_eta<-1.898


331->620


no


621

DER_mass_MMC<93.402


332->621


yes, missing


622

PRI_jet_subleading_phi<-0.686


332->622


no


1077

leaf=0.0571429


619->1077


yes, missing


1078

leaf=-0.0978173


619->1078


no


1079

leaf=0.00512821


620->1079


yes, missing


1080

leaf=-0.0604333


620->1080


no


1081

leaf=-0.113514


621->1081


yes, missing


1082

leaf=0.00740741


621->1082


no


1083

leaf=0.075


622->1083


yes, missing


1084

leaf=-0.05


622->1084


no


333

PRI_jet_subleading_pt<30.5135


167->333


yes, missing


334

DER_pt_tot<24.7185


167->334


no


335

DER_deltar_tau_lep<1.652


168->335


yes, missing


336

DER_pt_tot<56.4265


168->336


no


623

leaf=0.05


333->623


yes, missing


624

DER_pt_ratio_lep_tau<0.9055


333->624


no


625

PRI_jet_subleading_eta<-2.3115


334->625


yes, missing


626

PRI_jet_leading_phi<-2.1995


334->626


no


1085

leaf=-0


624->1085


yes, missing


1086

leaf=-0.171134


624->1086


no


1087

leaf=-0.1


625->1087


yes, missing


1088

leaf=0.062069


625->1088


no


1089

leaf=0.05


626->1089


yes, missing


1090

leaf=-0.152


626->1090


no


627

PRI_met<67.3335


335->627


yes, missing


628

DER_mass_jet_jet<701.594


335->628


no


629

DER_mass_jet_jet<645.292


336->629


yes, missing


630

PRI_met<45.1015


336->630


no


1091

leaf=-0.129412


627->1091


yes, missing


1092

leaf=0.0285714


627->1092


no


1093

leaf=0.0208955


628->1093


yes, missing


1094

leaf=0.13


628->1094


no


1095

leaf=0.075969


629->1095


yes, missing


1096

leaf=0.153548


629->1096


no


1097

leaf=-0.127273


630->1097


yes, missing


1098

leaf=0.04


630->1098


no


169

leaf=0.08


85->169


yes, missing


170

DER_mass_jet_jet<1187.7


85->170


no


171

PRI_jet_subleading_eta<2.7795


86->171


yes, missing


172

DER_pt_tot<44.5475


86->172


no


337

DER_mass_MMC<93.3975


170->337


yes, missing


338

DER_pt_h<265.504


170->338


no


631

DER_sum_pt<165.13


337->631


yes, missing


632

DER_mass_transverse_met_lep<26.705


337->632


no


633

DER_mass_vis<52.444


338->633


yes, missing


634

leaf=-0.133333


338->634


no


1099

leaf=-0.05


631->1099


yes, missing


1100

leaf=-0.18828


631->1100


no


1101

leaf=-0.165891


632->1101


yes, missing


1102

leaf=-0.0787879


632->1102


no


1103

leaf=0.111111


633->1103


yes, missing


1104

leaf=-0


633->1104


no


339

PRI_tau_phi<3.089


171->339


yes, missing


340

DER_mass_transverse_met_lep<34.9985


171->340


no


341

PRI_tau_phi<-1.8195


172->341


yes, missing


342

leaf=-0.111111


172->342


no


635

DER_pt_h<43.236


339->635


yes, missing


636

leaf=0.05


339->636


no


637

DER_mass_transverse_met_lep<15.1065


340->637


yes, missing


638

leaf=0.111111


340->638


no


1105

leaf=-0.0117647


635->1105


yes, missing


1106

leaf=-0.143939


635->1106


no


1107

leaf=0.05


637->1107


yes, missing


1108

leaf=-0.12


637->1108


no


639

leaf=-0.0666667


341->639


yes, missing


640

leaf=0.142857


341->640


no


43

DER_pt_tot<14.035


21->43


yes, missing


44

DER_mass_jet_jet<511.982


21->44


no


45

PRI_met<11.099


22->45


yes, missing


46

PRI_jet_leading_eta<2.6735


22->46


no


87

PRI_tau_pt<25.637


43->87


yes, missing


88

PRI_met_phi<2.997


43->88


no


89

DER_mass_transverse_met_lep<46.4525


44->89


yes, missing


90

PRI_jet_num<3


44->90


no


173

DER_deltaeta_jet_jet<4.4945


87->173


yes, missing


174

PRI_tau_eta<-0.959


87->174


no


175

DER_mass_vis<56.239


88->175


yes, missing


176

PRI_jet_leading_eta<0.6535


88->176


no


343

DER_sum_pt<58.352


173->343


yes, missing


344

PRI_tau_eta<-0.718


173->344


no


345

PRI_met<10.9645


174->345


yes, missing


346

PRI_jet_leading_eta<-1.823


174->346


no


641

DER_met_phi_centrality<0.802


343->641


yes, missing


642

DER_mass_transverse_met_lep<40.0195


343->642


no


643

leaf=-0


344->643


yes, missing


644

leaf=0.15


344->644


no


1109

leaf=-0.0317073


641->1109


yes, missing


1110

leaf=0.0769231


641->1110


no


1111

leaf=-0.0950355


642->1111


yes, missing


1112

leaf=0.05


642->1112


no


645

DER_mass_MMC<84.8955


345->645


yes, missing


646

leaf=0.114286


345->646


no


647

DER_mass_vis<55.094


346->647


yes, missing


648

leaf=-0.107692


346->648


no


1113

leaf=0.08


645->1113


yes, missing


1114

leaf=-0.1


645->1114


no


1115

leaf=-0.1


647->1115


yes, missing


1116

leaf=0.0758621


647->1116


no


347

PRI_lep_phi<-0.453


175->347


yes, missing


348

PRI_jet_leading_eta<2.494


175->348


no


349

leaf=0.127273


176->349


yes, missing


350

leaf=-0


176->350


no


649

leaf=0.111111


347->649


yes, missing


650

leaf=-0.0222222


347->650


no


651

DER_met_phi_centrality<1.4065


348->651


yes, missing


652

PRI_lep_eta<-1.146


348->652


no


1117

leaf=-0.111811


651->1117


yes, missing


1118

leaf=-0.054902


651->1118


no


1119

leaf=-0.1


652->1119


yes, missing


1120

leaf=0.0823529


652->1120


no


177

PRI_jet_leading_eta<2.403


89->177


yes, missing


178

DER_pt_ratio_lep_tau<1.7205


89->178


no


179

DER_lep_eta_centrality<0.9305


90->179


yes, missing


180

DER_mass_vis<58.1535


90->180


no


351

PRI_jet_leading_eta<-2.024


177->351


yes, missing


352

PRI_tau_pt<21.027


177->352


no


353

PRI_tau_eta<1.509


178->353


yes, missing


354

DER_met_phi_centrality<1.3325


178->354


no


653

PRI_met<22.74


351->653


yes, missing


654

PRI_met_sumet<143.215


351->654


no


655

PRI_lep_eta<-0.5525


352->655


yes, missing


656

DER_pt_tot<14.24


352->656


no


1121

leaf=-0.0936221


653->1121


yes, missing


1122

leaf=-0.0205761


653->1122


no


1123

leaf=-0.148252


654->1123


yes, missing


1124

leaf=-0.0977273


654->1124


no


1125

leaf=-0.0222222


655->1125


yes, missing


1126

leaf=0.136842


655->1126


no


1127

leaf=0.0173913


656->1127


yes, missing


1128

leaf=-0.0901961


656->1128


no


657

DER_met_phi_centrality<-1.311


353->657


yes, missing


658

DER_pt_ratio_lep_tau<1.7045


353->658


no


659

PRI_met<19.748


354->659


yes, missing


660

DER_pt_tot<28.2925


354->660


no


1129

leaf=-0.118248


657->1129


yes, missing


1130

leaf=-0.0694444


657->1130


no


1131

leaf=-0.167742


658->1131


yes, missing


1132

leaf=-0.0222222


658->1132


no


1133

leaf=-0.111429


659->1133


yes, missing


1134

leaf=-0.174089


659->1134


no


1135

leaf=-0.116484


660->1135


yes, missing


1136

leaf=-0.00689655


660->1136


no


355

PRI_jet_subleading_phi<1.05


179->355


yes, missing


356

DER_prodeta_jet_jet<-5.7235


179->356


no


357

leaf=-0


180->357


yes, missing


358

leaf=-0.138462


180->358


no


661

PRI_met<14.207


355->661


yes, missing


662

DER_met_phi_centrality<1.3885


355->662


no


663

