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# distilbert-base-cased-finetuned-ner-test

This model is a fine-tuned version of [distilbert-base-cased](https://huggingface.co/distilbert-base-cased) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.4459
- Precision: 0.6234
- Recall: 0.6069
- F1: 0.6150
- Accuracy: 0.9426

## 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: 3e-05
- train_batch_size: 32
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 500

### Training results

| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1     | Accuracy |
|:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:--------:|
| No log        | 1.0   | 9    | 0.6413          | 0.0       | 0.0    | 0.0    | 0.8832   |
| No log        | 2.0   | 18   | 0.5973          | 0.0       | 0.0    | 0.0    | 0.8832   |
| No log        | 3.0   | 27   | 0.5139          | 0.0       | 0.0    | 0.0    | 0.8832   |
| No log        | 4.0   | 36   | 0.4620          | 0.2354    | 0.0598 | 0.0954 | 0.8859   |
| No log        | 5.0   | 45   | 0.4293          | 0.3225    | 0.0995 | 0.1520 | 0.8943   |
| No log        | 6.0   | 54   | 0.3842          | 0.4036    | 0.2005 | 0.2679 | 0.9086   |
| No log        | 7.0   | 63   | 0.3360          | 0.3802    | 0.3005 | 0.3357 | 0.9110   |
| No log        | 8.0   | 72   | 0.3121          | 0.4072    | 0.3402 | 0.3707 | 0.9157   |
| No log        | 9.0   | 81   | 0.2932          | 0.4492    | 0.3630 | 0.4015 | 0.9187   |
| No log        | 10.0  | 90   | 0.2897          | 0.4596    | 0.3968 | 0.4259 | 0.9215   |
| No log        | 11.0  | 99   | 0.2838          | 0.5115    | 0.4111 | 0.4559 | 0.9250   |
| No log        | 12.0  | 108  | 0.2715          | 0.4724    | 0.4582 | 0.4652 | 0.9251   |
| No log        | 13.0  | 117  | 0.2846          | 0.5373    | 0.4116 | 0.4661 | 0.9274   |
| No log        | 14.0  | 126  | 0.2675          | 0.5003    | 0.4958 | 0.4980 | 0.9282   |
| No log        | 15.0  | 135  | 0.2857          | 0.5200    | 0.4751 | 0.4965 | 0.9297   |
| No log        | 16.0  | 144  | 0.2686          | 0.5235    | 0.4899 | 0.5061 | 0.9296   |
| No log        | 17.0  | 153  | 0.2883          | 0.5426    | 0.4958 | 0.5181 | 0.9323   |
| No log        | 18.0  | 162  | 0.2702          | 0.5124    | 0.5339 | 0.5229 | 0.9314   |
| No log        | 19.0  | 171  | 0.2920          | 0.5563    | 0.4889 | 0.5204 | 0.9330   |
| No log        | 20.0  | 180  | 0.2817          | 0.5480    | 0.4984 | 0.5220 | 0.9333   |
| No log        | 21.0  | 189  | 0.2836          | 0.5570    | 0.5270 | 0.5416 | 0.9336   |
| No log        | 22.0  | 198  | 0.2872          | 0.5151    | 0.5492 | 0.5316 | 0.9324   |
| No log        | 23.0  | 207  | 0.2902          | 0.5401    | 0.5772 | 0.5581 | 0.9335   |
| No log        | 24.0  | 216  | 0.2960          | 0.5326    | 0.5450 | 0.5387 | 0.9339   |
| No log        | 25.0  | 225  | 0.3013          | 0.5674    | 0.5370 | 0.5518 | 0.9353   |
| No log        | 26.0  | 234  | 0.3000          | 0.5999    | 0.5196 | 0.5568 | 0.9375   |
| No log        | 27.0  | 243  | 0.2974          | 0.5785    | 0.5286 | 0.5524 | 0.9362   |
| No log        | 28.0  | 252  | 0.2950          | 0.5561    | 0.5714 | 0.5637 | 0.9358   |
| No log        | 29.0  | 261  | 0.2968          | 0.5744    | 0.5640 | 0.5691 | 0.9370   |
| No log        | 30.0  | 270  | 0.2969          | 0.5684    | 0.5672 | 0.5678 | 0.9372   |
| No log        | 31.0  | 279  | 0.3129          | 0.5689    | 0.5614 | 0.5651 | 0.9368   |
| No log        | 32.0  | 288  | 0.2970          | 0.5676    | 0.5772 | 0.5724 | 0.9371   |
| No log        | 33.0  | 297  | 0.2977          | 0.5728    | 0.5825 | 0.5776 | 0.9383   |
| No log        | 34.0  | 306  | 0.3178          | 0.5563    | 0.5545 | 0.5554 | 0.9369   |
| No log        | 35.0  | 315  | 0.3214          | 0.5737    | 0.5683 | 0.5710 | 0.9382   |
| No log        | 36.0  | 324  | 0.3297          | 0.5618    | 0.5487 | 0.5551 | 0.9378   |
| No log        | 37.0  | 333  | 0.3175          | 0.6110    | 0.5328 | 0.5692 | 0.9378   |
| No log        | 38.0  | 342  | 0.3313          | 0.6166    | 0.5259 | 0.5677 | 0.9389   |
| No log        | 39.0  | 351  | 0.3154          | 0.5944    | 0.5646 | 0.5791 | 0.9388   |
| No log        | 40.0  | 360  | 0.3268          | 0.5859    | 0.5593 | 0.5723 | 0.9390   |
