Zipf1 Decay Model with All Treshold Test Data Result Obj Size Ignored

Result

Model Summaries

Promotion Reduced (%)

Miss Ratio Reduced (%)

Model Summaries Plot

Miss Ratio Reduced (%)

Promotion Reduced (%)

Mean Promotion vs Miss Ratio

Cache Size All

Cache Size 0.01

Cache Size 0.1

Cache Size 0.2

Cache Size 0.4

Median Promotion vs Miss Ratio

Cache Size All

Cache Size 0.01

Cache Size 0.1

Cache Size 0.2

Cache Size 0.4

Model Classification Report

LR_7_decay_rtime

0.01

Treshold: 0.3

All

              precision    recall  f1-score   support

           0       0.93      0.55      0.69  28055468
           1       0.62      0.95      0.75  21729815

    accuracy                           0.73  49785283
   macro avg       0.78      0.75      0.72  49785283
weighted avg       0.80      0.73      0.72  49785283

Accuracy: 0.7257623703776074

0-1%

              precision    recall  f1-score   support

           0       0.93      0.56      0.70  27764588
           1       0.57      0.93      0.70  17098553

    accuracy                           0.70  44863141
   macro avg       0.75      0.75      0.70  44863141
weighted avg       0.79      0.70      0.70  44863141

Accuracy: 0.7021582149141096

1-10%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00    287564
           1       0.94      1.00      0.97   4164787

    accuracy                           0.94   4452351
   macro avg       0.47      0.50      0.48   4452351
weighted avg       0.87      0.94      0.90   4452351

Accuracy: 0.9354129986607076

10-20%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00      2455
           1       0.99      1.00      1.00    257616

    accuracy                           0.99    260071
   macro avg       0.50      0.50      0.50    260071
weighted avg       0.98      0.99      0.99    260071

Accuracy: 0.9905602700800935

20-40%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00       659
           1       0.99      1.00      1.00    130568

    accuracy                           0.99    131227
   macro avg       0.50      0.50      0.50    131227
weighted avg       0.99      0.99      0.99    131227

Accuracy: 0.9949781676027037

40-80%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00       169
           1       1.00      1.00      1.00     65234

    accuracy                           1.00     65403
   macro avg       0.50      0.50      0.50     65403
weighted avg       0.99      1.00      1.00     65403

Accuracy: 0.9974160206718347

80-90%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00        15
           1       1.00      1.00      1.00      7371

    accuracy                           1.00      7386
   macro avg       0.50      0.50      0.50      7386
weighted avg       1.00      1.00      1.00      7386

Accuracy: 0.9979691307879772

90-100%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00        18
           1       1.00      1.00      1.00      5686

    accuracy                           1.00      5704
   macro avg       0.50      0.50      0.50      5704
weighted avg       0.99      1.00      1.00      5704

Accuracy: 0.9968443197755961

Treshold: 0.5

All

              precision    recall  f1-score   support

           0       0.87      0.69      0.77  28055468
           1       0.68      0.87      0.76  21729815

    accuracy                           0.77  49785283
   macro avg       0.78      0.78      0.77  49785283
weighted avg       0.79      0.77      0.77  49785283

Accuracy: 0.7663399844488179

              precision    recall  f1-score   support

           0       0.87      0.69      0.77  28055468
           1       0.68      0.87      0.76  21729815

    accuracy                           0.77  49785283
   macro avg       0.78      0.78      0.77  49785283
weighted avg       0.79      0.77      0.77  49785283

Accuracy: 0.7663399643625607

0-1%

              precision    recall  f1-score   support

           0       0.87      0.69      0.77  27764588
           1       0.63      0.83      0.72  17098553

    accuracy                           0.75  44863141
   macro avg       0.75      0.76      0.74  44863141
weighted avg       0.78      0.75      0.75  44863141

Accuracy: 0.7471877860714211

              precision    recall  f1-score   support

           0       0.87      0.69      0.77  27764588
           1       0.63      0.83      0.72  17098553

    accuracy                           0.75  44863141
   macro avg       0.75      0.76      0.74  44863141
weighted avg       0.78      0.75      0.75  44863141

Accuracy: 0.7471877637814079

1-10%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00    287564
           1       0.94      1.00      0.97   4164787

    accuracy                           0.94   4452351
   macro avg       0.47      0.50      0.48   4452351
weighted avg       0.87      0.94      0.90   4452351

Accuracy: 0.9354129986607076

              precision    recall  f1-score   support

           0       0.87      0.69      0.77  28052152
           1       0.68      0.87      0.76  21263340

    accuracy                           0.76  49315492
   macro avg       0.77      0.78      0.76  49315492
weighted avg       0.79      0.76      0.76  49315492

Accuracy: 0.7641813246028246

10-20%

              precision    recall  f1-score   support

           0       0.87      0.69      0.77  28054607
           1       0.68      0.87      0.76  21520956

    accuracy                           0.77  49575563
   macro avg       0.78      0.78      0.77  49575563
weighted avg       0.79      0.77      0.77  49575563

Accuracy: 0.765368897575606

              precision    recall  f1-score   support

           0       0.00      0.00      0.00      2455
           1       0.99      1.00      1.00    257616

    accuracy                           0.99    260071
   macro avg       0.50      0.50      0.50    260071
weighted avg       0.98      0.99      0.99    260071

Accuracy: 0.9905602700800935

20-40%

              precision    recall  f1-score   support

           0       0.87      0.69      0.77  28055266
           1       0.68      0.87      0.76  21651524

    accuracy                           0.77  49706790
   macro avg       0.78      0.78      0.77  49706790
weighted avg       0.79      0.77      0.77  49706790

Accuracy: 0.7659750710114251

              precision    recall  f1-score   support

           0       0.00      0.00      0.00       659
           1       0.99      1.00      1.00    130568

    accuracy                           0.99    131227
   macro avg       0.50      0.50      0.50    131227
weighted avg       0.99      0.99      0.99    131227

Accuracy: 0.9949781676027037

40-80%

              precision    recall  f1-score   support

           0       0.87      0.69      0.77  28055435
           1       0.68      0.87      0.76  21716758

    accuracy                           0.77  49772193
   macro avg       0.78      0.78      0.77  49772193
weighted avg       0.79      0.77      0.77  49772193

Accuracy: 0.7662791952928415

              precision    recall  f1-score   support

           0       0.00      0.00      0.00       169
           1       1.00      1.00      1.00     65234

    accuracy                           1.00     65403
   macro avg       0.50      0.50      0.50     65403
weighted avg       0.99      1.00      1.00     65403

Accuracy: 0.9974160206718347

80-90%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00        15
           1       1.00      1.00      1.00      7371

    accuracy                           1.00      7386
   macro avg       0.50      0.50      0.50      7386
weighted avg       1.00      1.00      1.00      7386

Accuracy: 0.9979691307879772

90-100%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00        18
           1       1.00      1.00      1.00      5686

    accuracy                           1.00      5704
   macro avg       0.50      0.50      0.50      5704
weighted avg       0.99      1.00      1.00      5704

Accuracy: 0.9968443197755961

Treshold: 0.6

All

              precision    recall  f1-score   support

           0       0.83      0.76      0.79  28055468
           1       0.72      0.80      0.76  21729815

    accuracy                           0.78  49785283
   macro avg       0.77      0.78      0.78  49785283
weighted avg       0.78      0.78      0.78  49785283

Accuracy: 0.7768952523580112

0-1%

              precision    recall  f1-score   support

           0       0.83      0.77      0.80  27764588
           1       0.66      0.74      0.70  17098553

    accuracy                           0.76  44863141
   macro avg       0.75      0.76      0.75  44863141
weighted avg       0.77      0.76      0.76  44863141

Accuracy: 0.7589012993985419

1-10%

              precision    recall  f1-score   support

           0       0.17      0.00      0.00    287564
           1       0.94      1.00      0.97   4164787

    accuracy                           0.94   4452351
   macro avg       0.55      0.50      0.48   4452351
weighted avg       0.89      0.94      0.90   4452351

Accuracy: 0.9354112018571761

10-20%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00      2455
           1       0.99      1.00      1.00    257616

    accuracy                           0.99    260071
   macro avg       0.50      0.50      0.50    260071
weighted avg       0.98      0.99      0.99    260071

Accuracy: 0.9905602700800935

20-40%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00       659
           1       0.99      1.00      1.00    130568

    accuracy                           0.99    131227
   macro avg       0.50      0.50      0.50    131227
weighted avg       0.99      0.99      0.99    131227

Accuracy: 0.9949781676027037

40-80%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00       169
           1       1.00      1.00      1.00     65234

    accuracy                           1.00     65403
   macro avg       0.50      0.50      0.50     65403
weighted avg       0.99      1.00      1.00     65403

Accuracy: 0.9974160206718347

80-90%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00        15
           1       1.00      1.00      1.00      7371

    accuracy                           1.00      7386
   macro avg       0.50      0.50      0.50      7386
weighted avg       1.00      1.00      1.00      7386

Accuracy: 0.9979691307879772

90-100%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00        18
           1       1.00      1.00      1.00      5686

    accuracy                           1.00      5704
   macro avg       0.50      0.50      0.50      5704
weighted avg       0.99      1.00      1.00      5704

Accuracy: 0.9968443197755961

Treshold: 0.7

All

              precision    recall  f1-score   support

           0       0.76      0.85      0.81  28055468
           1       0.78      0.66      0.71  21729815

    accuracy                           0.77  49785283
   macro avg       0.77      0.76      0.76  49785283
weighted avg       0.77      0.77      0.77  49785283

Accuracy: 0.7690147307187146

0-1%

              precision    recall  f1-score   support

           0       0.76      0.86      0.81  27764588
           1       0.72      0.57      0.63  17098553

    accuracy                           0.75  44863141
   macro avg       0.74      0.72      0.72  44863141
weighted avg       0.75      0.75      0.74  44863141

Accuracy: 0.7502416070243499

1-10%

              precision    recall  f1-score   support

           0       0.11      0.00      0.00    287564
           1       0.94      1.00      0.97   4164787

    accuracy                           0.93   4452351
   macro avg       0.52      0.50      0.48   4452351
weighted avg       0.88      0.93      0.90   4452351

Accuracy: 0.9345509821665003

10-20%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00      2455
           1       0.99      1.00      1.00    257616

    accuracy                           0.99    260071
   macro avg       0.50      0.50      0.50    260071
weighted avg       0.98      0.99      0.99    260071

Accuracy: 0.9905487347685824

20-40%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00       659
           1       0.99      1.00      1.00    130568

    accuracy                           0.99    131227
   macro avg       0.50      0.50      0.50    131227
weighted avg       0.99      0.99      0.99    131227

Accuracy: 0.9949781676027037

40-80%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00       169
           1       1.00      1.00      1.00     65234

    accuracy                           1.00     65403
   macro avg       0.50      0.50      0.50     65403
weighted avg       0.99      1.00      1.00     65403

Accuracy: 0.9974160206718347

80-90%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00        15
           1       1.00      1.00      1.00      7371

    accuracy                           1.00      7386
   macro avg       0.50      0.50      0.50      7386
weighted avg       1.00      1.00      1.00      7386

Accuracy: 0.9979691307879772

90-100%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00        18
           1       1.00      1.00      1.00      5686

    accuracy                           1.00      5704
   macro avg       0.50      0.50      0.50      5704
weighted avg       0.99      1.00      1.00      5704

Accuracy: 0.9968443197755961

Treshold: 0.8

All

              precision    recall  f1-score   support

           0       0.66      0.96      0.78  28055468
           1       0.87      0.35      0.50  21729815

    accuracy                           0.69  49785283
   macro avg       0.76      0.66      0.64  49785283
weighted avg       0.75      0.69      0.66  49785283

Accuracy: 0.6938841544799494

0-1%

              precision    recall  f1-score   support

           0       0.67      0.97      0.79  27764588
           1       0.79      0.21      0.33  17098553

    accuracy                           0.68  44863141
   macro avg       0.73      0.59      0.56  44863141
weighted avg       0.71      0.68      0.61  44863141

Accuracy: 0.6780533266718887

1-10%

              precision    recall  f1-score   support

           0       0.08      0.16      0.11    287564
           1       0.94      0.87      0.90   4164787

    accuracy                           0.83   4452351
   macro avg       0.51      0.52      0.51   4452351
weighted avg       0.88      0.83      0.85   4452351

Accuracy: 0.8276360062358067

10-20%

              precision    recall  f1-score   support

           0       0.01      0.07      0.02      2455
           1       0.99      0.94      0.97    257616

    accuracy                           0.93    260071
   macro avg       0.50      0.51      0.49    260071
weighted avg       0.98      0.93      0.96    260071

Accuracy: 0.9337411706803143

20-40%

              precision    recall  f1-score   support

           0       0.01      0.06      0.01       659
           1       1.00      0.95      0.97    130568

    accuracy                           0.94    131227
   macro avg       0.50      0.51      0.49    131227
weighted avg       0.99      0.94      0.97    131227

Accuracy: 0.9424661083466055

40-80%

              precision    recall  f1-score   support

           0       0.00      0.09      0.01       169
           1       1.00      0.95      0.97     65234

    accuracy                           0.94     65403
   macro avg       0.50      0.52      0.49     65403
weighted avg       0.99      0.94      0.97     65403

Accuracy: 0.9445744079017782

80-90%

              precision    recall  f1-score   support

           0       0.00      0.07      0.01        15
           1       1.00      0.95      0.97      7371

    accuracy                           0.95      7386
   macro avg       0.50      0.51      0.49      7386
weighted avg       1.00      0.95      0.97      7386

Accuracy: 0.9471974004874086

90-100%

              precision    recall  f1-score   support

           0       0.00      0.06      0.01        18
           1       1.00      0.95      0.97      5686

    accuracy                           0.95      5704
   macro avg       0.50      0.50      0.49      5704
weighted avg       0.99      0.95      0.97      5704

Accuracy: 0.9468793828892006

Treshold: 0.9

All

              precision    recall  f1-score   support

           0       0.56      1.00      0.72  28055468
           1       0.00      0.00      0.00  21729815

    accuracy                           0.56  49785283
   macro avg       0.28      0.50      0.36  49785283
weighted avg       0.32      0.56      0.41  49785283

Accuracy: 0.5635293466143398

0-1%

              precision    recall  f1-score   support

           0       0.62      1.00      0.76  27764588
           1       0.00      0.00      0.00  17098553

    accuracy                           0.62  44863141
   macro avg       0.31      0.50      0.38  44863141
weighted avg       0.38      0.62      0.47  44863141

Accuracy: 0.6188730298665446

1-10%

              precision    recall  f1-score   support

           0       0.06      1.00      0.12    287564
           1       0.00      0.00      0.00   4164787

    accuracy                           0.06   4452351
   macro avg       0.03      0.50      0.06   4452351
weighted avg       0.00      0.06      0.01   4452351

Accuracy: 0.06458700133929243

10-20%

              precision    recall  f1-score   support

           0       0.01      1.00      0.02      2455
           1       0.00      0.00      0.00    257616

    accuracy                           0.01    260071
   macro avg       0.00      0.50      0.01    260071
weighted avg       0.00      0.01      0.00    260071

Accuracy: 0.009439729919906487

20-40%

              precision    recall  f1-score   support

           0       0.01      1.00      0.01       659
           1       0.00      0.00      0.00    130568

    accuracy                           0.01    131227
   macro avg       0.00      0.50      0.00    131227
weighted avg       0.00      0.01      0.00    131227

Accuracy: 0.005021832397296288

40-80%

              precision    recall  f1-score   support

           0       0.00      1.00      0.01       169
           1       0.00      0.00      0.00     65234

    accuracy                           0.00     65403
   macro avg       0.00      0.50      0.00     65403
weighted avg       0.00      0.00      0.00     65403

Accuracy: 0.002583979328165375

80-90%

              precision    recall  f1-score   support

           0       0.00      1.00      0.00        15
           1       0.00      0.00      0.00      7371

    accuracy                           0.00      7386
   macro avg       0.00      0.50      0.00      7386
weighted avg       0.00      0.00      0.00      7386

Accuracy: 0.0020308692120227455

90-100%

              precision    recall  f1-score   support

           0       0.00      1.00      0.01        18
           1       0.00      0.00      0.00      5686

    accuracy                           0.00      5704
   macro avg       0.00      0.50      0.00      5704
weighted avg       0.00      0.00      0.00      5704

Accuracy: 0.003155680224403927

0.1

Treshold: 0.3

All

              precision    recall  f1-score   support

           0       0.93      0.49      0.64  26119367
           1       0.61      0.95      0.74  21615229

    accuracy                           0.70  47734596
   macro avg       0.77      0.72      0.69  47734596
weighted avg       0.78      0.70      0.69  47734596

Accuracy: 0.7020437336476043

0-1%

              precision    recall  f1-score   support

           0       0.98      0.88      0.92  12053010
           1       0.15      0.51      0.23    508421

    accuracy                           0.86  12561431
   macro avg       0.56      0.69      0.58  12561431
weighted avg       0.94      0.86      0.90  12561431

Accuracy: 0.8613169948551244

1-10%

              precision    recall  f1-score   support

           0       0.76      0.17      0.28  13368467
           1       0.55      0.95      0.70  14466820

    accuracy                           0.58  27835287
   macro avg       0.66      0.56      0.49  27835287
weighted avg       0.65      0.58      0.50  27835287

Accuracy: 0.5768599404058596

10-20%

              precision    recall  f1-score   support

           0       0.19      0.00      0.00    503365
           1       0.87      1.00      0.93   3387274

    accuracy                           0.87   3890639
   macro avg       0.53      0.50      0.47   3890639
weighted avg       0.78      0.87      0.81   3890639

Accuracy: 0.8696427502011881

20-40%

              precision    recall  f1-score   support

           0       0.09      0.00      0.00    147488
           1       0.93      1.00      0.96   1970425

    accuracy                           0.93   2117913
   macro avg       0.51      0.50      0.48   2117913
weighted avg       0.87      0.93      0.90   2117913

Accuracy: 0.9300230934887316

40-80%

              precision    recall  f1-score   support

           0       0.04      0.00      0.00     41616
           1       0.96      1.00      0.98   1064279

    accuracy                           0.96   1105895
   macro avg       0.50      0.50      0.49   1105895
weighted avg       0.93      0.96      0.94   1105895

Accuracy: 0.96225952735115

80-90%

              precision    recall  f1-score   support

           0       0.25      0.00      0.00      3093
           1       0.98      1.00      0.99    120943

    accuracy                           0.98    124036
   macro avg       0.61      0.50      0.49    124036
weighted avg       0.96      0.98      0.96    124036

Accuracy: 0.9750475668354349

90-100%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00      2328
           1       0.98      1.00      0.99     97067

    accuracy                           0.98     99395
   macro avg       0.49      0.50      0.49     99395
weighted avg       0.95      0.98      0.96     99395

Accuracy: 0.9765581769706726

Treshold: 0.5

All

              precision    recall  f1-score   support

           0       0.85      0.64      0.73  26119367
           1       0.66      0.87      0.75  21615229

    accuracy                           0.74  47734596
   macro avg       0.76      0.75      0.74  47734596
weighted avg       0.77      0.74      0.74  47734596

Accuracy: 0.7410423668401844

              precision    recall  f1-score   support

           0       0.85      0.64      0.73  26119367
           1       0.66      0.87      0.75  21615229

    accuracy                           0.74  47734596
   macro avg       0.76      0.75      0.74  47734596
weighted avg       0.77      0.74      0.74  47734596

Accuracy: 0.7410423668401844

0-1%

              precision    recall  f1-score   support

           0       0.97      0.95      0.96  12053010
           1       0.19      0.26      0.22    508421

    accuracy                           0.93  12561431
   macro avg       0.58      0.61      0.59  12561431
weighted avg       0.94      0.93      0.93  12561431

Accuracy: 0.9262818065871635

              precision    recall  f1-score   support

           0       0.97      0.95      0.96  12053010
           1       0.19      0.26      0.22    508421

    accuracy                           0.93  12561431
   macro avg       0.58      0.61      0.59  12561431
weighted avg       0.94      0.93      0.93  12561431

Accuracy: 0.9262818065871635

1-10%

              precision    recall  f1-score   support

           0       0.86      0.65      0.74  25421477
           1       0.58      0.82      0.68  14975241

    accuracy                           0.71  40396718
   macro avg       0.72      0.73      0.71  40396718
weighted avg       0.76      0.71      0.72  40396718

Accuracy: 0.7132848019980237

              precision    recall  f1-score   support

           0       0.68      0.38      0.49  13368467
           1       0.59      0.84      0.69  14466820

    accuracy                           0.62  27835287
   macro avg       0.64      0.61      0.59  27835287
weighted avg       0.64      0.62      0.60  27835287

Accuracy: 0.6171641054033321

10-20%

              precision    recall  f1-score   support

           0       0.85      0.64      0.73  25924842
           1       0.63      0.85      0.72  18362515

    accuracy                           0.73  44287357
   macro avg       0.74      0.74      0.73  44287357
weighted avg       0.76      0.73      0.73  44287357

Accuracy: 0.7257807007991016

              precision    recall  f1-score   support

           0       0.17      0.03      0.05    503365
           1       0.87      0.98      0.92   3387274

    accuracy                           0.86   3890639
   macro avg       0.52      0.50      0.49   3890639
weighted avg       0.78      0.86      0.81   3890639

Accuracy: 0.855526303005753

20-40%

              precision    recall  f1-score   support

           0       0.09      0.01      0.02    147488
           1       0.93      0.99      0.96   1970425

    accuracy                           0.92   2117913
   macro avg       0.51      0.50      0.49   2117913
weighted avg       0.87      0.92      0.89   2117913

Accuracy: 0.9222607349782546

40-80%

              precision    recall  f1-score   support

           0       0.85      0.64      0.73  26113946
           1       0.66      0.87      0.75  21397219

    accuracy                           0.74  47511165
   macro avg       0.76      0.75      0.74  47511165
weighted avg       0.77      0.74      0.74  47511165

Accuracy: 0.7399509146955248

              precision    recall  f1-score   support

           0       0.05      0.01      0.01     41616
           1       0.96      1.00      0.98   1064279

    accuracy                           0.96   1105895
   macro avg       0.51      0.50      0.50   1105895
weighted avg       0.93      0.96      0.94   1105895

