run_20240607194341
This model is a fine-tuned version of bert-base-multilingual-cased on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.3850
- Precision: 0.6661
- Recall: 0.6895
- F1: 0.6776
- Number: 246054
- Ageno Precision: 0.8887
- Ageno Recall: 0.8671
- Ageno F1: 0.8778
- Ageno Number: 8098
- Ank Account/bic Precision: 0.9272
- Ank Account/bic Recall: 0.9439
- Ank Account/bic F1: 0.9355
- Ank Account/bic Number: 41279
- Ank Account/iban Precision: 0.9102
- Ank Account/iban Recall: 0.9664
- Ank Account/iban F1: 0.9375
- Ank Account/iban Number: 83205
- Ank Account/bankinfo Precision: 0.7705
- Ank Account/bankinfo Recall: 0.8284
- Ank Account/bankinfo F1: 0.7984
- Ank Account/bankinfo Number: 35943
- Ank Account/currencycode Precision: 0.0756
- Ank Account/currencycode Recall: 0.0328
- Ank Account/currencycode F1: 0.0458
- Ank Account/currencycode Number: 944
- Ardnumber Precision: 0.5415
- Ardnumber Recall: 0.4866
- Ardnumber F1: 0.5126
- Ardnumber Number: 1422
- Ardtype Precision: 0.6363
- Ardtype Recall: 0.6275
- Ardtype F1: 0.6319
- Ardtype Number: 4156
- Axamount Precision: 0.7324
- Axamount Recall: 0.7659
- Axamount F1: 0.7488
- Axamount Number: 6198
- Eservationnumber Precision: 0.5093
- Eservationnumber Recall: 0.4991
- Eservationnumber F1: 0.5041
- Eservationnumber Number: 2755
- Etamount Precision: 0.7453
- Etamount Recall: 0.7619
- Etamount F1: 0.7535
- Etamount Number: 7164
- Heckin Precision: 0.9169
- Heckin Recall: 0.9232
- Heckin F1: 0.9200
- Heckin Number: 15446
- Heckout Precision: 0.8890
- Heckout Recall: 0.8882
- Heckout F1: 0.8886
- Heckout Number: 15381
- Nvoicedate Precision: 0.8887
- Nvoicedate Recall: 0.8997
- Nvoicedate F1: 0.8941
- Nvoicedate Number: 16582
- Nvoicenumber Precision: 0.8900
- Nvoicenumber Recall: 0.9137
- Nvoicenumber F1: 0.9017
- Nvoicenumber Number: 16194
- Ocumenttype Precision: 0.8256
- Ocumenttype Recall: 0.8475
- Ocumenttype F1: 0.8364
- Ocumenttype Number: 15432
- Ompanyaddress Precision: 0.8742
- Ompanyaddress Recall: 0.8973
- Ompanyaddress F1: 0.8856
- Ompanyaddress Number: 16505
- Ompanycity Precision: 0.8498
- Ompanycity Recall: 0.8760
- Ompanycity F1: 0.8627
- Ompanycity Number: 16111
- Ompanycountry Precision: 0.8579
- Ompanycountry Recall: 0.8794
- Ompanycountry F1: 0.8685
- Ompanycountry Number: 9728
- Ompanyname Precision: 0.8319
- Ompanyname Recall: 0.8562
- Ompanyname F1: 0.8439
- Ompanyname Number: 16413
- Ompanyvatnumber Precision: 0.6078
- Ompanyvatnumber Recall: 0.6757
- Ompanyvatnumber F1: 0.6399
- Ompanyvatnumber Number: 3568
- Ompanyzipcode Precision: 0.9190
- Ompanyzipcode Recall: 0.9484
- Ompanyzipcode F1: 0.9334
- Ompanyzipcode Number: 16068
- Ookingnumber Precision: 0.3472
- Ookingnumber Recall: 0.3772
- Ookingnumber F1: 0.3616
- Ookingnumber Number: 1787
- Oomno Precision: 0.8658
- Oomno Recall: 0.9156
- Oomno F1: 0.8900
- Oomno Number: 13109
- Oteladdress Precision: 0.6676
- Oteladdress Recall: 0.6892
- Oteladdress F1: 0.6782
- Oteladdress Number: 15864
- Otelbankaccount Precision: 0.0
- Otelbankaccount Recall: 0.0
- Otelbankaccount F1: 0.0
- Otelbankaccount Number: 59
- Otelcity Precision: 0.7466
- Otelcity Recall: 0.7705
- Otelcity F1: 0.7583
- Otelcity Number: 15560
- Otelcountry Precision: 0.7517
- Otelcountry Recall: 0.7487
- Otelcountry F1: 0.7502
- Otelcountry Number: 3267
- Otelemail Precision: 0.9160
- Otelemail Recall: 0.9468
- Otelemail F1: 0.9311
- Otelemail Number: 11732
- Otelfaxnumber Precision: 0.9233
- Otelfaxnumber Recall: 0.9472
- Otelfaxnumber F1: 0.9351
- Otelfaxnumber Number: 8812
- Otelname Precision: 0.5007
- Otelname Recall: 0.5155
- Otelname F1: 0.5080
- Otelname Number: 16200
- Otelphonenumber Precision: 0.9191
- Otelphonenumber Recall: 0.9497
- Otelphonenumber F1: 0.9342
- Otelphonenumber Number: 12945
- Oteltaxcode Precision: 0.3449
- Oteltaxcode Recall: 0.4228
- Oteltaxcode F1: 0.3799
- Oteltaxcode Number: 2254
- Otelvatnumber Precision: 0.7408
- Otelvatnumber Recall: 0.8187
- Otelvatnumber F1: 0.7778
- Otelvatnumber Number: 9083
- Otelzipcode Precision: 0.8675
- Otelzipcode Recall: 0.9053