| No log        | 41.0  | 369  | 0.3147          | 0.5532    | 0.5910 | 0.5715 | 0.9382   |
| No log        | 42.0  | 378  | 0.3190          | 0.5631    | 0.5831 | 0.5729 | 0.9377   |
| No log        | 43.0  | 387  | 0.3200          | 0.5581    | 0.5667 | 0.5624 | 0.9376   |
| No log        | 44.0  | 396  | 0.3267          | 0.5878    | 0.5794 | 0.5835 | 0.9393   |
| No log        | 45.0  | 405  | 0.3314          | 0.5934    | 0.5767 | 0.5849 | 0.9402   |
| No log        | 46.0  | 414  | 0.3373          | 0.6108    | 0.5630 | 0.5859 | 0.9399   |
| No log        | 47.0  | 423  | 0.3230          | 0.5762    | 0.5841 | 0.5801 | 0.9389   |
| No log        | 48.0  | 432  | 0.3257          | 0.5594    | 0.6058 | 0.5817 | 0.9383   |
| No log        | 49.0  | 441  | 0.3395          | 0.5975    | 0.5640 | 0.5803 | 0.9404   |
| No log        | 50.0  | 450  | 0.3253          | 0.5778    | 0.5873 | 0.5825 | 0.9392   |
| No log        | 51.0  | 459  | 0.3328          | 0.5650    | 0.5841 | 0.5744 | 0.9384   |
| No log        | 52.0  | 468  | 0.3426          | 0.5965    | 0.5529 | 0.5739 | 0.9399   |
| No log        | 53.0  | 477  | 0.3385          | 0.6008    | 0.5804 | 0.5904 | 0.9411   |
| No log        | 54.0  | 486  | 0.3452          | 0.5848    | 0.5894 | 0.5871 | 0.9400   |
| No log        | 55.0  | 495  | 0.3478          | 0.6094    | 0.5778 | 0.5932 | 0.9405   |
| 0.1368        | 56.0  | 504  | 0.3482          | 0.5861    | 0.5799 | 0.5830 | 0.9393   |
| 0.1368        | 57.0  | 513  | 0.3402          | 0.5891    | 0.5963 | 0.5927 | 0.9394   |
| 0.1368        | 58.0  | 522  | 0.3457          | 0.5855    | 0.5831 | 0.5843 | 0.9397   |
| 0.1368        | 59.0  | 531  | 0.3425          | 0.6       | 0.5905 | 0.5952 | 0.9403   |
| 0.1368        | 60.0  | 540  | 0.3415          | 0.5776    | 0.5947 | 0.5860 | 0.9392   |
| 0.1368        | 61.0  | 549  | 0.3490          | 0.5739    | 0.5857 | 0.5797 | 0.9385   |
| 0.1368        | 62.0  | 558  | 0.3551          | 0.5711    | 0.5968 | 0.5837 | 0.9399   |
| 0.1368        | 63.0  | 567  | 0.3496          | 0.5807    | 0.6074 | 0.5937 | 0.9411   |
| 0.1368        | 64.0  | 576  | 0.3485          | 0.5882    | 0.5820 | 0.5851 | 0.9404   |
| 0.1368        | 65.0  | 585  | 0.3535          | 0.6026    | 0.5704 | 0.5860 | 0.9407   |
| 0.1368        | 66.0  | 594  | 0.3503          | 0.5740    | 0.6116 | 0.5922 | 0.9394   |
| 0.1368        | 67.0  | 603  | 0.3575          | 0.5853    | 0.5921 | 0.5886 | 0.9395   |
| 0.1368        | 68.0  | 612  | 0.3528          | 0.5927    | 0.5751 | 0.5838 | 0.9394   |
| 0.1368        | 69.0  | 621  | 0.3500          | 0.5748    | 0.5995 | 0.5869 | 0.9398   |
| 0.1368        | 70.0  | 630  | 0.3586          | 0.5864    | 0.5762 | 0.5813 | 0.9392   |
| 0.1368        | 71.0  | 639  | 0.3487          | 0.5592    | 0.6143 | 0.5855 | 0.9369   |
| 0.1368        | 72.0  | 648  | 0.3587          | 0.5886    | 0.5905 | 0.5895 | 0.9392   |
| 0.1368        | 73.0  | 657  | 0.3749          | 0.6253    | 0.5651 | 0.5937 | 0.9413   |
| 0.1368        | 74.0  | 666  | 0.3573          | 0.5633    | 0.6101 | 0.5857 | 0.9389   |
| 0.1368        | 75.0  | 675  | 0.3625          | 0.5484    | 0.6169 | 0.5807 | 0.9378   |
| 0.1368        | 76.0  | 684  | 0.3716          | 0.5853    | 0.5921 | 0.5886 | 0.9388   |
| 0.1368        | 77.0  | 693  | 0.3759          | 0.6053    | 0.5841 | 0.5945 | 0.9407   |
| 0.1368        | 78.0  | 702  | 0.3607          | 0.6038    | 0.5741 | 0.5886 | 0.9407   |
| 0.1368        | 79.0  | 711  | 0.3636          | 0.5728    | 0.6037 | 0.5878 | 0.9399   |
| 0.1368        | 80.0  | 720  | 0.3705          | 0.6036    | 0.5794 | 0.5913 | 0.9408   |
| 0.1368        | 81.0  | 729  | 0.3648          | 0.5757    | 0.6058 | 0.5904 | 0.9390   |
| 0.1368        | 82.0  | 738  | 0.3511          | 0.5810    | 0.6032 | 0.5919 | 0.9401   |
| 0.1368        | 83.0  | 747  | 0.3761          | 0.6107    | 0.5778 | 0.5938 | 0.9418   |
| 0.1368        | 84.0  | 756  | 0.3671          | 0.5841    | 0.5841 | 0.5841 | 0.9400   |
| 0.1368        | 85.0  | 765  | 0.3583          | 0.5795    | 0.6016 | 0.5903 | 0.9398   |
| 0.1368        | 86.0  | 774  | 0.3691          | 0.5955    | 0.6005 | 0.5980 | 0.9413   |
| 0.1368        | 87.0  | 783  | 0.3632          | 0.5872    | 0.5899 | 0.5885 | 0.9401   |