Accuracy: 0.9582763282228421

80-90%

              precision    recall  f1-score   support

           0       0.03      0.00      0.01      3093
           1       0.98      1.00      0.99    120943

    accuracy                           0.97    124036
   macro avg       0.50      0.50      0.50    124036
weighted avg       0.95      0.97      0.96    124036

Accuracy: 0.9721774323583475

90-100%

              precision    recall  f1-score   support

           0       0.02      0.00      0.00      2328
           1       0.98      1.00      0.99     97067

    accuracy                           0.97     99395
   macro avg       0.50      0.50      0.50     99395
weighted avg       0.95      0.97      0.96     99395

Accuracy: 0.974324664218522

Treshold: 0.6

All

              precision    recall  f1-score   support

           0       0.80      0.72      0.76  26119367
           1       0.70      0.78      0.74  21615229

    accuracy                           0.75  47734596
   macro avg       0.75      0.75      0.75  47734596
weighted avg       0.75      0.75      0.75  47734596

Accuracy: 0.7475041791492275

0-1%

              precision    recall  f1-score   support

           0       0.96      0.98      0.97  12053010
           1       0.22      0.15      0.18    508421

    accuracy                           0.94  12561431
   macro avg       0.59      0.56      0.57  12561431
weighted avg       0.93      0.94      0.94  12561431

Accuracy: 0.9442320703747845

1-10%

              precision    recall  f1-score   support

           0       0.63      0.52      0.57  13368467
           1       0.62      0.72      0.67  14466820

    accuracy                           0.63  27835287
   macro avg       0.63      0.62      0.62  27835287
weighted avg       0.63      0.63      0.62  27835287

Accuracy: 0.6252407959723929

10-20%

              precision    recall  f1-score   support

           0       0.16      0.07      0.10    503365
           1       0.87      0.94      0.91   3387274

    accuracy                           0.83   3890639
   macro avg       0.51      0.51      0.50   3890639
weighted avg       0.78      0.83      0.80   3890639

Accuracy: 0.8300199530205706

20-40%

              precision    recall  f1-score   support

           0       0.09      0.03      0.05    147488
           1       0.93      0.97      0.95   1970425

    accuracy                           0.91   2117913
   macro avg       0.51      0.50      0.50   2117913
weighted avg       0.87      0.91      0.89   2117913

Accuracy: 0.9069602953473538

40-80%

              precision    recall  f1-score   support

           0       0.05      0.02      0.03     41616
           1       0.96      0.99      0.97   1064279

    accuracy                           0.95   1105895
   macro avg       0.51      0.50      0.50   1105895
weighted avg       0.93      0.95      0.94   1105895

Accuracy: 0.9500739220269555

80-90%

              precision    recall  f1-score   support

           0       0.03      0.01      0.02      3093
           1       0.98      0.99      0.98    120943

    accuracy                           0.97    124036
   macro avg       0.50      0.50      0.50    124036
weighted avg       0.95      0.97      0.96    124036

Accuracy: 0.9668967074075269

90-100%

              precision    recall  f1-score   support

           0       0.03      0.01      0.01      2328
           1       0.98      0.99      0.98     97067

    accuracy                           0.97     99395
   macro avg       0.50      0.50      0.50     99395
weighted avg       0.95      0.97      0.96     99395

Accuracy: 0.9695055083253685

Treshold: 0.7

All

              precision    recall  f1-score   support

           0       0.69      0.84      0.76  26119367
           1       0.74      0.54      0.62  21615229

    accuracy                           0.70  47734596
   macro avg       0.71      0.69      0.69  47734596
weighted avg       0.71      0.70      0.70  47734596

Accuracy: 0.7039990869515267

0-1%

              precision    recall  f1-score   support

           0       0.96      0.99      0.98  12053010
           1       0.25      0.06      0.09    508421

    accuracy                           0.95  12561431
   macro avg       0.60      0.52      0.53  12561431
weighted avg       0.93      0.95      0.94  12561431

Accuracy: 0.9548778319922309

1-10%

              precision    recall  f1-score   support

           0       0.56      0.73      0.63  13368467
           1       0.65      0.48      0.55  14466820

    accuracy                           0.60  27835287
   macro avg       0.61      0.60      0.59  27835287
weighted avg       0.61      0.60      0.59  27835287

Accuracy: 0.5969808394646694

10-20%

              precision    recall  f1-score   support

           0       0.15      0.37      0.21    503365
           1       0.88      0.69      0.78   3387274

    accuracy                           0.65   3890639
   macro avg       0.52      0.53      0.50   3890639
weighted avg       0.79      0.65      0.70   3890639

Accuracy: 0.6523319177132599

20-40%

              precision    recall  f1-score   support

           0       0.08      0.33      0.13    147488
           1       0.94      0.73      0.82   1970425

    accuracy                           0.70   2117913
   macro avg       0.51      0.53      0.48   2117913
weighted avg       0.88      0.70      0.77   2117913

Accuracy: 0.7008588171468799

40-80%

              precision    recall  f1-score   support

           0       0.05      0.31      0.08     41616
           1       0.97      0.74      0.84   1064279

    accuracy                           0.73   1105895
   macro avg       0.51      0.53      0.46   1105895
weighted avg       0.93      0.73      0.81   1105895

Accuracy: 0.7286134759629078

80-90%

              precision    recall  f1-score   support

           0       0.03      0.31      0.06      3093
           1       0.98      0.75      0.85    120943

    accuracy                           0.74    124036
   macro avg       0.50      0.53      0.45    124036
weighted avg       0.95      0.74      0.83    124036

Accuracy: 0.7386000838466251

90-100%

              precision    recall  f1-score   support

           0       0.03      0.29      0.05      2328
           1       0.98      0.75      0.85     97067

    accuracy                           0.74     99395
   macro avg       0.50      0.52      0.45     99395
weighted avg       0.96      0.74      0.83     99395

Accuracy: 0.7406609990442176

Treshold: 0.8

All

              precision    recall  f1-score   support

           0       0.55      1.00      0.71  26119367
           1       0.82      0.01      0.03  21615229

    accuracy                           0.55  47734596
   macro avg       0.68      0.51      0.37  47734596
weighted avg       0.67      0.55      0.40  47734596

Accuracy: 0.552428033537772

0-1%

              precision    recall  f1-score   support

           0       0.96      1.00      0.98  12053010
           1       0.50      0.00      0.00    508421

    accuracy                           0.96  12561431
   macro avg       0.73      0.50      0.49  12561431
weighted avg       0.94      0.96      0.94  12561431

Accuracy: 0.9595251528269351

1-10%

              precision    recall  f1-score   support

           0       0.48      1.00      0.65  13368467
           1       0.72      0.01      0.02  14466820

    accuracy                           0.48  27835287
   macro avg       0.60      0.50      0.33  27835287
weighted avg       0.60      0.48      0.32  27835287

Accuracy: 0.4832352905145185

10-20%

              precision    recall  f1-score   support

           0       0.13      0.98      0.23    503365
           1       0.88      0.02      0.05   3387274

    accuracy                           0.15   3890639
   macro avg       0.51      0.50      0.14   3890639
weighted avg       0.79      0.15      0.07   3890639

Accuracy: 0.14792557212324248

20-40%

              precision    recall  f1-score   support

           0       0.07      0.97      0.13    147488
           1       0.94      0.03      0.06   1970425

    accuracy                           0.10   2117913
   macro avg       0.50      0.50      0.09   2117913
weighted avg       0.88      0.10      0.06   2117913

Accuracy: 0.09554736195490561

40-80%

              precision    recall  f1-score   support

           0       0.04      0.97      0.07     41616
           1       0.97      0.03      0.06   1064279

    accuracy                           0.07   1105895
   macro avg       0.50      0.50      0.07   1105895
weighted avg       0.93      0.07      0.06   1105895

Accuracy: 0.06813757183096045

80-90%

              precision    recall  f1-score   support

           0       0.03      0.97      0.05      3093
           1       0.98      0.03      0.07    120943

    accuracy                           0.06    124036
   macro avg       0.50      0.50      0.06    124036
weighted avg       0.96      0.06      0.07    124036

Accuracy: 0.05759618175368442

90-100%

              precision    recall  f1-score   support

           0       0.02      0.97      0.05      2328
           1       0.98      0.03      0.07     97067

    accuracy                           0.06     99395
   macro avg       0.50      0.50      0.06     99395
weighted avg       0.96      0.06      0.06     99395

Accuracy: 0.055777453594245185

Treshold: 0.9

All

              precision    recall  f1-score   support

           0       0.55      1.00      0.71  26119367
           1       0.00      0.00      0.00  21615229

    accuracy                           0.55  47734596
   macro avg       0.27      0.50      0.35  47734596
weighted avg       0.30      0.55      0.39  47734596

Accuracy: 0.5471789684781243

0-1%

              precision    recall  f1-score   support

           0       0.96      1.00      0.98  12053010
           1       0.00      0.00      0.00    508421

    accuracy                           0.96  12561431
   macro avg       0.48      0.50      0.49  12561431
weighted avg       0.92      0.96      0.94  12561431

Accuracy: 0.9595252324356994

1-10%

              precision    recall  f1-score   support

           0       0.48      1.00      0.65  13368467
           1       0.00      0.00      0.00  14466820

    accuracy                           0.48  27835287
   macro avg       0.24      0.50      0.32  27835287
weighted avg       0.23      0.48      0.31  27835287

Accuracy: 0.4802704926304514

10-20%

              precision    recall  f1-score   support

           0       0.13      1.00      0.23    503365
           1       0.00      0.00      0.00   3387274

    accuracy                           0.13   3890639
   macro avg       0.06      0.50      0.11   3890639
weighted avg       0.02      0.13      0.03   3890639

Accuracy: 0.12937849026856513

20-40%

              precision    recall  f1-score   support

           0       0.07      1.00      0.13    147488
           1       0.00      0.00      0.00   1970425

    accuracy                           0.07   2117913
   macro avg       0.03      0.50      0.07   2117913
weighted avg       0.00      0.07      0.01   2117913

Accuracy: 0.0696383656930195

40-80%

              precision    recall  f1-score   support

           0       0.04      1.00      0.07     41616
           1       0.00      0.00      0.00   1064279

    accuracy                           0.04   1105895
   macro avg       0.02      0.50      0.04   1105895
weighted avg       0.00      0.04      0.00   1105895

Accuracy: 0.03763105900650604

80-90%

              precision    recall  f1-score   support

           0       0.02      1.00      0.05      3093
           1       0.00      0.00      0.00    120943

    accuracy                           0.02    124036
   macro avg       0.01      0.50      0.02    124036
weighted avg       0.00      0.02      0.00    124036

Accuracy: 0.024936308813570254

90-100%

              precision    recall  f1-score   support

           0       0.02      1.00      0.05      2328
           1       0.00      0.00      0.00     97067

    accuracy                           0.02     99395
   macro avg       0.01      0.50      0.02     99395
weighted avg       0.00      0.02      0.00     99395

Accuracy: 0.023421701292821572

0.2

Treshold: 0.3

All

              precision    recall  f1-score   support

           0       0.91      0.37      0.53  24893266
           1       0.56      0.96      0.70  20563095

    accuracy                           0.64  45456361
   macro avg       0.74      0.67      0.62  45456361
weighted avg       0.75      0.64      0.61  45456361

Accuracy: 0.6376305397609808

0-1%

              precision    recall  f1-score   support

           0       1.00      0.92      0.96   4873589
           1       0.01      0.77      0.02      3872

    accuracy                           0.92   4877461
   macro avg       0.50      0.84      0.49   4877461
weighted avg       1.00      0.92      0.96   4877461

Accuracy: 0.9202958260455594

1-10%

              precision    recall  f1-score   support

           0       0.89      0.28      0.42  16949103
           1       0.38      0.93      0.54   8016772

    accuracy                           0.49  24965875
   macro avg       0.64      0.60      0.48  24965875
weighted avg       0.73      0.49      0.46  24965875

Accuracy: 0.4858217867388986

10-20%

              precision    recall  f1-score   support

           0       0.41      0.06      0.11   2057494
           1       0.73      0.97      0.83   5461156

    accuracy                           0.72   7518650
   macro avg       0.57      0.51      0.47   7518650
weighted avg       0.64      0.72      0.63   7518650

Accuracy: 0.7185424245043991

20-40%

              precision    recall  f1-score   support

           0       0.24      0.04      0.07    744974
           1       0.85      0.98      0.91   4060539

    accuracy                           0.83   4805513
   macro avg       0.54      0.51      0.49   4805513
weighted avg       0.75      0.83      0.78   4805513

Accuracy: 0.8308603056531113

40-80%

              precision    recall  f1-score   support

           0       0.13      0.03      0.05    235909
           1       0.91      0.98      0.95   2483775

    accuracy                           0.90   2719684
   macro avg       0.52      0.51      0.50   2719684
weighted avg       0.85      0.90      0.87   2719684

Accuracy: 0.8982889188596911

80-90%

              precision    recall  f1-score   support

           0       0.09      0.03      0.04     18577
           1       0.94      0.98      0.96    296772

    accuracy                           0.93    315349
   macro avg       0.52      0.51      0.50    315349
weighted avg       0.89      0.93      0.91    315349

Accuracy: 0.9262023979781131

90-100%

              precision    recall  f1-score   support

           0       0.07      0.02      0.04     13620
           1       0.95      0.98      0.96    240209

    accuracy                           0.93    253829
   macro avg       0.51      0.50      0.50    253829
weighted avg       0.90      0.93      0.91    253829

Accuracy: 0.9312292921612582

Treshold: 0.5

All

              precision    recall  f1-score   support

           0       0.81      0.54      0.65  24893266
           1       0.60      0.84      0.70  20563095

    accuracy                           0.68  45456361
   macro avg       0.71      0.69      0.68  45456361
weighted avg       0.72      0.68      0.68  45456361

Accuracy: 0.6798656188074536

              precision    recall  f1-score   support

           0       0.81      0.54      0.65  24893266
           1       0.60      0.84      0.70  20563095

    accuracy                           0.68  45456361
   macro avg       0.71      0.69      0.68  45456361
weighted avg       0.72      0.68      0.68  45456361

Accuracy: 0.6798656188074536

0-1%

              precision    recall  f1-score   support

           0       1.00      0.97      0.98   4873589
           1       0.02      0.65      0.03      3872

    accuracy                           0.97   4877461
   macro avg       0.51      0.81      0.51   4877461
weighted avg       1.00      0.97      0.98   4877461

Accuracy: 0.9682488491450777

              precision    recall  f1-score   support

           0       1.00      0.97      0.98   4873589
           1       0.02      0.65      0.03      3872

    accuracy                           0.97   4877461
   macro avg       0.51      0.81      0.51   4877461
weighted avg       1.00      0.97      0.98   4877461

Accuracy: 0.9682488491450777

1-10%

              precision    recall  f1-score   support

           0       0.85      0.48      0.61  16949103
           1       0.43      0.82      0.56   8016772

    accuracy                           0.59  24965875
   macro avg       0.64      0.65      0.59  24965875
weighted avg       0.71      0.59      0.60  24965875

Accuracy: 0.5884618504258312

              precision    recall  f1-score   support

           0       0.90      0.59      0.71  21822692
           1       0.42      0.82      0.56   8020644

    accuracy                           0.65  29843336
   macro avg       0.66      0.70      0.63  29843336
weighted avg       0.77      0.65      0.67  29843336

Accuracy: 0.6505325342984444

10-20%

              precision    recall  f1-score   support

           0       0.86      0.56      0.68  23880186
           1       0.52      0.84      0.64  13481800

    accuracy                           0.66  37361986
   macro avg       0.69      0.70      0.66  37361986
weighted avg       0.73      0.66      0.66  37361986

Accuracy: 0.6582472891028865

              precision    recall  f1-score   support

           0       0.39      0.25      0.30   2057494
           1       0.75      0.86      0.80   5461156

    accuracy                           0.69   7518650
   macro avg       0.57      0.55      0.55   7518650
weighted avg       0.65      0.69      0.66   7518650

Accuracy: 0.688868879386592

20-40%

              precision    recall  f1-score   support

           0       0.83      0.55      0.66  24625160
           1       0.57      0.84      0.68  17542339

    accuracy                           0.67  42167499
   macro avg       0.70      0.69      0.67  42167499
weighted avg       0.72      0.67      0.67  42167499

Accuracy: 0.6699577558536256

              precision    recall  f1-score   support

           0       0.23      0.22      0.23    744974
           1       0.86      0.86      0.86   4060539

    accuracy                           0.76   4805513
   macro avg       0.54      0.54      0.54   4805513
weighted avg       0.76      0.76      0.76   4805513

Accuracy: 0.7610044962941521

40-80%

              precision    recall  f1-score   support

           0       0.13      0.22      0.16    235909
           1       0.92      0.86      0.89   2483775

    accuracy                           0.80   2719684
   macro avg       0.52      0.54      0.53   2719684
weighted avg       0.85      0.80      0.83   2719684

Accuracy: 0.8037933818781888

              precision    recall  f1-score   support

           0       0.81      0.54      0.65  24861069
           1       0.60      0.84      0.70  20026114

    accuracy                           0.68  44887183
   macro avg       0.71      0.69      0.68  44887183
weighted avg       0.72      0.68      0.67  44887183

Accuracy: 0.6780667657402337

80-90%

              precision    recall  f1-score   support

           0       0.09      0.22      0.12     18577
           1       0.95      0.86      0.90    296772

    accuracy                           0.82    315349
   macro avg       0.52      0.54      0.51    315349
weighted avg       0.90      0.82      0.85    315349

Accuracy: 0.8199169808688151

90-100%

              precision    recall  f1-score   support

           0       0.08      0.22      0.12     13620
           1       0.95      0.86      0.90    240209

    accuracy                           0.82    253829
   macro avg       0.52      0.54      0.51    253829
weighted avg       0.90      0.82      0.86    253829

Accuracy: 0.8239838631519645

Treshold: 0.6

All

              precision    recall  f1-score   support

           0       0.77      0.65      0.70  24893266
           1       0.64      0.76      0.70  20563095

    accuracy                           0.70  45456361
   macro avg       0.70      0.70      0.70  45456361
weighted avg       0.71      0.70      0.70  45456361

Accuracy: 0.6992088522000254

0-1%

              precision    recall  f1-score   support

           0       1.00      0.99      0.99   4873589
           1       0.03      0.54      0.06      3872

    accuracy                           0.99   4877461
   macro avg       0.51      0.76      0.53   4877461
weighted avg       1.00      0.99      0.99   4877461

Accuracy: 0.985867237072731

1-10%

              precision    recall  f1-score   support

           0       0.83      0.60      0.70  16949103
           1       0.47      0.73      0.57   8016772

    accuracy                           0.65  24965875
   macro avg       0.65      0.67      0.63  24965875
weighted avg       0.71      0.65      0.66  24965875

Accuracy: 0.6460417269572967

10-20%

              precision    recall  f1-score   support

           0       0.38      0.37      0.38   2057494
           1       0.77      0.78      0.77   5461156

    accuracy                           0.66   7518650
   macro avg       0.57      0.57      0.57   7518650
weighted avg       0.66      0.66      0.66   7518650

Accuracy: 0.6638534843356187

20-40%

              precision    recall  f1-score   support

           0       0.22      0.35      0.27    744974
           1       0.87      0.78      0.82   4060539

    accuracy                           0.71   4805513
   macro avg       0.55      0.56      0.55   4805513
weighted avg       0.77      0.71      0.74   4805513

Accuracy: 0.7115223702443423

40-80%

              precision    recall  f1-score   support

           0       0.13      0.34      0.19    235909
           1       0.93      0.78      0.84   2483775

    accuracy                           0.74   2719684
   macro avg       0.53      0.56      0.51   2719684
weighted avg       0.86      0.74      0.79   2719684

Accuracy: 0.738614486094708

80-90%

              precision    recall  f1-score   support

           0       0.09      0.34      0.14     18577
           1       0.95      0.77      0.85    296772

    accuracy                           0.75    315349
   macro avg       0.52      0.56      0.49    315349
weighted avg       0.90      0.75      0.81    315349

Accuracy: 0.7480061772829468

90-100%

              precision    recall  f1-score   support

           0       0.08      0.34      0.13     13620
           1       0.95      0.77      0.86    240209

    accuracy                           0.75    253829
   macro avg       0.52      0.56      0.49    253829
weighted avg       0.91      0.75      0.82    253829

Accuracy: 0.751572909320842

Treshold: 0.7

All

              precision    recall  f1-score   support

           0       0.55      1.00      0.71  24893266
           1       0.12      0.00      0.00  20563095

    accuracy                           0.55  45456361
   macro avg       0.33      0.50      0.35  45456361
weighted avg       0.35      0.55      0.39  45456361

Accuracy: 0.547599773769836

0-1%

              precision    recall  f1-score   support

           0       1.00      1.00      1.00   4873589
           1       0.00      0.00      0.00      3872

    accuracy                           1.00   4877461
   macro avg       0.50      0.50      0.50   4877461
weighted avg       1.00      1.00      1.00   4877461

Accuracy: 0.9992042991220227

1-10%

              precision    recall  f1-score   support

           0       0.68      1.00      0.81  16949103
           1       0.11      0.00      0.00   8016772

    accuracy                           0.68  24965875
   macro avg       0.39      0.50      0.40  24965875
weighted avg       0.50      0.68      0.55  24965875

Accuracy: 0.6788619265297131

10-20%

              precision    recall  f1-score   support

           0       0.27      1.00      0.43   2057494
           1       0.17      0.00      0.00   5461156

    accuracy                           0.27   7518650
   macro avg       0.22      0.50      0.21   7518650
weighted avg       0.20      0.27      0.12   7518650

Accuracy: 0.2736177372267628

20-40%

              precision    recall  f1-score   support

           0       0.15      1.00      0.27    744974
           1       0.12      0.00      0.00   4060539

    accuracy                           0.15   4805513
   macro avg       0.14      0.50      0.13   4805513
weighted avg       0.13      0.15      0.04   4805513

Accuracy: 0.15498303719082646

40-80%

              precision    recall  f1-score   support

           0       0.09      1.00      0.16    235909
           1       0.05      0.00      0.00   2483775

    accuracy                           0.09   2719684
   macro avg       0.07      0.50      0.08   2719684
weighted avg       0.06      0.09      0.01   2719684