- Otelzipcode F1: 0.8860
- Otelzipcode Number: 15300
- Rafficdate Precision: 0.0
- Rafficdate Recall: 0.0
- Rafficdate F1: 0.0
- Rafficdate Number: 46
- Ravellername Precision: 0.7352
- Ravellername Recall: 0.7638
- Ravellername F1: 0.7492
- Ravellername Number: 15508
- Rewtype Precision: 0.0
- Rewtype Recall: 0.0
- Rewtype F1: 0.0
- Rewtype Number: 115
- Rossamount Precision: 0.7202
- Rossamount Recall: 0.7261
- Rossamount F1: 0.7231
- Rossamount Number: 15102
- Rrivaltrainno Precision: 0.1064
- Rrivaltrainno Recall: 0.0676
- Rrivaltrainno F1: 0.0826
- Rrivaltrainno Number: 74
- Urrencycode Precision: 0.6840
- Urrencycode Recall: 0.7237
- Urrencycode F1: 0.7033
- Urrencycode Number: 10405
- Xternalreservationnumber Precision: 0.1816
- Xternalreservationnumber Recall: 0.2211
- Xternalreservationnumber F1: 0.1994
- Xternalreservationnumber Number: 579
- Overall Precision: 0.7743
- Overall Recall: 0.8020
- Overall F1: 0.7879
- Overall Accuracy: 0.9433
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 16
Training results
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Number | Ageno Precision | Ageno Recall | Ageno F1 | Ageno Number | Ank Account/bic Precision | Ank Account/bic Recall | Ank Account/bic F1 | Ank Account/bic Number | Ank Account/iban Precision | Ank Account/iban Recall | Ank Account/iban F1 | Ank Account/iban Number | Ank Account/bankinfo Precision | Ank Account/bankinfo Recall | Ank Account/bankinfo F1 | Ank Account/bankinfo Number | Ank Account/currencycode Precision | Ank Account/currencycode Recall | Ank Account/currencycode F1 | Ank Account/currencycode Number | Ardnumber Precision | Ardnumber Recall | Ardnumber F1 | Ardnumber Number | Ardtype Precision | Ardtype Recall | Ardtype F1 | Ardtype Number | Axamount Precision | Axamount Recall | Axamount F1 | Axamount Number | Eservationnumber Precision | Eservationnumber Recall | Eservationnumber F1 | Eservationnumber Number | Etamount Precision | Etamount Recall | Etamount F1 | Etamount Number | Heckin Precision | Heckin Recall | Heckin F1 | Heckin Number | Heckout Precision | Heckout Recall | Heckout F1 | Heckout Number | Nvoicedate Precision | Nvoicedate Recall | Nvoicedate F1 | Nvoicedate Number | Nvoicenumber Precision | Nvoicenumber Recall | Nvoicenumber F1 | Nvoicenumber Number | Ocumenttype Precision | Ocumenttype Recall | Ocumenttype F1 | Ocumenttype Number | Ompanyaddress Precision | Ompanyaddress Recall | Ompanyaddress F1 | Ompanyaddress Number | Ompanycity Precision | Ompanycity Recall | Ompanycity F1 | Ompanycity Number | Ompanycountry Precision | Ompanycountry Recall | Ompanycountry F1 | Ompanycountry Number | Ompanyname Precision | Ompanyname Recall | Ompanyname F1 | Ompanyname Number | Ompanyvatnumber Precision | Ompanyvatnumber Recall | Ompanyvatnumber F1 | Ompanyvatnumber Number | Ompanyzipcode Precision | Ompanyzipcode Recall | Ompanyzipcode F1 | Ompanyzipcode Number | Ookingnumber Precision | Ookingnumber Recall | Ookingnumber F1 | Ookingnumber Number | Oomno Precision | Oomno Recall | Oomno F1 | Oomno Number | Oteladdress Precision | Oteladdress Recall | Oteladdress F1 | Oteladdress Number | Otelbankaccount Precision | Otelbankaccount Recall | Otelbankaccount F1 | Otelbankaccount Number | Otelcity Precision | Otelcity Recall | Otelcity F1 | Otelcity Number | Otelcountry Precision | Otelcountry Recall | Otelcountry F1 | Otelcountry Number | Otelemail Precision | Otelemail Recall | Otelemail F1 | Otelemail Number | Otelfaxnumber Precision | Otelfaxnumber Recall | Otelfaxnumber F1 | Otelfaxnumber Number | Otelname Precision | Otelname Recall | Otelname F1 | Otelname Number | Otelphonenumber Precision | Otelphonenumber Recall | Otelphonenumber F1 | Otelphonenumber Number | Oteltaxcode Precision | Oteltaxcode Recall | Oteltaxcode F1 | Oteltaxcode Number | Otelvatnumber Precision | Otelvatnumber Recall | Otelvatnumber F1 | Otelvatnumber Number | Otelzipcode Precision | Otelzipcode Recall | Otelzipcode F1 | Otelzipcode Number | Rafficdate Precision | Rafficdate Recall | Rafficdate F1 | Rafficdate Number | Ravellername Precision | Ravellername