| 0.1368        | 88.0  | 792  | 0.3793          | 0.6056    | 0.5825 | 0.5939 | 0.9419   |
| 0.1368        | 89.0  | 801  | 0.3778          | 0.5933    | 0.5852 | 0.5892 | 0.9404   |
| 0.1368        | 90.0  | 810  | 0.3830          | 0.5719    | 0.5995 | 0.5854 | 0.9396   |
| 0.1368        | 91.0  | 819  | 0.3803          | 0.6123    | 0.5757 | 0.5934 | 0.9414   |
| 0.1368        | 92.0  | 828  | 0.3751          | 0.5888    | 0.5963 | 0.5925 | 0.9400   |
| 0.1368        | 93.0  | 837  | 0.3857          | 0.5927    | 0.5937 | 0.5932 | 0.9402   |
| 0.1368        | 94.0  | 846  | 0.3991          | 0.6018    | 0.5757 | 0.5884 | 0.9400   |
| 0.1368        | 95.0  | 855  | 0.3861          | 0.5831    | 0.6032 | 0.5930 | 0.9387   |
| 0.1368        | 96.0  | 864  | 0.3797          | 0.5853    | 0.6011 | 0.5931 | 0.9391   |
| 0.1368        | 97.0  | 873  | 0.3836          | 0.5946    | 0.5937 | 0.5941 | 0.9406   |
| 0.1368        | 98.0  | 882  | 0.3731          | 0.5962    | 0.6085 | 0.6023 | 0.9407   |
| 0.1368        | 99.0  | 891  | 0.3695          | 0.5991    | 0.6111 | 0.6050 | 0.9406   |
| 0.1368        | 100.0 | 900  | 0.3943          | 0.6039    | 0.5720 | 0.5875 | 0.9407   |
| 0.1368        | 101.0 | 909  | 0.3859          | 0.5947    | 0.5884 | 0.5915 | 0.9401   |
| 0.1368        | 102.0 | 918  | 0.3719          | 0.5947    | 0.6048 | 0.5997 | 0.9397   |
| 0.1368        | 103.0 | 927  | 0.3752          | 0.5807    | 0.6222 | 0.6008 | 0.9399   |
| 0.1368        | 104.0 | 936  | 0.3913          | 0.6063    | 0.5915 | 0.5988 | 0.9410   |
| 0.1368        | 105.0 | 945  | 0.3911          | 0.5728    | 0.6095 | 0.5906 | 0.9384   |
| 0.1368        | 106.0 | 954  | 0.3929          | 0.6053    | 0.5884 | 0.5967 | 0.9409   |
| 0.1368        | 107.0 | 963  | 0.3901          | 0.5633    | 0.6122 | 0.5867 | 0.9380   |
| 0.1368        | 108.0 | 972  | 0.3977          | 0.6226    | 0.5831 | 0.6022 | 0.9415   |
| 0.1368        | 109.0 | 981  | 0.3833          | 0.5564    | 0.6233 | 0.5880 | 0.9377   |
| 0.1368        | 110.0 | 990  | 0.3910          | 0.6008    | 0.5899 | 0.5953 | 0.9413   |
| 0.1368        | 111.0 | 999  | 0.3796          | 0.5944    | 0.5878 | 0.5911 | 0.9407   |
| 0.0066        | 112.0 | 1008 | 0.3934          | 0.6009    | 0.5974 | 0.5991 | 0.9408   |
| 0.0066        | 113.0 | 1017 | 0.3943          | 0.5832    | 0.5915 | 0.5873 | 0.9397   |
| 0.0066        | 114.0 | 1026 | 0.3992          | 0.6075    | 0.5905 | 0.5989 | 0.9411   |
| 0.0066        | 115.0 | 1035 | 0.3948          | 0.6099    | 0.5974 | 0.6036 | 0.9417   |
| 0.0066        | 116.0 | 1044 | 0.3844          | 0.5907    | 0.6153 | 0.6027 | 0.9407   |
| 0.0066        | 117.0 | 1053 | 0.3867          | 0.5931    | 0.6053 | 0.5991 | 0.9408   |
| 0.0066        | 118.0 | 1062 | 0.3856          | 0.5927    | 0.6106 | 0.6015 | 0.9407   |
| 0.0066        | 119.0 | 1071 | 0.3936          | 0.6173    | 0.5847 | 0.6005 | 0.9420   |
| 0.0066        | 120.0 | 1080 | 0.3881          | 0.5785    | 0.6259 | 0.6013 | 0.9415   |
| 0.0066        | 121.0 | 1089 | 0.3974          | 0.6332    | 0.5735 | 0.6019 | 0.9427   |
| 0.0066        | 122.0 | 1098 | 0.3836          | 0.5663    | 0.6233 | 0.5935 | 0.9392   |
| 0.0066        | 123.0 | 1107 | 0.3798          | 0.6102    | 0.5947 | 0.6024 | 0.9423   |
| 0.0066        | 124.0 | 1116 | 0.3831          | 0.5782    | 0.6101 | 0.5937 | 0.9401   |
| 0.0066        | 125.0 | 1125 | 0.3935          | 0.6162    | 0.5852 | 0.6003 | 0.9417   |
| 0.0066        | 126.0 | 1134 | 0.3940          | 0.5912    | 0.6021 | 0.5966 | 0.9406   |
| 0.0066        | 127.0 | 1143 | 0.3950          | 0.5914    | 0.5989 | 0.5952 | 0.9406   |
| 0.0066        | 128.0 | 1152 | 0.3896          | 0.6064    | 0.5984 | 0.6024 | 0.9406   |
| 0.0066        | 129.0 | 1161 | 0.3922          | 0.6077    | 0.6058 | 0.6068 | 0.9414   |
| 0.0066        | 130.0 | 1170 | 0.3908          | 0.5849    | 0.6233 | 0.6035 | 0.9403   |
| 0.0066        | 131.0 | 1179 | 0.3977          | 0.6275    | 0.5873 | 0.6067 | 0.9421   |
| 0.0066        | 132.0 | 1188 | 0.3967          | 0.5985    | 0.6011 | 0.5998 | 0.9411   |
| 0.0066        | 133.0 | 1197 | 0.3952          | 0.5938    | 0.5979 | 0.5958 | 0.9407   |
| 0.0066        | 134.0 | 1206 | 0.4015          | 0.5884    | 0.6005 | 0.5944 | 0.9407   |