Accuracy: 0.08668433538602278

80-90%

              precision    recall  f1-score   support

           0       0.06      1.00      0.11     18577
           1       0.00      0.00      0.00    296772

    accuracy                           0.06    315349
   macro avg       0.03      0.50      0.06    315349
weighted avg       0.00      0.06      0.01    315349

Accuracy: 0.058861769024160536

90-100%

              precision    recall  f1-score   support

           0       0.05      1.00      0.10     13620
           1       0.11      0.00      0.00    240209

    accuracy                           0.05    253829
   macro avg       0.08      0.50      0.05    253829
weighted avg       0.11      0.05      0.01    253829

Accuracy: 0.05360301620382226

Treshold: 0.8

All

              precision    recall  f1-score   support

           0       0.55      1.00      0.71  24893266
           1       0.03      0.00      0.00  20563095

    accuracy                           0.55  45456361
   macro avg       0.29      0.50      0.35  45456361
weighted avg       0.31      0.55      0.39  45456361

Accuracy: 0.5476286366169962

0-1%

              precision    recall  f1-score   support

           0       1.00      1.00      1.00   4873589
           1       0.00      0.00      0.00      3872

    accuracy                           1.00   4877461
   macro avg       0.50      0.50      0.50   4877461
weighted avg       1.00      1.00      1.00   4877461

Accuracy: 0.9992061443443627

1-10%

              precision    recall  f1-score   support

           0       0.68      1.00      0.81  16949103
           1       0.03      0.00      0.00   8016772

    accuracy                           0.68  24965875
   macro avg       0.35      0.50      0.40  24965875
weighted avg       0.47      0.68      0.55  24965875

Accuracy: 0.6788895642552084

10-20%

              precision    recall  f1-score   support

           0       0.27      1.00      0.43   2057494
           1       0.07      0.00      0.00   5461156

    accuracy                           0.27   7518650
   macro avg       0.17      0.50      0.21   7518650
weighted avg       0.13      0.27      0.12   7518650

Accuracy: 0.2736504558664122

20-40%

              precision    recall  f1-score   support

           0       0.16      1.00      0.27    744974
           1       0.00      0.00      0.00   4060539

    accuracy                           0.16   4805513
   macro avg       0.08      0.50      0.13   4805513
weighted avg       0.02      0.16      0.04   4805513

Accuracy: 0.15502299130186517

40-80%

              precision    recall  f1-score   support

           0       0.09      1.00      0.16    235909
           1       0.00      0.00      0.00   2483775

    accuracy                           0.09   2719684
   macro avg       0.04      0.50      0.08   2719684
weighted avg       0.01      0.09      0.01   2719684

Accuracy: 0.08673875347282993

80-90%

              precision    recall  f1-score   support

           0       0.06      1.00      0.11     18577
           1       0.00      0.00      0.00    296772

    accuracy                           0.06    315349
   macro avg       0.03      0.50      0.06    315349
weighted avg       0.00      0.06      0.01    315349

Accuracy: 0.058906164281478615

90-100%

              precision    recall  f1-score   support

           0       0.05      1.00      0.10     13620
           1       0.00      0.00      0.00    240209

    accuracy                           0.05    253829
   macro avg       0.03      0.50      0.05    253829
weighted avg       0.00      0.05      0.01    253829

Accuracy: 0.05365423178596614

Treshold: 0.9

All

              precision    recall  f1-score   support

           0       0.55      1.00      0.71  24893266
           1       0.00      0.00      0.00  20563095

    accuracy                           0.55  45456361
   macro avg       0.27      0.50      0.35  45456361
weighted avg       0.30      0.55      0.39  45456361

Accuracy: 0.5476299785633962

0-1%

              precision    recall  f1-score   support

           0       1.00      1.00      1.00   4873589
           1       0.00      0.00      0.00      3872

    accuracy                           1.00   4877461
   macro avg       0.50      0.50      0.50   4877461
weighted avg       1.00      1.00      1.00   4877461

Accuracy: 0.9992061443443627

1-10%

              precision    recall  f1-score   support

           0       0.68      1.00      0.81  16949103
           1       0.00      0.00      0.00   8016772

    accuracy                           0.68  24965875
   macro avg       0.34      0.50      0.40  24965875
weighted avg       0.46      0.68      0.55  24965875

Accuracy: 0.678890805950122

10-20%

              precision    recall  f1-score   support

           0       0.27      1.00      0.43   2057494
           1       0.00      0.00      0.00   5461156

    accuracy                           0.27   7518650
   macro avg       0.14      0.50      0.21   7518650
weighted avg       0.07      0.27      0.12   7518650

Accuracy: 0.2736520518976146

20-40%

              precision    recall  f1-score   support

           0       0.16      1.00      0.27    744974
           1       0.00      0.00      0.00   4060539

    accuracy                           0.16   4805513
   macro avg       0.08      0.50      0.13   4805513
weighted avg       0.02      0.16      0.04   4805513

Accuracy: 0.15502486415082012

40-80%

              precision    recall  f1-score   support

           0       0.09      1.00      0.16    235909
           1       0.00      0.00      0.00   2483775

    accuracy                           0.09   2719684
   macro avg       0.04      0.50      0.08   2719684
weighted avg       0.01      0.09      0.01   2719684

Accuracy: 0.08674132730126

80-90%

              precision    recall  f1-score   support

           0       0.06      1.00      0.11     18577
           1       0.00      0.00      0.00    296772

    accuracy                           0.06    315349
   macro avg       0.03      0.50      0.06    315349
weighted avg       0.00      0.06      0.01    315349

Accuracy: 0.05890933537128705

90-100%

              precision    recall  f1-score   support

           0       0.05      1.00      0.10     13620
           1       0.00      0.00      0.00    240209

    accuracy                           0.05    253829
   macro avg       0.03      0.50      0.05    253829
weighted avg       0.00      0.05      0.01    253829

Accuracy: 0.05365817144613105

0.4

Treshold: 0.3

All

              precision    recall  f1-score   support

           0       0.85      0.36      0.51  22531902
           1       0.52      0.92      0.66  16938696

    accuracy                           0.60  39470598
   macro avg       0.69      0.64      0.59  39470598
weighted avg       0.71      0.60      0.58  39470598

Accuracy: 0.6008507142455759

0-1%

              precision    recall  f1-score   support

           0       1.00      0.97      0.98   1549999
           1       0.00      0.00      0.00         0

    accuracy                           0.97   1549999
   macro avg       0.50      0.48      0.49   1549999
weighted avg       1.00      0.97      0.98   1549999

Accuracy: 0.9673580434568022

1-10%

              precision    recall  f1-score   support

           0       0.97      0.42      0.59  11439888
           1       0.15      0.90      0.25   1271288

    accuracy                           0.47  12711176
   macro avg       0.56      0.66      0.42  12711176
weighted avg       0.89      0.47      0.56  12711176

Accuracy: 0.47111714919217546

10-20%

              precision    recall  f1-score   support

           0       0.76      0.21      0.33   5044441
           1       0.47      0.91      0.62   3812372

    accuracy                           0.51   8856813
   macro avg       0.62      0.56      0.47   8856813
weighted avg       0.64      0.51      0.45   8856813

Accuracy: 0.5128106464481073

20-40%

              precision    recall  f1-score   support

           0       0.54      0.18      0.27   2995598
           1       0.68      0.92      0.78   5583215

    accuracy                           0.66   8578813
   macro avg       0.61      0.55      0.52   8578813
weighted avg       0.63      0.66      0.60   8578813

Accuracy: 0.6608438719902159

40-80%

              precision    recall  f1-score   support

           0       0.35      0.17      0.23   1295061
           1       0.81      0.92      0.86   5001564

    accuracy                           0.76   6296625
   macro avg       0.58      0.54      0.54   6296625
weighted avg       0.72      0.76      0.73   6296625

Accuracy: 0.7649380422051496

80-90%

              precision    recall  f1-score   support

           0       0.26      0.17      0.20    117971
           1       0.87      0.92      0.89    692761

    accuracy                           0.81    810732
   macro avg       0.56      0.54      0.55    810732
weighted avg       0.78      0.81      0.79    810732

Accuracy: 0.8088135166738207

90-100%

              precision    recall  f1-score   support

           0       0.24      0.17      0.20     88944
           1       0.88      0.92      0.90    577496

    accuracy                           0.82    666440
   macro avg       0.56      0.54      0.55    666440
weighted avg       0.79      0.82      0.80    666440

Accuracy: 0.8173233899525839

Treshold: 0.5

All

              precision    recall  f1-score   support

           0       0.80      0.63      0.70  22531902
           1       0.61      0.79      0.69  16938696

    accuracy                           0.70  39470598
   macro avg       0.70      0.71      0.69  39470598
weighted avg       0.72      0.70      0.70  39470598

Accuracy: 0.6950248891592674

              precision    recall  f1-score   support

           0       0.80      0.63      0.70  22531902
           1       0.61      0.79      0.69  16938696

    accuracy                           0.70  39470598
   macro avg       0.70      0.71      0.69  39470598
weighted avg       0.72      0.70      0.70  39470598

Accuracy: 0.6950249144945815

0-1%

              precision    recall  f1-score   support

           0       1.00      1.00      1.00   1549999
           1       0.00      0.00      0.00         0

    accuracy                           1.00   1549999
   macro avg       0.50      0.50      0.50   1549999
weighted avg       1.00      1.00      1.00   1549999

Accuracy: 0.9992825801823098

              precision    recall  f1-score   support

           0       1.00      1.00      1.00   1549999
           1       0.00      0.00      0.00         0

    accuracy                           1.00   1549999
   macro avg       0.50      0.50      0.50   1549999
weighted avg       1.00      1.00      1.00   1549999

Accuracy: 0.9992825801823098

1-10%

              precision    recall  f1-score   support

           0       0.97      0.76      0.85  12989887
           1       0.24      0.76      0.36   1271288

    accuracy                           0.76  14261175
   macro avg       0.60      0.76      0.61  14261175
weighted avg       0.90      0.76      0.81  14261175

Accuracy: 0.758223778896199

              precision    recall  f1-score   support

           0       0.96      0.73      0.83  11439888
           1       0.24      0.76      0.36   1271288

    accuracy                           0.73  12711176
   macro avg       0.60      0.74      0.59  12711176
weighted avg       0.89      0.73      0.78  12711176

Accuracy: 0.7288291028304541

10-20%

              precision    recall  f1-score   support

           0       0.92      0.68      0.78  18034328
           1       0.41      0.78      0.53   5083660

    accuracy                           0.70  23117988
   macro avg       0.66      0.73      0.66  23117988
weighted avg       0.80      0.70      0.73  23117988

Accuracy: 0.7012975350623073

              precision    recall  f1-score   support

           0       0.75      0.48      0.58   5044441
           1       0.53      0.78      0.63   3812372

    accuracy                           0.61   8856813
   macro avg       0.64      0.63      0.61   8856813
weighted avg       0.65      0.61      0.60   8856813

Accuracy: 0.6096352039949359

20-40%

              precision    recall  f1-score   support

           0       0.86      0.64      0.73  21029926
           1       0.53      0.79      0.63  10666875

    accuracy                           0.69  31696801
   macro avg       0.69      0.71      0.68  31696801
weighted avg       0.74      0.69      0.70  31696801

Accuracy: 0.6908919294410815

              precision    recall  f1-score   support

           0       0.52      0.42      0.47   2995598
           1       0.72      0.79      0.75   5583215

    accuracy                           0.66   8578813
   macro avg       0.62      0.61      0.61   8578813
weighted avg       0.65      0.66      0.65   8578813

Accuracy: 0.6628511426930509

40-80%

              precision    recall  f1-score   support

           0       0.81      0.63      0.71  22324987
           1       0.60      0.79      0.68  15668439

    accuracy                           0.69  37993426
   macro avg       0.70      0.71      0.69  37993426
weighted avg       0.72      0.69      0.70  37993426

Accuracy: 0.6937290414399586

              precision    recall  f1-score   support

           0       0.33      0.41      0.36   1295061
           1       0.84      0.79      0.81   5001564

    accuracy                           0.71   6296625
   macro avg       0.58      0.60      0.59   6296625
weighted avg       0.73      0.71      0.72   6296625

Accuracy: 0.7080108788438251

80-90%

              precision    recall  f1-score   support

           0       0.24      0.40      0.30    117971
           1       0.88      0.78      0.83    692761

    accuracy                           0.73    810732
   macro avg       0.56      0.59      0.56    810732
weighted avg       0.79      0.73      0.75    810732

Accuracy: 0.726632228652625

90-100%

              precision    recall  f1-score   support

           0       0.22      0.40      0.28     88944
           1       0.89      0.78      0.83    577496

    accuracy                           0.73    666440
   macro avg       0.56      0.59      0.56    666440
weighted avg       0.80      0.73      0.76    666440

Accuracy: 0.7304513534601764

Treshold: 0.6

All

              precision    recall  f1-score   support

           0       0.75      0.77      0.76  22531902
           1       0.68      0.65      0.67  16938696

    accuracy                           0.72  39470598
   macro avg       0.71      0.71      0.71  39470598
weighted avg       0.72      0.72      0.72  39470598

Accuracy: 0.7205015996970707

0-1%

              precision    recall  f1-score   support

           0       1.00      1.00      1.00   1549999
           1       0.00      0.00      0.00         0

    accuracy                           1.00   1549999
   macro avg       0.50      0.50      0.50   1549999
weighted avg       1.00      1.00      1.00   1549999

Accuracy: 0.9999799999870967

1-10%

              precision    recall  f1-score   support

           0       0.95      0.86      0.90  11439888
           1       0.33      0.61      0.43   1271288

    accuracy                           0.84  12711176
   macro avg       0.64      0.74      0.66  12711176
weighted avg       0.89      0.84      0.86  12711176

Accuracy: 0.8353681044145719

10-20%

              precision    recall  f1-score   support

           0       0.71      0.66      0.69   5044441
           1       0.59      0.65      0.62   3812372

    accuracy                           0.66   8856813
   macro avg       0.65      0.65      0.65   8856813
weighted avg       0.66      0.66      0.66   8856813

Accuracy: 0.6560412870859981

20-40%

              precision    recall  f1-score   support

           0       0.49      0.61      0.54   2995598
           1       0.76      0.66      0.70   5583215

    accuracy                           0.64   8578813
   macro avg       0.62      0.63      0.62   8578813
weighted avg       0.66      0.64      0.65   8578813

Accuracy: 0.6403670297977121

40-80%

              precision    recall  f1-score   support

           0       0.30      0.58      0.40   1295061
           1       0.86      0.65      0.74   5001564

    accuracy                           0.64   6296625
   macro avg       0.58      0.62      0.57   6296625
weighted avg       0.74      0.64      0.67   6296625

Accuracy: 0.639187977686459

80-90%

              precision    recall  f1-score   support

           0       0.22      0.58      0.32    117971
           1       0.90      0.65      0.75    692761

    accuracy                           0.64    810732
   macro avg       0.56      0.61      0.53    810732
weighted avg       0.80      0.64      0.69    810732

Accuracy: 0.6372574414233063

90-100%

              precision    recall  f1-score   support

           0       0.20      0.58      0.30     88944
           1       0.91      0.65      0.76    577496

    accuracy                           0.64    666440
   macro avg       0.55      0.61      0.53    666440
weighted avg       0.81      0.64      0.69    666440

Accuracy: 0.6373476982173939

Treshold: 0.7

All

              precision    recall  f1-score   support

           0       0.67      0.91      0.77  22531902
           1       0.77      0.40      0.53  16938696

    accuracy                           0.69  39470598
   macro avg       0.72      0.66      0.65  39470598
weighted avg       0.71      0.69      0.67  39470598

Accuracy: 0.6930104023252954

0-1%

              precision    recall  f1-score   support

           0       1.00      1.00      1.00   1549999

    accuracy                           1.00   1549999
   macro avg       1.00      1.00      1.00   1549999
weighted avg       1.00      1.00      1.00   1549999

Accuracy: 1.0

1-10%

              precision    recall  f1-score   support

           0       0.93      0.96      0.95  11439888
           1       0.52      0.36      0.43   1271288

    accuracy                           0.90  12711176
   macro avg       0.73      0.66      0.69  12711176
weighted avg       0.89      0.90      0.89  12711176

Accuracy: 0.9030441400543899

10-20%

              precision    recall  f1-score   support

           0       0.65      0.87      0.75   5044441
           1       0.69      0.39      0.50   3812372

    accuracy                           0.66   8856813
   macro avg       0.67      0.63      0.62   8856813
weighted avg       0.67      0.66      0.64   8856813

Accuracy: 0.6643612098392503

20-40%

              precision    recall  f1-score   support

           0       0.42      0.81      0.56   2995598
           1       0.80      0.41      0.54   5583215

    accuracy                           0.55   8578813
   macro avg       0.61      0.61      0.55   8578813
weighted avg       0.67      0.55      0.55   8578813

Accuracy: 0.55040703183529

40-80%

              precision    recall  f1-score   support

           0       0.25      0.78      0.38   1295061
           1       0.88      0.41      0.56   5001564

    accuracy                           0.48   6296625
   macro avg       0.57      0.59      0.47   6296625
weighted avg       0.75      0.48      0.52   6296625

Accuracy: 0.48414015444781927

80-90%

              precision    recall  f1-score   support

           0       0.18      0.77      0.29    117971
           1       0.91      0.40      0.56    692761

    accuracy                           0.46    810732
   macro avg       0.54      0.58      0.42    810732
weighted avg       0.80      0.46      0.52    810732

Accuracy: 0.4561112673485196

90-100%

              precision    recall  f1-score   support

           0       0.16      0.76      0.27     88944
           1       0.92      0.40      0.56    577496

    accuracy                           0.45    666440
   macro avg       0.54      0.58      0.42    666440
weighted avg       0.82      0.45      0.52    666440

Accuracy: 0.4510353520196867

Treshold: 0.8

All

              precision    recall  f1-score   support

           0       0.57      1.00      0.73  22531902
           1       0.00      0.00      0.00  16938696

    accuracy                           0.57  39470598
   macro avg       0.29      0.50      0.36  39470598
weighted avg       0.33      0.57      0.41  39470598

Accuracy: 0.5708528155565314

0-1%

              precision    recall  f1-score   support

           0       1.00      1.00      1.00   1549999

    accuracy                           1.00   1549999
   macro avg       1.00      1.00      1.00   1549999
weighted avg       1.00      1.00      1.00   1549999

Accuracy: 1.0

1-10%

              precision    recall  f1-score   support

           0       0.90      1.00      0.95  11439888
           1       0.00      0.00      0.00   1271288

    accuracy                           0.90  12711176
   macro avg       0.45      0.50      0.47  12711176
weighted avg       0.81      0.90      0.85  12711176

Accuracy: 0.8999865944740282

10-20%

              precision    recall  f1-score   support

           0       0.57      1.00      0.73   5044441
           1       0.00      0.00      0.00   3812372

    accuracy                           0.57   8856813
   macro avg       0.28      0.50      0.36   8856813
weighted avg       0.32      0.57      0.41   8856813

Accuracy: 0.5695548726161431

20-40%

              precision    recall  f1-score   support

           0       0.35      1.00      0.52   2995598
           1       0.00      0.00      0.00   5583215

    accuracy                           0.35   8578813
   macro avg       0.17      0.50      0.26   8578813
weighted avg       0.12      0.35      0.18   8578813

Accuracy: 0.34918560411562766

40-80%

              precision    recall  f1-score   support

           0       0.21      1.00      0.34   1295061
           1       0.00      0.00      0.00   5001564

    accuracy                           0.21   6296625
   macro avg       0.10      0.50      0.17   6296625
weighted avg       0.04      0.21      0.07   6296625

Accuracy: 0.20567542135667918

80-90%

              precision    recall  f1-score   support

           0       0.15      1.00      0.25    117971
           1       0.00      0.00      0.00    692761

    accuracy                           0.15    810732
   macro avg       0.07      0.50      0.13    810732
weighted avg       0.02      0.15      0.04    810732

Accuracy: 0.14551171040491803

90-100%

              precision    recall  f1-score   support

           0       0.13      1.00      0.24     88944
           1       0.00      0.00      0.00    577496

    accuracy                           0.13    666440
   macro avg       0.07      0.50      0.12    666440
weighted avg       0.02      0.13      0.03    666440

Accuracy: 0.13346137686813517

Treshold: 0.9

All

              precision    recall  f1-score   support

           0       0.57      1.00      0.73  22531902
           1       0.00      0.00      0.00  16938696

    accuracy                           0.57  39470598
   macro avg       0.29      0.50      0.36  39470598
weighted avg       0.33      0.57      0.41  39470598

Accuracy: 0.5708528155565314

0-1%

              precision    recall  f1-score   support

           0       1.00      1.00      1.00   1549999

    accuracy                           1.00   1549999
   macro avg       1.00      1.00      1.00   1549999
weighted avg       1.00      1.00      1.00   1549999

Accuracy: 1.0

1-10%

              precision    recall  f1-score   support

           0       0.90      1.00      0.95  11439888
           1       0.00      0.00      0.00   1271288

    accuracy                           0.90  12711176
   macro avg       0.45      0.50      0.47  12711176
weighted avg       0.81      0.90      0.85  12711176

Accuracy: 0.8999865944740282

10-20%

              precision    recall  f1-score   support

           0       0.57      1.00      0.73   5044441
           1       0.00      0.00      0.00   3812372

    accuracy                           0.57   8856813
   macro avg       0.28      0.50      0.36   8856813
weighted avg       0.32      0.57      0.41   8856813

Accuracy: 0.5695548726161431

20-40%

              precision    recall  f1-score   support

           0       0.35      1.00      0.52   2995598
           1       0.00      0.00      0.00   5583215

    accuracy                           0.35   8578813
   macro avg       0.17      0.50      0.26   8578813
weighted avg       0.12      0.35      0.18   8578813

Accuracy: 0.34918560411562766

40-80%

              precision    recall  f1-score   support

           0       0.21      1.00      0.34   1295061
           1       0.00      0.00      0.00   5001564

    accuracy                           0.21   6296625
   macro avg       0.10      0.50      0.17   6296625
weighted avg       0.04      0.21      0.07   6296625

Accuracy: 0.20567542135667918

80-90%

              precision    recall  f1-score   support

           0       0.15      1.00      0.25    117971
           1       0.00      0.00      0.00    692761

    accuracy                           0.15    810732
   macro avg       0.07      0.50      0.13    810732
weighted avg       0.02      0.15      0.04    810732