Recall | Ravellername F1 | Ravellername Number | Rewtype Precision | Rewtype Recall | Rewtype F1 | Rewtype Number | Rossamount Precision | Rossamount Recall | Rossamount F1 | Rossamount Number | Rrivaltrainno Precision | Rrivaltrainno Recall | Rrivaltrainno F1 | Rrivaltrainno Number | Urrencycode Precision | Urrencycode Recall | Urrencycode F1 | Urrencycode Number | Xternalreservationnumber Precision | Xternalreservationnumber Recall | Xternalreservationnumber F1 | Xternalreservationnumber Number | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.1162 | 1.0 | 9114 | 0.2088 | 0.6333 | 0.6844 | 0.6579 | 246054 | 0.8986 | 0.8533 | 0.8753 | 8098 | 0.9180 | 0.9379 | 0.9278 | 41279 | 0.8880 | 0.9821 | 0.9327 | 83205 | 0.7688 | 0.8537 | 0.8090 | 35943 | 0.0 | 0.0 | 0.0 | 944 | 0.6172 | 0.3685 | 0.4615 | 1422 | 0.6055 | 0.6475 | 0.6258 | 4156 | 0.6873 | 0.7527 | 0.7185 | 6198 | 0.4798 | 0.5746 | 0.5230 | 2755 | 0.6862 | 0.7520 | 0.7175 | 7164 | 0.9053 | 0.9232 | 0.9141 | 15446 | 0.8715 | 0.8971 | 0.8841 | 15381 | 0.8795 | 0.8877 | 0.8836 | 16582 | 0.8708 | 0.9215 | 0.8954 | 16194 | 0.7942 | 0.8691 | 0.8300 | 15432 | 0.8696 | 0.8948 | 0.8820 | 16505 | 0.8336 | 0.8684 | 0.8506 | 16111 | 0.8501 | 0.8633 | 0.8566 | 9728 | 0.8238 | 0.8551 | 0.8392 | 16413 | 0.5906 | 0.8133 | 0.6843 | 3568 | 0.9056 | 0.9450 | 0.9249 | 16068 | 0.3737 | 0.3951 | 0.3841 | 1787 | 0.8421 | 0.9153 | 0.8772 | 13109 | 0.6549 | 0.7306 | 0.6907 | 15864 | 0.0 | 0.0 | 0.0 | 59 | 0.6877 | 0.7735 | 0.7281 | 15560 | 0.7089 | 0.7493 | 0.7286 | 3267 | 0.9065 | 0.9535 | 0.9294 | 11732 | 0.9048 | 0.9452 | 0.9246 | 8812 | 0.4366 | 0.4907 | 0.4621 | 16200 | 0.8900 | 0.9564 | 0.9220 | 12945 | 0.2858 | 0.6619 | 0.3993 | 2254 | 0.6772 | 0.8594 | 0.7575 | 9083 | 0.8367 | 0.9071 | 0.8705 | 15300 | 0.0 | 0.0 | 0.0 | 46 | 0.6981 | 0.7784 | 0.7361 | 15508 | 0.0 | 0.0 | 0.0 | 115 | 0.6645 | 0.6821 | 0.6732 | 15102 | 0.0 | 0.0 | 0.0 | 74 | 0.6561 | 0.7785 | 0.7121 | 10405 | 0.1805 | 0.2176 | 0.1973 | 579 | 0.7458 | 0.8054 | 0.7745 | 0.9400 |
| 0.0866 | 2.0 | 18228 | 0.2108 | 0.6539 | 0.6881 | 0.6706 | 246054 | 0.8636 | 0.8798 | 0.8717 | 8098 | 0.9214 | 0.9558 | 0.9383 | 41279 | 0.8998 | 0.9745 | 0.9357 | 83205 | 0.7674 | 0.8362 | 0.8003 | 35943 | 0.0349 | 0.0095 | 0.0150 | 944 | 0.5165 | 0.5281 | 0.5223 | 1422 | 0.6080 | 0.7002 | 0.6509 | 4156 | 0.7173 | 0.7723 | 0.7438 | 6198 | 0.5395 | 0.5408 | 0.5401 | 2755 | 0.7174 | 0.7688 | 0.7422 | 7164 | 0.9002 | 0.9307 | 0.9152 | 15446 | 0.8790 | 0.8878 | 0.8834 | 15381 | 0.8757 | 0.8959 | 0.8856 | 16582 | 0.8791 | 0.9145 | 0.8965 | 16194 | 0.8074 | 0.8683 | 0.8367 | 15432 | 0.8741 | 0.9031 | 0.8883 | 16505 | 0.8434 | 0.8798 | 0.8612 | 16111 | 0.8359 | 0.8858 | 0.8601 | 9728 | 0.8221 | 0.8625 | 0.8419 | 16413 | 0.5991 | 0.7685 | 0.6733 | 3568 | 0.9128 | 0.9483 | 0.9302 | 16068 | 0.4155 | 0.3772 | 0.3954 | 1787 | 0.8704 | 0.9037 | 0.8867 | 13109 | 0.6605 | 0.7028 | 0.6810 | 15864 | 0.0 | 0.0 | 0.0 | 59 | 0.7259 | 0.7758 | 0.7500 | 15560 | 0.7600 | 0.7463 | 0.7531 | 3267 | 0.9153 | 0.9498 | 0.9322 | 11732 | 0.9210 | 0.9453 | 0.9330 | 8812 | 0.4725 | 0.4962 | 0.4841 | 16200 | 0.9200 | 0.9513 | 0.9354 | 12945 | 0.3127 | 0.3909 | 0.3475 | 2254 | 0.7181 | 0.8300 | 0.7700 | 9083 | 0.8500 | 0.9030 | 0.8757 | 15300 | 0.0 | 0.0 | 0.0 | 46 | 0.7260 | 0.7697 | 0.7472 | 15508 | 0.0 | 0.0 | 0.0 | 115 | 0.6948 | 0.7300 | 0.7120 | 15102 | 0.0 | 0.0 | 0.0 | 74 | 0.6676 | 0.7853 | 0.7217 | 10405 | 0.2284 | 0.2418 | 0.2349 | 579 | 0.7632 | 0.8065 | 0.7842 | 0.9424 |