leaf=0.155556


356->663


yes, missing


664

leaf=-0


356->664


no


1137

leaf=-0.1


661->1137


yes, missing


1138

leaf=0.0962963


661->1138


no


1139

leaf=-0.12


662->1139


yes, missing


1140

leaf=0.0222222


662->1140


no


91

DER_pt_h<9.427


45->91


yes, missing


92

PRI_tau_pt<33.84


45->92


no


93

PRI_jet_leading_eta<-2.5455


46->93


yes, missing


94

PRI_jet_subleading_phi<-1.093


46->94


no


181

DER_mass_transverse_met_lep<13.9725


91->181


yes, missing


182

DER_deltar_tau_lep<2.9255


91->182


no


183

DER_pt_h<2.921


92->183


yes, missing


184

PRI_lep_eta<1.057


92->184


no


359

PRI_lep_eta<2.04


181->359


yes, missing


360

PRI_tau_eta<1.8225


181->360


no


361

DER_pt_ratio_lep_tau<0.7465


182->361


yes, missing


362

DER_mass_vis<64.719


182->362


no


665

PRI_lep_eta<-2.2825


359->665


yes, missing


666

DER_met_phi_centrality<-1.3555


359->666


no


667

PRI_tau_eta<-1.07


360->667


yes, missing


668

DER_pt_h<2.8975


360->668


no


1141

leaf=-0.0666667


665->1141


yes, missing


1142

leaf=0.12356


665->1142


no


1143

leaf=0.04


666->1143


yes, missing


1144

leaf=-0.111111


666->1144


no


1145

leaf=0.00869565


667->1145


yes, missing


1146

leaf=0.0909091


667->1146


no


1147

leaf=-0.0823529


668->1147


yes, missing


1148

leaf=0.0333333


668->1148


no


669

PRI_tau_phi<-0.345


361->669


yes, missing


670

DER_mass_transverse_met_lep<11.061


361->670


no


671

DER_mass_vis<61.851


362->671


yes, missing


672

DER_mass_transverse_met_lep<30.086


362->672


no


1149

leaf=0.111111


669->1149


yes, missing


1150

leaf=-0.05


669->1150


no


1151

leaf=0.0153846


670->1151


yes, missing


1152

leaf=-0.141176


670->1152


no


1153

leaf=0.08


671->1153


yes, missing


1154

leaf=-0.105882


671->1154


no


1155

leaf=0.114286


672->1155


yes, missing


1156

leaf=-0.0545455


672->1156


no


363

PRI_met<13.3765


183->363


yes, missing


364

PRI_lep_eta<-0.586


183->364


no


365

DER_pt_h<22.394


184->365


yes, missing


366

DER_deltar_tau_lep<2.9625


184->366


no


673

PRI_met_phi<1.603


363->673


yes, missing


674

PRI_lep_eta<1.7375


363->674


no


675

PRI_met_phi<-2.7655


364->675


yes, missing


676

PRI_tau_eta<1.502


364->676


no


1157

leaf=-0.0933333


673->1157


yes, missing


1158

leaf=0.0666667


673->1158


no


1159

leaf=-0.160784


674->1159


yes, missing


1160

leaf=-0.0181818


674->1160


no


1161

leaf=0.0947368


675->1161


yes, missing


1162

leaf=-0.0540984


675->1162


no


1163

leaf=0.0247934


676->1163


yes, missing


1164

leaf=-0.0549451


676->1164


no


677

DER_deltar_tau_lep<2.9575


365->677


yes, missing


678

PRI_tau_eta<0.8005


365->678


no


679

PRI_lep_phi<1.779


366->679


yes, missing


680

PRI_lep_eta<1.53


366->680


no


1165

leaf=0.0459459


677->1165


yes, missing


1166

leaf=0.117757


677->1166


no


1167

leaf=-0.0148936


678->1167


yes, missing


1168

leaf=0.131034


678->1168


no


1169

leaf=-0.12


679->1169


yes, missing


1170

leaf=0.0352941


679->1170


no


1171

leaf=0.072


680->1171


yes, missing


1172

leaf=-0.0424242


680->1172


no


185

DER_lep_eta_centrality<0.711


93->185


yes, missing


186

DER_met_phi_centrality<1.4125


93->186


no


187

PRI_lep_eta<0.234


94->187


yes, missing


188

DER_mass_jet_jet<589.765


94->188


no


367

PRI_met_sumet<171.592


185->367


yes, missing


368

leaf=0.107692


185->368


no


369

PRI_tau_phi<-2.942


186->369


yes, missing


370

PRI_jet_leading_pt<46.1035


186->370


no


681

DER_mass_vis<65.828


367->681


yes, missing


682

DER_pt_h<14.297


367->682


no


1173

leaf=-0.047619


681->1173


yes, missing


1174

leaf=0.1


681->1174


no


1175

leaf=-0


682->1175


yes, missing


1176

leaf=-0.16


682->1176


no


683

DER_mass_MMC<94.0425


369->683


yes, missing


684

PRI_tau_pt<32.915


369->684


no


685

DER_mass_MMC<91.824


370->685


yes, missing


686

PRI_lep_eta<0.559


370->686


no


1177

leaf=-0


683->1177


yes, missing


1178

leaf=0.1


683->1178


no


1179

leaf=-0.144279


684->1179


yes, missing


1180

leaf=-0.078481


684->1180


no


1181

leaf=-0.161905


685->1181


yes, missing


1182

leaf=-0.024


685->1182


no


1183

leaf=0.113043


686->1183


yes, missing


1184

leaf=-0.0933333


686->1184


no


371

DER_mass_MMC<92.4245


187->371


yes, missing


372

PRI_met_phi<-1.6075


187->372


no


373

leaf=-0.125


188->373


yes, missing


374

leaf=0.0666667


188->374


no


687

DER_mass_MMC<88.975


371->687


yes, missing


688

leaf=0.08


371->688


no


689

leaf=0.0222222


372->689


yes, missing


690

leaf=0.16


372->690


no


1185

leaf=-0


687->1185


yes, missing


1186

leaf=-0.127273


687->1186


no


11

DER_mass_MMC<110.764


5->11


yes, missing


12

DER_mass_vis<126.592


5->12


no


13

PRI_tau_pt<35.1125


6->13


yes, missing


14

DER_deltar_tau_lep<3.2155


6->14


no


23

DER_deltaeta_jet_jet<3.7955


11->23


yes, missing


24

PRI_tau_pt<38.8085


11->24


no


25

PRI_tau_pt<36.738


12->25


yes, missing


26

PRI_tau_pt<67.861


12->26


no


47

DER_pt_h<8.3115


23->47


yes, missing


48

DER_lep_eta_centrality<0.5255


23->48


no


49

DER_deltaeta_jet_jet<3.0495


24->49


yes, missing


50

DER_deltaeta_jet_jet<3.0725


24->50


no


95

DER_mass_transverse_met_lep<26.6235


47->95


yes, missing


96

DER_mass_MMC<102.251


47->96


no


97

DER_mass_MMC<105.608


48->97


yes, missing


98

DER_mass_jet_jet<873.817


48->98


no


189

DER_mass_transverse_met_lep<11.79


95->189


yes, missing


190

PRI_met<15.427


95->190


no


191

DER_met_phi_centrality<1.1675


96->191


yes, missing


192

PRI_met<33.5895


96->192


no


375

PRI_jet_leading_eta<-2.1855


189->375


yes, missing


376

PRI_jet_leading_phi<-2.718


189->376


no


377

PRI_tau_pt<28.897


190->377


yes, missing


378

PRI_tau_pt<36.9145


190->378


no


691

PRI_tau_eta<2.2765


375->691


yes, missing


692

DER_mass_MMC<105.222


375->692


no


693

PRI_lep_eta<-1.9455


376->693


yes, missing


694

PRI_lep_pt<31.4985


376->694


no


1187

leaf=0.161832


691->1187


yes, missing


1188

leaf=-0


691->1188


no


1189

leaf=-0.0666667


692->1189


yes, missing


1190

leaf=0.0909091


692->1190


no


1191

leaf=0.0181818


693->1191


yes, missing


1192

leaf=0.105755


693->1192


no


1193

leaf=-0.111111


694->1193


yes, missing


1194

leaf=0.0666667


694->1194


no


695

DER_deltar_tau_lep<3.1915


377->695


yes, missing


696

DER_pt_h<0.757


377->696


no


697

PRI_met<16.859


378->697


yes, missing


698

PRI_tau_phi<-0.66


378->698


no


1195

leaf=0.0283262


695->1195


yes, missing


1196

leaf=-0.0169935


695->1196


no


1197

leaf=-0.02


696->1197


yes, missing


1198

leaf=0.066899


696->1198


no


1199

