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Edit and run 





In [3]:



    


from ELO import ELO
import pandas as pd



    











In [4]:



    


schedule = pd.read_csv('schedule.csv')
schedule



    


















    
Out[4]:










  
    

      
      Game_ID
      Date
      Home Team
      Home ID
      Away Team
      Away ID
      Home Team Score
      Away Team Score
      Home EFG
      Home TOV
      Home ORB
      Home FTFGA
      Away EFG
      Away TOV
      Away ORB
      Away FTFGA
      Home Team Win
      h_dunk_score
      a_dunk_score
      h_dunk_win
    

  
  
    

      0
      21400001
      2014-10-28 00:00:00
      ORL
      1610612753
      NOP
      1610612740
      84
      101
      0.405
      0.189
      0.308
      0.250
      0.426
      0.092
      0.394
      0.307
      0
      3.0
      8.0
      0.0
    

    

      1
      21400002
      2014-10-28 00:00:00
      DAL
      1610612742
      SAS
      1610612759
      100
      101
      0.538
      0.114
      0.237
      0.244
      0.629
      0.236
      0.273
      0.229
      0
      0.0
      -1.0
      1.0
    

    

      2
      21400003
      2014-10-28 00:00:00
      HOU
      1610612745
      LAL
      1610612747
      108
      90
      0.507
      0.147
      0.359
      0.685
      0.373
      0.132
      0.250
      0.494
      1
      2.0
      1.0
      1.0
    

    

      3
      21400004
      2014-10-29 00:00:00
      MIL
      1610612749
      CHA
      1610612766
      106
      108
      0.531
      0.146
      0.079
      0.300
      0.436
      0.116
      0.319
      0.287
      0
      3.0
      5.0
      0.0
    

    

      4
      21400005
      2014-10-29 00:00:00
      PHI
      1610612755
      IND
      1610612754
      91
      103
      0.416
      0.112
      0.294
      0.337
      0.519
      0.185
      0.341
      0.346
      0
      5.0
      2.0
      1.0
    

    

      5
      21400006
      2014-10-29 00:00:00
      BKN
      1610612751
      BOS
      1610612738
      105
      121
      0.531
      0.203
      0.257
      0.325
      0.602
      0.127
      0.231
      0.261
      0
      2.0
      4.0
      0.0
    

    

      6
      21400007
      2014-10-29 00:00:00
      WAS
      1610612764
      MIA
      1610612748
      95
      107
      0.520
      0.151
      0.179
      0.320
      0.537
      0.150
      0.293
      0.284
      0
      0.0
      1.0
      0.0
    

    

      7
      21400008
      2014-10-29 00:00:00
      ATL
      1610612737
      TOR
      1610612761
      102
      109
      0.581
      0.197
      0.238
      0.213
      0.456
      0.102
      0.333
      0.367
      0
      0.0
      3.0
      0.0
    

    

      8
      21400009
      2014-10-29 00:00:00
      MIN
      1610612750
      MEM
      1610612763
      101
      105
      0.488
      0.230
      0.452
      0.267
      0.549
      0.174
      0.263
      0.244
      0
      2.0
      2.0
      0.0
    

    

      9
      21400010
      2014-10-29 00:00:00
      CHI
      1610612741
      NYK
      1610612752
      104
      80
      0.556
      0.168
      0.294
      0.423
      0.382
      0.133
      0.275
      0.200
      1
      3.0
      5.0
      0.0
    

    

      10
      21400011
      2014-10-29 00:00:00
      DET
      1610612765
      DEN
      1610612743
      79
      89
      0.405
      0.159
      0.178
      0.226
      0.388
      0.151
      0.275
      0.365
      0
      1.0
      2.0
      0.0
    

    

      11
      21400012
      2014-10-29 00:00:00
      HOU
      1610612745
      UTA
      1610612762
      104
      93
      0.610
      0.193
      0.276
      0.182
      0.488
      0.156
      0.325
      0.210
      1
      4.0
      3.0
      1.0
    

    

      12
      21400013
      2014-10-29 00:00:00
      LAL
      1610612747
      PHX
      1610612756
      99
      119
      0.453
      0.150
      0.279
      0.291
      0.646
      0.147
      0.257
      0.220
      0
      1.0
      2.0
      0.0
    

    

