PS D:\Acads\sem6\ML\assignments\assignment-1-ShrutiKatpara\assignment-1> python usage.py
################### RIRO ###################
feature:0 split value:0.312816
feature:3 split value:-0.701458
feature:3 split value:-1.126959
feature:0 split value:-0.850009
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feature:0 split value:-0.850009
feature:0 split value:-0.471296
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feature:0 split value:-0.471296
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feature:3 split value:-1.126959
feature:0 split value:-0.581997
feature:0 split value:-1.008539
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feature:0 split value:-1.008539
1.8657745111447566
feature:0 split value:-0.581997
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feature:3 split value:-0.701458
feature:3 split value:0.264126
feature:4 split value:-0.341901
feature:0 split value:-0.061297
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feature:0 split value:-0.061297
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feature:4 split value:-0.341901
feature:1 split value:1.443178
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feature:0 split value:-0.982636
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feature:0 split value:-0.982636
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feature:0 split value:-0.195417
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feature:0 split value:0.169191
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feature:1 split value:1.443178
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feature:3 split value:0.264126
feature:2 split value:-0.501037
feature:0 split value:-0.624558
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feature:0 split value:-0.624558
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feature:2 split value:-0.501037
feature:0 split value:-1.319308
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feature:0 split value:-1.319308
0.6565536086338297
feature:0 split value:0.312816
feature:4 split value:-0.1543
feature:4 split value:-0.523929
feature:2 split value:-0.075737
feature:4 split value:-1.733045
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feature:4 split value:-1.733045
feature:0 split value:1.1442
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feature:0 split value:1.1442
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feature:2 split value:-0.075737
feature:0 split value:1.410944
feature:0 split value:0.858818
0.9633761292443218
feature:0 split value:0.858818
-0.8206823183517105
feature:0 split value:1.410944
0.29307247329868125
feature:4 split value:-0.523929
feature:0 split value:1.343585
0.25049285034587654
feature:0 split value:1.343585
0.8271832490360238
feature:4 split value:-0.1543
feature:0 split value:0.786427
feature:1 split value:0.750552
feature:0 split value:0.552953
-0.9746816702273214
feature:0 split value:0.552953
2.720169166589619
feature:1 split value:0.750552
-0.8158102849654383
feature:0 split value:0.786427
feature:0 split value:0.861156
0.27669079933001905
feature:0 split value:0.861156
0.787084603742452
Criteria : information_gain
RMSE: 0.0
MAE: 0.0
feature:0 split value:0.312816
feature:3 split value:-0.701458
feature:3 split value:-1.126959
feature:0 split value:-0.850009
0.4738329209117875
feature:0 split value:-0.850009
feature:0 split value:-0.471296
1.158595579007404
feature:0 split value:-0.471296
-0.6800247215784908
feature:3 split value:-1.126959
feature:0 split value:-0.581997
feature:0 split value:-1.008539
-0.8895144296255233
feature:0 split value:-1.008539
1.8657745111447566
feature:0 split value:-0.581997
0.23225369716100355
feature:3 split value:-0.701458
feature:3 split value:0.264126
feature:4 split value:-0.341901
feature:0 split value:-0.061297
0.82206015999449
feature:0 split value:-0.061297
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feature:4 split value:-0.341901
feature:1 split value:1.443178
feature:0 split value:0.169191
feature:0 split value:-0.195417
feature:0 split value:-0.982636
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feature:0 split value:-0.982636
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feature:0 split value:-0.195417
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feature:0 split value:0.169191
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feature:1 split value:1.443178
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feature:3 split value:0.264126
feature:2 split value:-0.501037
feature:0 split value:-0.624558
0.01300189187790702
feature:0 split value:-0.624558
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feature:2 split value:-0.501037
feature:0 split value:-1.319308
-0.0771017094141042
feature:0 split value:-1.319308
0.6565536086338297
feature:0 split value:0.312816
feature:4 split value:-0.1543
feature:4 split value:-0.523929
feature:2 split value:-0.075737
feature:4 split value:-1.733045
0.4127809269364983
feature:4 split value:-1.733045
feature:0 split value:1.1442
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feature:0 split value:1.1442
1.4535340771573169
feature:2 split value:-0.075737
feature:0 split value:1.410944
feature:0 split value:0.858818
0.9633761292443218
feature:0 split value:0.858818
-0.8206823183517105
feature:0 split value:1.410944
0.29307247329868125
feature:4 split value:-0.523929
feature:0 split value:1.343585
0.25049285034587654
feature:0 split value:1.343585
0.8271832490360238
feature:4 split value:-0.1543
feature:0 split value:0.786427
feature:1 split value:0.750552
feature:0 split value:0.552953
-0.9746816702273214
feature:0 split value:0.552953
2.720169166589619
feature:1 split value:0.750552
-0.8158102849654383
feature:0 split value:0.786427
feature:0 split value:0.861156