| 0.0692 | 3.0 | 27342 | 0.2266 | 0.6547 | 0.6854 | 0.6697 | 246054 | 0.8782 | 0.8765 | 0.8774 | 8098 | 0.9030 | 0.9644 | 0.9327 | 41279 | 0.8944 | 0.9810 | 0.9357 | 83205 | 0.7494 | 0.8853 | 0.8117 | 35943 | 0.0084 | 0.0032 | 0.0046 | 944 | 0.5492 | 0.5970 | 0.5721 | 1422 | 0.5719 | 0.6855 | 0.6236 | 4156 | 0.7064 | 0.7389 | 0.7223 | 6198 | 0.5107 | 0.4421 | 0.4739 | 2755 | 0.7415 | 0.7531 | 0.7472 | 7164 | 0.9201 | 0.9156 | 0.9179 | 15446 | 0.8914 | 0.8877 | 0.8895 | 15381 | 0.8918 | 0.9003 | 0.8960 | 16582 | 0.8689 | 0.9182 | 0.8929 | 16194 | 0.8124 | 0.8574 | 0.8343 | 15432 | 0.8751 | 0.9055 | 0.8900 | 16505 | 0.8402 | 0.8843 | 0.8617 | 16111 | 0.8537 | 0.8932 | 0.8730 | 9728 | 0.8338 | 0.8624 | 0.8479 | 16413 | 0.5933 | 0.7576 | 0.6654 | 3568 | 0.9125 | 0.9505 | 0.9311 | 16068 | 0.3688 | 0.4287 | 0.3965 | 1787 | 0.8558 | 0.9174 | 0.8855 | 13109 | 0.6734 | 0.6891 | 0.6812 | 15864 | 0.0 | 0.0 | 0.0 | 59 | 0.7381 | 0.7544 | 0.7462 | 15560 | 0.7630 | 0.7518 | 0.7573 | 3267 | 0.9163 | 0.9466 | 0.9312 | 11732 | 0.9253 | 0.9446 | 0.9349 | 8812 | 0.4642 | 0.5004 | 0.4816 | 16200 | 0.9203 | 0.9541 | 0.9369 | 12945 | 0.3122 | 0.3886 | 0.3462 | 2254 | 0.7312 | 0.8013 | 0.7647 | 9083 | 0.8552 | 0.8911 | 0.8728 | 15300 | 0.0 | 0.0 | 0.0 | 46 | 0.7311 | 0.7639 | 0.7471 | 15508 | 0.0 | 0.0 | 0.0 | 115 | 0.7163 | 0.7083 | 0.7123 | 15102 | 0.0 | 0.0 | 0.0 | 74 | 0.6816 | 0.7336 | 0.7067 | 10405 | 0.1930 | 0.3316 | 0.2440 | 579 | 0.7633 | 0.8062 | 0.7841 | 0.9418 |
| 0.0606 | 4.0 | 36456 | 0.2397 | 0.6570 | 0.6944 | 0.6752 | 246054 | 0.8740 | 0.8794 | 0.8766 | 8098 | 0.9189 | 0.9596 | 0.9388 | 41279 | 0.8973 | 0.9667 | 0.9307 | 83205 | 0.7601 | 0.8346 | 0.7956 | 35943 | 0.025 | 0.0085 | 0.0127 | 944 | 0.5180 | 0.4241 | 0.4664 | 1422 | 0.6070 | 0.6574 | 0.6312 | 4156 | 0.7112 | 0.7853 | 0.7464 | 6198 | 0.5478 | 0.4740 | 0.5083 | 2755 | 0.7301 | 0.7654 | 0.7473 | 7164 | 0.9139 | 0.9324 | 0.9231 | 15446 | 0.8919 | 0.8988 | 0.8954 | 15381 | 0.8853 | 0.9115 | 0.8982 | 16582 | 0.8824 | 0.9156 | 0.8987 | 16194 | 0.8002 | 0.8810 | 0.8387 | 15432 | 0.8792 | 0.9018 | 0.8904 | 16505 | 0.8511 | 0.8808 | 0.8657 | 16111 | 0.8567 | 0.8904 | 0.8732 | 9728 | 0.8273 | 0.8551 | 0.8410 | 16413 | 0.6027 | 0.7458 | 0.6667 | 3568 | 0.9195 | 0.9472 | 0.9331 | 16068 | 0.3657 | 0.4589 | 0.4070 | 1787 | 0.8629 | 0.9217 | 0.8913 | 13109 | 0.6524 | 0.7017 | 0.6762 | 15864 | 0.0 | 0.0 | 0.0 | 59 | 0.7283 | 0.7567 | 0.7422 | 15560 | 0.7619 | 0.7600 | 0.7610 | 3267 | 0.9148 | 0.9503 | 0.9322 | 11732 | 0.9230 | 0.9493 | 0.9359 | 8812 | 0.4869 | 0.5286 | 0.5069 | 16200 | 0.9152 | 0.9530 | 0.9337 | 12945 | 0.3334 | 0.4539 | 0.3844 | 2254 | 0.7330 | 0.8123 | 0.7706 | 9083 | 0.8537 | 0.9090 | 0.8805 | 15300 | 0.0 | 0.0 | 0.0 | 46 | 0.7321 | 0.7432 | 0.7376 | 15508 | 0.0 | 0.0 | 0.0 | 115 | 0.7010 | 0.7230 | 0.7118 | 15102 | 0.0 | 0.0 | 0.0 | 74 | 0.6577 | 0.8179 | 0.7291 | 10405 | 0.1920 | 0.1813 | 0.1865 | 579 | 0.7647 | 0.8086 | 0.7860 | 0.9429 |
| 0.051 | 5.0 | 45570 | 0.2506 | 0.6647 | 0.6816 | 0.6730 | 246054 | 0.8970 | 0.8735 | 0.8851 | 8098 | 0.9271 | 0.9398 | 0.9334 | 41279 | 0.9087 | 0.9605 | 0.9338 | 83205 | 0.7787 | 0.8121 | 0.7951 | 35943 | 0.0139 | 0.0042 | 0.0065 | 944 | 0.5814 | 0.4297 | 0.4941 | 1422 | 0.6127 | 0.6574 | 0.6342 | 4156 | 0.7363 | 0.7446 | 0.7404 | 6198 | 0.5213 | 0.4980 | 0.5094 | 2755 | 0.7448 | 0.7383 | 0.7415 | 7164 | 0.9160 | 0.9222 | 0.9191 | 15446 | 0.8950 | 0.8882 | 0.8916 | 15381 | 0.8916 | 0.9046 | 0.8980 | 16582 | 0.8868 | 0.9128 | 0.8996 | 16194 | 0.8134 | 0.8656 | 0.8387 | 15432 | 0.8785 | 0.9004 | 0.8893 | 16505 | 0.8539 | 0.8780 | 0.8658 | 16111 | 0.8687 | 0.8815 | 0.8750 | 9728 | 0.8369 | 0.8616 | 0.8491 | 16413 | 0.6162 | 0.6620 | 0.6383 | 3568 | 0.9203 | 0.9465 | 0.9332 | 16068 | 0.3342 | 0.4169 | 0.3710 | 1787 | 0.8799 | 0.9051 | 0.8923 | 13109 | 0.6729 | 0.6895 | 0.6811 | 15864 | 0.0 | 0.0 | 0.0 | 59 | 0.7303 | 0.7854 | 0.7568 | 15560 | 0.7459 | 0.7600 | 0.7529 | 3267 | 0.9169 | 0.9474 | 0.9319 | 11732 | 0.9232 | 0.9543 | 0.9385 | 8812 | 0.4843 | 0.4960 | 0.4901 | 16200 | 0.9154 | 0.9523 | 0.9335 | 12945 | 0.3239 | 0.3563 | 0.3393 | 2254 | 0.7556 | 0.7797 | 0.7674 | 9083 | 0.8547 | 0.9114 | 0.8822 | 15300 | 0.0 | 0.0 | 0.0 | 46 | 0.7379 | 0.7539 | 0.7458 | 15508 | 0.0 | 0.0 | 0.0 | 115 | 0.7240 | 0.7179 | 0.7209 | 15102 | 0.0 | 0.0 | 0.0 | 74 | 0.7155 | 0.6904 | 0.7027 | 10405 | 0.1454 | 0.0708 | 0.0952 | 579 | 0.7754 | 0.7966 | 0.7859 | 0.9431 |