leaf=-0.0516854


697->1199


yes, missing


1200

leaf=-0.137725


697->1200


no


1201

leaf=-0.04


698->1201


yes, missing


1202

leaf=0.0391753


698->1202


no


379

DER_deltar_tau_lep<2.8065


191->379


yes, missing


380

PRI_jet_leading_eta<2.183


191->380


no


381

PRI_jet_num<3


192->381


yes, missing


382

DER_met_phi_centrality<1.1225


192->382


no


699

DER_mass_jet_jet<101.572


379->699


yes, missing


700

PRI_tau_pt<29.619


379->700


no


701

PRI_jet_leading_eta<-1.6515


380->701


yes, missing


702

PRI_met<14.1955


380->702


no


1203

leaf=-0.0962963


699->1203


yes, missing


1204

leaf=-0.127432


699->1204


no


1205

leaf=-0.0706767


700->1205


yes, missing


1206

leaf=0.0116009


700->1206


no


1207

leaf=-0.020743


701->1207


yes, missing


1208

leaf=-0.0707403


701->1208


no


1209

leaf=-0.0622951


702->1209


yes, missing


1210

leaf=0.0589744


702->1210


no


703

PRI_jet_leading_eta<2.654


381->703


yes, missing


704

DER_prodeta_jet_jet<4.1035


381->704


no


705

DER_mass_transverse_met_lep<14.5945


382->705


yes, missing


706

DER_deltar_tau_lep<2.5165


382->706


no


1211

leaf=-0.0210188


703->1211


yes, missing


1212

leaf=0.0544413


703->1212


no


1213

leaf=-0.117708


704->1213


yes, missing


1214

leaf=0.0424242


704->1214


no


1215

leaf=0.00980249


705->1215


yes, missing


1216

leaf=-0.0378808


705->1216


no


1217

leaf=0.0660151


706->1217


yes, missing


1218

leaf=-0.0129964


706->1218


no


193

PRI_tau_pt<29.6375


97->193


yes, missing


194

DER_pt_tot<19.013


97->194


no


195

DER_pt_tot<17.3345


98->195


yes, missing


196

DER_pt_tot<58.4125


98->196


no


383

DER_pt_tot<20.1005


193->383


yes, missing


384

DER_lep_eta_centrality<0.4275


193->384


no


385

DER_pt_h<48.34


194->385


yes, missing


386

DER_deltaeta_jet_jet<4.31


194->386


no


707

DER_pt_ratio_lep_tau<1.9125


383->707


yes, missing


708

PRI_jet_subleading_eta<-2.227


383->708


no


709

DER_mass_jet_jet<1283.9


384->709


yes, missing


710

PRI_met_sumet<250.712


384->710


no


1219

leaf=0.0962963


707->1219


yes, missing


1220

leaf=-0.0857143


707->1220


no


1221

leaf=0.04


708->1221


yes, missing


1222

leaf=-0.141176


708->1222


no


1223

leaf=-0.169524


709->1223


yes, missing


1224

leaf=-0


709->1224


no


1225

leaf=0.0526316


710->1225


yes, missing


1226

leaf=-0.0971429


710->1226


no


711

leaf=-0.127273


385->711


yes, missing


712

PRI_tau_eta<1.5415


385->712


no


713

DER_pt_ratio_lep_tau<0.552


386->713


yes, missing


714

PRI_lep_pt<33.674


386->714


no


1227

leaf=0.111111


712->1227


yes, missing


1228

leaf=-0.0769231


712->1228


no


1229

leaf=0.0222222


713->1229


yes, missing


1230

leaf=-0.158621


713->1230


no


1231

leaf=-0.12


714->1231


yes, missing


1232

leaf=0.0769231


714->1232


no


387

DER_met_phi_centrality<0.973


195->387


yes, missing


388

DER_mass_MMC<103.517


195->388


no


389

PRI_tau_eta<2.257


196->389


yes, missing


390

PRI_lep_pt<41.42


196->390


no


715

DER_lep_eta_centrality<0.76


387->715


yes, missing


716

DER_mass_MMC<100.995


387->716


no


717

DER_met_phi_centrality<1.3445


388->717


yes, missing


718

PRI_met<28.416


388->718


no


1233

leaf=-0.0431373


715->1233


yes, missing


1234

leaf=0.0781457


715->1234


no


1235

leaf=0.0890323


716->1235


yes, missing


1236

leaf=0.164569


716->1236


no


1237

leaf=-0.0357488


717->1237


yes, missing


1238

leaf=0.0635294


717->1238


no


1239

leaf=-0.0168675


718->1239


yes, missing


1240

leaf=0.104762


718->1240


no


719

PRI_jet_num<3


389->719


yes, missing


720

DER_mass_jet_jet<1195.99


389->720


no


721

DER_pt_ratio_lep_tau<0.702


390->721


yes, missing


722

DER_sum_pt<580.426


390->722


no


1241

leaf=0.181127


719->1241


yes, missing


1242

leaf=0.118447


719->1242


no


1243

leaf=-0.0666667


720->1243


yes, missing


1244

leaf=0.05


720->1244


no


1245

leaf=0.0666667


721->1245


yes, missing


1246

leaf=-0.125


721->1246


no


1247

leaf=0.16


722->1247


yes, missing


1248

leaf=-0


722->1248


no


99

DER_mass_transverse_met_lep<28.386


49->99


yes, missing


100

DER_lep_eta_centrality<0.593


49->100


no


101

DER_mass_MMC<173.835


50->101


yes, missing


102

DER_mass_MMC<182.921


50->102


no


197

DER_mass_MMC<157.812


99->197


yes, missing


198

PRI_tau_pt<27.601


99->198


no


199

DER_pt_tot<9.816


100->199


yes, missing


200

DER_pt_tot<80.9435


100->200


no


391

DER_pt_h<67.2015


197->391


yes, missing


392

DER_mass_MMC<197.926


197->392


no


393

DER_mass_vis<97.179


198->393


yes, missing


394

DER_mass_vis<107.012


198->394


no


723

PRI_tau_pt<27.6965


391->723


yes, missing


724

DER_pt_tot<35.357


391->724


no


725

PRI_tau_pt<25.7705


392->725


yes, missing


726

PRI_tau_eta<1.5955


392->726


no


1249

leaf=0.014433


723->1249


yes, missing


1250

leaf=0.0711025


723->1250


no


1251

leaf=0.119496


724->1251


yes, missing


1252

leaf=0.0562555


724->1252


no


1253

leaf=-0.0826667


725->1253


yes, missing


1254

leaf=0.0171053


725->1254


no


1255

leaf=-0.17931


726->1255


yes, missing


1256

leaf=-0.0666667


726->1256


no


727

DER_met_phi_centrality<0.48


393->727


yes, missing


728

DER_lep_eta_centrality<0.943


393->728


no


729

DER_deltar_tau_lep<2.0425


394->729


yes, missing


730

DER_mass_transverse_met_lep<38.97


394->730


no


1257

leaf=-0.0652174


727->1257


yes, missing


1258

leaf=0.0150051


727->1258


no


1259

leaf=-0.130584


728->1259


yes, missing


1260

leaf=0.12


728->1260


no


1261

leaf=0.123148


729->1261


yes, missing


1262

leaf=0.0377964


729->1262


no


1263

leaf=-0.0124138


730->1263


yes, missing


1264

leaf=-0.114943


730->1264


no


395

DER_lep_eta_centrality<0.132


199->395


yes, missing


396

DER_lep_eta_centrality<0.31


199->396


no


397

DER_mass_jet_jet<231.235


200->397


yes, missing


398

PRI_met_phi<-0.108


200->398


no


731

DER_prodeta_jet_jet<-1.7085


395->731


yes, missing


732

DER_mass_jet_jet<450.307


395->732


no


733

PRI_jet_subleading_phi<-2.6


396->733


yes, missing


734

DER_mass_MMC<116.062


396->734


no


1265

leaf=-0.0588235


731->1265


yes, missing


1266

leaf=0.1


731->1266


no


1267

leaf=0.105085


732->1267


yes, missing


1268

leaf=0.17037


732->1268


no


1269

leaf=0.138462


733->1269


yes, missing


1270

leaf=-0.0564103


733->1270


no


1271

leaf=-0.0196078


734->1271


yes, missing


1272

leaf=0.1


734->1272


no


735

PRI_lep_pt<43.015


397->735


yes, missing


736

DER_mass_MMC<182.442


397->736


no


737

PRI_jet_num<3


398->737


yes, missing


738

PRI_tau_eta<1.072


398->738


no


1273

leaf=-0.0171429


735->1273