| 0.0066        | 135.0 | 1215 | 0.3964          | 0.5892    | 0.5995 | 0.5943 | 0.9408   |
| 0.0066        | 136.0 | 1224 | 0.4038          | 0.6024    | 0.5899 | 0.5961 | 0.9416   |
| 0.0066        | 137.0 | 1233 | 0.4010          | 0.5946    | 0.5984 | 0.5965 | 0.9415   |
| 0.0066        | 138.0 | 1242 | 0.3984          | 0.6036    | 0.5963 | 0.5999 | 0.9419   |
| 0.0066        | 139.0 | 1251 | 0.3977          | 0.6218    | 0.5915 | 0.6063 | 0.9429   |
| 0.0066        | 140.0 | 1260 | 0.4087          | 0.6307    | 0.5910 | 0.6102 | 0.9429   |
| 0.0066        | 141.0 | 1269 | 0.4020          | 0.6008    | 0.6005 | 0.6007 | 0.9413   |
| 0.0066        | 142.0 | 1278 | 0.3921          | 0.5814    | 0.6122 | 0.5964 | 0.9407   |
| 0.0066        | 143.0 | 1287 | 0.3962          | 0.6086    | 0.5958 | 0.6021 | 0.9421   |
| 0.0066        | 144.0 | 1296 | 0.3875          | 0.5814    | 0.6085 | 0.5946 | 0.9405   |
| 0.0066        | 145.0 | 1305 | 0.3938          | 0.6204    | 0.5984 | 0.6092 | 0.9428   |
| 0.0066        | 146.0 | 1314 | 0.3869          | 0.5872    | 0.6286 | 0.6072 | 0.9390   |
| 0.0066        | 147.0 | 1323 | 0.4102          | 0.6274    | 0.5720 | 0.5984 | 0.9422   |
| 0.0066        | 148.0 | 1332 | 0.3789          | 0.5903    | 0.6206 | 0.6051 | 0.9416   |
| 0.0066        | 149.0 | 1341 | 0.3783          | 0.6149    | 0.5905 | 0.6024 | 0.9427   |
| 0.0066        | 150.0 | 1350 | 0.3902          | 0.6040    | 0.6053 | 0.6047 | 0.9422   |
| 0.0066        | 151.0 | 1359 | 0.3955          | 0.6128    | 0.5937 | 0.6031 | 0.9423   |
| 0.0066        | 152.0 | 1368 | 0.3840          | 0.5799    | 0.6180 | 0.5984 | 0.9406   |
| 0.0066        | 153.0 | 1377 | 0.3942          | 0.5875    | 0.6095 | 0.5983 | 0.9411   |
| 0.0066        | 154.0 | 1386 | 0.4000          | 0.6151    | 0.5894 | 0.6020 | 0.9418   |
| 0.0066        | 155.0 | 1395 | 0.3940          | 0.5936    | 0.5958 | 0.5947 | 0.9408   |
| 0.0066        | 156.0 | 1404 | 0.3967          | 0.6111    | 0.5952 | 0.6031 | 0.9423   |
| 0.0066        | 157.0 | 1413 | 0.3939          | 0.6056    | 0.6053 | 0.6055 | 0.9420   |
| 0.0066        | 158.0 | 1422 | 0.3935          | 0.6053    | 0.6053 | 0.6053 | 0.9414   |
| 0.0066        | 159.0 | 1431 | 0.3981          | 0.6142    | 0.6048 | 0.6094 | 0.9418   |
| 0.0066        | 160.0 | 1440 | 0.4030          | 0.5978    | 0.6095 | 0.6036 | 0.9416   |
| 0.0066        | 161.0 | 1449 | 0.4128          | 0.6272    | 0.5910 | 0.6086 | 0.9422   |
| 0.0066        | 162.0 | 1458 | 0.4068          | 0.5901    | 0.6101 | 0.5999 | 0.9410   |
| 0.0066        | 163.0 | 1467 | 0.4083          | 0.6037    | 0.6021 | 0.6029 | 0.9414   |
| 0.0066        | 164.0 | 1476 | 0.4084          | 0.6135    | 0.6005 | 0.6070 | 0.9416   |
| 0.0066        | 165.0 | 1485 | 0.4060          | 0.5861    | 0.6143 | 0.5998 | 0.9408   |
| 0.0066        | 166.0 | 1494 | 0.4123          | 0.6210    | 0.5947 | 0.6076 | 0.9417   |
| 0.0031        | 167.0 | 1503 | 0.4073          | 0.5969    | 0.6079 | 0.6024 | 0.9411   |
| 0.0031        | 168.0 | 1512 | 0.4043          | 0.6017    | 0.5995 | 0.6006 | 0.9414   |
| 0.0031        | 169.0 | 1521 | 0.4026          | 0.5998    | 0.5915 | 0.5956 | 0.9416   |
| 0.0031        | 170.0 | 1530 | 0.4069          | 0.5992    | 0.6042 | 0.6017 | 0.9416   |
| 0.0031        | 171.0 | 1539 | 0.4103          | 0.6134    | 0.5926 | 0.6028 | 0.9423   |
| 0.0031        | 172.0 | 1548 | 0.4083          | 0.6019    | 0.6063 | 0.6041 | 0.9416   |
| 0.0031        | 173.0 | 1557 | 0.4061          | 0.5869    | 0.6090 | 0.5978 | 0.9406   |
| 0.0031        | 174.0 | 1566 | 0.4005          | 0.6006    | 0.6016 | 0.6011 | 0.9414   |
| 0.0031        | 175.0 | 1575 | 0.4035          | 0.6065    | 0.5905 | 0.5984 | 0.9418   |
| 0.0031        | 176.0 | 1584 | 0.4066          | 0.5987    | 0.6016 | 0.6002 | 0.9416   |
| 0.0031        | 177.0 | 1593 | 0.4174          | 0.6148    | 0.5963 | 0.6054 | 0.9421   |
| 0.0031        | 178.0 | 1602 | 0.4154          | 0.6116    | 0.6032 | 0.6074 | 0.9418   |
| 0.0031        | 179.0 | 1611 | 0.4120          | 0.5866    | 0.6111 | 0.5986 | 0.9409   |
| 0.0031        | 180.0 | 1620 | 0.4121          | 0.5843    | 0.6016 | 0.5928 | 0.9407   |
| 0.0031        | 181.0 | 1629 | 0.4157          | 0.6049    | 0.5905 | 0.5976 | 0.9406   |