| 0.0447 | 6.0 | 54684 | 0.2495 | 0.6633 | 0.6877 | 0.6753 | 246054 | 0.8548 | 0.8885 | 0.8713 | 8098 | 0.9230 | 0.9399 | 0.9314 | 41279 | 0.9020 | 0.9682 | 0.9339 | 83205 | 0.7730 | 0.8440 | 0.8070 | 35943 | 0.0329 | 0.0127 | 0.0183 | 944 | 0.5559 | 0.4684 | 0.5084 | 1422 | 0.6202 | 0.6193 | 0.6198 | 4156 | 0.7445 | 0.7596 | 0.7520 | 6198 | 0.5181 | 0.5031 | 0.5105 | 2755 | 0.7399 | 0.7654 | 0.7524 | 7164 | 0.9164 | 0.9270 | 0.9217 | 15446 | 0.8886 | 0.8981 | 0.8933 | 15381 | 0.8980 | 0.9050 | 0.9015 | 16582 | 0.8900 | 0.9161 | 0.9029 | 16194 | 0.8218 | 0.8337 | 0.8277 | 15432 | 0.8732 | 0.9034 | 0.8881 | 16505 | 0.8474 | 0.8826 | 0.8646 | 16111 | 0.8542 | 0.8821 | 0.8679 | 9728 | 0.8228 | 0.8584 | 0.8402 | 16413 | 0.6135 | 0.6522 | 0.6323 | 3568 | 0.9207 | 0.9496 | 0.9349 | 16068 | 0.3408 | 0.3509 | 0.3457 | 1787 | 0.8564 | 0.9255 | 0.8896 | 13109 | 0.6694 | 0.6965 | 0.6826 | 15864 | 0.0 | 0.0 | 0.0 | 59 | 0.7398 | 0.7777 | 0.7583 | 15560 | 0.7181 | 0.7634 | 0.7401 | 3267 | 0.9179 | 0.9481 | 0.9327 | 11732 | 0.9157 | 0.9431 | 0.9292 | 8812 | 0.4864 | 0.5125 | 0.4991 | 16200 | 0.9173 | 0.9480 | 0.9324 | 12945 | 0.3529 | 0.2742 | 0.3086 | 2254 | 0.7180 | 0.8284 | 0.7692 | 9083 | 0.8648 | 0.9033 | 0.8837 | 15300 | 0.0 | 0.0 | 0.0 | 46 | 0.7371 | 0.7642 | 0.7504 | 15508 | 0.0 | 0.0 | 0.0 | 115 | 0.7147 | 0.7126 | 0.7136 | 15102 | 0.0 | 0.0 | 0.0 | 74 | 0.6854 | 0.7648 | 0.7230 | 10405 | 0.1788 | 0.1831 | 0.1809 | 579 | 0.7716 | 0.8030 | 0.7870 | 0.9433 |
| 0.0399 | 7.0 | 63798 | 0.2643 | 0.6656 | 0.6938 | 0.6794 | 246054 | 0.8794 | 0.8833 | 0.8813 | 8098 | 0.9206 | 0.9599 | 0.9398 | 41279 | 0.9044 | 0.9727 | 0.9373 | 83205 | 0.7562 | 0.8773 | 0.8122 | 35943 | 0.0214 | 0.0095 | 0.0132 | 944 | 0.5576 | 0.4902 | 0.5217 | 1422 | 0.6277 | 0.6020 | 0.6146 | 4156 | 0.7384 | 0.7686 | 0.7532 | 6198 | 0.4870 | 0.5172 | 0.5017 | 2755 | 0.7599 | 0.7624 | 0.7611 | 7164 | 0.9191 | 0.9307 | 0.9248 | 15446 | 0.8902 | 0.8948 | 0.8925 | 15381 | 0.8884 | 0.9023 | 0.8953 | 16582 | 0.8893 | 0.9134 | 0.9012 | 16194 | 0.8187 | 0.8633 | 0.8404 | 15432 | 0.8804 | 0.9018 | 0.8910 | 16505 | 0.8488 | 0.8789 | 0.8636 | 16111 | 0.8612 | 0.8774 | 0.8692 | 9728 | 0.8251 | 0.8546 | 0.8396 | 16413 | 0.6110 | 0.7413 | 0.6699 | 3568 | 0.9143 | 0.9500 | 0.9318 | 16068 | 0.3504 | 0.4365 | 0.3887 | 1787 | 0.8628 | 0.9184 | 0.8897 | 13109 | 0.6664 | 0.6982 | 0.6819 | 15864 | 0.0 | 0.0 | 0.0 | 59 | 0.7393 | 0.7792 | 0.7587 | 15560 | 0.6872 | 0.7668 | 0.7248 | 3267 | 0.9145 | 0.9496 | 0.9318 | 11732 | 0.9238 | 0.9460 | 0.9347 | 8812 | 0.4818 | 0.5123 | 0.4966 | 16200 | 0.9243 | 0.9485 | 0.9363 | 12945 | 0.3446 | 0.4579 | 0.3932 | 2254 | 0.7438 | 0.8236 | 0.7817 | 9083 | 0.8647 | 0.9084 | 0.8860 | 15300 | 0.0 | 0.0 | 0.0 | 46 | 0.7313 | 0.7800 | 0.7548 | 15508 | 0.0 | 0.0 | 0.0 | 115 | 0.7095 | 0.7265 | 0.7179 | 15102 | 0.0 | 0.0 | 0.0 | 74 | 0.6708 | 0.7553 | 0.7106 | 10405 | 0.1680 | 0.1399 | 0.1527 | 579 | 0.7705 | 0.8100 | 0.7898 | 0.9432 |
| 0.0345 | 8.0 | 72912 | 0.2955 | 0.6652 | 0.6873 | 0.6761 | 246054 | 0.8719 | 0.8865 | 0.8791 | 8098 | 0.9209 | 0.9561 | 0.9382 | 41279 | 0.9064 | 0.9710 | 0.9376 | 83205 | 0.7701 | 0.8492 | 0.8077 | 35943 | 0.1113 | 0.0572 | 0.0756 | 944 | 0.5457 | 0.5127 | 0.5286 | 1422 | 0.6140 | 0.6583 | 0.6354 | 4156 | 0.7449 | 0.7623 | 0.7535 | 6198 | 0.5514 | 0.4515 | 0.4965 | 2755 | 0.7674 | 0.7571 | 0.7622 | 7164 | 0.9199 | 0.9029 | 0.9113 | 15446 | 0.8955 | 0.8832 | 0.8893 | 15381 | 0.8984 | 0.8998 | 0.8991 | 16582 | 0.8963 | 0.9077 | 0.9020 | 16194 | 0.8241 | 0.8527 | 0.8382 | 15432 | 0.8720 | 0.9009 | 0.8862 | 16505 | 0.8510 | 0.8775 | 0.8641 | 16111 | 0.8633 | 0.8789 | 0.8710 | 9728 | 0.8209 | 0.8586 | 0.8394 | 16413 | 0.6076 | 0.7396 | 0.6672 | 3568 | 0.9138 | 0.9495 | 0.9313 | 16068 | 0.3107 | 0.4063 | 0.3521 | 1787 | 0.8691 | 0.9152 | 0.8916 | 13109 | 0.6472 | 0.6970 | 0.6712 | 15864 | 0.0 | 0.0 | 0.0 | 59 | 0.7518 | 0.7801 | 0.7657 | 15560 | 0.7198 | 0.7594 | 0.7391 | 3267 | 0.9160 | 0.9472 | 0.9314 | 11732 | 0.9108 | 0.9464 | 0.9283 | 8812 | 0.4886 | 0.5473 | 0.5163 | 16200 | 0.9138 | 0.9504 | 0.9318 | 12945 | 0.3121 | 0.3984 | 0.3500 | 2254 | 0.7245 | 0.8151 | 0.7672 | 9083 | 0.8608 | 0.9081 | 0.8838 | 15300 | 0.0 | 0.0 | 0.0 | 46 | 0.7334 | 0.7687 | 0.7506 | 15508 | 0.0 | 0.0 | 0.0 | 115 | 0.7278 | 0.7247 | 0.7262 | 15102 | 0.0769 | 0.0270 | 0.04 | 74 | 0.6697 | 0.7658 | 0.7145 | 10405 | 0.1683 | 0.1520 | 0.1597 | 579 | 0.7714 | 0.8053 | 0.7880 | 0.9429 |