yes, missing


1274

leaf=0.12


735->1274


no


1275

leaf=0.179146


736->1275


yes, missing


1276

leaf=-0.0117647


736->1276


no


1277

leaf=0.0909091


737->1277


yes, missing


1278

leaf=-0.1


737->1278


no


1279

leaf=0.130435


738->1279


yes, missing


1280

leaf=-0.05


738->1280


no


201

DER_mass_MMC<118.824


101->201


yes, missing


202

DER_mass_MMC<200.749


101->202


no


203

DER_lep_eta_centrality<0.5775


102->203


yes, missing


204

DER_lep_eta_centrality<0.569


102->204


no


399

DER_pt_h<112.511


201->399


yes, missing


400

DER_mass_vis<110.646


201->400


no


401

PRI_tau_pt<63.6945


202->401


yes, missing


402

PRI_jet_leading_eta<-1.893


202->402


no


739

PRI_jet_leading_eta<-2.1235


399->739


yes, missing


740

DER_pt_tot<27.6165


399->740


no


741

PRI_tau_pt<51.3015


400->741


yes, missing


742

DER_mass_transverse_met_lep<34.0975


400->742


no


1281

leaf=0.113959


739->1281


yes, missing


1282

leaf=0.0422713


739->1282


no


1283

leaf=0.154051


740->1283


yes, missing


1284

leaf=0.101226


740->1284


no


1285

leaf=0.127811


741->1285


yes, missing


1286

leaf=0.158478


741->1286


no


1287

leaf=0.0993144


742->1287


yes, missing


1288

leaf=0.0260128


742->1288


no


743

PRI_met_phi<-0.4775


401->743


yes, missing


744

DER_mass_transverse_met_lep<20.5365


401->744


no


745

PRI_tau_pt<68.534


402->745


yes, missing


746

DER_mass_vis<77.9215


402->746


no


1289

leaf=0.03


743->1289


yes, missing


1290

leaf=-0.0769231


743->1290


no


1291

leaf=0.114545


744->1291


yes, missing


1292

leaf=0.0280374


744->1292


no


1293

leaf=0.142857


745->1293


yes, missing


1294

leaf=-0.0322581


745->1294


no


1295

leaf=0.0285714


746->1295


yes, missing


1296

leaf=-0.130827


746->1296


no


403

DER_pt_h<36.071


203->403


yes, missing


404

DER_pt_tot<18.08


203->404


no


405

DER_mass_MMC<191.731


204->405


yes, missing


406

PRI_met<89.8955


204->406


no


747

DER_mass_vis<83.9665


403->747


yes, missing


748

DER_pt_tot<59.3415


403->748


no


749

PRI_jet_leading_phi<-3.1265


404->749


yes, missing


750

DER_mass_jet_jet<506.052


404->750


no


1297

leaf=-0.104762


747->1297


yes, missing


1298

leaf=0.12


747->1298


no


1299

leaf=0.160648


748->1299


yes, missing


1300

leaf=0.0109091


748->1300


no


1301

leaf=0.0769231


749->1301


yes, missing


1302

leaf=0.193378


749->1302


no


1303

leaf=0.152623


750->1303


yes, missing


1304

leaf=0.181793


750->1304


no


751

leaf=-0


405->751


yes, missing


752

leaf=-0.155556


405->752


no


753

DER_mass_vis<112.155


406->753


yes, missing


754

DER_mass_MMC<203.195


406->754


no


1305

leaf=0.146667


753->1305


yes, missing


1306

leaf=0.0133333


753->1306


no


1307

leaf=0.0666667


754->1307


yes, missing


1308

leaf=-0.111111


754->1308


no


51

DER_lep_eta_centrality<0.724


25->51


yes, missing


52

PRI_met<40.769


25->52


no


53

DER_mass_transverse_met_lep<13.775


26->53


yes, missing


54

DER_mass_vis<131.099


26->54


no


103

PRI_jet_leading_eta<3.245


51->103


yes, missing


104

PRI_jet_subleading_eta<-0.324


51->104


no


105

DER_deltar_tau_lep<2.59


52->105


yes, missing


106

PRI_jet_all_pt<65.8625


52->106


no


205

DER_mass_vis<119.811


103->205


yes, missing


206

leaf=0.05


103->206


no


207

DER_mass_MMC<174.684


104->207


yes, missing


208

DER_pt_h<114.379


104->208


no


407

leaf=-0.0181818


205->407


yes, missing


408

PRI_tau_phi<-2.991


205->408


no


755

leaf=-0.0545455


408->755


yes, missing


756

PRI_met<1.7395


408->756


no


1309

leaf=-0.05


756->1309


yes, missing


1310

leaf=-0.173333


756->1310


no


409

leaf=0.107692


207->409


yes, missing


410

leaf=-0.1


207->410


no


411

leaf=-0.138462


208->411


yes, missing


412

leaf=-0


208->412


no


209

DER_mass_transverse_met_lep<31.6715


105->209


yes, missing


210

PRI_lep_pt<46.686


105->210


no


211

PRI_tau_pt<90.005


106->211


yes, missing


212

PRI_jet_leading_phi<-2.516


106->212


no


413

PRI_met_sumet<483.206


209->413


yes, missing


414

DER_mass_MMC<164.539


209->414


no


415

DER_pt_ratio_lep_tau<0.6675


210->415


yes, missing


416

DER_deltaeta_jet_jet<3.502


210->416


no


757

DER_prodeta_jet_jet<1.9115


413->757


yes, missing


758

leaf=-0.05


413->758


no


759

PRI_tau_pt<52.832


414->759


yes, missing


760

leaf=-0.125


414->760


no


1311

leaf=0.141935


757->1311


yes, missing


1312

leaf=-0


757->1312


no


1313

leaf=-0.08


759->1313


yes, missing


1314

leaf=0.111111


759->1314


no


761

PRI_met_phi<0.841


415->761


yes, missing


762

PRI_tau_phi<2.1995


415->762


no


763

DER_pt_ratio_lep_tau<0.8745


416->763


yes, missing


764

leaf=0.142857


416->764


no


1315

leaf=-0.0938776


761->1315


yes, missing


1316

leaf=0.0235294


761->1316


no


1317

leaf=-0.153247


762->1317


yes, missing


1318

leaf=-0.04


762->1318


no


1319

leaf=0.0309859


763->1319


yes, missing


1320

leaf=-0.0538922


763->1320


no


417

PRI_lep_pt<49.1215


211->417


yes, missing


418

PRI_tau_eta<0.004


211->418


no


419

leaf=-0


212->419


yes, missing


420

PRI_met<157.42


212->420


no


765

PRI_jet_leading_pt<51.167


417->765


yes, missing


766

PRI_met_sumet<240.655


417->766


no


767

PRI_lep_eta<-0.638


418->767


yes, missing


768

leaf=0.12


418->768


no


1321

leaf=-0.169231


765->1321


yes, missing


1322

leaf=0.0222222


765->1322


no


1323

leaf=0.12


766->1323


yes, missing


1324

leaf=-0.08


766->1324


no


1325

leaf=0.1


767->1325


yes, missing


1326

leaf=-0.1


767->1326


no


769

PRI_met_phi<2.999


420->769


yes, missing


770

leaf=-0.05


420->770


no


1327

leaf=-0.182353


769->1327


yes, missing


1328

leaf=-0.05


769->1328


no


107

DER_mass_MMC<683.625


53->107


yes, missing


108

DER_prodeta_jet_jet<2.4035


53->108


no


109

PRI_met_sumet<150.596


54->109


yes, missing


110

PRI_tau_eta<-2.426


54->110


no


213

PRI_jet_leading_phi<2.2725


107->213


yes, missing


214

DER_mass_vis<398.303


107->214


no


215

DER_mass_vis<129.724


108->215


yes, missing


216

PRI_jet_subleading_pt<90.9925


108->216


no


421

PRI_jet_leading_eta<3.437


213->421


yes, missing


422

PRI_jet_leading_phi<2.2975


213->422


no


423

leaf=-0.05


214->423


yes, missing


424

leaf=0.1


214->424


no


771

DER_mass_MMC<169.001


421->771


yes, missing


772

leaf=-0


421->772


no


773

leaf=0.0666667


422->773


yes, missing


774

PRI_jet_leading_eta<1.616


422->774


no


1329

leaf=-0.0181818


771->1329


yes, missing


1330

leaf=-0.171119


771->1330


no


1331

leaf=-0.130435


774->1331


yes, missing


1332

leaf=-0


774->1332


no


425

PRI_jet_subleading_phi<1.0985