| 0.0031        | 182.0 | 1638 | 0.4183          | 0.5832    | 0.5974 | 0.5902 | 0.9393   |
| 0.0031        | 183.0 | 1647 | 0.4336          | 0.6198    | 0.5831 | 0.6009 | 0.9420   |
| 0.0031        | 184.0 | 1656 | 0.4149          | 0.5911    | 0.5958 | 0.5934 | 0.9406   |
| 0.0031        | 185.0 | 1665 | 0.4124          | 0.6117    | 0.5942 | 0.6028 | 0.9426   |
| 0.0031        | 186.0 | 1674 | 0.4108          | 0.5859    | 0.5952 | 0.5906 | 0.9406   |
| 0.0031        | 187.0 | 1683 | 0.4043          | 0.5938    | 0.5926 | 0.5932 | 0.9413   |
| 0.0031        | 188.0 | 1692 | 0.4047          | 0.5878    | 0.5968 | 0.5923 | 0.9403   |
| 0.0031        | 189.0 | 1701 | 0.4106          | 0.5995    | 0.5947 | 0.5971 | 0.9415   |
| 0.0031        | 190.0 | 1710 | 0.4031          | 0.5937    | 0.6101 | 0.6018 | 0.9410   |
| 0.0031        | 191.0 | 1719 | 0.4121          | 0.6067    | 0.6    | 0.6034 | 0.9414   |
| 0.0031        | 192.0 | 1728 | 0.4143          | 0.6015    | 0.6021 | 0.6018 | 0.9415   |
| 0.0031        | 193.0 | 1737 | 0.4124          | 0.5980    | 0.5958 | 0.5969 | 0.9414   |
| 0.0031        | 194.0 | 1746 | 0.4101          | 0.6033    | 0.5995 | 0.6014 | 0.9405   |
| 0.0031        | 195.0 | 1755 | 0.4161          | 0.6046    | 0.5963 | 0.6004 | 0.9414   |
| 0.0031        | 196.0 | 1764 | 0.4194          | 0.6128    | 0.5894 | 0.6009 | 0.9416   |
| 0.0031        | 197.0 | 1773 | 0.4113          | 0.5994    | 0.6127 | 0.6060 | 0.9411   |
| 0.0031        | 198.0 | 1782 | 0.4106          | 0.5915    | 0.6122 | 0.6017 | 0.9408   |
| 0.0031        | 199.0 | 1791 | 0.4118          | 0.6161    | 0.5937 | 0.6047 | 0.9424   |
| 0.0031        | 200.0 | 1800 | 0.4160          | 0.6281    | 0.5852 | 0.6059 | 0.9428   |
| 0.0031        | 201.0 | 1809 | 0.4103          | 0.6117    | 0.5968 | 0.6042 | 0.9425   |
| 0.0031        | 202.0 | 1818 | 0.4082          | 0.6149    | 0.5947 | 0.6046 | 0.9423   |
| 0.0031        | 203.0 | 1827 | 0.4017          | 0.5924    | 0.6222 | 0.6070 | 0.9411   |
| 0.0031        | 204.0 | 1836 | 0.4067          | 0.6166    | 0.5989 | 0.6076 | 0.9427   |
| 0.0031        | 205.0 | 1845 | 0.4024          | 0.5958    | 0.6090 | 0.6023 | 0.9418   |
| 0.0031        | 206.0 | 1854 | 0.4015          | 0.6165    | 0.6048 | 0.6106 | 0.9431   |
| 0.0031        | 207.0 | 1863 | 0.3951          | 0.6011    | 0.6180 | 0.6094 | 0.9424   |
| 0.0031        | 208.0 | 1872 | 0.4024          | 0.6170    | 0.6069 | 0.6119 | 0.9437   |
| 0.0031        | 209.0 | 1881 | 0.3998          | 0.6005    | 0.6116 | 0.6060 | 0.9426   |
| 0.0031        | 210.0 | 1890 | 0.4037          | 0.6025    | 0.6048 | 0.6036 | 0.9423   |
| 0.0031        | 211.0 | 1899 | 0.4077          | 0.6057    | 0.6005 | 0.6031 | 0.9426   |
| 0.0031        | 212.0 | 1908 | 0.4113          | 0.5994    | 0.6016 | 0.6005 | 0.9422   |
| 0.0031        | 213.0 | 1917 | 0.4144          | 0.6154    | 0.5995 | 0.6073 | 0.9432   |
| 0.0031        | 214.0 | 1926 | 0.4179          | 0.6159    | 0.5931 | 0.6043 | 0.9429   |
| 0.0031        | 215.0 | 1935 | 0.4122          | 0.5954    | 0.6175 | 0.6062 | 0.9414   |
| 0.0031        | 216.0 | 1944 | 0.4150          | 0.6140    | 0.6069 | 0.6104 | 0.9428   |
| 0.0031        | 217.0 | 1953 | 0.4171          | 0.6143    | 0.6016 | 0.6079 | 0.9422   |
| 0.0031        | 218.0 | 1962 | 0.4203          | 0.6278    | 0.6016 | 0.6144 | 0.9430   |
| 0.0031        | 219.0 | 1971 | 0.4088          | 0.5902    | 0.6196 | 0.6045 | 0.9404   |
| 0.0031        | 220.0 | 1980 | 0.4147          | 0.6228    | 0.6090 | 0.6158 | 0.9428   |
| 0.0031        | 221.0 | 1989 | 0.4195          | 0.6251    | 0.5921 | 0.6082 | 0.9421   |
| 0.0031        | 222.0 | 1998 | 0.4235          | 0.6021    | 0.6069 | 0.6045 | 0.9408   |
| 0.002         | 223.0 | 2007 | 0.4109          | 0.6191    | 0.6106 | 0.6148 | 0.9415   |
| 0.002         | 224.0 | 2016 | 0.4054          | 0.6091    | 0.6011 | 0.6051 | 0.9413   |
| 0.002         | 225.0 | 2025 | 0.4150          | 0.6167    | 0.5984 | 0.6074 | 0.9421   |
| 0.002         | 226.0 | 2034 | 0.4189          | 0.6010    | 0.6106 | 0.6058 | 0.9412   |
| 0.002         | 227.0 | 2043 | 0.4529          | 0.6398    | 0.5714 | 0.6037 | 0.9417   |
| 0.002         | 228.0 | 2052 | 0.4175          | 0.5568    | 0.6328 | 0.5924 | 0.9368   |