| 0.0301 | 9.0 | 82026 | 0.2894 | 0.6631 | 0.6859 | 0.6743 | 246054 | 0.8996 | 0.8490 | 0.8736 | 8098 | 0.9277 | 0.9452 | 0.9364 | 41279 | 0.9028 | 0.9714 | 0.9358 | 83205 | 0.7796 | 0.7911 | 0.7853 | 35943 | 0.0121 | 0.0064 | 0.0083 | 944 | 0.5562 | 0.5148 | 0.5347 | 1422 | 0.6209 | 0.5895 | 0.6048 | 4156 | 0.7523 | 0.7606 | 0.7564 | 6198 | 0.4884 | 0.5270 | 0.5070 | 2755 | 0.7584 | 0.7619 | 0.7601 | 7164 | 0.9140 | 0.9313 | 0.9226 | 15446 | 0.8876 | 0.8856 | 0.8866 | 15381 | 0.8930 | 0.8969 | 0.8950 | 16582 | 0.8851 | 0.9174 | 0.9009 | 16194 | 0.8197 | 0.8601 | 0.8394 | 15432 | 0.8799 | 0.9016 | 0.8906 | 16505 | 0.8518 | 0.8749 | 0.8632 | 16111 | 0.8750 | 0.8686 | 0.8718 | 9728 | 0.8342 | 0.8567 | 0.8453 | 16413 | 0.6175 | 0.6696 | 0.6425 | 3568 | 0.9206 | 0.9490 | 0.9346 | 16068 | 0.3557 | 0.3649 | 0.3602 | 1787 | 0.8679 | 0.9147 | 0.8907 | 13109 | 0.6734 | 0.6941 | 0.6836 | 15864 | 0.0 | 0.0 | 0.0 | 59 | 0.7494 | 0.7703 | 0.7597 | 15560 | 0.7722 | 0.7221 | 0.7463 | 3267 | 0.9115 | 0.9465 | 0.9287 | 11732 | 0.9219 | 0.9405 | 0.9311 | 8812 | 0.5073 | 0.5014 | 0.5043 | 16200 | 0.9162 | 0.9516 | 0.9336 | 12945 | 0.3304 | 0.3713 | 0.3497 | 2254 | 0.7294 | 0.8133 | 0.7691 | 9083 | 0.8684 | 0.8935 | 0.8807 | 15300 | 0.0 | 0.0 | 0.0 | 46 | 0.7395 | 0.7632 | 0.7511 | 15508 | 0.0 | 0.0 | 0.0 | 115 | 0.7136 | 0.7269 | 0.7202 | 15102 | 0.0811 | 0.0405 | 0.0541 | 74 | 0.6836 | 0.7533 | 0.7168 | 10405 | 0.1858 | 0.1848 | 0.1853 | 579 | 0.7741 | 0.7992 | 0.7865 | 0.9430 |
| 0.0271 | 10.0 | 91140 | 0.3139 | 0.6656 | 0.6893 | 0.6772 | 246054 | 0.8915 | 0.8656 | 0.8784 | 8098 | 0.9258 | 0.9440 | 0.9348 | 41279 | 0.9108 | 0.9688 | 0.9389 | 83205 | 0.7747 | 0.8349 | 0.8037 | 35943 | 0.0601 | 0.0201 | 0.0302 | 944 | 0.5597 | 0.4648 | 0.5079 | 1422 | 0.6573 | 0.5710 | 0.6111 | 4156 | 0.7223 | 0.7838 | 0.7518 | 6198 | 0.4977 | 0.5191 | 0.5082 | 2755 | 0.7518 | 0.7645 | 0.7581 | 7164 | 0.9205 | 0.9234 | 0.9220 | 15446 | 0.8885 | 0.8930 | 0.8908 | 15381 | 0.8915 | 0.8989 | 0.8952 | 16582 | 0.8876 | 0.9151 | 0.9012 | 16194 | 0.8259 | 0.8477 | 0.8367 | 15432 | 0.8790 | 0.8999 | 0.8893 | 16505 | 0.8425 | 0.8765 | 0.8592 | 16111 | 0.8590 | 0.8770 | 0.8679 | 9728 | 0.8293 | 0.8540 | 0.8414 | 16413 | 0.6096 | 0.6945 | 0.6493 | 3568 | 0.9205 | 0.9485 | 0.9343 | 16068 | 0.3540 | 0.3509 | 0.3524 | 1787 | 0.8540 | 0.9265 | 0.8887 | 13109 | 0.6619 | 0.7043 | 0.6824 | 15864 | 0.0 | 0.0 | 0.0 | 59 | 0.7353 | 0.7845 | 0.7591 | 15560 | 0.7422 | 0.7570 | 0.7495 | 3267 | 0.9188 | 0.9411 | 0.9298 | 11732 | 0.9168 | 0.9443 | 0.9303 | 8812 | 0.4949 | 0.5353 | 0.5143 | 16200 | 0.9178 | 0.9465 | 0.9320 | 12945 | 0.3313 | 0.3767 | 0.3525 | 2254 | 0.7226 | 0.8336 | 0.7742 | 9083 | 0.8651 | 0.9139 | 0.8888 | 15300 | 0.0 | 0.0 | 0.0 | 46 | 0.7354 | 0.7710 | 0.7528 | 15508 | 0.0 | 0.0 | 0.0 | 115 | 0.7141 | 0.7302 | 0.7221 | 15102 | 0.1034 | 0.0405 | 0.0583 | 74 | 0.6931 | 0.7102 | 0.7016 | 10405 | 0.2113 | 0.2522 | 0.2299 | 579 | 0.7734 | 0.8039 | 0.7883 | 0.9432 |
| 0.0246 | 11.0 | 100254 | 0.3119 | 0.6644 | 0.6919 | 0.6779 | 246054 | 0.8714 | 0.8897 | 0.8805 | 8098 | 0.9264 | 0.9428 | 0.9345 | 41279 | 0.9075 | 0.9677 | 0.9366 | 83205 | 0.7748 | 0.8259 | 0.7996 | 35943 | 0.0502 | 0.0148 | 0.0229 | 944 | 0.5466 | 0.5155 | 0.5306 | 1422 | 0.6319 | 0.6482 | 0.6400 | 4156 | 0.7188 | 0.7623 | 0.7400 | 6198 | 0.5212 | 0.4958 | 0.5082 | 2755 | 0.7293 | 0.7582 | 0.7435 | 7164 | 0.9165 | 0.9234 | 0.9199 | 15446 | 0.8824 | 0.8916 | 0.8870 | 15381 | 0.8891 | 0.9001 | 0.8946 | 16582 | 0.8905 | 0.9129 | 0.9016 | 16194 | 0.8295 | 0.8478 | 0.8385 | 15432 | 0.8794 | 0.8982 | 0.8887 | 16505 | 0.8463 | 0.8764 | 0.8610 | 16111 | 0.8562 | 0.8824 | 0.8691 | 9728 | 0.8351 | 0.8582 | 0.8465 | 16413 | 0.6055 | 0.7012 | 0.6499 | 3568 | 0.9204 | 0.9495 | 0.9348 | 16068 | 0.3545 | 0.3783 | 0.3660 | 1787 | 0.8694 | 0.9189 | 0.8935 | 13109 | 0.6613 | 0.6919 | 0.6762 | 15864 | 0.0 | 0.0 | 0.0 | 59 | 0.7396 | 0.7789 | 0.7587 | 15560 | 0.7382 | 0.7631 | 0.7505 | 3267 | 0.9186 | 0.9431 | 0.9307 | 11732 | 0.9231 | 0.9450 | 0.9339 | 8812 | 0.4940 | 0.5202 | 0.5068 | 16200 | 0.9217 | 0.9475 | 0.9344 | 12945 | 0.3397 | 0.5049 | 0.4061 | 2254 | 0.7248 | 0.8310 | 0.7743 | 9083 | 0.8649 | 0.9020 | 0.8831 | 15300 | 0.0 | 0.0 | 0.0 | 46 | 0.7384 | 0.7640 | 0.7510 | 15508 | 0.0 | 0.0 | 0.0 | 115 | 0.7113 | 0.7301 | 0.7206 | 15102 | 0.1429 | 0.0676 | 0.0917 | 74 | 0.6858 | 0.7430 | 0.7133 | 10405 | 0.1776 | 0.1917 | 0.1844 | 579 | 0.7720 | 0.8044 | 0.7879 | 0.9428 |