215->425


yes, missing


426

DER_lep_eta_centrality<0.9815


215->426


no


427

DER_deltaeta_jet_jet<0.1495


216->427


yes, missing


428

leaf=0.05


216->428


no


775

PRI_lep_eta<-2.3255


425->775


yes, missing


776

PRI_met<45.1515


425->776


no


777

DER_mass_MMC<749.713


426->777


yes, missing


778

DER_mass_transverse_met_lep<28.901


426->778


no


1333

leaf=-0.0222222


775->1333


yes, missing


1334

leaf=-0.16319


775->1334


no


1335

leaf=0.1


776->1335


yes, missing


1336

leaf=-0.111111


776->1336


no


1337

leaf=-0.190361


777->1337


yes, missing


1338

leaf=-0.05


777->1338


no


1339

leaf=-0.0352941


778->1339


yes, missing


1340

leaf=-0.166667


778->1340


no


779

leaf=-0.0181818


427->779


yes, missing


780

DER_deltar_tau_lep<4.841


427->780


no


1341

leaf=-0.162393


780->1341


yes, missing


1342

leaf=-0


780->1342


no


217

DER_mass_MMC<179.526


109->217


yes, missing


218

PRI_lep_phi<2.535


109->218


no


219

leaf=0.0666667


110->219


yes, missing


220

DER_pt_h<16.481


110->220


no


429

leaf=-0


217->429


yes, missing


430

leaf=0.111111


217->430


no


431

DER_pt_ratio_lep_tau<0.7895


218->431


yes, missing


432

leaf=0.0545455


218->432


no


781

PRI_jet_leading_pt<47.9325


431->781


yes, missing


782

PRI_tau_pt<70.932


431->782


no


1343

leaf=-0.0857143


781->1343


yes, missing


1344

leaf=-0.167568


781->1344


no


1345

leaf=-0.08


782->1345


yes, missing


1346

leaf=0.04


782->1346


no


433

PRI_tau_pt<80.3355


220->433


yes, missing


434

DER_mass_jet_jet<920.111


220->434


no


783

DER_sum_pt<127.927


433->783


yes, missing


784

PRI_lep_eta<-0.785


433->784


no


785

DER_pt_tot<6.019


434->785


yes, missing


786

leaf=-0


434->786


no


1347

leaf=-0.107692


783->1347


yes, missing


1348

leaf=-0.190244


783->1348


no


1349

leaf=-0.16


784->1349


yes, missing


1350

leaf=-0.0842105


784->1350


no


1351

leaf=-0.148032


785->1351


yes, missing


1352

leaf=-0.175092


785->1352


no


27

DER_met_phi_centrality<0.8355


13->27


yes, missing


28

DER_met_phi_centrality<0.4405


13->28


no


29

DER_mass_vis<123.228


14->29


yes, missing


30

PRI_tau_pt<241.564


14->30


no


55

PRI_met<24.596


27->55


yes, missing


56

DER_deltar_tau_lep<2.5655


27->56


no


57

DER_mass_transverse_met_lep<66.676


28->57


yes, missing


58

DER_mass_MMC<161.576


28->58


no


111

PRI_tau_pt<24.6055


55->111


yes, missing


112

DER_deltaeta_jet_jet<3.3525


55->112


no


113

DER_deltaeta_jet_jet<3.0305


56->113


yes, missing


114

DER_deltaeta_jet_jet<3.361


56->114


no


221

DER_mass_vis<64.0925


111->221


yes, missing


222

DER_deltaeta_jet_jet<2.7955


111->222


no


223

PRI_tau_pt<25.3495


112->223


yes, missing


224

DER_lep_eta_centrality<0.608


112->224


no


435

DER_deltar_tau_lep<3.0215


221->435


yes, missing


436

DER_mass_jet_jet<308.719


221->436


no


437

PRI_lep_eta<-0.8415


222->437


yes, missing


438

DER_lep_eta_centrality<0.7345


222->438


no


787

PRI_tau_phi<2.835


435->787


yes, missing


788

PRI_tau_pt<22.9985


435->788


no


789

DER_mass_vis<79.269


436->789


yes, missing


790

PRI_met_phi<-1.56


436->790


no


1353

leaf=-0.117857


787->1353


yes, missing


1354

leaf=0.0545455


787->1354


no


1355

leaf=-0.0318182


788->1355


yes, missing


1356

leaf=0.113043


788->1356


no


1357

leaf=-0.117337


789->1357


yes, missing


1358

leaf=-0.156219


789->1358


no


1359

leaf=-0.136842


790->1359


yes, missing


1360

leaf=0.0714286


790->1360


no


791

DER_pt_ratio_lep_tau<1.007


437->791


yes, missing


792

PRI_lep_eta<1.3665


437->792


no


793

DER_met_phi_centrality<-0.395


438->793


yes, missing


794

DER_mass_MMC<106.142


438->794


no


1361

leaf=0.0769231


791->1361


yes, missing


1362

leaf=-0.114091


791->1362


no


1363

leaf=-0.0579797


792->1363


yes, missing


1364

leaf=-0.111765


792->1364


no


1365

leaf=-0.0823529


793->1365


yes, missing


1366

leaf=0.0888889


793->1366


no


1367

leaf=0.0222222


794->1367


yes, missing


1368

leaf=0.155556


794->1368


no


439

DER_mass_vis<81.1155


223->439


yes, missing


440

DER_mass_vis<80.0545


223->440


no


441

DER_lep_eta_centrality<0.4265


224->441


yes, missing


442

DER_mass_jet_jet<647.584


224->442


no


795

DER_deltar_tau_lep<3.1395


439->795


yes, missing


796

DER_mass_transverse_met_lep<145.117


439->796


no


797

DER_pt_ratio_lep_tau<1.3475


440->797


yes, missing


798

PRI_met_sumet<169.732


440->798


no


1369

leaf=-0.16289


795->1369


yes, missing


1370

leaf=-0.130612


795->1370


no


1371

leaf=-0.18022


796->1371


yes, missing


1372

leaf=-0.0857143


796->1372


no


1373

leaf=-0.0785714


797->1373


yes, missing


1374

leaf=-0.129128


797->1374


no


1375

leaf=-0.156964


798->1375


yes, missing


1376

leaf=-0.133801


798->1376


no


799

DER_deltaeta_jet_jet<3.466


441->799


yes, missing


800

DER_mass_transverse_met_lep<57.733


441->800


no


801

PRI_tau_pt<28.903


442->801


yes, missing


802

DER_sum_pt<397.102


442->802


no


1377

leaf=-0.0588235


799->1377


yes, missing


1378

leaf=-0.175


799->1378


no


1379

leaf=0.0666667


800->1379


yes, missing


1380

leaf=-0.0731707


800->1380


no


1381

leaf=-0.0380165


801->1381


yes, missing


1382

leaf=0.0692308


801->1382


no


1383

leaf=0.123077


802->1383


yes, missing


1384

leaf=-0.111111


802->1384


no


225

DER_mass_MMC<151.807


113->225


yes, missing


226

DER_lep_eta_centrality<0.587


113->226


no


227

PRI_tau_pt<26.5635


114->227


yes, missing


228

DER_lep_eta_centrality<0.346


114->228


no


443

DER_deltar_tau_lep<2.1845


225->443


yes, missing


444

PRI_jet_subleading_pt<35.3455


225->444


no


445

DER_mass_transverse_met_lep<60.177


226->445


yes, missing


446

DER_pt_tot<44.1225


226->446


no


803

DER_mass_MMC<108.322


443->803


yes, missing


804

PRI_met_sumet<313.382


443->804


no


805

DER_mass_transverse_met_lep<71.839


444->805


yes, missing


806

PRI_tau_eta<1.796


444->806


no


1385

leaf=-0.0271468


803->1385


yes, missing


1386

leaf=0.0591865


803->1386


no


1387

leaf=-0.0118421


804->1387


yes, missing


1388

leaf=-0.106667


804->1388


no


1389

leaf=0.0153846


805->1389


yes, missing


1390

leaf=-0.0933333


805->1390


no


1391

leaf=-0.153623


806->1391


yes, missing


1392

leaf=-0.0117647


806->1392


no


807

PRI_tau_eta<1.7625


445->807


yes, missing


808

PRI_lep_phi<-2.326


445->808


no


809

DER_mass_MMC<187.781


446->809


yes, missing


810

DER_deltar_tau_lep<2.0555


446->810


no


1393

leaf=0.109091


807->1393


yes, missing


1394

leaf=-0.111111


807->1394


no


1395

leaf=0.0769231


808->1395


yes, missing


1396