| 0.002         | 229.0 | 2061 | 0.4229          | 0.6254    | 0.5751 | 0.5992 | 0.9424   |
| 0.002         | 230.0 | 2070 | 0.4120          | 0.5737    | 0.6159 | 0.5940 | 0.9393   |
| 0.002         | 231.0 | 2079 | 0.4194          | 0.6179    | 0.5921 | 0.6047 | 0.9420   |
| 0.002         | 232.0 | 2088 | 0.4177          | 0.6092    | 0.6005 | 0.6048 | 0.9420   |
| 0.002         | 233.0 | 2097 | 0.4138          | 0.5956    | 0.6048 | 0.6002 | 0.9404   |
| 0.002         | 234.0 | 2106 | 0.4081          | 0.5916    | 0.6032 | 0.5973 | 0.9405   |
| 0.002         | 235.0 | 2115 | 0.4129          | 0.6303    | 0.5873 | 0.6081 | 0.9431   |
| 0.002         | 236.0 | 2124 | 0.4062          | 0.5895    | 0.6079 | 0.5986 | 0.9403   |
| 0.002         | 237.0 | 2133 | 0.4056          | 0.5953    | 0.6063 | 0.6008 | 0.9406   |
| 0.002         | 238.0 | 2142 | 0.4076          | 0.6083    | 0.6005 | 0.6044 | 0.9412   |
| 0.002         | 239.0 | 2151 | 0.4087          | 0.6096    | 0.6048 | 0.6072 | 0.9420   |
| 0.002         | 240.0 | 2160 | 0.4143          | 0.6094    | 0.6026 | 0.6060 | 0.9424   |
| 0.002         | 241.0 | 2169 | 0.4202          | 0.6205    | 0.5873 | 0.6034 | 0.9428   |
| 0.002         | 242.0 | 2178 | 0.4157          | 0.6133    | 0.5984 | 0.6058 | 0.9423   |
| 0.002         | 243.0 | 2187 | 0.4173          | 0.6083    | 0.5958 | 0.6020 | 0.9423   |
| 0.002         | 244.0 | 2196 | 0.4275          | 0.6001    | 0.5931 | 0.5966 | 0.9415   |
| 0.002         | 245.0 | 2205 | 0.4288          | 0.6192    | 0.5963 | 0.6075 | 0.9426   |
| 0.002         | 246.0 | 2214 | 0.4250          | 0.6218    | 0.5862 | 0.6035 | 0.9421   |
| 0.002         | 247.0 | 2223 | 0.4169          | 0.6177    | 0.6053 | 0.6114 | 0.9418   |
| 0.002         | 248.0 | 2232 | 0.4143          | 0.6061    | 0.6122 | 0.6091 | 0.9410   |
| 0.002         | 249.0 | 2241 | 0.4108          | 0.6027    | 0.6116 | 0.6071 | 0.9410   |
| 0.002         | 250.0 | 2250 | 0.4127          | 0.6095    | 0.6095 | 0.6095 | 0.9420   |
| 0.002         | 251.0 | 2259 | 0.4183          | 0.6216    | 0.5989 | 0.6101 | 0.9428   |
| 0.002         | 252.0 | 2268 | 0.4212          | 0.6195    | 0.5910 | 0.6049 | 0.9421   |
| 0.002         | 253.0 | 2277 | 0.4133          | 0.5808    | 0.6159 | 0.5978 | 0.9399   |
| 0.002         | 254.0 | 2286 | 0.4147          | 0.6068    | 0.5937 | 0.6002 | 0.9416   |
| 0.002         | 255.0 | 2295 | 0.4170          | 0.6205    | 0.5857 | 0.6026 | 0.9427   |
| 0.002         | 256.0 | 2304 | 0.4153          | 0.6170    | 0.5942 | 0.6054 | 0.9428   |
| 0.002         | 257.0 | 2313 | 0.4102          | 0.5975    | 0.6111 | 0.6042 | 0.9415   |
| 0.002         | 258.0 | 2322 | 0.4097          | 0.6187    | 0.6    | 0.6092 | 0.9423   |
| 0.002         | 259.0 | 2331 | 0.4074          | 0.6034    | 0.6085 | 0.6059 | 0.9411   |
| 0.002         | 260.0 | 2340 | 0.4109          | 0.6179    | 0.6032 | 0.6104 | 0.9425   |
| 0.002         | 261.0 | 2349 | 0.4122          | 0.6142    | 0.6048 | 0.6094 | 0.9429   |
| 0.002         | 262.0 | 2358 | 0.4171          | 0.6302    | 0.5905 | 0.6097 | 0.9432   |
| 0.002         | 263.0 | 2367 | 0.4198          | 0.6044    | 0.6005 | 0.6024 | 0.9421   |
| 0.002         | 264.0 | 2376 | 0.4131          | 0.5934    | 0.6138 | 0.6034 | 0.9414   |
| 0.002         | 265.0 | 2385 | 0.4067          | 0.6200    | 0.5974 | 0.6085 | 0.9416   |
| 0.002         | 266.0 | 2394 | 0.4041          | 0.6133    | 0.6101 | 0.6117 | 0.9425   |
| 0.002         | 267.0 | 2403 | 0.4070          | 0.6001    | 0.6185 | 0.6092 | 0.9424   |
| 0.002         | 268.0 | 2412 | 0.4135          | 0.6149    | 0.6101 | 0.6125 | 0.9429   |
| 0.002         | 269.0 | 2421 | 0.4155          | 0.6298    | 0.6021 | 0.6156 | 0.9432   |
| 0.002         | 270.0 | 2430 | 0.4159          | 0.6220    | 0.6042 | 0.6130 | 0.9428   |
| 0.002         | 271.0 | 2439 | 0.4106          | 0.5896    | 0.6164 | 0.6027 | 0.9412   |
| 0.002         | 272.0 | 2448 | 0.4162          | 0.6117    | 0.6143 | 0.6130 | 0.9422   |
| 0.002         | 273.0 | 2457 | 0.4163          | 0.6198    | 0.6106 | 0.6151 | 0.9428   |
| 0.002         | 274.0 | 2466 | 0.4086          | 0.6125    | 0.6122 | 0.6123 | 0.9424   |
| 0.002         | 275.0 | 2475 | 0.4162          | 0.6277    | 0.6058 | 0.6166 | 0.9428   |
| 0.002         | 276.0 | 2484 | 0.4113          | 0.6023    | 0.6153 | 0.6087 | 0.9422   |