0.27669079933001905
feature:0 split value:0.861156
0.787084603742452
Criteria : gini_index
RMSE: 0.0
MAE: 0.0
################### RIDO ###################
feature:2 split value:-0.70032
feature:3 split value:1.011922
feature:4 split value:1.197446
feature:0 split value:-0.564261
2
feature:0 split value:-0.564261
feature:0 split value:0.563495
feature:0 split value:-0.234563
feature:0 split value:-0.297622
1
feature:0 split value:-0.297622
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feature:0 split value:-0.234563
feature:0 split value:0.177559
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feature:0 split value:0.177559
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feature:0 split value:0.563495
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feature:4 split value:1.197446
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feature:3 split value:1.011922
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feature:2 split value:-0.70032
feature:0 split value:-2.046467
0
feature:0 split value:-2.046467
feature:2 split value:2.045925
feature:2 split value:0.805404
feature:0 split value:0.916475
feature:1 split value:-0.1747
feature:1 split value:-1.00416
feature:0 split value:-0.822022
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feature:0 split value:-0.822022
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feature:1 split value:-1.00416
feature:0 split value:0.003633
1
feature:0 split value:0.003633
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feature:1 split value:-0.1747
feature:3 split value:-0.536604
2
feature:3 split value:-0.536604
feature:0 split value:-0.977693
4
feature:0 split value:-0.977693
feature:0 split value:-0.173089
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feature:0 split value:-0.173089
feature:0 split value:0.029688
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feature:0 split value:0.029688
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feature:0 split value:0.916475
feature:0 split value:1.067951
0
feature:0 split value:1.067951
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feature:0 split value:1.212746
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feature:0 split value:1.406255
feature:0 split value:1.555702
2
feature:0 split value:1.555702
1
feature:2 split value:0.805404
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feature:2 split value:2.045925
0
Criteria : information_gain
Accuracy: 96.66666666666667
Precision: 100.0
Recall: 100.0
Precision: 100.0
Recall: 100.0
Precision: 100.0
Recall: 100.0
Precision: 83.33333333333334
Recall: 100.0
Precision: 100.0
Recall: 83.33333333333334
feature:3 split value:0.679274
feature:1 split value:0.646479
feature:1 split value:-0.304254
feature:3 split value:0.060701
feature:0 split value:0.544495
feature:4 split value:0.382799
feature:4 split value:0.315434
feature:4 split value:-0.141851
feature:4 split value:-1.023284
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feature:4 split value:-1.023284
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feature:4 split value:-0.141851
0
feature:4 split value:0.315434
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feature:4 split value:0.382799
1
feature:0 split value:0.544495
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feature:4 split value:-1.157543
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feature:4 split value:-1.157543
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feature:4 split value:-0.435587
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feature:4 split value:-0.185578
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feature:4 split value:0.313162
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feature:3 split value:0.060701
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feature:1 split value:-0.304254
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feature:0 split value:-0.298628
feature:4 split value:0.057281
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feature:4 split value:-0.715058
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feature:4 split value:0.057281
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feature:0 split value:-0.298628
feature:4 split value:0.51421
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feature:4 split value:-0.016425
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feature:4 split value:0.51421
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feature:4 split value:0.918314
feature:4 split value:1.638493
1
feature:4 split value:1.638493
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feature:1 split value:0.646479
feature:4 split value:0.77045
feature:4 split value:-0.503597
feature:4 split value:-1.116007
feature:4 split value:-1.452105
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feature:4 split value:-1.452105
0
feature:4 split value:-1.116007
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feature:4 split value:-0.503597
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feature:4 split value:0.77045
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feature:3 split value:0.679274
feature:4 split value:1.350529
feature:4 split value:0.913215
feature:4 split value:0.367715
feature:4 split value:-0.035801
feature:4 split value:-0.902305
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feature:4 split value:-0.902305
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feature:4 split value:-0.035801
0
feature:4 split value:0.367715
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feature:4 split value:0.913215
1
feature:4 split value:1.350529
1
Criteria : gini_index
Accuracy: 100.0
Precision: 100.0
Recall: 100.0
Precision: 100.0
Recall: 100.0
Precision: 100.0
Recall: 100.0
Precision: 100.0
Recall: 100.0
Precision: 100.0