leaf=-0.0857143


808->1396


no


1397

leaf=0.16298


809->1397


yes, missing


1398

leaf=-0.111111


809->1398


no


1399

leaf=0.0638298


810->1399


yes, missing


1400

leaf=-0.0714286


810->1400


no


447

DER_mass_vis<86.276


227->447


yes, missing


448

DER_mass_vis<98.4405


227->448


no


449

PRI_tau_phi<2.199


228->449


yes, missing


450

DER_mass_MMC<160.875


228->450


no


811

DER_mass_transverse_met_lep<70.11


447->811


yes, missing


812

PRI_met<19.8935


447->812


no


813

PRI_jet_leading_eta<2.659


448->813


yes, missing


814

PRI_met<30.565


448->814


no


1401

leaf=-0.0805243


811->1401


yes, missing


1402

leaf=-0.123677


811->1402


no


1403

leaf=-0.0894737


812->1403


yes, missing


1404

leaf=-0.165241


812->1404


no


1405

leaf=-0.0526667


813->1405


yes, missing


1406

leaf=0.0634146


813->1406


no


1407

leaf=-0.0888889


814->1407


yes, missing


1408

leaf=-0.175926


814->1408


no


815

leaf=-0.16


449->815


yes, missing


816

leaf=-0


449->816


no


817

DER_pt_tot<16.851


450->817


yes, missing


818

PRI_lep_pt<64.273


450->818


no


1409

leaf=0.132203


817->1409


yes, missing


1410

leaf=0.0429907


817->1410


no


1411

leaf=-0.10303


818->1411


yes, missing


1412

leaf=0.0461538


818->1412


no


115

DER_mass_MMC<112.891


57->115


yes, missing


116

DER_deltaeta_jet_jet<3.267


57->116


no


117

DER_deltaeta_jet_jet<2.6875


58->117


yes, missing


118

DER_mass_transverse_met_lep<81.9385


58->118


no


229

DER_deltar_tau_lep<2.8305


115->229


yes, missing


230

PRI_tau_pt<53.6265


115->230


no


231

DER_pt_tot<10.439


116->231


yes, missing


232

DER_mass_MMC<105.238


116->232


no


451

DER_pt_tot<6.623


229->451


yes, missing


452

PRI_met<23.5995


229->452


no


453

DER_mass_vis<103.263


230->453


yes, missing


454

DER_pt_h<44.4605


230->454


no


819

DER_mass_jet_jet<545.555


451->819


yes, missing


820

PRI_lep_eta<1.5115


451->820


no


821

PRI_lep_pt<45.428


452->821


yes, missing


822

PRI_tau_eta<1.752


452->822


no


1413

leaf=-0.125714


819->1413


yes, missing


1414

leaf=0.08


819->1414


no


1415

leaf=-0.0527434


820->1415


yes, missing


1416

leaf=-0.130275


820->1416


no


1417

leaf=0.125


821->1417


yes, missing


1418

leaf=-0.025


821->1418


no


1419

leaf=-0.00888889


822->1419


yes, missing


1420

leaf=-0.155556


822->1420


no


823

DER_deltaeta_jet_jet<3.048


453->823


yes, missing


824

DER_deltaeta_jet_jet<2.322


453->824


no


825

DER_mass_MMC<129.408


454->825


yes, missing


826

DER_mass_MMC<115.844


454->826


no


1421

leaf=0.00697674


823->1421


yes, missing


1422

leaf=0.138462


823->1422


no


1423

leaf=-0.075188


824->1423


yes, missing


1424

leaf=0.125926


824->1424


no


1425

leaf=-0.0133333


825->1425


yes, missing


1426

leaf=0.0688889


825->1426


no


1427

leaf=0.0222222


826->1427


yes, missing


1428

leaf=0.119814


826->1428


no


455

PRI_tau_pt<48.0755


231->455


yes, missing


456

DER_mass_transverse_met_lep<83.222


231->456


no


457

PRI_tau_phi<-2.4175


232->457


yes, missing


458

DER_lep_eta_centrality<0.622


232->458


no


827

PRI_met<18.757


455->827


yes, missing


828

DER_mass_transverse_met_lep<79.491


455->828


no


829

DER_mass_MMC<114.238


456->829


yes, missing


830

PRI_lep_pt<99.734


456->830


no


1429

leaf=0.0545455


827->1429


yes, missing


1430

leaf=-0.136903


827->1430


no


1431

leaf=-0.0458874


828->1431


yes, missing


1432

leaf=-0.106599


828->1432


no


1433

leaf=-0.0936471


829->1433


yes, missing


1434

leaf=-0.012516


829->1434


no


1435

leaf=-0.0979006


830->1435


yes, missing


1436

leaf=0.0101695


830->1436


no


831

leaf=0.08


457->831


yes, missing


832

DER_pt_tot<42.7835


457->832


no


833

PRI_jet_leading_pt<56.1585


458->833


yes, missing


834

PRI_tau_pt<35.8355


458->834


no


1437

leaf=-0.144828


832->1437


yes, missing


1438

leaf=-0.0133333


832->1438


no


1439

leaf=-0.105882


833->1439


yes, missing


1440

leaf=0.0533333


833->1440


no


1441

leaf=-0.111111


834->1441


yes, missing


1442

leaf=0.143662


834->1442


no


233

PRI_tau_pt<51.181


117->233


yes, missing


234

DER_mass_MMC<107.805


117->234


no


235

PRI_tau_pt<49.292


118->235


yes, missing


236

DER_pt_tot<74.5715


118->236


no


459

PRI_jet_leading_pt<56.283


233->459


yes, missing


460

DER_mass_MMC<109.235


233->460


no


461

DER_prodeta_jet_jet<-2.8675


234->461


yes, missing


462

DER_lep_eta_centrality<0.448


234->462


no


835

PRI_lep_pt<55.807


459->835


yes, missing


836

DER_mass_MMC<102.797


459->836


no


837

PRI_tau_pt<76.029


460->837


yes, missing


838

DER_deltar_tau_lep<1.6175


460->838


no


1443

leaf=0.0248299


835->1443


yes, missing


1444

leaf=-0.0486487


835->1444


no


1445

leaf=-0.0688


836->1445


yes, missing


1446

leaf=0.072578


836->1446


no


1447

leaf=-0.0168224


837->1447


yes, missing


1448

leaf=-0.141667


837->1448


no


1449

leaf=0.167591


838->1449


yes, missing


1450

leaf=0.108089


838->1450


no


839

PRI_tau_eta<-2.103


461->839


yes, missing


840

PRI_jet_subleading_phi<-1.839


461->840


no


841

DER_pt_tot<9.4325


462->841


yes, missing


842

DER_mass_jet_jet<241.984


462->842


no


1451

leaf=-0.1


839->1451


yes, missing


1452

leaf=0.121951


839->1452


no


1453

leaf=0.1


840->1453


yes, missing


1454

leaf=-0.0490566


840->1454


no


1455

leaf=0.183333


841->1455


yes, missing


1456

leaf=0.0528736


841->1456


no


1457

leaf=0.0893617


842->1457


yes, missing


1458

leaf=0.177089


842->1458


no


463

DER_mass_vis<96.337


235->463


yes, missing


464

DER_mass_MMC<186.186


235->464


no


465

PRI_jet_subleading_eta<1.1195


236->465


yes, missing


466

PRI_jet_subleading_phi<0.477


236->466


no


843

PRI_lep_pt<34.7525


463->843


yes, missing


844

DER_pt_h<87.3645


463->844


no


845

PRI_lep_pt<46.1255


464->845


yes, missing


846

DER_deltaeta_jet_jet<0.4745


464->846


no


1459

leaf=-0.0956522


843->1459


yes, missing


1460

leaf=0.0645161


843->1460


no


1461

leaf=-0.0566038


844->1461


yes, missing


1462

leaf=-0.140426


844->1462


no


1463

leaf=0.123529


845->1463


yes, missing


1464

leaf=0.0122449


845->1464


no


1465

leaf=0.0166667


846->1465


yes, missing


1466

leaf=-0.103448


846->1466


no


847

PRI_tau_eta<-1.7845


465->847


yes, missing


848

DER_deltar_tau_lep<2.414


465->848


no


849

leaf=0.114286


466->849


yes, missing


850

leaf=-0.111111


466->850


no


1467

leaf=-0.0117647


847->1467


yes, missing


1468

leaf=-0.130769


847->1468


no


1469

leaf=0.0526316


848->1469


yes, missing


1470

leaf=-0.0857143


848->1470


no


59

DER_deltar_tau_lep<1.8645


29->59