| 0.002         | 277.0 | 2493 | 0.4152          | 0.6152    | 0.6005 | 0.6078 | 0.9423   |
| 0.0019        | 278.0 | 2502 | 0.4149          | 0.6172    | 0.5989 | 0.6079 | 0.9417   |
| 0.0019        | 279.0 | 2511 | 0.4087          | 0.6065    | 0.6116 | 0.6091 | 0.9410   |
| 0.0019        | 280.0 | 2520 | 0.4107          | 0.6066    | 0.6069 | 0.6067 | 0.9411   |
| 0.0019        | 281.0 | 2529 | 0.4135          | 0.6201    | 0.5968 | 0.6083 | 0.9423   |
| 0.0019        | 282.0 | 2538 | 0.4134          | 0.6176    | 0.6016 | 0.6095 | 0.9425   |
| 0.0019        | 283.0 | 2547 | 0.4099          | 0.5772    | 0.6228 | 0.5991 | 0.9402   |
| 0.0019        | 284.0 | 2556 | 0.4114          | 0.6113    | 0.6058 | 0.6086 | 0.9428   |
| 0.0019        | 285.0 | 2565 | 0.4152          | 0.6461    | 0.5942 | 0.6191 | 0.9440   |
| 0.0019        | 286.0 | 2574 | 0.4017          | 0.6182    | 0.6159 | 0.6170 | 0.9428   |
| 0.0019        | 287.0 | 2583 | 0.4020          | 0.6063    | 0.6169 | 0.6116 | 0.9420   |
| 0.0019        | 288.0 | 2592 | 0.4123          | 0.6019    | 0.6111 | 0.6065 | 0.9422   |
| 0.0019        | 289.0 | 2601 | 0.4187          | 0.6166    | 0.6042 | 0.6104 | 0.9428   |
| 0.0019        | 290.0 | 2610 | 0.4205          | 0.6218    | 0.5889 | 0.6049 | 0.9425   |
| 0.0019        | 291.0 | 2619 | 0.4187          | 0.6180    | 0.5889 | 0.6031 | 0.9424   |
| 0.0019        | 292.0 | 2628 | 0.4185          | 0.6123    | 0.5899 | 0.6009 | 0.9419   |
| 0.0019        | 293.0 | 2637 | 0.4183          | 0.6153    | 0.5942 | 0.6046 | 0.9425   |
| 0.0019        | 294.0 | 2646 | 0.4194          | 0.6300    | 0.5847 | 0.6065 | 0.9430   |
| 0.0019        | 295.0 | 2655 | 0.4195          | 0.6281    | 0.5915 | 0.6093 | 0.9432   |
| 0.0019        | 296.0 | 2664 | 0.4134          | 0.6171    | 0.6037 | 0.6103 | 0.9427   |
| 0.0019        | 297.0 | 2673 | 0.4127          | 0.6121    | 0.6153 | 0.6137 | 0.9424   |
| 0.0019        | 298.0 | 2682 | 0.4152          | 0.6119    | 0.6132 | 0.6126 | 0.9423   |
| 0.0019        | 299.0 | 2691 | 0.4242          | 0.6227    | 0.5974 | 0.6098 | 0.9429   |
| 0.0019        | 300.0 | 2700 | 0.4220          | 0.6189    | 0.6032 | 0.6109 | 0.9426   |
| 0.0019        | 301.0 | 2709 | 0.4231          | 0.6095    | 0.6095 | 0.6095 | 0.9421   |
| 0.0019        | 302.0 | 2718 | 0.4246          | 0.5891    | 0.6085 | 0.5986 | 0.9406   |
| 0.0019        | 303.0 | 2727 | 0.4277          | 0.6074    | 0.6058 | 0.6066 | 0.9411   |
| 0.0019        | 304.0 | 2736 | 0.4294          | 0.6035    | 0.5968 | 0.6002 | 0.9408   |
| 0.0019        | 305.0 | 2745 | 0.4304          | 0.6099    | 0.5947 | 0.6022 | 0.9413   |
| 0.0019        | 306.0 | 2754 | 0.4282          | 0.6198    | 0.5884 | 0.6037 | 0.9417   |
| 0.0019        | 307.0 | 2763 | 0.4207          | 0.5769    | 0.6153 | 0.5955 | 0.9390   |
| 0.0019        | 308.0 | 2772 | 0.4196          | 0.5999    | 0.6116 | 0.6057 | 0.9408   |
| 0.0019        | 309.0 | 2781 | 0.4265          | 0.6136    | 0.5889 | 0.6010 | 0.9419   |
| 0.0019        | 310.0 | 2790 | 0.4259          | 0.5965    | 0.6053 | 0.6008 | 0.9405   |
| 0.0019        | 311.0 | 2799 | 0.4249          | 0.5989    | 0.6074 | 0.6031 | 0.9404   |
| 0.0019        | 312.0 | 2808 | 0.4258          | 0.5967    | 0.6090 | 0.6028 | 0.9403   |
| 0.0019        | 313.0 | 2817 | 0.4235          | 0.6034    | 0.6085 | 0.6059 | 0.9403   |
| 0.0019        | 314.0 | 2826 | 0.4239          | 0.6146    | 0.6042 | 0.6094 | 0.9405   |
| 0.0019        | 315.0 | 2835 | 0.4267          | 0.6309    | 0.5878 | 0.6086 | 0.9417   |
| 0.0019        | 316.0 | 2844 | 0.4288          | 0.6251    | 0.5857 | 0.6048 | 0.9419   |
| 0.0019        | 317.0 | 2853 | 0.4264          | 0.5939    | 0.6106 | 0.6021 | 0.9398   |
| 0.0019        | 318.0 | 2862 | 0.4275          | 0.5965    | 0.6085 | 0.6024 | 0.9400   |
| 0.0019        | 319.0 | 2871 | 0.4277          | 0.6077    | 0.6048 | 0.6062 | 0.9409   |
| 0.0019        | 320.0 | 2880 | 0.4316          | 0.6030    | 0.6026 | 0.6028 | 0.9409   |
| 0.0019        | 321.0 | 2889 | 0.4323          | 0.5984    | 0.6016 | 0.6000 | 0.9406   |
| 0.0019        | 322.0 | 2898 | 0.4329          | 0.6118    | 0.5905 | 0.6010 | 0.9414   |
| 0.0019        | 323.0 | 2907 | 0.4324          | 0.6176    | 0.5931 | 0.6051 | 0.9420   |