      13
      21400014
      2014-10-29 00:00:00
      GSW
      1610612744
      SAC
      1610612758
      95
      77
      0.480
      0.211
      0.167
      0.427
      0.327
      0.256
      0.288
      0.449
      1
      5.0
      3.0
      1.0
    

    

      14
      21400015
      2014-10-29 00:00:00
      OKC
      1610612760
      POR
      1610612757
      89
      106
      0.420
      0.161
      0.326
      0.321
      0.511
      0.107
      0.310
      0.253
      0
      2.0
      1.0
      1.0
    

    

      15
      21400016
      2014-10-30 00:00:00
      WAS
      1610612764
      ORL
      1610612753
      105
      98
      0.531
      0.123
      0.167
      0.325
      0.556
      0.185
      0.088
      0.333
      1
      0.0
      0.0
      0.0
    

    

      16
      21400017
      2014-10-30 00:00:00
      DET
      1610612765
      MIN
      1610612750
      91
      97
      0.456
      0.127
      0.298
      0.143
      0.513
      0.133
      0.238
      0.368
      0
      1.0
      0.0
      1.0
    

    

      17
      21400018
      2014-10-30 00:00:00
      NYK
      1610612752
      CLE
      1610612739
      95
      90
      0.580
      0.209
      0.290
      0.261
      0.521
      0.219
      0.297
      0.286
      1
      2.0
      1.0
      1.0
    

    

      18
      21400019
      2014-10-30 00:00:00
      UTA
      1610612762
      DAL
      1610612742
      102
      120
      0.518
      0.174
      0.326
      0.217
      0.600
      0.099
      0.342
      0.271
      0
      2.0
      2.0
      0.0
    

    

      19
      21400020
      2014-10-30 00:00:00
      OKC
      1610612760
      LAC
      1610612746
      90
      93
      0.477
      0.273
      0.296
      0.523
      0.431
      0.125
      0.264
      0.287
      0
      3.0
      -1.0
      1.0
    

    

      20
      21400021
      2014-10-31 00:00:00
      MEM
      1610612763
      IND
      1610612754
      97
      89
      0.487
      0.101
      0.239
      0.342
      0.514
      0.204
      0.275
      0.216
      1
      0.0
      2.0
      0.0
    

    

      21
      21400022
      2014-10-31 00:00:00
      CLE
      1610612739
      CHI
      1610612741
      114
      108
      0.409
      0.109
      0.392
      0.317
      0.528
      0.188
      0.256
      0.189
      1
      4.0
      3.0
      1.0
    

    

      22
      21400023
      2014-10-31 00:00:00
      PHI
      1610612755
      MIL
      1610612749
      81
      93
      0.401
      0.177
      0.231
      0.256
      0.460
      0.203
      0.333
      0.239
      0
      6.0
      4.0
      1.0
    

    

      23
      21400024
      2014-10-31 00:00:00
      SAS
      1610612759
      PHX
      1610612756
      89
      94
      0.462
      0.135
      0.116
      0.295
      0.414
      0.075
      0.231
      0.299
      0
      0.0
      3.0
      0.0
    

    

      24
      21400025
      2014-10-31 00:00:00
      POR
      1610612757
      SAC
      1610612758
      94
      103
      0.464
      0.119
      0.222
      0.229
      0.444
      0.108
      0.333
      0.432
      0
      2.0
      1.0
      1.0
    

    

      25
      21400026
      2014-10-31 00:00:00
      LAC
      1610612746
      LAL
      1610612747
      118
      111
      0.563
      0.151
      0.162
      0.620
      0.555
      0.141
      0.231
      0.341
      1
      5.0
      3.0
      1.0
    

    

      26
      21400027
      2014-11-01 00:00:00
      DAL
      1610612742
      NOP
      1610612740
      109
      104
      0.551
      0.122
      0.250
      0.213
      0.466
      0.130
      0.298
      0.315
      1
      5.0
      6.0
      0.0
    

    

      27
      21400028
      2014-11-01 00:00:00
      MEM
      1610612763
      CHA
      1610612766
      71
      69
      0.381
      0.198
      0.188
      0.163
      0.389
      0.211
      0.122
      0.250
      1
      2.0
      3.0
      0.0
    

    