Accuracy: 0.14551171040491803

90-100%

              precision    recall  f1-score   support

           0       0.13      1.00      0.24     88944
           1       0.00      0.00      0.00    577496

    accuracy                           0.13    666440
   macro avg       0.07      0.50      0.12    666440
weighted avg       0.02      0.13      0.03    666440

Accuracy: 0.13346137686813517

LR_7_decay_vtime

0.01

Treshold: 0.3

All

              precision    recall  f1-score   support

           0       0.83      0.25      0.38  28055468
           1       0.49      0.94      0.64  21729815

    accuracy                           0.55  49785283
   macro avg       0.66      0.59      0.51  49785283
weighted avg       0.68      0.55      0.50  49785283

Accuracy: 0.5474596579073377

0-1%

              precision    recall  f1-score   support

           0       0.86      0.25      0.39  27764588
           1       0.43      0.94      0.59  17098553

    accuracy                           0.51  44863141
   macro avg       0.65      0.59      0.49  44863141
weighted avg       0.70      0.51      0.46  44863141

Accuracy: 0.5101256730998839

1-10%

              precision    recall  f1-score   support

           0       0.08      0.07      0.08    287564
           1       0.94      0.94      0.94   4164787

    accuracy                           0.88   4452351
   macro avg       0.51      0.51      0.51   4452351
weighted avg       0.88      0.88      0.88   4452351

Accuracy: 0.8830903044256844

10-20%

              precision    recall  f1-score   support

           0       0.01      0.07      0.02      2455
           1       0.99      0.94      0.96    257616

    accuracy                           0.93    260071
   macro avg       0.50      0.50      0.49    260071
weighted avg       0.98      0.93      0.95    260071

Accuracy: 0.9295000211480711

20-40%

              precision    recall  f1-score   support

           0       0.01      0.07      0.01       659
           1       1.00      0.94      0.97    130568

    accuracy                           0.93    131227
   macro avg       0.50      0.51      0.49    131227
weighted avg       0.99      0.93      0.96    131227

Accuracy: 0.9348457253461558

40-80%

              precision    recall  f1-score   support

           0       0.00      0.08      0.01       169
           1       1.00      0.94      0.97     65234

    accuracy                           0.93     65403
   macro avg       0.50      0.51      0.49     65403
weighted avg       0.99      0.93      0.96     65403

Accuracy: 0.9344066785927251

80-90%

              precision    recall  f1-score   support

           0       0.00      0.07      0.00        15
           1       1.00      0.94      0.97      7371

    accuracy                           0.93      7386
   macro avg       0.50      0.50      0.49      7386
weighted avg       1.00      0.93      0.96      7386

Accuracy: 0.934470620092066

90-100%

              precision    recall  f1-score   support

           0       0.00      0.06      0.01        18
           1       1.00      0.94      0.97      5686

    accuracy                           0.94      5704
   macro avg       0.50      0.50      0.49      5704
weighted avg       0.99      0.94      0.96      5704

Accuracy: 0.9358345021037868

Treshold: 0.5

All

              precision    recall  f1-score   support

           0       0.74      0.52      0.61  28055468
           1       0.55      0.77      0.64  21729815

    accuracy                           0.63  49785283
   macro avg       0.65      0.64      0.63  49785283
weighted avg       0.66      0.63      0.63  49785283

Accuracy: 0.6284319203327617

              precision    recall  f1-score   support

           0       0.74      0.52      0.61  28055468
           1       0.55      0.77      0.64  21729815

    accuracy                           0.63  49785283
   macro avg       0.65      0.64      0.63  49785283
weighted avg       0.66      0.63      0.63  49785283

Accuracy: 0.6284318801602473

0-1%

              precision    recall  f1-score   support

           0       0.79      0.52      0.63  27764588
           1       0.50      0.77      0.60  17098553

    accuracy                           0.62  44863141
   macro avg       0.64      0.64      0.62  44863141
weighted avg       0.68      0.62      0.62  44863141

Accuracy: 0.6153508288686251

              precision    recall  f1-score   support

           0       0.79      0.52      0.63  27764588
           1       0.50      0.77      0.60  17098553

    accuracy                           0.62  44863141
   macro avg       0.64      0.64      0.62  44863141
weighted avg       0.68      0.62      0.62  44863141

Accuracy: 0.615350784288599

1-10%

              precision    recall  f1-score   support

           0       0.07      0.24      0.11    287564
           1       0.94      0.78      0.85   4164787

    accuracy                           0.75   4452351
   macro avg       0.50      0.51      0.48   4452351
weighted avg       0.88      0.75      0.80   4452351

Accuracy: 0.7450122418470602

              precision    recall  f1-score   support

           0       0.75      0.52      0.61  28052152
           1       0.55      0.77      0.64  21263340

    accuracy                           0.63  49315492
   macro avg       0.65      0.64      0.63  49315492
weighted avg       0.66      0.63      0.62  49315492

Accuracy: 0.6270570513622779

10-20%

              precision    recall  f1-score   support

           0       0.01      0.23      0.02      2455
           1       0.99      0.78      0.87    257616

    accuracy                           0.77    260071
   macro avg       0.50      0.50      0.44    260071
weighted avg       0.98      0.77      0.86    260071

Accuracy: 0.7707356837171387

20-40%

              precision    recall  f1-score   support

           0       0.75      0.52      0.61  28055266
           1       0.55      0.77      0.64  21651524

    accuracy                           0.63  49706790
   macro avg       0.65      0.64      0.63  49706790
weighted avg       0.66      0.63      0.63  49706790

Accuracy: 0.6282000708555109

              precision    recall  f1-score   support

           0       0.01      0.25      0.01       659
           1       1.00      0.78      0.87    130568

    accuracy                           0.78    131227
   macro avg       0.50      0.51      0.44    131227
weighted avg       0.99      0.78      0.87    131227

Accuracy: 0.7752672849337408

40-80%

              precision    recall  f1-score   support

           0       0.74      0.52      0.61  28055435
           1       0.55      0.77      0.64  21716758

    accuracy                           0.63  49772193
   macro avg       0.65      0.64      0.63  49772193
weighted avg       0.66      0.63      0.63  49772193

Accuracy: 0.6283927855057542

              precision    recall  f1-score   support

           0       0.00      0.23      0.01       169
           1       1.00      0.78      0.87     65234

    accuracy                           0.77     65403
   macro avg       0.50      0.50      0.44     65403
weighted avg       0.99      0.77      0.87     65403

Accuracy: 0.7748574224423956

80-90%

              precision    recall  f1-score   support

           0       0.00      0.27      0.00        15
           1       1.00      0.77      0.87      7371

    accuracy                           0.77      7386
   macro avg       0.50      0.52      0.44      7386
weighted avg       1.00      0.77      0.87      7386

Accuracy: 0.7695640400758191

90-100%

              precision    recall  f1-score   support

           0       0.00      0.22      0.01        18
           1       1.00      0.79      0.88      5686

    accuracy                           0.79      5704
   macro avg       0.50      0.51      0.44      5704
weighted avg       0.99      0.79      0.88      5704

Accuracy: 0.7871669004207573

Treshold: 0.6

All

              precision    recall  f1-score   support

           0       0.66      0.76      0.71  28055468
           1       0.61      0.49      0.55  21729815

    accuracy                           0.64  49785283
   macro avg       0.64      0.63      0.63  49785283
weighted avg       0.64      0.64      0.64  49785283

Accuracy: 0.6430582306823485

0-1%

              precision    recall  f1-score   support

           0       0.71      0.76      0.73  27764588
           1       0.56      0.49      0.52  17098553

    accuracy                           0.66  44863141
   macro avg       0.63      0.62      0.63  44863141
weighted avg       0.65      0.66      0.65  44863141

Accuracy: 0.6566422756712464

1-10%

              precision    recall  f1-score   support

           0       0.07      0.49      0.12    287564
           1       0.94      0.52      0.67   4164787

    accuracy                           0.52   4452351
   macro avg       0.50      0.51      0.39   4452351
weighted avg       0.88      0.52      0.63   4452351

Accuracy: 0.5189997374420839

10-20%

              precision    recall  f1-score   support

           0       0.01      0.48      0.02      2455
           1       0.99      0.52      0.68    257616

    accuracy                           0.52    260071
   macro avg       0.50      0.50      0.35    260071
weighted avg       0.98      0.52      0.68    260071

Accuracy: 0.5207539479603647

20-40%

              precision    recall  f1-score   support

           0       0.01      0.51      0.01       659
           1       1.00      0.52      0.68    130568

    accuracy                           0.52    131227
   macro avg       0.50      0.52      0.35    131227
weighted avg       0.99      0.52      0.68    131227

Accuracy: 0.5218819297857911

40-80%

              precision    recall  f1-score   support

           0       0.00      0.46      0.00       169
           1       1.00      0.52      0.69     65234

    accuracy                           0.52     65403
   macro avg       0.50      0.49      0.35     65403
weighted avg       0.99      0.52      0.69     65403

Accuracy: 0.5238750516031375

80-90%

              precision    recall  f1-score   support

           0       0.00      0.27      0.00        15
           1       1.00      0.52      0.68      7371

    accuracy                           0.52      7386
   macro avg       0.50      0.39      0.34      7386
weighted avg       1.00      0.52      0.68      7386

Accuracy: 0.5199025182778229

90-100%

              precision    recall  f1-score   support

           0       0.00      0.44      0.01        18
           1       1.00      0.53      0.69      5686

    accuracy                           0.53      5704
   macro avg       0.50      0.49      0.35      5704
weighted avg       0.99      0.53      0.69      5704

Accuracy: 0.527875175315568

Treshold: 0.7

All

              precision    recall  f1-score   support

           0       0.56      1.00      0.72  28055468
           1       0.16      0.00      0.00  21729815

    accuracy                           0.56  49785283
   macro avg       0.36      0.50      0.36  49785283
weighted avg       0.39      0.56      0.41  49785283

Accuracy: 0.5634782270897205

0-1%

              precision    recall  f1-score   support

           0       0.62      1.00      0.76  27764588
           1       0.14      0.00      0.00  17098553

    accuracy                           0.62  44863141
   macro avg       0.38      0.50      0.38  44863141
weighted avg       0.44      0.62      0.47  44863141

Accuracy: 0.6188176837640503

1-10%

              precision    recall  f1-score   support

           0       0.06      1.00      0.12    287564
           1       0.38      0.00      0.00   4164787

    accuracy                           0.06   4452351
   macro avg       0.22      0.50      0.06   4452351
weighted avg       0.36      0.06      0.01   4452351

Accuracy: 0.06457532211633808

10-20%

              precision    recall  f1-score   support

           0       0.01      1.00      0.02      2455
           1       0.44      0.00      0.00    257616

    accuracy                           0.01    260071
   macro avg       0.22      0.50      0.01    260071
weighted avg       0.43      0.01      0.00    260071

Accuracy: 0.009432039712232429

20-40%

              precision    recall  f1-score   support

           0       0.00      0.99      0.01       659
           1       0.22      0.00      0.00    130568

    accuracy                           0.00    131227
   macro avg       0.11      0.49      0.00    131227
weighted avg       0.22      0.00      0.00    131227

Accuracy: 0.00498373048229404

40-80%

              precision    recall  f1-score   support

           0       0.00      0.98      0.01       169
           1       0.20      0.00      0.00     65234

    accuracy                           0.00     65403
   macro avg       0.10      0.49      0.00     65403
weighted avg       0.20      0.00      0.00     65403

Accuracy: 0.002538109872635812

80-90%

              precision    recall  f1-score   support

           0       0.00      1.00      0.00        15
           1       0.00      0.00      0.00      7371

    accuracy                           0.00      7386
   macro avg       0.00      0.50      0.00      7386
weighted avg       0.00      0.00      0.00      7386

Accuracy: 0.0020308692120227455

90-100%

              precision    recall  f1-score   support

           0       0.00      1.00      0.01        18
           1       0.00      0.00      0.00      5686

    accuracy                           0.00      5704
   macro avg       0.00      0.50      0.00      5704
weighted avg       0.00      0.00      0.00      5704

Accuracy: 0.003155680224403927

Treshold: 0.8

All

              precision    recall  f1-score   support

           0       0.56      1.00      0.72  28055468
           1       0.18      0.00      0.00  21729815

    accuracy                           0.56  49785283
   macro avg       0.37      0.50      0.36  49785283
weighted avg       0.40      0.56      0.41  49785283

Accuracy: 0.5635278200587913

0-1%

              precision    recall  f1-score   support

           0       0.62      1.00      0.76  27764588
           1       0.14      0.00      0.00  17098553

    accuracy                           0.62  44863141
   macro avg       0.38      0.50      0.38  44863141
weighted avg       0.43      0.62      0.47  44863141

Accuracy: 0.6188712243754846

1-10%

              precision    recall  f1-score   support

           0       0.06      1.00      0.12    287564
           1       0.80      0.00      0.00   4164787

    accuracy                           0.06   4452351
   macro avg       0.43      0.50      0.06   4452351
weighted avg       0.75      0.06      0.01   4452351

Accuracy: 0.06458767514061672

10-20%

              precision    recall  f1-score   support

           0       0.01      1.00      0.02      2455
           1       1.00      0.00      0.00    257616

    accuracy                           0.01    260071
   macro avg       0.50      0.50      0.01    260071
weighted avg       0.99      0.01      0.00    260071

Accuracy: 0.009447420127580545

20-40%

              precision    recall  f1-score   support

           0       0.01      1.00      0.01       659
           1       1.00      0.00      0.00    130568

    accuracy                           0.01    131227
   macro avg       0.50      0.50      0.01    131227
weighted avg       1.00      0.01      0.00    131227

Accuracy: 0.005029452780296738

40-80%

              precision    recall  f1-score   support

           0       0.00      0.99      0.01       169
           1       0.00      0.00      0.00     65234

    accuracy                           0.00     65403
   macro avg       0.00      0.50      0.00     65403
weighted avg       0.00      0.00      0.00     65403

Accuracy: 0.0025686895096555203

80-90%

              precision    recall  f1-score   support

           0       0.00      1.00      0.00        15
           1       0.00      0.00      0.00      7371

    accuracy                           0.00      7386
   macro avg       0.00      0.50      0.00      7386
weighted avg       0.00      0.00      0.00      7386

Accuracy: 0.0020308692120227455

90-100%

              precision    recall  f1-score   support

           0       0.00      1.00      0.01        18
           1       0.00      0.00      0.00      5686

    accuracy                           0.00      5704
   macro avg       0.00      0.50      0.00      5704
weighted avg       0.00      0.00      0.00      5704

Accuracy: 0.003155680224403927

Treshold: 0.9

All

              precision    recall  f1-score   support

           0       0.56      1.00      0.72  28055468
           1       0.00      0.00      0.00  21729815

    accuracy                           0.56  49785283
   macro avg       0.28      0.50      0.36  49785283
weighted avg       0.32      0.56      0.41  49785283

Accuracy: 0.5635293466143398

0-1%

              precision    recall  f1-score   support

           0       0.62      1.00      0.76  27764588
           1       0.00      0.00      0.00  17098553

    accuracy                           0.62  44863141
   macro avg       0.31      0.50      0.38  44863141
weighted avg       0.38      0.62      0.47  44863141

Accuracy: 0.6188730298665446

1-10%

              precision    recall  f1-score   support

           0       0.06      1.00      0.12    287564
           1       0.00      0.00      0.00   4164787

    accuracy                           0.06   4452351
   macro avg       0.03      0.50      0.06   4452351
weighted avg       0.00      0.06      0.01   4452351

Accuracy: 0.06458700133929243

10-20%

              precision    recall  f1-score   support

           0       0.01      1.00      0.02      2455
           1       0.00      0.00      0.00    257616

    accuracy                           0.01    260071
   macro avg       0.00      0.50      0.01    260071
weighted avg       0.00      0.01      0.00    260071

Accuracy: 0.009439729919906487

20-40%

              precision    recall  f1-score   support

           0       0.01      1.00      0.01       659
           1       0.00      0.00      0.00    130568

    accuracy                           0.01    131227
   macro avg       0.00      0.50      0.00    131227
weighted avg       0.00      0.01      0.00    131227

Accuracy: 0.005021832397296288

40-80%

              precision    recall  f1-score   support

           0       0.00      1.00      0.01       169
           1       0.00      0.00      0.00     65234

    accuracy                           0.00     65403
   macro avg       0.00      0.50      0.00     65403
weighted avg       0.00      0.00      0.00     65403

Accuracy: 0.002583979328165375

80-90%

              precision    recall  f1-score   support

           0       0.00      1.00      0.00        15
           1       0.00      0.00      0.00      7371

    accuracy                           0.00      7386
   macro avg       0.00      0.50      0.00      7386
weighted avg       0.00      0.00      0.00      7386

Accuracy: 0.0020308692120227455

90-100%

              precision    recall  f1-score   support

           0       0.00      1.00      0.01        18
           1       0.00      0.00      0.00      5686

    accuracy                           0.00      5704
   macro avg       0.00      0.50      0.00      5704
weighted avg       0.00      0.00      0.00      5704

Accuracy: 0.003155680224403927

0.1

Treshold: 0.3

All

              precision    recall  f1-score   support

           0       0.83      0.28      0.42  26119367
           1       0.52      0.93      0.66  21615229

    accuracy                           0.58  47734596
   macro avg       0.67      0.61      0.54  47734596
weighted avg       0.69      0.58      0.53  47734596

Accuracy: 0.5754493449572716

0-1%

              precision    recall  f1-score   support

           0       0.99      0.45      0.62  12053010
           1       0.07      0.90      0.12    508421

    accuracy                           0.47  12561431
   macro avg       0.53      0.68      0.37  12561431
weighted avg       0.95      0.47      0.60  12561431

Accuracy: 0.46967403634187854

1-10%

              precision    recall  f1-score   support

           0       0.65      0.14      0.23  13368467
           1       0.54      0.93      0.68  14466820

    accuracy                           0.55  27835287
   macro avg       0.59      0.54      0.46  27835287
weighted avg       0.59      0.55      0.47  27835287

Accuracy: 0.5508712735744381

10-20%

              precision    recall  f1-score   support

           0       0.18      0.11      0.13    503365
           1       0.87      0.93      0.90   3387274

    accuracy                           0.82   3890639
   macro avg       0.53      0.52      0.52   3890639
weighted avg       0.79      0.82      0.80   3890639

Accuracy: 0.8223826471692697

20-40%

              precision    recall  f1-score   support

           0       0.10      0.11      0.10    147488
           1       0.93      0.93      0.93   1970425

    accuracy                           0.87   2117913
   macro avg       0.52      0.52      0.52   2117913
weighted avg       0.87      0.87      0.87   2117913

Accuracy: 0.870333200655551

40-80%

              precision    recall  f1-score   support

           0       0.06      0.11      0.08     41616
           1       0.96      0.93      0.94   1064279

    accuracy                           0.90   1105895
   macro avg       0.51      0.52      0.51   1105895
weighted avg       0.93      0.90      0.91   1105895

Accuracy: 0.8953264098309514

80-90%

              precision    recall  f1-score   support

           0       0.04      0.13      0.06      3093
           1       0.98      0.92      0.95    120943

    accuracy                           0.90    124036
   macro avg       0.51      0.53      0.51    124036
weighted avg       0.95      0.90      0.93    124036

Accuracy: 0.9049227643587345

90-100%

              precision    recall  f1-score   support

           0       0.04      0.12      0.06      2328
           1       0.98      0.93      0.95     97067

    accuracy                           0.91     99395
   macro avg       0.51      0.52      0.50     99395
weighted avg       0.96      0.91      0.93     99395

Accuracy: 0.9068866643191308

Treshold: 0.5

All

              precision    recall  f1-score   support

           0       0.74      0.58      0.65  26119367
           1       0.60      0.76      0.67  21615229

    accuracy                           0.66  47734596
   macro avg       0.67      0.67      0.66  47734596
weighted avg       0.68      0.66      0.66  47734596

Accuracy: 0.6593091936925579

              precision    recall  f1-score   support

           0       0.74      0.58      0.65  26119367
           1       0.60      0.76      0.67  21615229

    accuracy                           0.66  47734596
   macro avg       0.67      0.67      0.66  47734596
weighted avg       0.68      0.66      0.66  47734596

Accuracy: 0.6593091936925579

0-1%

              precision    recall  f1-score   support

           0       0.98      0.78      0.87  12053010
           1       0.12      0.70      0.20    508421

    accuracy                           0.78  12561431
   macro avg       0.55      0.74      0.54  12561431
weighted avg       0.95      0.78      0.84  12561431

Accuracy: 0.7790837684018644

              precision    recall  f1-score   support

           0       0.98      0.78      0.87  12053010
           1       0.12      0.70      0.20    508421

    accuracy                           0.78  12561431
   macro avg       0.55      0.74      0.54  12561431
weighted avg       0.95      0.78      0.84  12561431

Accuracy: 0.7790837684018644

1-10%

              precision    recall  f1-score   support

           0       0.80      0.59      0.68  25421477
           1       0.52      0.75      0.61  14975241

    accuracy                           0.65  40396718
   macro avg       0.66      0.67      0.65  40396718
weighted avg       0.70      0.65      0.65  40396718

Accuracy: 0.6488780846008332

              precision    recall  f1-score   support

           0       0.61      0.41      0.49  13368467
           1       0.58      0.76      0.66  14466820

    accuracy                           0.59  27835287
   macro avg       0.59      0.58      0.57  27835287
weighted avg       0.59      0.59      0.58  27835287

Accuracy: 0.5901192252840791

10-20%

              precision    recall  f1-score   support

           0       0.77      0.58      0.66  25924842
           1       0.56      0.76      0.64  18362515

    accuracy                           0.65  44287357
   macro avg       0.67      0.67      0.65  44287357
weighted avg       0.68      0.65      0.66  44287357

Accuracy: 0.6537253058474454

              precision    recall  f1-score   support

           0       0.16      0.31      0.21    503365
           1       0.88      0.76      0.82   3387274

    accuracy                           0.70   3890639
   macro avg       0.52      0.54      0.52   3890639
weighted avg       0.79      0.70      0.74   3890639

Accuracy: 0.7040542697484912

20-40%

              precision    recall  f1-score   support

           0       0.75      0.58      0.66  26072330
           1       0.58      0.76      0.66  20332940

    accuracy                           0.66  46405270
   macro avg       0.67      0.67      0.66  46405270
weighted avg       0.68      0.66      0.66  46405270