yes, missing


60

PRI_tau_pt<83.0055


29->60


no


61

DER_mass_transverse_met_lep<205.907


30->61


yes, missing


62

leaf=-0.0222222


30->62


no


119

PRI_met<37.965


59->119


yes, missing


120

DER_mass_transverse_met_lep<62.7655


59->120


no


121

DER_mass_transverse_met_lep<144.757


60->121


yes, missing


122

DER_mass_transverse_met_lep<150.259


60->122


no


237

PRI_tau_pt<44.151


119->237


yes, missing


238

DER_prodeta_jet_jet<-6.1215


119->238


no


239

PRI_tau_pt<39.2815


120->239


yes, missing


240

PRI_tau_pt<49.914


120->240


no


467

DER_pt_h<144.613


237->467


yes, missing


468

DER_pt_tot<4.2805


237->468


no


469

PRI_jet_leading_eta<0.4685


238->469


yes, missing


470

DER_mass_transverse_met_lep<73.3565


238->470


no


851

leaf=0.0222222


467->851


yes, missing


852

leaf=-0.1


467->852


no


853

leaf=-0.04


468->853


yes, missing


854

DER_mass_transverse_met_lep<57.9275


468->854


no


1471

leaf=0.0181818


854->1471


yes, missing


1472

leaf=0.15122


854->1472


no


855

leaf=0.127273


469->855


yes, missing


856

leaf=-0.1


469->856


no


857

DER_mass_jet_jet<137.719


470->857


yes, missing


858

leaf=-0.153846


470->858


no


1473

leaf=0.111111


857->1473


yes, missing


1474

leaf=-0.12


857->1474


no


471

PRI_lep_pt<78.9675


239->471


yes, missing


472

DER_pt_h<19.065


239->472


no


473

PRI_met<19.6605


240->473


yes, missing


474

PRI_jet_leading_eta<2.701


240->474


no


859

PRI_jet_subleading_eta<1.6015


471->859


yes, missing


860

PRI_met<11.054


471->860


no


861

PRI_tau_phi<2.8765


472->861


yes, missing


862

DER_pt_tot<29.669


472->862


no


1475

leaf=-0.186992


859->1475


yes, missing


1476

leaf=-0


859->1476


no


1477

leaf=0.04


860->1477


yes, missing


1478

leaf=-0.108333


860->1478


no


1479

leaf=-0.128713


861->1479


yes, missing


1480

leaf=0.05


861->1480


no


1481

leaf=-0.00880503


862->1481


yes, missing


1482

leaf=-0.0981818


862->1482


no


863

PRI_jet_leading_eta<2.688


473->863


yes, missing


864

DER_lep_eta_centrality<0.9995


473->864


no


865

DER_pt_tot<32.1665


474->865


yes, missing


866

DER_mass_transverse_met_lep<85.475


474->866


no


1483

leaf=-0.1


863->1483


yes, missing


1484

leaf=0.0666667


863->1484


no


1485

leaf=-0.176614


864->1485


yes, missing


1486

leaf=-0


864->1486


no


1487

leaf=-0.149315


865->1487


yes, missing


1488

leaf=-0.0829268


865->1488


no


1489

leaf=0.107692


866->1489


yes, missing


1490

leaf=-0.0666667


866->1490


no


241

DER_mass_jet_jet<1117.52


121->241


yes, missing


242

DER_pt_h<1.3425


121->242


no


243

PRI_jet_leading_eta<-2.451


122->243


yes, missing


244

DER_deltar_tau_lep<2.9265


122->244


no


475

PRI_tau_pt<58.309


241->475


yes, missing


476

DER_mass_vis<128.142


241->476


no


477

leaf=0.08


242->477


yes, missing


478

PRI_met_sumet<148.715


242->478


no


867

PRI_jet_leading_eta<4.02


475->867


yes, missing


868

PRI_tau_pt<58.338


475->868


no


869

leaf=0.1


476->869


yes, missing


870

leaf=-0.0666667


476->870


no


1491

leaf=-0.191655


867->1491


yes, missing


1492

leaf=-0.05


867->1492


no


1493

leaf=-0


868->1493


yes, missing


1494

leaf=-0.177691


868->1494


no


871

DER_mass_MMC<313.875


478->871


yes, missing


872

DER_mass_vis<125.02


478->872


no


1495

leaf=-0.104


871->1495


yes, missing


1496

leaf=0.0909091


871->1496


no


1497

leaf=-0


872->1497


yes, missing


1498

leaf=-0.164505


872->1498


no


479

DER_mass_transverse_met_lep<50.4725


243->479


yes, missing


480

DER_mass_MMC<148.793


243->480


no


481

DER_mass_MMC<289.414


244->481


yes, missing


482

PRI_lep_eta<-0.931


244->482


no


873

leaf=0.0545455


479->873


yes, missing


874

DER_mass_transverse_met_lep<120.098


479->874


no


875

PRI_lep_pt<55.103


480->875


yes, missing


876

PRI_met_phi<-3.0375


480->876


no


1499

leaf=-0.135433


874->1499


yes, missing


1500

leaf=-0.0285714


874->1500


no


1501

leaf=-0.12


875->1501


yes, missing


1502

leaf=0.0666667


875->1502


no


1503

leaf=-0.0666667


876->1503


yes, missing


1504

leaf=-0.172007


876->1504


no


877

DER_mass_vis<171.59


481->877


yes, missing


878

leaf=-0.173333


481->878


no


879

DER_mass_transverse_met_lep<246.864


482->879


yes, missing


880

PRI_tau_pt<118.98


482->880


no


1505

leaf=-0.12


877->1505


yes, missing


1506

leaf=0.0666667


877->1506


no


1507

leaf=0.12


879->1507


yes, missing


1508

leaf=-0


879->1508


no


1509

leaf=-0.1


880->1509


yes, missing


1510

leaf=0.0545455


880->1510


no


123

DER_mass_jet_jet<1413.23


61->123


yes, missing


124

DER_pt_h<9.1185


61->124


no


245

PRI_lep_phi<3.1325


123->245


yes, missing


246

leaf=-0.05


123->246


no


247

leaf=0.05


124->247


yes, missing


248

DER_mass_transverse_met_lep<214.133


124->248


no


483

leaf=-0.195609


245->483


yes, missing


484

DER_mass_transverse_met_lep<89.8485


245->484


no


881

leaf=-0.12


484->881


yes, missing


882

leaf=-0


484->882


no


485

leaf=-0


248->485


yes, missing


486

leaf=-0.17037


248->486


no




















In [53]:



    


correct = xgbc2.predict(trainData.loc[0:100, 'DER_mass_MMC':'PRI_jet_all_pt']) == trainData.loc[0:100, 'Label']
np.sum(correct)/len(correct)



    


















    






/usr/local/lib/python3.5/dist-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.
  if diff:










    
Out[53]:








0.8712871287128713

















In [54]:



    


xgbc2.predict_proba(trainData.loc[0:10, 'DER_mass_MMC':'PRI_jet_all_pt'])



    


















    
Out[54]:








array([[0.41510922, 0.5848908 ],
       [0.838801  , 0.16119897],
       [0.9724475 , 0.02755247],
       [0.90415955, 0.09584044],
       [0.98451626, 0.01548374],
       [0.94050723, 0.05949274],
       [0.35527062, 0.6447294 ],
       [0.08609939, 0.9139006 ],
       [0.85850877, 0.14149123],
       [0.1633398 , 0.8366602 ],
       [0.9640101 , 0.03598986]], dtype=float32)

















In [76]:



    


xgbc3 = xgb.XGBClassifier(max_depth=20)
xgbc3.fit(X, y)
correct = xgbc3.predict(trainData.loc[0:100, 'DER_mass_MMC':'PRI_jet_all_pt']) == trainData.loc[0:100, 'Label']
np.sum(correct)/len(correct)



    


















    






/usr/local/lib/python3.5/dist-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.
  if diff:










    
Out[76]:








1.0

















In [89]:



    


import math
def AMS(y):
    b, s = y[0], y[1]
    assert s >= 0
    assert b >= 0
    bReg = 10.
    return math.sqrt(2 * ((s + b + bReg) * 
                          math.log(1 + s / (b + bReg)) - s))



    











In [98]:



    


xgbc3.predict_proba(trainData.loc[0:9, 'DER_mass_MMC':'PRI_jet_all_pt'])