      28
      21400029
      2014-11-01 00:00:00
      TOR
      1610612761
      ORL
      1610612753
      108
      95
      0.422
      0.092
      0.326
      0.578
      0.512
      0.145
      0.205
      0.296
      1
      1.0
      1.0
      0.0
    

    

      29
      21400030
      2014-11-01 00:00:00
      MIA
      1610612748
      PHI
      1610612755
      114
      96
      0.566
      0.156
      0.214
      0.349
      0.575
      0.251
      0.133
      0.388
      1
      2.0
      2.0
      0.0
    

    

      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
    

    

      1201
      21401201
      2015-04-12 00:00:00
      DAL
      1610612742
      LAL
      1610612747
      120
      106
      0.602
      0.121
      0.184
      0.313
      0.494
      0.146
      0.146
      0.462
      1
      7.0
      4.0
      1.0
    

    

      1202
      21401202
      2015-04-13 00:00:00
      HOU
      1610612745
      CHA
      1610612766
      100
      90
      0.465
      0.122
      0.217
      0.306
      0.488
      0.152
      0.152
      0.205
      1
      3.0
      4.0
      0.0
    

    

      1203
      21401203
      2015-04-13 00:00:00
      DET
      1610612765
      CLE
      1610612739
      97
      109
      0.512
      0.087
      0.200
      0.241
      0.606
      0.134
      0.361
      0.141
      0
      3.0
      3.0
      -1.0
    

    

      1204
      21401204
      2015-04-13 00:00:00
      MIL
      1610612749
      PHI
      1610612755
      107
      97
      0.519
      0.191
      0.316
      0.444
      0.432
      0.268
      0.341
      0.420
      1
      5.0
      2.0
      1.0
    

    

      1205
      21401205
      2015-04-13 00:00:00
      NYK
      1610612752
      ATL
      1610612737
      112
      108
      0.643
      0.191
      0.265
      0.247
      0.506
      0.085
      0.286
      0.261
      1
      0.0
      1.0
      0.0
    

    

      1206
      21401206
      2015-04-13 00:00:00
      CHI
      1610612741
      BKN
      1610612751
      113
      86
      0.568
      0.094
      0.231
      0.193
      0.385
      0.106
      0.245
      0.253
      1
      7.0
      0.0
      1.0
    

    

      1207
      21401207
      2015-04-13 00:00:00
      ORL
      1610612753
      MIA
      1610612748
      93
      100
      0.447
      0.085
      0.220
      0.329
      0.488
      0.146
      0.268
      0.277
      0
      0.0
      5.0
      0.0
    

    

      1208
      21401208
      2015-04-13 00:00:00
      NOP
      1610612740
      MIN
      1610612750
      100
      88
      0.476
      0.096
      0.222
      0.286
      0.423
      0.118
      0.216
      0.359
      1
      5.0
      1.0
      1.0
    

    

      1209
      21401209
      2015-04-13 00:00:00
      POR
      1610612757
      OKC
      1610612760
      90
      101
      0.506
      0.134
      0.070
      0.108
      0.427
      0.082
      0.360
      0.281
      0
      2.0
      0.0
      1.0
    

    

      1210
      21401210
      2015-04-13 00:00:00
      DAL
      1610612742
      UTA
      1610612762
      92
      109
      0.470
      0.175
      0.250
      0.280
      0.567
      0.156
      0.293
      0.317
      0
      3.0
      4.0
      0.0
    

    

      1211
      21401211
      2015-04-13 00:00:00
      LAL
      1610612747
      SAC
      1610612758
      92
      102
      0.438
      0.115
      0.321
      0.135
      0.514
      0.108
      0.135
      0.500
      0
      2.0
      2.0
      -1.0
    

    

      1212
      21401212
      2015-04-13 00:00:00
      MEM
      1610612763
      GSW
      1610612744
      107
      111
      0.444
      0.142
      0.353
      0.255
      0.615
      0.208
      0.188
      0.365
      0
      2.0
      -1.0
      1.0
    

    

      1213
      21401213
      2015-04-13 00:00:00
      DEN
      1610612743
      LAC
      1610612746
      103
      110
      0.436
      0.140
      0.424
      0.218
      0.494
      0.150
      0.283
      0.451
      0
      2.0
      1.0
      1.0
    

    