Accuracy: 0.6570462578926919

              precision    recall  f1-score   support

           0       0.09      0.31      0.14    147488
           1       0.94      0.76      0.84   1970425

    accuracy                           0.73   2117913
   macro avg       0.51      0.53      0.49   2117913
weighted avg       0.88      0.73      0.79   2117913

Accuracy: 0.7264901816080264

40-80%

              precision    recall  f1-score   support

           0       0.74      0.58      0.65  26113946
           1       0.60      0.76      0.67  21397219

    accuracy                           0.66  47511165
   macro avg       0.67      0.67      0.66  47511165
weighted avg       0.68      0.66      0.66  47511165

Accuracy: 0.6589230131485936

              precision    recall  f1-score   support

           0       0.05      0.31      0.08     41616
           1       0.97      0.75      0.85   1064279

    accuracy                           0.74   1105895
   macro avg       0.51      0.53      0.46   1105895
weighted avg       0.93      0.74      0.82   1105895

Accuracy: 0.7376749148879415

80-90%

              precision    recall  f1-score   support

           0       0.03      0.33      0.06      3093
           1       0.98      0.75      0.85    120943

    accuracy                           0.74    124036
   macro avg       0.50      0.54      0.45    124036
weighted avg       0.95      0.74      0.83    124036

Accuracy: 0.7408494308104099

90-100%

              precision    recall  f1-score   support

           0       0.03      0.31      0.05      2328
           1       0.98      0.75      0.85     97067

    accuracy                           0.74     99395
   macro avg       0.50      0.53      0.45     99395
weighted avg       0.96      0.74      0.83     99395

Accuracy: 0.7421500075456512

Treshold: 0.6

All

              precision    recall  f1-score   support

           0       0.67      0.75      0.71  26119367
           1       0.65      0.56      0.60  21615229

    accuracy                           0.67  47734596
   macro avg       0.66      0.66      0.66  47734596
weighted avg       0.66      0.67      0.66  47734596

Accuracy: 0.6659124966722249

0-1%

              precision    recall  f1-score   support

           0       0.98      0.91      0.94  12053010
           1       0.19      0.49      0.28    508421

    accuracy                           0.90  12561431
   macro avg       0.59      0.70      0.61  12561431
weighted avg       0.95      0.90      0.92  12561431

Accuracy: 0.8967799926616641

1-10%

              precision    recall  f1-score   support

           0       0.57      0.63      0.59  13368467
           1       0.62      0.56      0.58  14466820

    accuracy                           0.59  27835287
   macro avg       0.59      0.59      0.59  27835287
weighted avg       0.59      0.59      0.59  27835287

Accuracy: 0.589570138076895

10-20%

              precision    recall  f1-score   support

           0       0.14      0.49      0.22    503365
           1       0.88      0.57      0.69   3387274

    accuracy                           0.56   3890639
   macro avg       0.51      0.53      0.46   3890639
weighted avg       0.79      0.56      0.63   3890639

Accuracy: 0.5598941459230733

20-40%

              precision    recall  f1-score   support

           0       0.08      0.49      0.13    147488
           1       0.94      0.57      0.71   1970425

    accuracy                           0.56   2117913
   macro avg       0.51      0.53      0.42   2117913
weighted avg       0.88      0.56      0.67   2117913

Accuracy: 0.5607761036454283

40-80%

              precision    recall  f1-score   support

           0       0.04      0.49      0.08     41616
           1       0.97      0.56      0.71   1064279

    accuracy                           0.56   1105895
   macro avg       0.50      0.53      0.39   1105895
weighted avg       0.93      0.56      0.69   1105895

Accuracy: 0.5608769367797124

80-90%

              precision    recall  f1-score   support

           0       0.03      0.50      0.05      3093
           1       0.98      0.56      0.71    120943

    accuracy                           0.56    124036
   macro avg       0.50      0.53      0.38    124036
weighted avg       0.95      0.56      0.70    124036

Accuracy: 0.5600954561578897

90-100%

              precision    recall  f1-score   support

           0       0.03      0.48      0.05      2328
           1       0.98      0.56      0.71     97067

    accuracy                           0.56     99395
   macro avg       0.50      0.52      0.38     99395
weighted avg       0.96      0.56      0.70     99395

Accuracy: 0.5594446400724382

Treshold: 0.7

All

              precision    recall  f1-score   support

           0       0.58      0.94      0.72  26119367
           1       0.72      0.17      0.28  21615229

    accuracy                           0.60  47734596
   macro avg       0.65      0.56      0.50  47734596
weighted avg       0.64      0.60      0.52  47734596

Accuracy: 0.5954824463162943

0-1%

              precision    recall  f1-score   support

           0       0.96      0.99      0.98  12053010
           1       0.40      0.15      0.21    508421

    accuracy                           0.96  12561431
   macro avg       0.68      0.57      0.60  12561431
weighted avg       0.94      0.96      0.95  12561431

Accuracy: 0.9565823352450847

1-10%

              precision    recall  f1-score   support

           0       0.50      0.91      0.65  13368467
           1       0.67      0.17      0.27  14466820

    accuracy                           0.52  27835287
   macro avg       0.58      0.54      0.46  27835287
weighted avg       0.59      0.52      0.45  27835287

Accuracy: 0.5243259033039609

10-20%

              precision    recall  f1-score   support

           0       0.13      0.84      0.23    503365
           1       0.88      0.18      0.31   3387274

    accuracy                           0.27   3890639
   macro avg       0.51      0.51      0.27   3890639
weighted avg       0.79      0.27      0.30   3890639

Accuracy: 0.2688671449599924

20-40%

              precision    recall  f1-score   support

           0       0.07      0.83      0.13    147488
           1       0.94      0.19      0.31   1970425

    accuracy                           0.23   2117913
   macro avg       0.50      0.51      0.22   2117913
weighted avg       0.88      0.23      0.30   2117913

Accuracy: 0.23132819903367136

40-80%

              precision    recall  f1-score   support

           0       0.04      0.84      0.07     41616
           1       0.97      0.19      0.31   1064279

    accuracy                           0.21   1105895
   macro avg       0.50      0.51      0.19   1105895
weighted avg       0.93      0.21      0.30   1105895

Accuracy: 0.21072163270473238

80-90%

              precision    recall  f1-score   support

           0       0.03      0.84      0.05      3093
           1       0.98      0.19      0.32    120943

    accuracy                           0.20    124036
   macro avg       0.50      0.51      0.18    124036
weighted avg       0.95      0.20      0.31    124036

Accuracy: 0.204295527105034

90-100%

              precision    recall  f1-score   support

           0       0.02      0.83      0.05      2328
           1       0.98      0.19      0.31     97067

    accuracy                           0.20     99395
   macro avg       0.50      0.51      0.18     99395
weighted avg       0.96      0.20      0.31     99395

Accuracy: 0.2005634086221641

Treshold: 0.8

All

              precision    recall  f1-score   support

           0       0.55      1.00      0.71  26119367
           1       0.00      0.00      0.00  21615229

    accuracy                           0.55  47734596
   macro avg       0.27      0.50      0.35  47734596
weighted avg       0.30      0.55      0.39  47734596

Accuracy: 0.5471789056306248

0-1%

              precision    recall  f1-score   support

           0       0.96      1.00      0.98  12053010
           1       0.00      0.00      0.00    508421

    accuracy                           0.96  12561431
   macro avg       0.48      0.50      0.49  12561431
weighted avg       0.92      0.96      0.94  12561431

Accuracy: 0.9595251528269351

1-10%

              precision    recall  f1-score   support

           0       0.48      1.00      0.65  13368467
           1       0.00      0.00      0.00  14466820

    accuracy                           0.48  27835287
   macro avg       0.24      0.50      0.32  27835287
weighted avg       0.23      0.48      0.31  27835287

Accuracy: 0.48027042077920734

10-20%

              precision    recall  f1-score   support

           0       0.13      1.00      0.23    503365
           1       0.00      0.00      0.00   3387274

    accuracy                           0.13   3890639
   macro avg       0.06      0.50      0.11   3890639
weighted avg       0.02      0.13      0.03   3890639

Accuracy: 0.12937849026856513

20-40%

              precision    recall  f1-score   support

           0       0.07      1.00      0.13    147488
           1       0.00      0.00      0.00   1970425

    accuracy                           0.07   2117913
   macro avg       0.03      0.50      0.07   2117913
weighted avg       0.00      0.07      0.01   2117913

Accuracy: 0.0696383656930195

40-80%

              precision    recall  f1-score   support

           0       0.04      1.00      0.07     41616
           1       0.00      0.00      0.00   1064279

    accuracy                           0.04   1105895
   macro avg       0.02      0.50      0.04   1105895
weighted avg       0.00      0.04      0.00   1105895

Accuracy: 0.03763105900650604

80-90%

              precision    recall  f1-score   support

           0       0.02      1.00      0.05      3093
           1       0.00      0.00      0.00    120943

    accuracy                           0.02    124036
   macro avg       0.01      0.50      0.02    124036
weighted avg       0.00      0.02      0.00    124036

Accuracy: 0.024936308813570254

90-100%

              precision    recall  f1-score   support

           0       0.02      1.00      0.05      2328
           1       0.00      0.00      0.00     97067

    accuracy                           0.02     99395
   macro avg       0.01      0.50      0.02     99395
weighted avg       0.00      0.02      0.00     99395

Accuracy: 0.023421701292821572

Treshold: 0.9

All

              precision    recall  f1-score   support

           0       0.55      1.00      0.71  26119367
           1       0.00      0.00      0.00  21615229

    accuracy                           0.55  47734596
   macro avg       0.27      0.50      0.35  47734596
weighted avg       0.30      0.55      0.39  47734596

Accuracy: 0.5471789684781243

0-1%

              precision    recall  f1-score   support

           0       0.96      1.00      0.98  12053010
           1       0.00      0.00      0.00    508421

    accuracy                           0.96  12561431
   macro avg       0.48      0.50      0.49  12561431
weighted avg       0.92      0.96      0.94  12561431

Accuracy: 0.9595252324356994

1-10%

              precision    recall  f1-score   support

           0       0.48      1.00      0.65  13368467
           1       0.00      0.00      0.00  14466820

    accuracy                           0.48  27835287
   macro avg       0.24      0.50      0.32  27835287
weighted avg       0.23      0.48      0.31  27835287

Accuracy: 0.4802704926304514

10-20%

              precision    recall  f1-score   support

           0       0.13      1.00      0.23    503365
           1       0.00      0.00      0.00   3387274

    accuracy                           0.13   3890639
   macro avg       0.06      0.50      0.11   3890639
weighted avg       0.02      0.13      0.03   3890639

Accuracy: 0.12937849026856513

20-40%

              precision    recall  f1-score   support

           0       0.07      1.00      0.13    147488
           1       0.00      0.00      0.00   1970425

    accuracy                           0.07   2117913
   macro avg       0.03      0.50      0.07   2117913
weighted avg       0.00      0.07      0.01   2117913

Accuracy: 0.0696383656930195

40-80%

              precision    recall  f1-score   support

           0       0.04      1.00      0.07     41616
           1       0.00      0.00      0.00   1064279

    accuracy                           0.04   1105895
   macro avg       0.02      0.50      0.04   1105895
weighted avg       0.00      0.04      0.00   1105895

Accuracy: 0.03763105900650604

80-90%

              precision    recall  f1-score   support

           0       0.02      1.00      0.05      3093
           1       0.00      0.00      0.00    120943

    accuracy                           0.02    124036
   macro avg       0.01      0.50      0.02    124036
weighted avg       0.00      0.02      0.00    124036

Accuracy: 0.024936308813570254

90-100%

              precision    recall  f1-score   support

           0       0.02      1.00      0.05      2328
           1       0.00      0.00      0.00     97067

    accuracy                           0.02     99395
   macro avg       0.01      0.50      0.02     99395
weighted avg       0.00      0.02      0.00     99395

Accuracy: 0.023421701292821572

0.2

Treshold: 0.3

All

              precision    recall  f1-score   support

           0       0.83      0.31      0.45  24893266
           1       0.53      0.92      0.67  20563095

    accuracy                           0.59  45456361
   macro avg       0.68      0.62      0.56  45456361
weighted avg       0.69      0.59      0.55  45456361

Accuracy: 0.5884104537096579

0-1%

              precision    recall  f1-score   support

           0       1.00      0.72      0.83   4873589
           1       0.00      0.91      0.01      3872

    accuracy                           0.72   4877461
   macro avg       0.50      0.81      0.42   4877461
weighted avg       1.00      0.72      0.83   4877461

Accuracy: 0.7162039839990519

1-10%

              precision    recall  f1-score   support

           0       0.86      0.23      0.36  16949103
           1       0.36      0.92      0.52   8016772

    accuracy                           0.45  24965875
   macro avg       0.61      0.57      0.44  24965875
weighted avg       0.70      0.45      0.41  24965875

Accuracy: 0.45034692355064665

10-20%

              precision    recall  f1-score   support

           0       0.40      0.13      0.20   2057494
           1       0.74      0.93      0.82   5461156

    accuracy                           0.71   7518650
   macro avg       0.57      0.53      0.51   7518650
weighted avg       0.65      0.71      0.65   7518650

Accuracy: 0.7092624340805863

20-40%

              precision    recall  f1-score   support

           0       0.24      0.13      0.17    744974
           1       0.85      0.93      0.89   4060539

    accuracy                           0.80   4805513
   macro avg       0.55      0.53      0.53   4805513
weighted avg       0.76      0.80      0.78   4805513

Accuracy: 0.8019239569219769

40-80%

              precision    recall  f1-score   support

           0       0.14      0.13      0.14    235909
           1       0.92      0.92      0.92   2483775

    accuracy                           0.85   2719684
   macro avg       0.53      0.53      0.53   2719684
weighted avg       0.85      0.85      0.85   2719684

Accuracy: 0.8548073967416803

80-90%

              precision    recall  f1-score   support

           0       0.10      0.14      0.11     18577
           1       0.94      0.92      0.93    296772

    accuracy                           0.88    315349
   macro avg       0.52      0.53      0.52    315349
weighted avg       0.89      0.88      0.88    315349

Accuracy: 0.8753159198221653

90-100%

              precision    recall  f1-score   support

           0       0.09      0.14      0.11     13620
           1       0.95      0.92      0.94    240209

    accuracy                           0.88    253829
   macro avg       0.52      0.53      0.52    253829
weighted avg       0.90      0.88      0.89    253829

Accuracy: 0.8795212524967596

Treshold: 0.5

All

              precision    recall  f1-score   support

           0       0.76      0.60      0.67  24893266
           1       0.61      0.77      0.68  20563095

    accuracy                           0.68  45456361
   macro avg       0.69      0.68      0.68  45456361
weighted avg       0.69      0.68      0.67  45456361

Accuracy: 0.6755462013336263

              precision    recall  f1-score   support

           0       0.76      0.60      0.67  24893266
           1       0.61      0.77      0.68  20563095

    accuracy                           0.68  45456361
   macro avg       0.69      0.68      0.68  45456361
weighted avg       0.69      0.68      0.67  45456361

Accuracy: 0.6755462013336263

0-1%

              precision    recall  f1-score   support

           0       1.00      0.95      0.97   4873589
           1       0.01      0.71      0.02      3872

    accuracy                           0.95   4877461
   macro avg       0.51      0.83      0.50   4877461
weighted avg       1.00      0.95      0.97   4877461

Accuracy: 0.9479210597480944

              precision    recall  f1-score   support

           0       1.00      0.95      0.97   4873589
           1       0.01      0.71      0.02      3872

    accuracy                           0.95   4877461
   macro avg       0.51      0.83      0.50   4877461
weighted avg       1.00      0.95      0.97   4877461

Accuracy: 0.9479210597480944

1-10%

              precision    recall  f1-score   support

           0       0.83      0.54      0.65  16949103
           1       0.44      0.76      0.56   8016772

    accuracy                           0.61  24965875
   macro avg       0.63      0.65      0.61  24965875
weighted avg       0.70      0.61      0.62  24965875

Accuracy: 0.6124068553575631

              precision    recall  f1-score   support

           0       0.88      0.63      0.74  21822692
           1       0.43      0.76      0.55   8020644

    accuracy                           0.67  29843336
   macro avg       0.66      0.70      0.64  29843336
weighted avg       0.76      0.67      0.69  29843336

Accuracy: 0.6672417922714806

10-20%

              precision    recall  f1-score   support

           0       0.82      0.61      0.70  23880186
           1       0.53      0.77      0.62  13481800

    accuracy                           0.67  37361986
   macro avg       0.67      0.69      0.66  37361986
weighted avg       0.72      0.67      0.67  37361986

Accuracy: 0.6666354673972631

              precision    recall  f1-score   support

           0       0.38      0.37      0.37   2057494
           1       0.77      0.78      0.77   5461156

    accuracy                           0.66   7518650
   macro avg       0.57      0.57      0.57   7518650
weighted avg       0.66      0.66      0.66   7518650

Accuracy: 0.6642288176733855

20-40%

              precision    recall  f1-score   support

           0       0.78      0.60      0.68  24625160
           1       0.58      0.77      0.66  17542339

    accuracy                           0.67  42167499
   macro avg       0.68      0.69      0.67  42167499
weighted avg       0.70      0.67      0.67  42167499

Accuracy: 0.6712092410318193

              precision    recall  f1-score   support

           0       0.22      0.36      0.27    744974
           1       0.87      0.77      0.82   4060539

    accuracy                           0.71   4805513
   macro avg       0.54      0.56      0.54   4805513
weighted avg       0.77      0.71      0.73   4805513

Accuracy: 0.7067694957853615

40-80%

              precision    recall  f1-score   support

           0       0.13      0.35      0.19    235909
           1       0.93      0.77      0.84   2483775

    accuracy                           0.73   2719684
   macro avg       0.53      0.56      0.51   2719684
weighted avg       0.86      0.73      0.78   2719684

Accuracy: 0.7296358694613051

              precision    recall  f1-score   support

           0       0.76      0.60      0.67  24861069
           1       0.61      0.77      0.68  20026114

    accuracy                           0.67  44887183
   macro avg       0.68      0.68      0.67  44887183
weighted avg       0.69      0.67      0.67  44887183

Accuracy: 0.6747492708553352

80-90%

              precision    recall  f1-score   support

           0       0.09      0.36      0.14     18577
           1       0.95      0.76      0.84    296772

    accuracy                           0.74    315349
   macro avg       0.52      0.56      0.49    315349
weighted avg       0.90      0.74      0.80    315349

Accuracy: 0.7371737344973347

90-100%

              precision    recall  f1-score   support

           0       0.08      0.36      0.13     13620
           1       0.95      0.76      0.85    240209

    accuracy                           0.74    253829
   macro avg       0.52      0.56      0.49    253829
weighted avg       0.91      0.74      0.81    253829

Accuracy: 0.739911515232696

Treshold: 0.6

All

              precision    recall  f1-score   support

           0       0.69      0.76      0.73  24893266
           1       0.67      0.60      0.63  20563095

    accuracy                           0.69  45456361
   macro avg       0.68      0.68      0.68  45456361
weighted avg       0.68      0.69      0.68  45456361

Accuracy: 0.6853694909717916

0-1%

              precision    recall  f1-score   support

           0       1.00      0.99      0.99   4873589
           1       0.04      0.53      0.07      3872

    accuracy                           0.99   4877461
   macro avg       0.52      0.76      0.53   4877461
weighted avg       1.00      0.99      0.99   4877461

Accuracy: 0.9888593676095001

1-10%

              precision    recall  f1-score   support

           0       0.79      0.73      0.76  16949103
           1       0.51      0.59      0.55   8016772

    accuracy                           0.69  24965875
   macro avg       0.65      0.66      0.65  24965875
weighted avg       0.70      0.69      0.69  24965875

Accuracy: 0.6865130503136782

10-20%

              precision    recall  f1-score   support

           0       0.34      0.54      0.42   2057494
           1       0.78      0.61      0.68   5461156

    accuracy                           0.59   7518650
   macro avg       0.56      0.57      0.55   7518650
weighted avg       0.66      0.59      0.61   7518650

Accuracy: 0.5877176088792536

20-40%

              precision    recall  f1-score   support

           0       0.19      0.51      0.28    744974
           1       0.87      0.60      0.71   4060539

    accuracy                           0.59   4805513
   macro avg       0.53      0.56      0.50   4805513
weighted avg       0.77      0.59      0.65   4805513

Accuracy: 0.5898589807165229

40-80%

              precision    recall  f1-score   support

           0       0.11      0.51      0.18    235909
           1       0.93      0.60      0.73   2483775

    accuracy                           0.59   2719684
   macro avg       0.52      0.55      0.45   2719684
weighted avg       0.86      0.59      0.68   2719684

Accuracy: 0.5896339427668803

80-90%

              precision    recall  f1-score   support

           0       0.07      0.51      0.13     18577
           1       0.95      0.59      0.73    296772

    accuracy                           0.59    315349
   macro avg       0.51      0.55      0.43    315349
weighted avg       0.90      0.59      0.69    315349

Accuracy: 0.5880690917047462

90-100%

              precision    recall  f1-score   support

           0       0.07      0.51      0.12     13620
           1       0.96      0.59      0.73    240209

    accuracy                           0.59    253829
   macro avg       0.51      0.55      0.42    253829
weighted avg       0.91      0.59      0.70    253829

Accuracy: 0.5885773493178479

Treshold: 0.7

All

              precision    recall  f1-score   support

           0       0.60      0.93      0.73  24893266
           1       0.74      0.26      0.38  20563095

    accuracy                           0.62  45456361
   macro avg       0.67      0.59      0.56  45456361
weighted avg       0.67      0.62      0.57  45456361

Accuracy: 0.6240705453742766

0-1%

              precision    recall  f1-score   support

           0       1.00      1.00      1.00   4873589
           1       0.25      0.21      0.23      3872

    accuracy                           1.00   4877461
   macro avg       0.62      0.61      0.61   4877461
weighted avg       1.00      1.00      1.00   4877461

Accuracy: 0.9988602676679527

1-10%

              precision    recall  f1-score   support

           0       0.72      0.93      0.81  16949103
           1       0.62      0.25      0.35   8016772

    accuracy                           0.71  24965875
   macro avg       0.67      0.59      0.58  24965875
weighted avg       0.69      0.71      0.66  24965875