    


















    
Out[98]:








array([[0.08023632, 0.9197637 ],
       [0.97143394, 0.02856608],
       [0.99006224, 0.00993778],
       [0.96714103, 0.03285896],
       [0.99547076, 0.00452922],
       [0.9934568 , 0.00654322],
       [0.05691648, 0.9430835 ],
       [0.03037059, 0.9696294 ],
       [0.9690122 , 0.03098778],
       [0.03955019, 0.9604498 ]], dtype=float32)

















In [99]:



    


xgbc3.predict(trainData.loc[0:9, 'DER_mass_MMC':'PRI_jet_all_pt'])



    


















    






/usr/local/lib/python3.5/dist-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.
  if diff:










    
Out[99]:








array(['s', 'b', 'b', 'b', 'b', 'b', 's', 's', 'b', 's'], dtype=object)

















In [114]:



    


arr = np.apply_along_axis(AMS, 1, xgbc3.predict_proba(trainData.loc[0:9, 'DER_mass_MMC':'PRI_jet_all_pt']))



    











In [115]:



    


arg = np.argsort(arr)



    











In [116]:



    


arr



    


















    
Out[116]:








array([0.28544893, 0.00862046, 0.00299725, 0.00991723, 0.0013658 ,
       0.00197325, 0.29290896, 0.30141515, 0.00935196, 0.29847199])

















In [117]:



    


arg



    


















    
Out[117]:








array([4, 5, 2, 1, 8, 3, 0, 6, 9, 7])

















In [118]:



    


[arr[arg[i]] for i in range(0, 10)]



    


















    
Out[118]:








[0.0013658040380662305,
 0.001973246098099398,
 0.002997251158250363,
 0.00862045894890017,
 0.009351960903985894,
 0.009917233793342643,
 0.2854489314416437,
 0.2929089579181195,
 0.298471992329502,
 0.30141515081455705]

















In [119]:



    


np.sort(arr)



    


















    
Out[119]:








array([0.0013658 , 0.00197325, 0.00299725, 0.00862046, 0.00935196,
       0.00991723, 0.28544893, 0.29290896, 0.29847199, 0.30141515])

















In [120]:



    


np.sort(arr) == arr[arg]



    


















    
Out[120]:








array([ True,  True,  True,  True,  True,  True,  True,  True,  True,
        True])

















In [121]:



    


testX = testData.loc[:, 'DER_mass_MMC':'PRI_jet_all_pt']



    











In [122]:



    


testAMS = np.apply_along_axis(AMS, 1, xgbc3.predict_proba(testX))



    











In [123]:



    


testY = xgbc3.predict(testX)



    


















    






/usr/local/lib/python3.5/dist-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.
  if diff:

















In [129]:



    


testEventId = testData.loc[:, 'EventId']
len(testEventId)



    


















    
Out[129]:








550000

















In [130]:



    


testAMSArgSort = np.argsort(testAMS)
len(testAMSArgSort)



    


















    
Out[130]:








550000

















In [132]:



    


# https://www.kaggle.com/c/higgs-boson#evaluation
submission = pd.DataFrame({
    'EventId': testEventId[testAMSArgSort],
    'RankOrder': np.arange(1, 550001, dtype=int),
    'Class': testY[testAMSArgSort]
})



    











In [141]:



    


submission.to_csv('higgs_data/submission.csv', sep=',', encoding='utf-8', index=False, columns=['EventId','RankOrder','Class'
])



    











In [138]:



    


submission.head()



    


















    
Out[138]:











  
    

      
      Class
      EventId
      RankOrder
    

  
  
    

      187994
      b
      537994
      1
    

    

      530627
      b
      880627
      2
    

    

      348227
      b
      698227
      3
    

    

      336511
      b
      686511
      4
    

    

      337778
      b
      687778
      5
    

  




















In [146]:



    


tmp = (trainData.loc[:, 'Label'] == 's') + 0



    











In [147]:



    


tmp.head()



    


















    
Out[147]:








0    1
1    0
2    0
3    0
4    0
Name: Label, dtype: int64

















In [151]:



    


positive = trainData.loc[:, 'Label'] == 's'
negative = trainData.loc[:, 'Label'] == 'b'



    











In [158]:



    


scale_pos_weight = np.sum(trainData.loc[negative, 'Weight']) / np.sum(trainData.loc[positive, 'Weight'])
scale_pos_weight



    


















    
Out[158]:








593.9401931492315

















In [161]:



    


# Use parameters from https://github.com/hetong007/higgsml/blob/master/python/higgs-pset.py
# See https://xgboost.readthedocs.io/en/latest/parameter.html
# features = ['E_inv', 'E_tri', 'm_tri', 'm_inv', 'pts', 'p_x', 'p_y', 'p_z']
X,y = trainData.loc[:, 'DER_mass_MMC':'PRI_jet_all_pt'], ((trainData.loc[:, 'Label'] == 's') + 0)
xgbc4 = xgb.XGBClassifier(max_depth=9, learning_rate=0.01, gamma=0.1, min_child_weight=100, colsample_bytree=0.5)
xgbc4.fit(X, y, eval_metric='auc')
correct = xgbc4.predict(trainData.loc[0:100, 'DER_mass_MMC':'PRI_jet_all_pt']) == ((trainData.loc[0:100, 'Label'] == 's') + 0)
np.sum(correct)/len(correct)



    


















    






/usr/local/lib/python3.5/dist-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.
  if diff:










    
Out[161]:








0.8217821782178217

















In [162]:



    


testAMS = np.apply_along_axis(AMS, 1, xgbc4.predict_proba(testX))
testY = xgbc4.predict(testX)
testEventId = testData.loc[:, 'EventId']
testAMSArgSort = np.argsort(testAMS)
# https://www.kaggle.com/c/higgs-boson#evaluation
submission = pd.DataFrame({
    'EventId': testEventId[testAMSArgSort],
    'RankOrder': np.arange(1, 550001, dtype=int),
    'Class': testY[testAMSArgSort]
})
submission.to_csv('higgs_data/submission.csv', sep=',', encoding='utf-8', index=False, columns=['EventId','RankOrder','Class'
])
submission.head()



    


















    






/usr/local/lib/python3.5/dist-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.
  if diff:










    
Out[162]:











  
    

      
      Class
      EventId
      RankOrder
    

  
  
    

      440416
      0
      790416
      1
    

    

      494849
      0
      844849
      2
    

    

      336511
      0
      686511
      3
    

    

      313021
      0
      663021
      4
    

    

      513181
      0
      863181
      5
    

  




















In [164]:



    


# Use parameters from https://github.com/hetong007/higgsml/blob/master/python/higgs-pset.py
# See https://xgboost.readthedocs.io/en/latest/parameter.html
# features = ['E_inv', 'E_tri', 'm_tri', 'm_inv', 'pts', 'p_x', 'p_y', 'p_z']
X,y = trainData.loc[:, 'DER_mass_MMC':'PRI_jet_all_pt'], trainData.loc[:, 'Label']
xgbc4 = xgb.XGBClassifier(max_depth=9, learning_rate=0.01, gamma=0.1, min_child_weight=100, colsample_bytree=0.5)
xgbc4.fit(X, y, eval_metric='auc')
correct = xgbc4.predict(trainData.loc[:, 'DER_mass_MMC':'PRI_jet_all_pt']) == trainData.loc[:, 'Label']
print(np.sum(correct)/len(correct))
testAMS = np.apply_along_axis(AMS, 1, xgbc4.predict_proba(testX))
testY = xgbc4.predict(testX)
testEventId = testData.loc[:, 'EventId']
testAMSArgSort = np.argsort(testAMS)
# https://www.kaggle.com/c/higgs-boson#evaluation
submission = pd.DataFrame({
    'EventId': testEventId[testAMSArgSort],
    'RankOrder': np.arange(1, 550001, dtype=int),
    'Class': testY[testAMSArgSort]
})
submission.to_csv('higgs_data/submission.csv', sep=',', encoding='utf-8', index=False, columns=['EventId','RankOrder','Class'
])
submission.head()



    


















    






/usr/local/lib/python3.5/dist-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.
  if diff:










    






0.837372










    






/usr/local/lib/python3.5/dist-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.
  if diff:










    
Out[164]:











  
    

      
      Class
      EventId
      RankOrder
    

  
  
    

      440416
      b
      790416
      1
    

    

      494849
      b
      844849
      2
    

    

      336511
      b
      686511
      3
    

    

      313021
      b
      663021
      4
    

    

      513181
      b
      863181
      5
    

  




















In [ ]:

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