      1214
      21401214
      2015-04-14 00:00:00
      TOR
      1610612761
      BOS
      1610612738
      93
      95
      0.494
      0.196
      0.175
      0.250
      0.414
      0.136
      0.321
      0.152
      0
      1.0
      1.0
      -1.0
    

    

      1215
      21401215
      2015-04-14 00:00:00
      WAS
      1610612764
      IND
      1610612754
      95
      99
      0.389
      0.117
      0.236
      0.163
      0.424
      0.132
      0.233
      0.162
      0
      1.0
      1.0
      -1.0
    

    

      1216
      21401216
      2015-04-14 00:00:00
      LAC
      1610612746
      PHX
      1610612756
      112
      101
      0.569
      0.134
      0.282
      0.207
      0.556
      0.162
      0.250
      0.250
      1
      3.0
      2.0
      1.0
    

    

      1217
      21401228
      2015-04-15 00:00:00
      CHA
      1610612766
      TOR
      1610612761
      87
      92
      0.507
      0.167
      0.229
      0.225
      0.571
      0.130
      0.152
      0.052
      0
      1.0
      2.0
      0.0
    

    

      1218
      21401217
      2015-04-15 00:00:00
      ATL
      1610612737
      CHI
      1610612741
      85
      91
      0.435
      0.150
      0.189
      0.076
      0.448
      0.213
      0.179
      0.338
      0
      0.0
      2.0
      0.0
    

    

      1219
      21401218
      2015-04-15 00:00:00
      POR
      1610612757
      DAL
      1610612742
      98
      114
      0.456
      0.179
      0.222
      0.198
      0.506
      0.152
      0.267
      0.395
      0
      2.0
      0.0
      1.0
    

    

      1220
      21401219
      2015-04-15 00:00:00
      UTA
      1610612762
      HOU
      1610612745
      91
      117
      0.401
      0.136
      0.237
      0.178
      0.618
      0.179
      0.118
      0.447
      0
      5.0
      6.0
      0.0
    

    

      1221
      21401221
      2015-04-15 00:00:00
      BOS
      1610612738
      MIL
      1610612749
      105
      100
      0.571
      0.170
      0.200
      0.165
      0.500
      0.175
      0.348
      0.180
      1
      -1.0
      0.0
      0.0
    

    

      1222
      21401222
      2015-04-15 00:00:00
      OKC
      1610612760
      MIN
      1610612750
      138
      113
      0.611
      0.125
      0.419
      0.326
      0.500
      0.158
      0.333
      0.417
      1
      1.0
      4.0
      0.0
    

    

      1223
      21401223
      2015-04-15 00:00:00
      SAS
      1610612759
      NOP
      1610612740
      103
      108
      0.589
      0.157
      0.125
      0.165
      0.548
      0.094
      0.179
      0.301
      0
      2.0
      3.0
      0.0
    

    

      1224
      21401224
      2015-04-15 00:00:00
      ORL
      1610612753
      BKN
      1610612751
      88
      101
      0.525
      0.185
      0.233
      0.165
      0.544
      0.135
      0.179
      0.288
      0
      1.0
      2.0
      0.0
    

    

      1225
      21401225
      2015-04-15 00:00:00
      WAS
      1610612764
      CLE
      1610612739
      108
      113
      0.474
      0.133
      0.313
      0.216
      0.560
      0.155
      0.239
      0.187
      0
      0.0
      3.0
      0.0
    

    

      1226
      21401226
      2015-04-15 00:00:00
      DET
      1610612765
      NYK
      1610612752
      112
      90
      0.568
      0.137
      0.282
      0.333
      0.474
      0.215
      0.267
      0.351
      1
      0.0
      2.0
      0.0
    

    

      1227
      21401227
      2015-04-15 00:00:00
      MIA
      1610612748
      PHI
      1610612755
      105
      101
      0.506
      0.157
      0.273
      0.225
      0.488
      0.182
      0.302
      0.301
      1
      1.0
      6.0
      0.0
    

    

      1228
      21401220
      2015-04-15 00:00:00
      IND
      1610612754
      MEM
      1610612763
      83
      95
      0.462
      0.154
      0.289
      0.192
      0.487
      0.154
      0.410
      0.342
      0
      2.0
      0.0
      1.0
    

    