Accuracy: 0.7087652245314855

10-20%

              precision    recall  f1-score   support

           0       0.29      0.81      0.43   2057494
           1       0.79      0.26      0.40   5461156

    accuracy                           0.41   7518650
   macro avg       0.54      0.54      0.41   7518650
weighted avg       0.65      0.41      0.41   7518650

Accuracy: 0.4141135709203115

20-40%

              precision    recall  f1-score   support

           0       0.17      0.79      0.27    744974
           1       0.87      0.27      0.41   4060539

    accuracy                           0.35   4805513
   macro avg       0.52      0.53      0.34   4805513
weighted avg       0.76      0.35      0.39   4805513

Accuracy: 0.3480512902576686

40-80%

              precision    recall  f1-score   support

           0       0.09      0.79      0.17    235909
           1       0.93      0.27      0.41   2483775

    accuracy                           0.31   2719684
   macro avg       0.51      0.53      0.29   2719684
weighted avg       0.86      0.31      0.39   2719684

Accuracy: 0.3115865666746578

80-90%

              precision    recall  f1-score   support

           0       0.06      0.79      0.12     18577
           1       0.95      0.26      0.41    296772

    accuracy                           0.30    315349
   macro avg       0.51      0.53      0.27    315349
weighted avg       0.90      0.30      0.40    315349

Accuracy: 0.29552337251743305

90-100%

              precision    recall  f1-score   support

           0       0.06      0.79      0.11     13620
           1       0.96      0.26      0.41    240209

    accuracy                           0.29    253829
   macro avg       0.51      0.53      0.26    253829
weighted avg       0.91      0.29      0.40    253829

Accuracy: 0.2930319230663163

Treshold: 0.8

All

              precision    recall  f1-score   support

           0       0.55      1.00      0.71  24893266
           1       0.00      0.00      0.00  20563095

    accuracy                           0.55  45456361
   macro avg       0.27      0.50      0.35  45456361
weighted avg       0.30      0.55      0.39  45456361

Accuracy: 0.5476299785633962

0-1%

              precision    recall  f1-score   support

           0       1.00      1.00      1.00   4873589
           1       0.00      0.00      0.00      3872

    accuracy                           1.00   4877461
   macro avg       0.50      0.50      0.50   4877461
weighted avg       1.00      1.00      1.00   4877461

Accuracy: 0.9992061443443627

1-10%

              precision    recall  f1-score   support

           0       0.68      1.00      0.81  16949103
           1       0.00      0.00      0.00   8016772

    accuracy                           0.68  24965875
   macro avg       0.34      0.50      0.40  24965875
weighted avg       0.46      0.68      0.55  24965875

Accuracy: 0.678890805950122

10-20%

              precision    recall  f1-score   support

           0       0.27      1.00      0.43   2057494
           1       0.00      0.00      0.00   5461156

    accuracy                           0.27   7518650
   macro avg       0.14      0.50      0.21   7518650
weighted avg       0.07      0.27      0.12   7518650

Accuracy: 0.2736520518976146

20-40%

              precision    recall  f1-score   support

           0       0.16      1.00      0.27    744974
           1       0.00      0.00      0.00   4060539

    accuracy                           0.16   4805513
   macro avg       0.08      0.50      0.13   4805513
weighted avg       0.02      0.16      0.04   4805513

Accuracy: 0.15502486415082012

40-80%

              precision    recall  f1-score   support

           0       0.09      1.00      0.16    235909
           1       0.00      0.00      0.00   2483775

    accuracy                           0.09   2719684
   macro avg       0.04      0.50      0.08   2719684
weighted avg       0.01      0.09      0.01   2719684

Accuracy: 0.08674132730126

80-90%

              precision    recall  f1-score   support

           0       0.06      1.00      0.11     18577
           1       0.00      0.00      0.00    296772

    accuracy                           0.06    315349
   macro avg       0.03      0.50      0.06    315349
weighted avg       0.00      0.06      0.01    315349

Accuracy: 0.05890933537128705

90-100%

              precision    recall  f1-score   support

           0       0.05      1.00      0.10     13620
           1       0.00      0.00      0.00    240209

    accuracy                           0.05    253829
   macro avg       0.03      0.50      0.05    253829
weighted avg       0.00      0.05      0.01    253829

Accuracy: 0.05365817144613105

Treshold: 0.9

All

              precision    recall  f1-score   support

           0       0.55      1.00      0.71  24893266
           1       0.00      0.00      0.00  20563095

    accuracy                           0.55  45456361
   macro avg       0.27      0.50      0.35  45456361
weighted avg       0.30      0.55      0.39  45456361

Accuracy: 0.5476299785633962

0-1%

              precision    recall  f1-score   support

           0       1.00      1.00      1.00   4873589
           1       0.00      0.00      0.00      3872

    accuracy                           1.00   4877461
   macro avg       0.50      0.50      0.50   4877461
weighted avg       1.00      1.00      1.00   4877461

Accuracy: 0.9992061443443627

1-10%

              precision    recall  f1-score   support

           0       0.68      1.00      0.81  16949103
           1       0.00      0.00      0.00   8016772

    accuracy                           0.68  24965875
   macro avg       0.34      0.50      0.40  24965875
weighted avg       0.46      0.68      0.55  24965875

Accuracy: 0.678890805950122

10-20%

              precision    recall  f1-score   support

           0       0.27      1.00      0.43   2057494
           1       0.00      0.00      0.00   5461156

    accuracy                           0.27   7518650
   macro avg       0.14      0.50      0.21   7518650
weighted avg       0.07      0.27      0.12   7518650

Accuracy: 0.2736520518976146

20-40%

              precision    recall  f1-score   support

           0       0.16      1.00      0.27    744974
           1       0.00      0.00      0.00   4060539

    accuracy                           0.16   4805513
   macro avg       0.08      0.50      0.13   4805513
weighted avg       0.02      0.16      0.04   4805513

Accuracy: 0.15502486415082012

40-80%

              precision    recall  f1-score   support

           0       0.09      1.00      0.16    235909
           1       0.00      0.00      0.00   2483775

    accuracy                           0.09   2719684
   macro avg       0.04      0.50      0.08   2719684
weighted avg       0.01      0.09      0.01   2719684

Accuracy: 0.08674132730126

80-90%

              precision    recall  f1-score   support

           0       0.06      1.00      0.11     18577
           1       0.00      0.00      0.00    296772

    accuracy                           0.06    315349
   macro avg       0.03      0.50      0.06    315349
weighted avg       0.00      0.06      0.01    315349

Accuracy: 0.05890933537128705

90-100%

              precision    recall  f1-score   support

           0       0.05      1.00      0.10     13620
           1       0.00      0.00      0.00    240209

    accuracy                           0.05    253829
   macro avg       0.03      0.50      0.05    253829
weighted avg       0.00      0.05      0.01    253829

Accuracy: 0.05365817144613105

0.4

Treshold: 0.3

All

              precision    recall  f1-score   support

           0       0.85      0.37      0.51  22531902
           1       0.52      0.92      0.66  16938696

    accuracy                           0.60  39470598
   macro avg       0.69      0.64      0.59  39470598
weighted avg       0.71      0.60      0.58  39470598

Accuracy: 0.601860858556032

0-1%

              precision    recall  f1-score   support

           0       1.00      0.97      0.98   1549999
           1       0.00      0.00      0.00         0

    accuracy                           0.97   1549999
   macro avg       0.50      0.48      0.49   1549999
weighted avg       1.00      0.97      0.98   1549999

Accuracy: 0.9667625592016511

1-10%

              precision    recall  f1-score   support

           0       0.97      0.43      0.59  11439888
           1       0.15      0.90      0.26   1271288

    accuracy                           0.47  12711176
   macro avg       0.56      0.66      0.42  12711176
weighted avg       0.89      0.47      0.56  12711176

Accuracy: 0.4739205090071918

10-20%

              precision    recall  f1-score   support

           0       0.76      0.21      0.33   5044441
           1       0.47      0.91      0.62   3812372

    accuracy                           0.51   8856813
   macro avg       0.62      0.56      0.47   8856813
weighted avg       0.64      0.51      0.46   8856813

Accuracy: 0.5138872187998098

20-40%

              precision    recall  f1-score   support

           0       0.54      0.18      0.27   2995598
           1       0.68      0.92      0.78   5583215

    accuracy                           0.66   8578813
   macro avg       0.61      0.55      0.52   8578813
weighted avg       0.63      0.66      0.60   8578813

Accuracy: 0.6609046030027698

40-80%

              precision    recall  f1-score   support

           0       0.35      0.17      0.23   1295061
           1       0.81      0.92      0.86   5001564

    accuracy                           0.76   6296625
   macro avg       0.58      0.54      0.55   6296625
weighted avg       0.72      0.76      0.73   6296625

Accuracy: 0.7643621781509936

80-90%

              precision    recall  f1-score   support

           0       0.26      0.17      0.21    117971
           1       0.87      0.92      0.89    692761

    accuracy                           0.81    810732
   macro avg       0.56      0.54      0.55    810732
weighted avg       0.78      0.81      0.79    810732

Accuracy: 0.8079636674018048

90-100%

              precision    recall  f1-score   support

           0       0.24      0.17      0.20     88944
           1       0.88      0.92      0.90    577496

    accuracy                           0.82    666440
   macro avg       0.56      0.54      0.55    666440
weighted avg       0.79      0.82      0.80    666440

Accuracy: 0.8164515935418042

Treshold: 0.5

All

              precision    recall  f1-score   support

           0       0.79      0.63      0.70  22531902
           1       0.61      0.78      0.69  16938696

    accuracy                           0.70  39470598
   macro avg       0.70      0.71      0.70  39470598
weighted avg       0.72      0.70      0.70  39470598

Accuracy: 0.6961267219716306

              precision    recall  f1-score   support

           0       0.79      0.63      0.70  22531902
           1       0.61      0.78      0.69  16938696

    accuracy                           0.70  39470598
   macro avg       0.70      0.71      0.70  39470598
weighted avg       0.72      0.70      0.70  39470598

Accuracy: 0.6961267219716306

0-1%

              precision    recall  f1-score   support

           0       1.00      1.00      1.00   1549999
           1       0.00      0.00      0.00         0

    accuracy                           1.00   1549999
   macro avg       0.50      0.50      0.50   1549999
weighted avg       1.00      1.00      1.00   1549999

Accuracy: 0.9993290318251818

1-10%

              precision    recall  f1-score   support

           0       0.97      0.76      0.85  12989887
           1       0.24      0.76      0.36   1271288

    accuracy                           0.76  14261175
   macro avg       0.60      0.76      0.61  14261175
weighted avg       0.90      0.76      0.81  14261175

Accuracy: 0.7609563728093933

              precision    recall  f1-score   support

           0       0.96      0.73      0.83  11439888
           1       0.24      0.76      0.36   1271288

    accuracy                           0.73  12711176
   macro avg       0.60      0.74      0.60  12711176
weighted avg       0.89      0.73      0.78  12711176

Accuracy: 0.7318892445514089

10-20%

              precision    recall  f1-score   support

           0       0.92      0.68      0.78  18034328
           1       0.41      0.78      0.54   5083660

    accuracy                           0.70  23117988
   macro avg       0.66      0.73      0.66  23117988
weighted avg       0.80      0.70      0.73  23117988

Accuracy: 0.7035804326916338

              precision    recall  f1-score   support

           0       0.75      0.48      0.59   5044441
           1       0.53      0.78      0.63   3812372

    accuracy                           0.61   8856813
   macro avg       0.64      0.63      0.61   8856813
weighted avg       0.65      0.61      0.61   8856813

Accuracy: 0.611194116890579

20-40%

              precision    recall  f1-score   support

           0       0.85      0.65      0.74  21029926
           1       0.53      0.78      0.63  10666875

    accuracy                           0.69  31696801
   macro avg       0.69      0.71      0.68  31696801
weighted avg       0.74      0.69      0.70  31696801

Accuracy: 0.6925511505088479

              precision    recall  f1-score   support

           0       0.52      0.43      0.47   2995598
           1       0.72      0.79      0.75   5583215

    accuracy                           0.66   8578813
   macro avg       0.62      0.61      0.61   8578813
weighted avg       0.65      0.66      0.65   8578813

Accuracy: 0.6628296945043562

40-80%

              precision    recall  f1-score   support

           0       0.33      0.41      0.37   1295061
           1       0.84      0.78      0.81   5001564

    accuracy                           0.71   6296625
   macro avg       0.58      0.60      0.59   6296625
weighted avg       0.73      0.71      0.72   6296625

Accuracy: 0.706921723939412

80-90%

              precision    recall  f1-score   support

           0       0.24      0.41      0.30    117971
           1       0.89      0.78      0.83    692761

    accuracy                           0.73    810732
   macro avg       0.56      0.59      0.56    810732
weighted avg       0.79      0.73      0.75    810732

Accuracy: 0.7251175480923412

90-100%

              precision    recall  f1-score   support

           0       0.22      0.41      0.29     88944
           1       0.89      0.78      0.83    577496

    accuracy                           0.73    666440
   macro avg       0.56      0.59      0.56    666440
weighted avg       0.80      0.73      0.76    666440

Accuracy: 0.7289253346137686

Treshold: 0.6

All

              precision    recall  f1-score   support

           0       0.75      0.77      0.76  22531902
           1       0.68      0.65      0.67  16938696

    accuracy                           0.72  39470598
   macro avg       0.71      0.71      0.71  39470598
weighted avg       0.72      0.72      0.72  39470598

Accuracy: 0.7204605311528344

0-1%

              precision    recall  f1-score   support

           0       1.00      1.00      1.00   1549999
           1       0.00      0.00      0.00         0

    accuracy                           1.00   1549999
   macro avg       0.50      0.50      0.50   1549999
weighted avg       1.00      1.00      1.00   1549999

Accuracy: 0.9999799999870967

1-10%

              precision    recall  f1-score   support

           0       0.95      0.86      0.90  11439888
           1       0.33      0.61      0.43   1271288

    accuracy                           0.84  12711176
   macro avg       0.64      0.73      0.67  12711176
weighted avg       0.89      0.84      0.86  12711176

Accuracy: 0.8359139233065453

10-20%

              precision    recall  f1-score   support

           0       0.71      0.67      0.69   5044441
           1       0.59      0.64      0.62   3812372

    accuracy                           0.66   8856813
   macro avg       0.65      0.65      0.65   8856813
weighted avg       0.66      0.66      0.66   8856813

Accuracy: 0.6561279999927739

20-40%

              precision    recall  f1-score   support

           0       0.49      0.61      0.54   2995598
           1       0.76      0.66      0.70   5583215

    accuracy                           0.64   8578813
   macro avg       0.62      0.63      0.62   8578813
weighted avg       0.66      0.64      0.65   8578813

Accuracy: 0.6399417961435924

40-80%

              precision    recall  f1-score   support

           0       0.30      0.59      0.40   1295061
           1       0.86      0.65      0.74   5001564

    accuracy                           0.64   6296625
   macro avg       0.58      0.62      0.57   6296625
weighted avg       0.74      0.64      0.67   6296625

Accuracy: 0.6384820439521172

80-90%

              precision    recall  f1-score   support

           0       0.22      0.58      0.32    117971
           1       0.90      0.65      0.75    692761

    accuracy                           0.64    810732
   macro avg       0.56      0.61      0.53    810732
weighted avg       0.80      0.64      0.69    810732

Accuracy: 0.636448296107715

90-100%

              precision    recall  f1-score   support

           0       0.20      0.58      0.30     88944
           1       0.91      0.65      0.75    577496

    accuracy                           0.64    666440
   macro avg       0.55      0.61      0.53    666440
weighted avg       0.81      0.64      0.69    666440

Accuracy: 0.6364804033371346

Treshold: 0.7

All

              precision    recall  f1-score   support

           0       0.67      0.91      0.77  22531902
           1       0.77      0.41      0.53  16938696

    accuracy                           0.69  39470598
   macro avg       0.72      0.66      0.65  39470598
weighted avg       0.71      0.69      0.67  39470598

Accuracy: 0.6939022560539874

0-1%

              precision    recall  f1-score   support

           0       1.00      1.00      1.00   1549999

    accuracy                           1.00   1549999
   macro avg       1.00      1.00      1.00   1549999
weighted avg       1.00      1.00      1.00   1549999

Accuracy: 1.0

1-10%

              precision    recall  f1-score   support

           0       0.93      0.96      0.95  11439888
           1       0.52      0.36      0.43   1271288

    accuracy                           0.90  12711176
   macro avg       0.73      0.66      0.69  12711176
weighted avg       0.89      0.90      0.89  12711176

Accuracy: 0.9025836004473543

10-20%

              precision    recall  f1-score   support

           0       0.66      0.87      0.75   5044441
           1       0.69      0.40      0.51   3812372

    accuracy                           0.66   8856813
   macro avg       0.67      0.63      0.63   8856813
weighted avg       0.67      0.66      0.64   8856813

Accuracy: 0.6646752054040206

20-40%

              precision    recall  f1-score   support

           0       0.43      0.81      0.56   2995598
           1       0.80      0.41      0.55   5583215

    accuracy                           0.55   8578813
   macro avg       0.61      0.61      0.55   8578813
weighted avg       0.67      0.55      0.55   8578813

Accuracy: 0.5521397890360823

40-80%

              precision    recall  f1-score   support

           0       0.25      0.77      0.38   1295061
           1       0.88      0.41      0.56   5001564

    accuracy                           0.49   6296625
   macro avg       0.57      0.59      0.47   6296625
weighted avg       0.75      0.49      0.52   6296625

Accuracy: 0.4870548905167451

80-90%

              precision    recall  f1-score   support

           0       0.18      0.76      0.29    117971
           1       0.91      0.41      0.56    692761

    accuracy                           0.46    810732
   macro avg       0.54      0.59      0.43    810732
weighted avg       0.80      0.46      0.52    810732

Accuracy: 0.4594588594011338

90-100%

              precision    recall  f1-score   support

           0       0.17      0.76      0.27     88944
           1       0.92      0.41      0.56    577496

    accuracy                           0.45    666440
   macro avg       0.54      0.58      0.42    666440
weighted avg       0.82      0.45      0.53    666440

Accuracy: 0.4545510473561011

Treshold: 0.8

All

              precision    recall  f1-score   support

           0       0.57      1.00      0.73  22531902
           1       0.00      0.00      0.00  16938696

    accuracy                           0.57  39470598
   macro avg       0.29      0.50      0.36  39470598
weighted avg       0.33      0.57      0.41  39470598

Accuracy: 0.5708528155565314

0-1%

              precision    recall  f1-score   support

           0       1.00      1.00      1.00   1549999

    accuracy                           1.00   1549999
   macro avg       1.00      1.00      1.00   1549999
weighted avg       1.00      1.00      1.00   1549999

Accuracy: 1.0

1-10%

              precision    recall  f1-score   support

           0       0.90      1.00      0.95  11439888
           1       0.00      0.00      0.00   1271288

    accuracy                           0.90  12711176
   macro avg       0.45      0.50      0.47  12711176
weighted avg       0.81      0.90      0.85  12711176

Accuracy: 0.8999865944740282

10-20%

              precision    recall  f1-score   support

           0       0.57      1.00      0.73   5044441
           1       0.00      0.00      0.00   3812372

    accuracy                           0.57   8856813
   macro avg       0.28      0.50      0.36   8856813
weighted avg       0.32      0.57      0.41   8856813

Accuracy: 0.5695548726161431

20-40%

              precision    recall  f1-score   support

           0       0.35      1.00      0.52   2995598
           1       0.00      0.00      0.00   5583215

    accuracy                           0.35   8578813
   macro avg       0.17      0.50      0.26   8578813
weighted avg       0.12      0.35      0.18   8578813

Accuracy: 0.34918560411562766

40-80%

              precision    recall  f1-score   support

           0       0.21      1.00      0.34   1295061
           1       0.00      0.00      0.00   5001564

    accuracy                           0.21   6296625
   macro avg       0.10      0.50      0.17   6296625
weighted avg       0.04      0.21      0.07   6296625

Accuracy: 0.20567542135667918

80-90%

              precision    recall  f1-score   support

           0       0.15      1.00      0.25    117971
           1       0.00      0.00      0.00    692761

    accuracy                           0.15    810732
   macro avg       0.07      0.50      0.13    810732
weighted avg       0.02      0.15      0.04    810732

Accuracy: 0.14551171040491803

90-100%

              precision    recall  f1-score   support

           0       0.13      1.00      0.24     88944
           1       0.00      0.00      0.00    577496

    accuracy                           0.13    666440
   macro avg       0.07      0.50      0.12    666440
weighted avg       0.02      0.13      0.03    666440

Accuracy: 0.13346137686813517

Treshold: 0.9

All

              precision    recall  f1-score   support

           0       0.57      1.00      0.73  22531902
           1       0.00      0.00      0.00  16938696

    accuracy                           0.57  39470598
   macro avg       0.29      0.50      0.36  39470598
weighted avg       0.33      0.57      0.41  39470598

Accuracy: 0.5708528155565314

0-1%

              precision    recall  f1-score   support

           0       1.00      1.00      1.00   1549999

    accuracy                           1.00   1549999
   macro avg       1.00      1.00      1.00   1549999
weighted avg       1.00      1.00      1.00   1549999

Accuracy: 1.0

1-10%

              precision    recall  f1-score   support

           0       0.90      1.00      0.95  11439888
           1       0.00      0.00      0.00   1271288

    accuracy                           0.90  12711176
   macro avg       0.45      0.50      0.47  12711176
weighted avg       0.81      0.90      0.85  12711176

Accuracy: 0.8999865944740282

10-20%

              precision    recall  f1-score   support

           0       0.57      1.00      0.73   5044441
           1       0.00      0.00      0.00   3812372

    accuracy                           0.57   8856813
   macro avg       0.28      0.50      0.36   8856813
weighted avg       0.32      0.57      0.41   8856813

Accuracy: 0.5695548726161431

20-40%

              precision    recall  f1-score   support

           0       0.35      1.00      0.52   2995598
           1       0.00      0.00      0.00   5583215

    accuracy                           0.35   8578813
   macro avg       0.17      0.50      0.26   8578813
weighted avg       0.12      0.35      0.18   8578813

Accuracy: 0.34918560411562766

40-80%

              precision    recall  f1-score   support

           0       0.21      1.00      0.34   1295061
           1       0.00      0.00      0.00   5001564

    accuracy                           0.21   6296625
   macro avg       0.10      0.50      0.17   6296625
weighted avg       0.04      0.21      0.07   6296625