| 0.0222 | 12.0 | 109368 | 0.3398 | 0.6648 | 0.6935 | 0.6788 | 246054 | 0.9018 | 0.8712 | 0.8863 | 8098 | 0.9241 | 0.9457 | 0.9348 | 41279 | 0.9101 | 0.9619 | 0.9353 | 83205 | 0.7621 | 0.8450 | 0.8014 | 35943 | 0.0865 | 0.0360 | 0.0509 | 944 | 0.5501 | 0.5485 | 0.5493 | 1422 | 0.6145 | 0.6581 | 0.6355 | 4156 | 0.7424 | 0.7711 | 0.7565 | 6198 | 0.5240 | 0.5042 | 0.5139 | 2755 | 0.7563 | 0.7681 | 0.7622 | 7164 | 0.9150 | 0.9272 | 0.9210 | 15446 | 0.8864 | 0.8908 | 0.8886 | 15381 | 0.8864 | 0.9033 | 0.8948 | 16582 | 0.8890 | 0.9169 | 0.9028 | 16194 | 0.8259 | 0.8425 | 0.8342 | 15432 | 0.8802 | 0.9004 | 0.8902 | 16505 | 0.8489 | 0.8811 | 0.8647 | 16111 | 0.8561 | 0.8819 | 0.8688 | 9728 | 0.8332 | 0.8499 | 0.8415 | 16413 | 0.6011 | 0.6407 | 0.6203 | 3568 | 0.9232 | 0.9488 | 0.9359 | 16068 | 0.3408 | 0.3828 | 0.3606 | 1787 | 0.8676 | 0.9150 | 0.8907 | 13109 | 0.6561 | 0.6933 | 0.6742 | 15864 | 0.0 | 0.0 | 0.0 | 59 | 0.7416 | 0.7726 | 0.7568 | 15560 | 0.7584 | 0.7524 | 0.7554 | 3267 | 0.9142 | 0.9480 | 0.9308 | 11732 | 0.9193 | 0.9479 | 0.9334 | 8812 | 0.4924 | 0.5088 | 0.5004 | 16200 | 0.9167 | 0.9532 | 0.9346 | 12945 | 0.3398 | 0.4592 | 0.3906 | 2254 | 0.7279 | 0.8281 | 0.7748 | 9083 | 0.8663 | 0.9120 | 0.8886 | 15300 | 0.0 | 0.0 | 0.0 | 46 | 0.7339 | 0.7684 | 0.7508 | 15508 | 0.0 | 0.0 | 0.0 | 115 | 0.7209 | 0.7312 | 0.7260 | 15102 | 0.1 | 0.0541 | 0.0702 | 74 | 0.6846 | 0.7361 | 0.7094 | 10405 | 0.2153 | 0.2815 | 0.2440 | 579 | 0.7722 | 0.8051 | 0.7883 | 0.9431 |
| 0.0195 | 13.0 | 118482 | 0.3512 | 0.6652 | 0.6950 | 0.6798 | 246054 | 0.8864 | 0.8728 | 0.8795 | 8098 | 0.9226 | 0.9500 | 0.9361 | 41279 | 0.9085 | 0.9682 | 0.9374 | 83205 | 0.7660 | 0.8408 | 0.8017 | 35943 | 0.0658 | 0.0339 | 0.0448 | 944 | 0.5357 | 0.5113 | 0.5232 | 1422 | 0.6276 | 0.6451 | 0.6362 | 4156 | 0.7257 | 0.7828 | 0.7532 | 6198 | 0.5228 | 0.4744 | 0.4974 | 2755 | 0.7459 | 0.7723 | 0.7589 | 7164 | 0.9149 | 0.9321 | 0.9234 | 15446 | 0.8881 | 0.8946 | 0.8913 | 15381 | 0.8889 | 0.9059 | 0.8973 | 16582 | 0.8917 | 0.9122 | 0.9018 | 16194 | 0.8269 | 0.8506 | 0.8386 | 15432 | 0.8752 | 0.8986 | 0.8867 | 16505 | 0.8485 | 0.8782 | 0.8631 | 16111 | 0.8571 | 0.8792 | 0.8680 | 9728 | 0.8279 | 0.8569 | 0.8422 | 16413 | 0.6091 | 0.6595 | 0.6333 | 3568 | 0.9212 | 0.9498 | 0.9353 | 16068 | 0.3567 | 0.3951 | 0.3749 | 1787 | 0.8622 | 0.9212 | 0.8907 | 13109 | 0.6679 | 0.6951 | 0.6812 | 15864 | 0.0 | 0.0 | 0.0 | 59 | 0.7446 | 0.7730 | 0.7586 | 15560 | 0.7280 | 0.7603 | 0.7438 | 3267 | 0.9145 | 0.9449 | 0.9294 | 11732 | 0.9211 | 0.9475 | 0.9341 | 8812 | 0.4963 | 0.5160 | 0.5060 | 16200 | 0.9148 | 0.9491 | 0.9316 | 12945 | 0.3517 | 0.4303 | 0.3871 | 2254 | 0.7350 | 0.8253 | 0.7775 | 9083 | 0.8659 | 0.9073 | 0.8861 | 15300 | 0.0 | 0.0 | 0.0 | 46 | 0.7261 | 0.7745 | 0.7495 | 15508 | 0.0 | 0.0 | 0.0 | 115 | 0.7138 | 0.7277 | 0.7207 | 15102 | 0.0877 | 0.0676 | 0.0763 | 74 | 0.6598 | 0.7901 | 0.7191 | 10405 | 0.1812 | 0.1762 | 0.1786 | 579 | 0.7718 | 0.8074 | 0.7892 | 0.9434 |
| 0.0171 | 14.0 | 127596 | 0.3655 | 0.6678 | 0.6916 | 0.6795 | 246054 | 0.8987 | 0.8789 | 0.8887 | 8098 | 0.9242 | 0.9449 | 0.9345 | 41279 | 0.9105 | 0.9664 | 0.9376 | 83205 | 0.7701 | 0.8301 | 0.7990 | 35943 | 0.0855 | 0.0413 | 0.0557 | 944 | 0.5540 | 0.4726 | 0.5101 | 1422 | 0.6193 | 0.6456 | 0.6322 | 4156 | 0.7410 | 0.7691 | 0.7548 | 6198 | 0.5140 | 0.5191 | 0.5165 | 2755 | 0.7556 | 0.7598 | 0.7577 | 7164 | 0.9188 | 0.9268 | 0.9228 | 15446 | 0.8826 | 0.8875 | 0.8850 | 15381 | 0.8856 | 0.8974 | 0.8915 | 16582 | 0.8874 | 0.9180 | 0.9024 | 16194 | 0.8229 | 0.8497 | 0.8361 | 15432 | 0.8788 | 0.9000 | 0.8893 | 16505 | 