      1229
      21401229
      2015-04-15 00:00:00
      DEN
      1610612743
      GSW
      1610612744
      126
      133
      0.578
      0.189
      0.250
      0.434
      0.594
      0.125
      0.311
      0.378
      0
      0.0
      3.0
      0.0
    

    

      1230
      21401230
      2015-04-15 00:00:00
      SAC
      1610612758
      LAL
      1610612747
      122
      99
      0.595
      0.094
      0.167
      0.488
      0.420
      0.144
      0.308
      0.266
      1
      5.0
      1.0
      1.0
    

  



1231 rows × 20 columns



















In [6]:



    


elo = ELO(schedule, 'Date', 'Home Team', 'Away Team', 'Home Team Score', 'Away Team Score')



    











In [19]:



    


elo_scores = elo.create_elo(1500, 20, 100, 'test')
elo_scores



    


















    
Out[19]:










  
    

      
      MIL
      GSW
      MIN
      TOR
      ATL
      BOS
      DET
      NYK
      EST
      WST
      ...
      WAS
      LAL
      PHI
      MEM
      LAC
      SAC
      OKC
      PHX
      IND
      NOP
    

  
  
    

      2014-10-28 00:00:00
      1500
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      1500
      ...
      1500
      1480
      1500
      1500
      1500
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      1500
      1500
      1520
    

    

      2014-10-29 00:00:00
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      2014-11-01 00:00:00
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      2014-11-02 00:00:00
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      ...
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      2014-11-03 00:00:00
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      ...
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      2014-11-04 00:00:00
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      1480
    

    

      2014-11-05 00:00:00
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      2014-11-06 00:00:00
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      2014-11-07 00:00:00
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      ...
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      2014-11-08 00:00:00
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      2014-11-09 00:00:00
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      2014-11-10 00:00:00
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      ...
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      2014-11-11 00:00:00
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      ...
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      2014-11-12 00:00:00
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      ...
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      ...
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      2014-11-14 00:00:00
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      2014-11-15 00:00:00
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      2014-11-16 00:00:00
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      2014-11-17 00:00:00
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      ...
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      2014-11-18 00:00:00
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      2014-11-19 00:00:00
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      2014-11-20 00:00:00
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      2014-11-21 00:00:00
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      2014-11-22 00:00:00
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      2014-11-23 00:00:00
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      2014-11-24 00:00:00
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      2014-11-26 00:00:00
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      ...
      ...
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      ...
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      ...
    

    

      2015-03-17 00:00:00
      1480
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      ...
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      2015-03-18 00:00:00
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      2015-03-19 00:00:00
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      ...
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      1490
      1470
    

    

      2015-03-20 00:00:00
      1480
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      ...
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      2015-03-21 00:00:00
      1480
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      ...
      1520
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      2015-03-22 00:00:00
      1460
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      2015-03-23 00:00:00
      1460
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      1480
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      2015-03-24 00:00:00
      1440
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      2015-03-25 00:00:00
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      2015-03-26 00:00:00
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      2015-04-01 00:00:00
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      2015-04-02 00:00:00
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      2015-04-03 00:00:00
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      2015-04-04 00:00:00
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      2015-04-05 00:00:00
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      2015-04-06 00:00:00
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      2015-04-07 00:00:00
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      2015-04-08 00:00:00
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      2015-04-09 00:00:00
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      2015-04-10 00:00:00
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      2015-04-11 00:00:00
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      2015-04-12 00:00:00
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      2015-04-13 00:00:00
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      2015-04-15 00:00:00
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163 rows × 32 columns



















In [21]:



    


final_elo = elo_scores.ix[len(elo_scores)-1,:]
final_elo



    


















    
Out[21]:








MIL    1500
GSW    1540
MIN    1400
TOR    1550
ATL    1570
BOS    1590
DET    1540
NYK    1370
EST    1480
WST    1520
DEN    1510
DAL    1480
BKN    1450
POR    1490
ORL    1400
MIA    1410
CLE    1520
SAS    1610
CHA    1430
UTA    1510
CHI    1510
HOU    1590
WAS    1500
LAL    1410
PHI    1370
MEM    1560
LAC    1620
SAC    1470
OKC    1540
PHX    1440
IND    1540
NOP    1580
Name: 2015-04-15 00:00:00, dtype: object

















In [ ]:

Content source: mprego/NBA

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