Accuracy: 0.20567542135667918

80-90%

              precision    recall  f1-score   support

           0       0.15      1.00      0.25    117971
           1       0.00      0.00      0.00    692761

    accuracy                           0.15    810732
   macro avg       0.07      0.50      0.13    810732
weighted avg       0.02      0.15      0.04    810732

Accuracy: 0.14551171040491803

90-100%

              precision    recall  f1-score   support

           0       0.13      1.00      0.24     88944
           1       0.00      0.00      0.00    577496

    accuracy                           0.13    666440
   macro avg       0.07      0.50      0.12    666440
weighted avg       0.02      0.13      0.03    666440

Accuracy: 0.13346137686813517

LR_8_decay_rtime

0.01

Treshold: 0.3

All

              precision    recall  f1-score   support

           0       0.93      0.55      0.70  28055468
           1       0.62      0.95      0.75  21729815

    accuracy                           0.73  49785283
   macro avg       0.78      0.75      0.72  49785283
weighted avg       0.80      0.73      0.72  49785283

Accuracy: 0.7257770333453764

0-1%

              precision    recall  f1-score   support

           0       0.93      0.56      0.70  27764588
           1       0.57      0.93      0.70  17098553

    accuracy                           0.70  44863141
   macro avg       0.75      0.75      0.70  44863141
weighted avg       0.79      0.70      0.70  44863141

Accuracy: 0.7021744866236629

1-10%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00    287564
           1       0.94      1.00      0.97   4164787

    accuracy                           0.94   4452351
   macro avg       0.47      0.50      0.48   4452351
weighted avg       0.87      0.94      0.90   4452351

Accuracy: 0.9354129986607076

10-20%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00      2455
           1       0.99      1.00      1.00    257616

    accuracy                           0.99    260071
   macro avg       0.50      0.50      0.50    260071
weighted avg       0.98      0.99      0.99    260071

Accuracy: 0.9905602700800935

20-40%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00       659
           1       0.99      1.00      1.00    130568

    accuracy                           0.99    131227
   macro avg       0.50      0.50      0.50    131227
weighted avg       0.99      0.99      0.99    131227

Accuracy: 0.9949781676027037

40-80%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00       169
           1       1.00      1.00      1.00     65234

    accuracy                           1.00     65403
   macro avg       0.50      0.50      0.50     65403
weighted avg       0.99      1.00      1.00     65403

Accuracy: 0.9974160206718347

80-90%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00        15
           1       1.00      1.00      1.00      7371

    accuracy                           1.00      7386
   macro avg       0.50      0.50      0.50      7386
weighted avg       1.00      1.00      1.00      7386

Accuracy: 0.9979691307879772

90-100%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00        18
           1       1.00      1.00      1.00      5686

    accuracy                           1.00      5704
   macro avg       0.50      0.50      0.50      5704
weighted avg       0.99      1.00      1.00      5704

Accuracy: 0.9968443197755961

Treshold: 0.5

All

              precision    recall  f1-score   support

           0       0.87      0.69      0.77  28055468
           1       0.68      0.87      0.76  21729815

    accuracy                           0.77  49785283
   macro avg       0.78      0.78      0.77  49785283
weighted avg       0.79      0.77      0.77  49785283

Accuracy: 0.766295172008965

              precision    recall  f1-score   support

           0       0.87      0.69      0.77  28055468
           1       0.68      0.87      0.76  21729815

    accuracy                           0.77  49785283
   macro avg       0.78      0.78      0.77  49785283
weighted avg       0.79      0.77      0.77  49785283

Accuracy: 0.766295172008965

0-1%

              precision    recall  f1-score   support

           0       0.87      0.69      0.77  27764588
           1       0.63      0.83      0.72  17098553

    accuracy                           0.75  44863141
   macro avg       0.75      0.76      0.74  44863141
weighted avg       0.78      0.75      0.75  44863141

Accuracy: 0.7471380570522247

              precision    recall  f1-score   support

           0       0.87      0.69      0.77  27764588
           1       0.63      0.83      0.72  17098553

    accuracy                           0.75  44863141
   macro avg       0.75      0.76      0.74  44863141
weighted avg       0.78      0.75      0.75  44863141

Accuracy: 0.7471380570522247

1-10%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00    287564
           1       0.94      1.00      0.97   4164787

    accuracy                           0.94   4452351
   macro avg       0.47      0.50      0.48   4452351
weighted avg       0.87      0.94      0.90   4452351

Accuracy: 0.9354129986607076

              precision    recall  f1-score   support

           0       0.87      0.69      0.77  28052152
           1       0.68      0.87      0.76  21263340

    accuracy                           0.76  49315492
   macro avg       0.77      0.78      0.76  49315492
weighted avg       0.79      0.76      0.76  49315492

Accuracy: 0.7641360852691077

10-20%

              precision    recall  f1-score   support

           0       0.87      0.69      0.77  28054607
           1       0.68      0.87      0.76  21520956

    accuracy                           0.77  49575563
   macro avg       0.78      0.78      0.77  49575563
weighted avg       0.79      0.77      0.77  49575563

Accuracy: 0.7653238955652405

              precision    recall  f1-score   support

           0       0.00      0.00      0.00      2455
           1       0.99      1.00      1.00    257616

    accuracy                           0.99    260071
   macro avg       0.50      0.50      0.50    260071
weighted avg       0.98      0.99      0.99    260071

Accuracy: 0.9905602700800935

20-40%

              precision    recall  f1-score   support

           0       0.87      0.69      0.77  28055266
           1       0.68      0.87      0.76  21651524

    accuracy                           0.77  49706790
   macro avg       0.78      0.78      0.77  49706790
weighted avg       0.79      0.77      0.77  49706790

Accuracy: 0.7659301878073398

              precision    recall  f1-score   support

           0       0.00      0.00      0.00       659
           1       0.99      1.00      1.00    130568

    accuracy                           0.99    131227
   macro avg       0.50      0.50      0.50    131227
weighted avg       0.99      0.99      0.99    131227

Accuracy: 0.9949781676027037

40-80%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00       169
           1       1.00      1.00      1.00     65234

    accuracy                           1.00     65403
   macro avg       0.50      0.50      0.50     65403
weighted avg       0.99      1.00      1.00     65403

Accuracy: 0.9974160206718347

80-90%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00        15
           1       1.00      1.00      1.00      7371

    accuracy                           1.00      7386
   macro avg       0.50      0.50      0.50      7386
weighted avg       1.00      1.00      1.00      7386

Accuracy: 0.9979691307879772

90-100%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00        18
           1       1.00      1.00      1.00      5686

    accuracy                           1.00      5704
   macro avg       0.50      0.50      0.50      5704
weighted avg       0.99      1.00      1.00      5704

Accuracy: 0.9968443197755961

Treshold: 0.6

All

              precision    recall  f1-score   support

           0       0.83      0.76      0.79  28055468
           1       0.72      0.80      0.76  21729815

    accuracy                           0.78  49785283
   macro avg       0.77      0.78      0.78  49785283
weighted avg       0.78      0.78      0.78  49785283

Accuracy: 0.776866930735334

0-1%

              precision    recall  f1-score   support

           0       0.83      0.77      0.80  27764588
           1       0.66      0.74      0.70  17098553

    accuracy                           0.76  44863141
   macro avg       0.75      0.76      0.75  44863141
weighted avg       0.77      0.76      0.76  44863141

Accuracy: 0.7588701156702337

1-10%

              precision    recall  f1-score   support

           0       0.09      0.00      0.00    287564
           1       0.94      1.00      0.97   4164787

    accuracy                           0.94   4452351
   macro avg       0.51      0.50      0.48   4452351
weighted avg       0.88      0.94      0.90   4452351

Accuracy: 0.9354087312523204

10-20%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00      2455
           1       0.99      1.00      1.00    257616

    accuracy                           0.99    260071
   macro avg       0.50      0.50      0.50    260071
weighted avg       0.98      0.99      0.99    260071

Accuracy: 0.9905602700800935

20-40%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00       659
           1       0.99      1.00      1.00    130568

    accuracy                           0.99    131227
   macro avg       0.50      0.50      0.50    131227
weighted avg       0.99      0.99      0.99    131227

Accuracy: 0.9949781676027037

40-80%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00       169
           1       1.00      1.00      1.00     65234

    accuracy                           1.00     65403
   macro avg       0.50      0.50      0.50     65403
weighted avg       0.99      1.00      1.00     65403

Accuracy: 0.9974160206718347

80-90%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00        15
           1       1.00      1.00      1.00      7371

    accuracy                           1.00      7386
   macro avg       0.50      0.50      0.50      7386
weighted avg       1.00      1.00      1.00      7386

Accuracy: 0.9979691307879772

90-100%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00        18
           1       1.00      1.00      1.00      5686

    accuracy                           1.00      5704
   macro avg       0.50      0.50      0.50      5704
weighted avg       0.99      1.00      1.00      5704

Accuracy: 0.9968443197755961

Treshold: 0.7

All

              precision    recall  f1-score   support

           0       0.76      0.85      0.81  28055468
           1       0.78      0.66      0.71  21729815

    accuracy                           0.77  49785283
   macro avg       0.77      0.76      0.76  49785283
weighted avg       0.77      0.77      0.77  49785283

Accuracy: 0.7690296548078275

0-1%

              precision    recall  f1-score   support

           0       0.76      0.86      0.81  27764588
           1       0.72      0.57      0.63  17098553

    accuracy                           0.75  44863141
   macro avg       0.74      0.72      0.72  44863141
weighted avg       0.75      0.75      0.74  44863141

Accuracy: 0.7502877027714132

1-10%

              precision    recall  f1-score   support

           0       0.11      0.00      0.01    287564
           1       0.94      1.00      0.97   4164787

    accuracy                           0.93   4452351
   macro avg       0.52      0.50      0.49   4452351
weighted avg       0.88      0.93      0.90   4452351

Accuracy: 0.9342538357824889

10-20%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00      2455
           1       0.99      1.00      1.00    257616

    accuracy                           0.99    260071
   macro avg       0.50      0.50      0.50    260071
weighted avg       0.98      0.99      0.99    260071

Accuracy: 0.9905410445609084

20-40%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00       659
           1       0.99      1.00      1.00    130568

    accuracy                           0.99    131227
   macro avg       0.50      0.50      0.50    131227
weighted avg       0.99      0.99      0.99    131227

Accuracy: 0.9949781676027037

40-80%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00       169
           1       1.00      1.00      1.00     65234

    accuracy                           1.00     65403
   macro avg       0.50      0.50      0.50     65403
weighted avg       0.99      1.00      1.00     65403

Accuracy: 0.9974160206718347

80-90%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00        15
           1       1.00      1.00      1.00      7371

    accuracy                           1.00      7386
   macro avg       0.50      0.50      0.50      7386
weighted avg       1.00      1.00      1.00      7386

Accuracy: 0.9979691307879772

90-100%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00        18
           1       1.00      1.00      1.00      5686

    accuracy                           1.00      5704
   macro avg       0.50      0.50      0.50      5704
weighted avg       0.99      1.00      1.00      5704

Accuracy: 0.9968443197755961

Treshold: 0.8

All

              precision    recall  f1-score   support

           0       0.66      0.96      0.78  28055468
           1       0.87      0.35      0.50  21729815

    accuracy                           0.69  49785283
   macro avg       0.76      0.66      0.64  49785283
weighted avg       0.75      0.69      0.66  49785283

Accuracy: 0.694558209099665

0-1%

              precision    recall  f1-score   support

           0       0.67      0.97      0.79  27764588
           1       0.79      0.21      0.33  17098553

    accuracy                           0.68  44863141
   macro avg       0.73      0.59      0.56  44863141
weighted avg       0.71      0.68      0.61  44863141

Accuracy: 0.6781949351250284

1-10%

              precision    recall  f1-score   support

           0       0.08      0.16      0.11    287564
           1       0.94      0.88      0.91   4164787

    accuracy                           0.83   4452351
   macro avg       0.51      0.52      0.51   4452351
weighted avg       0.88      0.83      0.86   4452351

Accuracy: 0.833451585465746

10-20%

              precision    recall  f1-score   support

           0       0.01      0.08      0.02      2455
           1       0.99      0.94      0.97    257616

    accuracy                           0.94    260071
   macro avg       0.50      0.51      0.50    260071
weighted avg       0.98      0.94      0.96    260071

Accuracy: 0.9368441694767967

20-40%

              precision    recall  f1-score   support

           0       0.01      0.09      0.02       659
           1       1.00      0.95      0.97    130568

    accuracy                           0.94    131227
   macro avg       0.50      0.52      0.49    131227
weighted avg       0.99      0.94      0.97    131227

Accuracy: 0.9447674640127413

40-80%

              precision    recall  f1-score   support

           0       0.01      0.15      0.01       169
           1       1.00      0.95      0.97     65234

    accuracy                           0.95     65403
   macro avg       0.50      0.55      0.49     65403
weighted avg       1.00      0.95      0.97     65403

Accuracy: 0.9471889668669633

80-90%

              precision    recall  f1-score   support

           0       0.01      0.13      0.01        15
           1       1.00      0.95      0.97      7371

    accuracy                           0.95      7386
   macro avg       0.50      0.54      0.49      7386
weighted avg       1.00      0.95      0.97      7386

Accuracy: 0.9505821825074465

90-100%

              precision    recall  f1-score   support

           0       0.02      0.28      0.03        18
           1       1.00      0.95      0.97      5686

    accuracy                           0.95      5704
   macro avg       0.51      0.61      0.50      5704
weighted avg       0.99      0.95      0.97      5704

Accuracy: 0.9481065918653576

Treshold: 0.9

All

              precision    recall  f1-score   support

           0       0.56      1.00      0.72  28055468
           1       0.00      0.00      0.00  21729815

    accuracy                           0.56  49785283
   macro avg       0.28      0.50      0.36  49785283
weighted avg       0.32      0.56      0.41  49785283

Accuracy: 0.5635293466143398

0-1%

              precision    recall  f1-score   support

           0       0.62      1.00      0.76  27764588
           1       0.00      0.00      0.00  17098553

    accuracy                           0.62  44863141
   macro avg       0.31      0.50      0.38  44863141
weighted avg       0.38      0.62      0.47  44863141

Accuracy: 0.6188730298665446

1-10%

              precision    recall  f1-score   support

           0       0.06      1.00      0.12    287564
           1       0.00      0.00      0.00   4164787

    accuracy                           0.06   4452351
   macro avg       0.03      0.50      0.06   4452351
weighted avg       0.00      0.06      0.01   4452351

Accuracy: 0.06458700133929243

10-20%

              precision    recall  f1-score   support

           0       0.01      1.00      0.02      2455
           1       0.00      0.00      0.00    257616

    accuracy                           0.01    260071
   macro avg       0.00      0.50      0.01    260071
weighted avg       0.00      0.01      0.00    260071

Accuracy: 0.009439729919906487

20-40%

              precision    recall  f1-score   support

           0       0.01      1.00      0.01       659
           1       0.00      0.00      0.00    130568

    accuracy                           0.01    131227
   macro avg       0.00      0.50      0.00    131227
weighted avg       0.00      0.01      0.00    131227

Accuracy: 0.005021832397296288

40-80%

              precision    recall  f1-score   support

           0       0.00      1.00      0.01       169
           1       0.00      0.00      0.00     65234

    accuracy                           0.00     65403
   macro avg       0.00      0.50      0.00     65403
weighted avg       0.00      0.00      0.00     65403

Accuracy: 0.002583979328165375

80-90%

              precision    recall  f1-score   support

           0       0.00      1.00      0.00        15
           1       0.00      0.00      0.00      7371

    accuracy                           0.00      7386
   macro avg       0.00      0.50      0.00      7386
weighted avg       0.00      0.00      0.00      7386

Accuracy: 0.0020308692120227455

90-100%

              precision    recall  f1-score   support

           0       0.00      1.00      0.01        18
           1       0.00      0.00      0.00      5686

    accuracy                           0.00      5704
   macro avg       0.00      0.50      0.00      5704
weighted avg       0.00      0.00      0.00      5704

Accuracy: 0.003155680224403927

0.1

Treshold: 0.3

All

              precision    recall  f1-score   support

           0       0.93      0.49      0.64  26119367
           1       0.61      0.95      0.74  21615229

    accuracy                           0.70  47734596
   macro avg       0.77      0.72      0.69  47734596
weighted avg       0.78      0.70      0.69  47734596

Accuracy: 0.7020233710577545

0-1%

              precision    recall  f1-score   support

           0       0.98      0.88      0.92  12053010
           1       0.15      0.51      0.23    508421

    accuracy                           0.86  12561431
   macro avg       0.56      0.69      0.58  12561431
weighted avg       0.94      0.86      0.90  12561431

Accuracy: 0.861267637421246

1-10%

              precision    recall  f1-score   support

           0       0.76      0.17      0.28  13368467
           1       0.55      0.95      0.70  14466820

    accuracy                           0.58  27835287
   macro avg       0.66      0.56      0.49  27835287
weighted avg       0.65      0.58      0.50  27835287

Accuracy: 0.5768482645786982

10-20%

              precision    recall  f1-score   support

           0       0.18      0.00      0.00    503365
           1       0.87      1.00      0.93   3387274

    accuracy                           0.87   3890639
   macro avg       0.53      0.50      0.47   3890639
weighted avg       0.78      0.87      0.81   3890639

Accuracy: 0.8696370956030616

20-40%

              precision    recall  f1-score   support

           0       0.09      0.00      0.00    147488
           1       0.93      1.00      0.96   1970425

    accuracy                           0.93   2117913
   macro avg       0.51      0.50      0.48   2117913
weighted avg       0.87      0.93      0.90   2117913

Accuracy: 0.9300216769999523

40-80%

              precision    recall  f1-score   support

           0       0.04      0.00      0.00     41616
           1       0.96      1.00      0.98   1064279

    accuracy                           0.96   1105895
   macro avg       0.50      0.50      0.49   1105895
weighted avg       0.93      0.96      0.94   1105895

Accuracy: 0.9622577188611938

80-90%

              precision    recall  f1-score   support

           0       0.25      0.00      0.00      3093
           1       0.98      1.00      0.99    120943

    accuracy                           0.98    124036
   macro avg       0.61      0.50      0.49    124036
weighted avg       0.96      0.98      0.96    124036

Accuracy: 0.9750475668354349

90-100%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00      2328
           1       0.98      1.00      0.99     97067

    accuracy                           0.98     99395
   macro avg       0.49      0.50      0.49     99395
weighted avg       0.95      0.98      0.96     99395

Accuracy: 0.9765581769706726

Treshold: 0.5

All

              precision    recall  f1-score   support

           0       0.85      0.64      0.73  26119367
           1       0.66      0.87      0.75  21615229

    accuracy                           0.74  47734596
   macro avg       0.76      0.75      0.74  47734596
weighted avg       0.77      0.74      0.74  47734596

Accuracy: 0.7410362915818959

              precision    recall  f1-score   support

           0       0.85      0.64      0.73  26119367
           1       0.66      0.87      0.75  21615229

    accuracy                           0.74  47734596
   macro avg       0.76      0.75      0.74  47734596
weighted avg       0.77      0.74      0.74  47734596

Accuracy: 0.7410363125310624

0-1%

              precision    recall  f1-score   support

           0       0.97      0.95      0.96  12053010
           1       0.19      0.26      0.22    508421

    accuracy                           0.93  12561431
   macro avg       0.58      0.61      0.59  12561431
weighted avg       0.94      0.93      0.93  12561431

Accuracy: 0.9262706613601587

              precision    recall  f1-score   support

           0       0.97      0.95      0.96  12053010
           1       0.19      0.26      0.22    508421

    accuracy                           0.93  12561431
   macro avg       0.58      0.61      0.59  12561431
weighted avg       0.94      0.93      0.93  12561431

Accuracy: 0.9262706613601587

1-10%

              precision    recall  f1-score   support

           0       0.86      0.65      0.74  25421477
           1       0.58      0.82      0.68  14975241

    accuracy                           0.71  40396718
   macro avg       0.72      0.73      0.71  40396718
weighted avg       0.76      0.71      0.72  40396718

Accuracy: 0.7132826483577206

              precision    recall  f1-score   support

           0       0.68      0.38      0.49  13368467
           1       0.59      0.84      0.69  14466820

    accuracy                           0.62  27835287
   macro avg       0.64      0.61      0.59  27835287
weighted avg       0.64      0.62      0.60  27835287

Accuracy: 0.6171659735356779

10-20%

              precision    recall  f1-score   support

           0       0.17      0.03      0.05    503365
           1       0.87      0.98      0.92   3387274

    accuracy                           0.86   3890639
   macro avg       0.52      0.50      0.49   3890639
weighted avg       0.78      0.86      0.81   3890639

Accuracy: 0.8554936605529323

20-40%

              precision    recall  f1-score   support

           0       0.85      0.64      0.73  26072330
           1       0.65      0.86      0.74  20332940

    accuracy                           0.73  46405270
   macro avg       0.75      0.75      0.73  46405270
weighted avg       0.76      0.73      0.73  46405270

Accuracy: 0.7347420454616469

              precision    recall  f1-score   support

           0       0.09      0.01      0.02    147488
           1       0.93      0.99      0.96   1970425

    accuracy                           0.92   2117913
   macro avg       0.51      0.50      0.49   2117913
weighted avg       0.87      0.92      0.89   2117913

Accuracy: 0.9222324052026688

40-80%

              precision    recall  f1-score   support

           0       0.85      0.64      0.73  26113946
           1       0.66      0.87      0.75  21397219

    accuracy                           0.74  47511165
   macro avg       0.76      0.75      0.74  47511165
weighted avg       0.77      0.74      0.74  47511165

Accuracy: 0.7399448950578248

              precision    recall  f1-score   support

           0       0.05      0.01      0.01     41616
           1       0.96      1.00      0.98   1064279

    accuracy                           0.96   1105895
   macro avg       0.51      0.50      0.49   1105895
weighted avg       0.93      0.96      0.94   1105895

Accuracy: 0.9582654772831055

80-90%

              precision    recall  f1-score   support

           0       0.03      0.00      0.01      3093
           1       0.98      1.00      0.99    120943

    accuracy                           0.97    124036
   macro avg       0.50      0.50      0.50    124036
weighted avg       0.95      0.97      0.96    124036