0.8494 | 0.8769 | 0.8630 | 16111 | 0.8580 | 0.8786 | 0.8682 | 9728 | 0.8293 | 0.8560 | 0.8424 | 16413 | 0.6034 | 0.6754 | 0.6374 | 3568 | 0.9176 | 0.9492 | 0.9331 | 16068 | 0.3636 | 0.3811 | 0.3721 | 1787 | 0.8704 | 0.9127 | 0.8910 | 13109 | 0.6631 | 0.6915 | 0.6770 | 15864 | 0.0 | 0.0 | 0.0 | 59 | 0.7465 | 0.7715 | 0.7588 | 15560 | 0.7529 | 0.7472 | 0.7500 | 3267 | 0.9141 | 0.9446 | 0.9291 | 11732 | 0.9228 | 0.9455 | 0.9340 | 8812 | 0.4926 | 0.5224 | 0.5070 | 16200 | 0.9191 | 0.9516 | 0.9351 | 12945 | 0.3432 | 0.4126 | 0.3747 | 2254 | 0.7459 | 0.8112 | 0.7772 | 9083 | 0.8651 | 0.9058 | 0.8850 | 15300 | 0.0 | 0.0 | 0.0 | 46 | 0.7366 | 0.7718 | 0.7538 | 15508 | 0.0 | 0.0 | 0.0 | 115 | 0.7190 | 0.7224 | 0.7207 | 15102 | 0.1282 | 0.0676 | 0.0885 | 74 | 0.6810 | 0.7416 | 0.7100 | 10405 | 0.1825 | 0.2021 | 0.1918 | 579 | 0.7743 | 0.8037 | 0.7887 | 0.9432 |
| 0.0158 | 15.0 | 136710 | 0.3738 | 0.6664 | 0.6893 | 0.6777 | 246054 | 0.8917 | 0.8680 | 0.8797 | 8098 | 0.9254 | 0.9499 | 0.9375 | 41279 | 0.9104 | 0.9670 | 0.9379 | 83205 | 0.7702 | 0.8362 | 0.8019 | 35943 | 0.0798 | 0.0339 | 0.0476 | 944 | 0.5539 | 0.4986 | 0.5248 | 1422 | 0.6415 | 0.6266 | 0.6340 | 4156 | 0.7471 | 0.7677 | 0.7572 | 6198 | 0.4939 | 0.5034 | 0.4987 | 2755 | 0.7447 | 0.7638 | 0.7541 | 7164 | 0.9178 | 0.9226 | 0.9202 | 15446 | 0.8888 | 0.8866 | 0.8877 | 15381 | 0.8894 | 0.8967 | 0.8930 | 16582 | 0.8891 | 0.9151 | 0.9019 | 16194 | 0.8229 | 0.8469 | 0.8347 | 15432 | 0.8739 | 0.8978 | 0.8857 | 16505 | 0.8484 | 0.8771 | 0.8625 | 16111 | 0.8587 | 0.8790 | 0.8687 | 9728 | 0.8345 | 0.8558 | 0.8450 | 16413 | 0.6038 | 0.6710 | 0.6356 | 3568 | 0.9193 | 0.9497 | 0.9343 | 16068 | 0.3591 | 0.3878 | 0.3729 | 1787 | 0.8659 | 0.9159 | 0.8902 | 13109 | 0.6627 | 0.6892 | 0.6757 | 15864 | 0.0 | 0.0 | 0.0 | 59 | 0.7524 | 0.7697 | 0.7610 | 15560 | 0.7609 | 0.7432 | 0.7519 | 3267 | 0.9160 | 0.9456 | 0.9305 | 11732 | 0.9238 | 0.9476 | 0.9355 | 8812 | 0.5022 | 0.5156 | 0.5088 | 16200 | 0.9191 | 0.9514 | 0.9350 | 12945 | 0.3369 | 0.4135 | 0.3713 | 2254 | 0.7421 | 0.8159 | 0.7773 | 9083 | 0.8653 | 0.9066 | 0.8855 | 15300 | 0.0 | 0.0 | 0.0 | 46 | 0.7361 | 0.7640 | 0.7498 | 15508 | 0.0 | 0.0 | 0.0 | 115 | 0.7191 | 0.7240 | 0.7215 | 15102 | 0.1064 | 0.0676 | 0.0826 | 74 | 0.6838 | 0.7327 | 0.7074 | 10405 | 0.1691 | 0.2159 | 0.1897 | 579 | 0.7746 | 0.8028 | 0.7884 | 0.9432 |
| 0.0145 | 16.0 | 145824 | 0.3850 | 0.6661 | 0.6895 | 0.6776 | 246054 | 0.8887 | 0.8671 | 0.8778 | 8098 | 0.9272 | 0.9439 | 0.9355 | 41279 | 0.9102 | 0.9664 | 0.9375 | 83205 | 0.7705 | 0.8284 | 0.7984 | 35943 | 0.0756 | 0.0328 | 0.0458 | 944 | 0.5415 | 0.4866 | 0.5126 | 1422 | 0.6363 | 0.6275 | 0.6319 | 4156 | 0.7324 | 0.7659 | 0.7488 | 6198 | 0.5093 | 0.4991 | 0.5041 | 2755 | 0.7453 | 0.7619 | 0.7535 | 7164 | 0.9169 | 0.9232 | 0.9200 | 15446 | 0.8890 | 0.8882 | 0.8886 | 15381 | 0.8887 | 0.8997 | 0.8941 | 16582 | 0.8900 | 0.9137 | 0.9017 | 16194 | 0.8256 | 0.8475 | 0.8364 | 15432 | 0.8742 | 0.8973 | 0.8856 | 16505 | 0.8498 | 0.8760 | 0.8627 | 16111 | 0.8579 | 0.8794 | 0.8685 | 9728 | 0.8319 | 0.8562 | 0.8439 | 16413 | 0.6078 | 0.6757 | 0.6399 | 3568 | 0.9190 | 0.9484 | 0.9334 | 16068 | 0.3472 | 0.3772 | 0.3616 | 1787 | 0.8658 | 0.9156 | 0.8900 | 13109 | 0.6676 | 0.6892 | 0.6782 | 15864 | 0.0 | 0.0 | 0.0 | 59 | 0.7466 | 0.7705 | 0.7583 | 15560 | 0.7517 | 0.7487 | 0.7502 | 3267 | 0.9160 | 0.9468 | 0.9311 | 11732 | 0.9233 | 0.9472 | 0.9351 | 8812 | 0.5007 | 0.5155 | 0.5080 | 16200 | 0.9191 | 0.9497 | 0.9342 | 12945 | 0.3449 | 0.4228 | 0.3799 | 2254 | 0.7408 | 0.8187 | 0.7778 | 9083 | 0.8675 | 0.9053 | 0.8860 | 15300 | 0.0 | 0.0 | 0.0 | 46 | 0.7352 | 0.7638 | 0.7492 | 15508 | 0.0 | 0.0 | 0.0 | 115 | 0.7202 | 0.7261 | 0.7231 | 15102 | 0.1064 | 0.0676 | 0.0826 | 74 | 0.6840 | 0.7237 | 0.7033 | 10405 | 0.1816 | 0.2211 | 0.1994 | 579 | 0.7743 | 0.8020 | 0.7879 | 0.9433 |
Framework versions
- Transformers 4.41.2
- Pytorch 2.0.1+cu117
- Datasets 2.19.1
- Tokenizers 0.19.1
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Model tree for nttaii/run_20240607194341
Base model
google-bert/bert-base-multilingual-cased