Recall: 100.0
################### DIDO ###################
feature:2
feat_value:1
feature:4
feat_value:2
2
feat_value:1
feature:1
feat_value:4
0
feat_value:1
0
feat_value:0
3
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feature:0
feat_value:3
2
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feat_value:4
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feat_value:3
feature:0
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1
feat_value:1
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feat_value:4
feature:3
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feat_value:2
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1
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0
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4
feat_value:0
feature:0
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feat_value:3
4
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feature:0
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feat_value:4
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feat_value:3
feature:0
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1
feat_value:1
1
feat_value:0
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feature:1
feat_value:3
3
feat_value:0
0
feat_value:4
4
feat_value:1
feature:1
feat_value:3
4
feat_value:1
0
feat_value:0
1
Criteria : information_gain
Accuracy: 100.0
Precision: 100.0
Recall: 100.0
Precision: 100.0
Recall: 100.0
Precision: 100.0
Recall: 100.0
Precision: 100.0
Recall: 100.0
Precision: 100.0
Recall: 100.0
feature:1
feat_value:3
feature:2
feat_value:1
feature:0
feat_value:2
2
feat_value:3
1
feat_value:4
0
feat_value:0
feature:3
feat_value:4
feature:0
feat_value:3
3
feat_value:1
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feat_value:2
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feat_value:4
feature:0
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feat_value:3
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feat_value:2
feature:2
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0
feat_value:4
1
feat_value:1
feature:4
feat_value:3
feature:2
feat_value:3
1
feat_value:1
2
feat_value:0
feature:2
feat_value:4
feature:0
feat_value:1
feature:3
feat_value:2
1
feat_value:1
0
feat_value:1
feature:0
feat_value:1
0
feat_value:2
3
feat_value:0
feature:4
feat_value:2
feature:0
feat_value:3
0
feat_value:0
1
feat_value:2
4
feat_value:1
feature:2
feat_value:1
feature:0
feat_value:2
0
feat_value:3
1
feat_value:4
feature:0
feat_value:4
feature:4
feat_value:0
feature:3
feat_value:1
0
feat_value:0
2
feat_value:2
4
feat_value:3
1
feat_value:0
0
feat_value:2
feature:3
feat_value:3
feature:0
feat_value:3
2
feat_value:4
4
feat_value:2
feature:4
feat_value:2
feature:0
feat_value:4
0
feat_value:2
1
Criteria : gini_index
Accuracy: 100.0
Precision: 100.0
Recall: 100.0
Precision: 100.0
Recall: 100.0
Precision: 100.0
Recall: 100.0
Precision: 100.0
Recall: 100.0
Precision: 100.0
Recall: 100.0
################### DIRO ###################
feature:4
feat_value:2
feature:0
feat_value:2
feature:1
feat_value:2
0.9074947684172557
feat_value:3
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feat_value:1
feature:1
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feat_value:2
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feat_value:4
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feat_value:0
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feat_value:2
feature:0
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feat_value:1
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feat_value:4
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feat_value:1
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feat_value:3
feature:0
feat_value:2
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feat_value:3
feature:1
feat_value:4
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feat_value:1
0.22962793016365324
feat_value:1
-0.28310900123525357
feat_value:4
-0.39093856966522517
feat_value:4
feature:2
feat_value:0
0.13256606796478587
feat_value:3
feature:0
feat_value:2
-0.9282694514164505
feat_value:3
-0.810775919892985
feat_value:4
-1.8925459853039637
feat_value:2
feature:0
feat_value:0
-0.8820273412074283
feat_value:3
-0.046420370741399854
feat_value:1
-0.6704315670462594
feat_value:1
feature:0
feat_value:2
0.5467793541652396
feat_value:3
-0.26863605838730287
feat_value:1
-0.09475337357840248
feat_value:4
0.8622630247968789
feat_value:0
0.6525346937594791
Criteria : information_gain
RMSE: 0.0
MAE: 0.0
feature:4
feat_value:2
feature:0
feat_value:2
feature:1
feat_value:2
0.9074947684172557
feat_value:3
1.0402059282236624
feat_value:1
feature:1
feat_value:1
1.865003233997474
feat_value:2
1.731320579909177
feat_value:3
0.8204824382712258
feat_value:4
0.5943688089231695
feat_value:0
-0.1524713551050962
feat_value:0
feature:2
feat_value:0
0.035894549767699735
feat_value:3
0.15736150129029647
feat_value:2
feature:0
feat_value:0
-0.37829288353702933
feat_value:1
-0.7425143508569407
feat_value:4
-1.16889626574172
feat_value:1
-0.329914735133474
feat_value:3
feature:0
feat_value:2
1.103713869390598
feat_value:3
feature:1
feat_value:4
-0.2662375321614578
feat_value:1
0.22962793016365324
feat_value:1
-0.28310900123525357
feat_value:4
-0.39093856966522517
feat_value:4
feature:2
feat_value:0
0.13256606796478587
feat_value:3
feature:0
feat_value:2
-0.9282694514164505
feat_value:3
-0.810775919892985
feat_value:4
-1.8925459853039637
feat_value:2
feature:0
feat_value:0
-0.8820273412074283
feat_value:3
-0.046420370741399854
feat_value:1
-0.6704315670462594
feat_value:1
feature:0
feat_value:2
0.5467793541652396
feat_value:3
-0.26863605838730287
feat_value:1
-0.09475337357840248
feat_value:4
0.8622630247968789
feat_value:0
0.6525346937594791
Criteria : gini_index
RMSE: 0.0
MAE: 0.0