Accuracy: 0.9721613080073527

90-100%

              precision    recall  f1-score   support

           0       0.02      0.00      0.00      2328
           1       0.98      1.00      0.99     97067

    accuracy                           0.97     99395
   macro avg       0.50      0.50      0.50     99395
weighted avg       0.95      0.97      0.96     99395

Accuracy: 0.9743146033502691

Treshold: 0.6

All

              precision    recall  f1-score   support

           0       0.80      0.72      0.76  26119367
           1       0.70      0.78      0.74  21615229

    accuracy                           0.75  47734596
   macro avg       0.75      0.75      0.75  47734596
weighted avg       0.75      0.75      0.75  47734596

Accuracy: 0.7474979153484403

0-1%

              precision    recall  f1-score   support

           0       0.96      0.98      0.97  12053010
           1       0.22      0.15      0.18    508421

    accuracy                           0.94  12561431
   macro avg       0.59      0.56      0.57  12561431
weighted avg       0.93      0.94      0.94  12561431

Accuracy: 0.9442247463684671

1-10%

              precision    recall  f1-score   support

           0       0.63      0.52      0.57  13368467
           1       0.62      0.72      0.67  14466820

    accuracy                           0.63  27835287
   macro avg       0.63      0.62      0.62  27835287
weighted avg       0.63      0.63      0.62  27835287

Accuracy: 0.6252443166833523

10-20%

              precision    recall  f1-score   support

           0       0.16      0.07      0.10    503365
           1       0.87      0.94      0.91   3387274

    accuracy                           0.83   3890639
   macro avg       0.51      0.51      0.50   3890639
weighted avg       0.78      0.83      0.80   3890639

Accuracy: 0.8299675194743075

20-40%

              precision    recall  f1-score   support

           0       0.09      0.03      0.05    147488
           1       0.93      0.97      0.95   1970425

    accuracy                           0.91   2117913
   macro avg       0.51      0.50      0.50   2117913
weighted avg       0.87      0.91      0.89   2117913

Accuracy: 0.9069258274537245

40-80%

              precision    recall  f1-score   support

           0       0.05      0.02      0.03     41616
           1       0.96      0.99      0.97   1064279

    accuracy                           0.95   1105895
   macro avg       0.51      0.50      0.50   1105895
weighted avg       0.93      0.95      0.94   1105895

Accuracy: 0.9500513159025044

80-90%

              precision    recall  f1-score   support

           0       0.03      0.01      0.02      3093
           1       0.98      0.99      0.98    120943

    accuracy                           0.97    124036
   macro avg       0.50      0.50      0.50    124036
weighted avg       0.95      0.97      0.96    124036

Accuracy: 0.966880583056532

90-100%

              precision    recall  f1-score   support

           0       0.03      0.01      0.01      2328
           1       0.98      0.99      0.98     97067

    accuracy                           0.97     99395
   macro avg       0.50      0.50      0.50     99395
weighted avg       0.95      0.97      0.96     99395

Accuracy: 0.9694954474571156

Treshold: 0.7

All

              precision    recall  f1-score   support

           0       0.69      0.84      0.76  26119367
           1       0.74      0.54      0.62  21615229

    accuracy                           0.70  47734596
   macro avg       0.71      0.69      0.69  47734596
weighted avg       0.71      0.70      0.70  47734596

Accuracy: 0.703846723663483

0-1%

              precision    recall  f1-score   support

           0       0.96      0.99      0.98  12053010
           1       0.25      0.06      0.09    508421

    accuracy                           0.95  12561431
   macro avg       0.60      0.52      0.53  12561431
weighted avg       0.93      0.95      0.94  12561431

Accuracy: 0.9548723389874928

1-10%

              precision    recall  f1-score   support

           0       0.56      0.73      0.63  13368467
           1       0.65      0.48      0.55  14466820

    accuracy                           0.60  27835287
   macro avg       0.61      0.60      0.59  27835287
weighted avg       0.61      0.60      0.59  27835287

Accuracy: 0.5968417354561496

10-20%

              precision    recall  f1-score   support

           0       0.15      0.36      0.21    503365
           1       0.88      0.69      0.78   3387274

    accuracy                           0.65   3890639
   macro avg       0.52      0.53      0.49   3890639
weighted avg       0.79      0.65      0.70   3890639

Accuracy: 0.6519402082794111

20-40%

              precision    recall  f1-score   support

           0       0.08      0.33      0.13    147488
           1       0.94      0.73      0.82   1970425

    accuracy                           0.70   2117913
   macro avg       0.51      0.53      0.48   2117913
weighted avg       0.88      0.70      0.77   2117913

Accuracy: 0.7003502976751169

40-80%

              precision    recall  f1-score   support

           0       0.04      0.31      0.08     41616
           1       0.96      0.74      0.84   1064279

    accuracy                           0.73   1105895
   macro avg       0.50      0.53      0.46   1105895
weighted avg       0.93      0.73      0.81   1105895

Accuracy: 0.7280835884057709

80-90%

              precision    recall  f1-score   support

           0       0.03      0.30      0.05      3093
           1       0.98      0.75      0.85    120943

    accuracy                           0.74    124036
   macro avg       0.50      0.53      0.45    124036
weighted avg       0.95      0.74      0.83    124036

Accuracy: 0.7379147989293431

90-100%

              precision    recall  f1-score   support

           0       0.03      0.28      0.05      2328
           1       0.98      0.75      0.85     97067

    accuracy                           0.74     99395
   macro avg       0.50      0.52      0.45     99395
weighted avg       0.96      0.74      0.83     99395

Accuracy: 0.7400573469490417

Treshold: 0.8

All

              precision    recall  f1-score   support

           0       0.55      1.00      0.71  26119367
           1       0.82      0.02      0.03  21615229

    accuracy                           0.55  47734596
   macro avg       0.68      0.51      0.37  47734596
weighted avg       0.67      0.55      0.40  47734596

Accuracy: 0.5529226014607938

0-1%

              precision    recall  f1-score   support

           0       0.96      1.00      0.98  12053010
           1       0.46      0.00      0.00    508421

    accuracy                           0.96  12561431
   macro avg       0.71      0.50      0.49  12561431
weighted avg       0.94      0.96      0.94  12561431

Accuracy: 0.9595244363480562

1-10%

              precision    recall  f1-score   support

           0       0.48      1.00      0.65  13368467
           1       0.71      0.01      0.02  14466820

    accuracy                           0.48  27835287
   macro avg       0.60      0.50      0.33  27835287
weighted avg       0.60      0.48      0.32  27835287

Accuracy: 0.4835334013261656

10-20%

              precision    recall  f1-score   support

           0       0.13      0.98      0.23    503365
           1       0.88      0.03      0.05   3387274

    accuracy                           0.15   3890639
   macro avg       0.51      0.50      0.14   3890639
weighted avg       0.78      0.15      0.08   3890639

Accuracy: 0.14965665023149155

20-40%

              precision    recall  f1-score   support

           0       0.07      0.97      0.13    147488
           1       0.94      0.03      0.06   1970425

    accuracy                           0.10   2117913
   macro avg       0.50      0.50      0.10   2117913
weighted avg       0.88      0.10      0.07   2117913

Accuracy: 0.09791384254216297

40-80%

              precision    recall  f1-score   support

           0       0.04      0.97      0.07     41616
           1       0.97      0.04      0.07   1064279

    accuracy                           0.07   1105895
   macro avg       0.50      0.50      0.07   1105895
weighted avg       0.93      0.07      0.07   1105895

Accuracy: 0.07080057329131609

80-90%

              precision    recall  f1-score   support

           0       0.03      0.97      0.05      3093
           1       0.98      0.04      0.07    120943

    accuracy                           0.06    124036
   macro avg       0.50      0.50      0.06    124036
weighted avg       0.96      0.06      0.07    124036

Accuracy: 0.06039375665129479

90-100%

              precision    recall  f1-score   support

           0       0.02      0.97      0.05      2328
           1       0.98      0.04      0.07     97067

    accuracy                           0.06     99395
   macro avg       0.50      0.50      0.06     99395
weighted avg       0.96      0.06      0.07     99395

Accuracy: 0.05859449670506565

Treshold: 0.9

All

              precision    recall  f1-score   support

           0       0.55      1.00      0.71  26119367
           1       0.00      0.00      0.00  21615229

    accuracy                           0.55  47734596
   macro avg       0.27      0.50      0.35  47734596
weighted avg       0.30      0.55      0.39  47734596

Accuracy: 0.5471789684781243

0-1%

              precision    recall  f1-score   support

           0       0.96      1.00      0.98  12053010
           1       0.00      0.00      0.00    508421

    accuracy                           0.96  12561431
   macro avg       0.48      0.50      0.49  12561431
weighted avg       0.92      0.96      0.94  12561431

Accuracy: 0.9595252324356994

1-10%

              precision    recall  f1-score   support

           0       0.48      1.00      0.65  13368467
           1       0.00      0.00      0.00  14466820

    accuracy                           0.48  27835287
   macro avg       0.24      0.50      0.32  27835287
weighted avg       0.23      0.48      0.31  27835287

Accuracy: 0.4802704926304514

10-20%

              precision    recall  f1-score   support

           0       0.13      1.00      0.23    503365
           1       0.00      0.00      0.00   3387274

    accuracy                           0.13   3890639
   macro avg       0.06      0.50      0.11   3890639
weighted avg       0.02      0.13      0.03   3890639

Accuracy: 0.12937849026856513

20-40%

              precision    recall  f1-score   support

           0       0.07      1.00      0.13    147488
           1       0.00      0.00      0.00   1970425

    accuracy                           0.07   2117913
   macro avg       0.03      0.50      0.07   2117913
weighted avg       0.00      0.07      0.01   2117913

Accuracy: 0.0696383656930195

40-80%

              precision    recall  f1-score   support

           0       0.04      1.00      0.07     41616
           1       0.00      0.00      0.00   1064279

    accuracy                           0.04   1105895
   macro avg       0.02      0.50      0.04   1105895
weighted avg       0.00      0.04      0.00   1105895

Accuracy: 0.03763105900650604

80-90%

              precision    recall  f1-score   support

           0       0.02      1.00      0.05      3093
           1       0.00      0.00      0.00    120943

    accuracy                           0.02    124036
   macro avg       0.01      0.50      0.02    124036
weighted avg       0.00      0.02      0.00    124036

Accuracy: 0.024936308813570254

90-100%

              precision    recall  f1-score   support

           0       0.02      1.00      0.05      2328
           1       0.00      0.00      0.00     97067

    accuracy                           0.02     99395
   macro avg       0.01      0.50      0.02     99395
weighted avg       0.00      0.02      0.00     99395

Accuracy: 0.023421701292821572

0.2

Treshold: 0.3

All

              precision    recall  f1-score   support

           0       0.91      0.37      0.53  24893266
           1       0.56      0.96      0.71  20563095

    accuracy                           0.64  45456361
   macro avg       0.74      0.67      0.62  45456361
weighted avg       0.75      0.64      0.61  45456361

Accuracy: 0.6377514909299493

0-1%

              precision    recall  f1-score   support

           0       1.00      0.92      0.96   4873589
           1       0.01      0.77      0.02      3872

    accuracy                           0.92   4877461
   macro avg       0.50      0.84      0.49   4877461
weighted avg       1.00      0.92      0.96   4877461

Accuracy: 0.9205190979487073

1-10%

              precision    recall  f1-score   support

           0       0.89      0.27      0.42  16949103
           1       0.38      0.93      0.54   8016772

    accuracy                           0.49  24965875
   macro avg       0.64      0.60      0.48  24965875
weighted avg       0.73      0.49      0.46  24965875

Accuracy: 0.48552678406024224

10-20%

              precision    recall  f1-score   support

           0       0.41      0.06      0.10   2057494
           1       0.73      0.97      0.83   5461156

    accuracy                           0.72   7518650
   macro avg       0.57      0.51      0.47   7518650
weighted avg       0.64      0.72      0.63   7518650

Accuracy: 0.718843675393854

20-40%

              precision    recall  f1-score   support

           0       0.24      0.04      0.07    744974
           1       0.85      0.98      0.91   4060539

    accuracy                           0.83   4805513
   macro avg       0.54      0.51      0.49   4805513
weighted avg       0.75      0.83      0.78   4805513

Accuracy: 0.8318025567717744

40-80%

              precision    recall  f1-score   support

           0       0.14      0.03      0.05    235909
           1       0.91      0.98      0.95   2483775

    accuracy                           0.90   2719684
   macro avg       0.52      0.51      0.50   2719684
weighted avg       0.85      0.90      0.87   2719684

Accuracy: 0.8997626194807926

80-90%

              precision    recall  f1-score   support

           0       0.09      0.02      0.04     18577
           1       0.94      0.98      0.96    296772

    accuracy                           0.93    315349
   macro avg       0.51      0.50      0.50    315349
weighted avg       0.89      0.93      0.91    315349

Accuracy: 0.9277720874332882

90-100%

              precision    recall  f1-score   support

           0       0.08      0.02      0.03     13620
           1       0.95      0.98      0.97    240209

    accuracy                           0.93    253829
   macro avg       0.51      0.50      0.50    253829
weighted avg       0.90      0.93      0.92    253829

Accuracy: 0.9331124497200871

Treshold: 0.5

All

              precision    recall  f1-score   support

           0       0.81      0.54      0.65  24893266
           1       0.60      0.84      0.70  20563095

    accuracy                           0.68  45456361
   macro avg       0.71      0.69      0.68  45456361
weighted avg       0.72      0.68      0.68  45456361

Accuracy: 0.6798796982450926

              precision    recall  f1-score   support

           0       0.81      0.54      0.65  24893266
           1       0.60      0.84      0.70  20563095

    accuracy                           0.68  45456361
   macro avg       0.71      0.69      0.68  45456361
weighted avg       0.72      0.68      0.68  45456361

Accuracy: 0.6798797202442141

0-1%

              precision    recall  f1-score   support

           0       1.00      0.97      0.98   4873589
           1       0.02      0.65      0.03      3872

    accuracy                           0.97   4877461
   macro avg       0.51      0.81      0.51   4877461
weighted avg       1.00      0.97      0.98   4877461

Accuracy: 0.9683058460129154

              precision    recall  f1-score   support

           0       1.00      0.97      0.98   4873589
           1       0.02      0.65      0.03      3872

    accuracy                           0.97   4877461
   macro avg       0.51      0.81      0.51   4877461
weighted avg       1.00      0.97      0.98   4877461

Accuracy: 0.9683058460129154

1-10%

              precision    recall  f1-score   support

           0       0.85      0.48      0.61  16949103
           1       0.43      0.82      0.56   8016772

    accuracy                           0.59  24965875
   macro avg       0.64      0.65      0.59  24965875
weighted avg       0.71      0.59      0.60  24965875

Accuracy: 0.5884040114756642

              precision    recall  f1-score   support

           0       0.90      0.59      0.71  21822692
           1       0.42      0.82      0.56   8020644

    accuracy                           0.65  29843336
   macro avg       0.66      0.70      0.63  29843336
weighted avg       0.77      0.65      0.67  29843336

Accuracy: 0.650493497107696

10-20%

              precision    recall  f1-score   support

           0       0.86      0.56      0.68  23880186
           1       0.52      0.84      0.64  13481800

    accuracy                           0.66  37361986
   macro avg       0.69      0.70      0.66  37361986
weighted avg       0.73      0.66      0.66  37361986

Accuracy: 0.6582244048804043

              precision    recall  f1-score   support

           0       0.39      0.24      0.30   2057494
           1       0.75      0.86      0.80   5461156

    accuracy                           0.69   7518650
   macro avg       0.57      0.55      0.55   7518650
weighted avg       0.65      0.69      0.66   7518650

Accuracy: 0.6889102431952545

20-40%

              precision    recall  f1-score   support

           0       0.83      0.55      0.66  24625160
           1       0.57      0.84      0.68  17542339

    accuracy                           0.67  42167499
   macro avg       0.70      0.69      0.67  42167499
weighted avg       0.72      0.67      0.67  42167499

Accuracy: 0.6699554080738818

              precision    recall  f1-score   support

           0       0.23      0.22      0.23    744974
           1       0.86      0.86      0.86   4060539

    accuracy                           0.76   4805513
   macro avg       0.54      0.54      0.54   4805513
weighted avg       0.76      0.76      0.76   4805513

Accuracy: 0.7611618156063671

40-80%

              precision    recall  f1-score   support

           0       0.13      0.22      0.16    235909
           1       0.92      0.86      0.89   2483775

    accuracy                           0.80   2719684
   macro avg       0.52      0.54      0.53   2719684
weighted avg       0.85      0.80      0.83   2719684

Accuracy: 0.8040147311231746

              precision    recall  f1-score   support

           0       0.81      0.54      0.65  24861069
           1       0.60      0.84      0.70  20026114

    accuracy                           0.68  44887183
   macro avg       0.71      0.69      0.68  44887183
weighted avg       0.72      0.68      0.67  44887183

Accuracy: 0.6780779716116291

80-90%

              precision    recall  f1-score   support

           0       0.09      0.21      0.12     18577
           1       0.95      0.86      0.90    296772

    accuracy                           0.82    315349
   macro avg       0.52      0.54      0.51    315349
weighted avg       0.90      0.82      0.85    315349

Accuracy: 0.8201357860655971

90-100%

              precision    recall  f1-score   support

           0       0.08      0.22      0.12     13620
           1       0.95      0.86      0.90    240209

    accuracy                           0.82    253829
   macro avg       0.52      0.54      0.51    253829
weighted avg       0.90      0.82      0.86    253829

Accuracy: 0.8242517600431787

Treshold: 0.6

All

              precision    recall  f1-score   support

           0       0.77      0.65      0.70  24893266
           1       0.64      0.76      0.70  20563095

    accuracy                           0.70  45456361
   macro avg       0.70      0.70      0.70  45456361
weighted avg       0.71      0.70      0.70  45456361

Accuracy: 0.6992710877142145

0-1%

              precision    recall  f1-score   support

           0       1.00      0.99      0.99   4873589
           1       0.03      0.54      0.06      3872

    accuracy                           0.99   4877461
   macro avg       0.51      0.76      0.53   4877461
weighted avg       1.00      0.99      0.99   4877461

Accuracy: 0.9858723626903424

1-10%

              precision    recall  f1-score   support

           0       0.83      0.60      0.70  16949103
           1       0.47      0.73      0.57   8016772

    accuracy                           0.65  24965875
   macro avg       0.65      0.67      0.63  24965875
weighted avg       0.71      0.65      0.66  24965875

Accuracy: 0.6459158351149319

10-20%

              precision    recall  f1-score   support

           0       0.38      0.37      0.37   2057494
           1       0.77      0.78      0.77   5461156

    accuracy                           0.66   7518650
   macro avg       0.57      0.57      0.57   7518650
weighted avg       0.66      0.66      0.66   7518650

Accuracy: 0.6641225485958251

20-40%

              precision    recall  f1-score   support

           0       0.22      0.35      0.27    744974
           1       0.87      0.78      0.82   4060539

    accuracy                           0.71   4805513
   macro avg       0.55      0.56      0.55   4805513
weighted avg       0.77      0.71      0.74   4805513

Accuracy: 0.7119543740699484

40-80%

              precision    recall  f1-score   support

           0       0.13      0.34      0.19    235909
           1       0.93      0.78      0.84   2483775

    accuracy                           0.74   2719684
   macro avg       0.53      0.56      0.52   2719684
weighted avg       0.86      0.74      0.79   2719684

Accuracy: 0.7391696976560512

80-90%

              precision    recall  f1-score   support

           0       0.09      0.34      0.14     18577
           1       0.95      0.77      0.85    296772

    accuracy                           0.75    315349
   macro avg       0.52      0.56      0.50    315349
weighted avg       0.90      0.75      0.81    315349

Accuracy: 0.7485452625503807

90-100%

              precision    recall  f1-score   support

           0       0.08      0.34      0.13     13620
           1       0.95      0.78      0.86    240209

    accuracy                           0.75    253829
   macro avg       0.52      0.56      0.49    253829
weighted avg       0.91      0.75      0.82    253829

Accuracy: 0.7522347722285475

Treshold: 0.7

All

              precision    recall  f1-score   support

           0       0.55      1.00      0.71  24893266
           1       0.00      0.00      0.00  20563095

    accuracy                           0.55  45456361
   macro avg       0.27      0.50      0.35  45456361
weighted avg       0.30      0.55      0.39  45456361

Accuracy: 0.5476299785633962

0-1%

              precision    recall  f1-score   support

           0       1.00      1.00      1.00   4873589
           1       0.00      0.00      0.00      3872

    accuracy                           1.00   4877461
   macro avg       0.50      0.50      0.50   4877461
weighted avg       1.00      1.00      1.00   4877461

Accuracy: 0.9992061443443627

1-10%

              precision    recall  f1-score   support

           0       0.68      1.00      0.81  16949103
           1       0.00      0.00      0.00   8016772

    accuracy                           0.68  24965875
   macro avg       0.34      0.50      0.40  24965875
weighted avg       0.46      0.68      0.55  24965875

Accuracy: 0.678890805950122

10-20%

              precision    recall  f1-score   support

           0       0.27      1.00      0.43   2057494
           1       0.00      0.00      0.00   5461156

    accuracy                           0.27   7518650
   macro avg       0.14      0.50      0.21   7518650
weighted avg       0.07      0.27      0.12   7518650

Accuracy: 0.2736520518976146

20-40%

              precision    recall  f1-score   support

           0       0.16      1.00      0.27    744974
           1       0.00      0.00      0.00   4060539

    accuracy                           0.16   4805513
   macro avg       0.08      0.50      0.13   4805513
weighted avg       0.02      0.16      0.04   4805513

Accuracy: 0.15502486415082012

40-80%

              precision    recall  f1-score   support

           0       0.09      1.00      0.16    235909
           1       0.00      0.00      0.00   2483775

    accuracy                           0.09   2719684
   macro avg       0.04      0.50      0.08   2719684
weighted avg       0.01      0.09      0.01   2719684

Accuracy: 0.08674132730126

80-90%

              precision    recall  f1-score   support

           0       0.06      1.00      0.11     18577
           1       0.00      0.00      0.00    296772

    accuracy                           0.06    315349
   macro avg       0.03      0.50      0.06    315349
weighted avg       0.00      0.06      0.01    315349

Accuracy: 0.05890933537128705