| 0.0019        | 324.0 | 2916 | 0.4282          | 0.6104    | 0.5984 | 0.6043 | 0.9420   |
| 0.0019        | 325.0 | 2925 | 0.4257          | 0.6116    | 0.6016 | 0.6066 | 0.9425   |
| 0.0019        | 326.0 | 2934 | 0.4229          | 0.5869    | 0.6127 | 0.5995 | 0.9404   |
| 0.0019        | 327.0 | 2943 | 0.4228          | 0.5831    | 0.6127 | 0.5975 | 0.9398   |
| 0.0019        | 328.0 | 2952 | 0.4214          | 0.5815    | 0.6116 | 0.5962 | 0.9395   |
| 0.0019        | 329.0 | 2961 | 0.4230          | 0.6001    | 0.6042 | 0.6022 | 0.9412   |
| 0.0019        | 330.0 | 2970 | 0.4280          | 0.6165    | 0.5963 | 0.6062 | 0.9423   |
| 0.0019        | 331.0 | 2979 | 0.4237          | 0.6043    | 0.6011 | 0.6027 | 0.9412   |
| 0.0019        | 332.0 | 2988 | 0.4223          | 0.6027    | 0.6011 | 0.6019 | 0.9411   |
| 0.0019        | 333.0 | 2997 | 0.4266          | 0.6179    | 0.5921 | 0.6047 | 0.9424   |
| 0.0015        | 334.0 | 3006 | 0.4279          | 0.6184    | 0.5995 | 0.6088 | 0.9426   |
| 0.0015        | 335.0 | 3015 | 0.4330          | 0.6237    | 0.5910 | 0.6069 | 0.9426   |
| 0.0015        | 336.0 | 3024 | 0.4378          | 0.6318    | 0.5783 | 0.6039 | 0.9423   |
| 0.0015        | 337.0 | 3033 | 0.4342          | 0.6203    | 0.5878 | 0.6036 | 0.9419   |
| 0.0015        | 338.0 | 3042 | 0.4311          | 0.6161    | 0.5979 | 0.6069 | 0.9420   |
| 0.0015        | 339.0 | 3051 | 0.4281          | 0.6097    | 0.6016 | 0.6056 | 0.9421   |
| 0.0015        | 340.0 | 3060 | 0.4260          | 0.5995    | 0.6026 | 0.6011 | 0.9415   |
| 0.0015        | 341.0 | 3069 | 0.4289          | 0.5865    | 0.6079 | 0.5970 | 0.9406   |
| 0.0015        | 342.0 | 3078 | 0.4304          | 0.6010    | 0.6090 | 0.6050 | 0.9413   |
| 0.0015        | 343.0 | 3087 | 0.4316          | 0.6059    | 0.5995 | 0.6027 | 0.9411   |
| 0.0015        | 344.0 | 3096 | 0.4419          | 0.6331    | 0.5815 | 0.6062 | 0.9421   |
| 0.0015        | 345.0 | 3105 | 0.4352          | 0.6204    | 0.5942 | 0.6070 | 0.9420   |
| 0.0015        | 346.0 | 3114 | 0.4285          | 0.6044    | 0.6127 | 0.6085 | 0.9409   |
| 0.0015        | 347.0 | 3123 | 0.4262          | 0.6061    | 0.6122 | 0.6091 | 0.9410   |
| 0.0015        | 348.0 | 3132 | 0.4351          | 0.6345    | 0.5905 | 0.6117 | 0.9429   |
| 0.0015        | 349.0 | 3141 | 0.4282          | 0.6179    | 0.6032 | 0.6104 | 0.9421   |
| 0.0015        | 350.0 | 3150 | 0.4268          | 0.6148    | 0.6048 | 0.6098 | 0.9418   |
| 0.0015        | 351.0 | 3159 | 0.4269          | 0.6162    | 0.6032 | 0.6096 | 0.9421   |
| 0.0015        | 352.0 | 3168 | 0.4290          | 0.6200    | 0.5974 | 0.6085 | 0.9424   |
| 0.0015        | 353.0 | 3177 | 0.4240          | 0.6056    | 0.6085 | 0.6070 | 0.9415   |
| 0.0015        | 354.0 | 3186 | 0.4248          | 0.5821    | 0.6286 | 0.6044 | 0.9404   |
| 0.0015        | 355.0 | 3195 | 0.4262          | 0.5932    | 0.6265 | 0.6094 | 0.9412   |
| 0.0015        | 356.0 | 3204 | 0.4299          | 0.6146    | 0.6074 | 0.6110 | 0.9421   |
| 0.0015        | 357.0 | 3213 | 0.4335          | 0.6291    | 0.5931 | 0.6106 | 0.9426   |
| 0.0015        | 358.0 | 3222 | 0.4301          | 0.6296    | 0.5989 | 0.6139 | 0.9427   |
| 0.0015        | 359.0 | 3231 | 0.4273          | 0.6290    | 0.6037 | 0.6161 | 0.9426   |
| 0.0015        | 360.0 | 3240 | 0.4230          | 0.6261    | 0.6042 | 0.6150 | 0.9423   |
| 0.0015        | 361.0 | 3249 | 0.4231          | 0.6233    | 0.6058 | 0.6144 | 0.9424   |
| 0.0015        | 362.0 | 3258 | 0.4257          | 0.6271    | 0.6058 | 0.6163 | 0.9427   |
| 0.0015        | 363.0 | 3267 | 0.4223          | 0.6095    | 0.6169 | 0.6132 | 0.9414   |
| 0.0015        | 364.0 | 3276 | 0.4240          | 0.6082    | 0.6185 | 0.6133 | 0.9417   |
| 0.0015        | 365.0 | 3285 | 0.4284          | 0.6218    | 0.6116 | 0.6167 | 0.9426   |
| 0.0015        | 366.0 | 3294 | 0.4356          | 0.6337    | 0.5995 | 0.6161 | 0.9431   |
| 0.0015        | 367.0 | 3303 | 0.4469          | 0.6478    | 0.5926 | 0.6190 | 0.9433   |
| 0.0015        | 368.0 | 3312 | 0.4478          | 0.6459    | 0.5937 | 0.6187 | 0.9433   |
| 0.0015        | 369.0 | 3321 | 0.4398          | 0.6335    | 0.6    | 0.6163 | 0.9430   |
| 0.0015        | 370.0 | 3330 | 0.4342          | 0.6211    | 0.6053 | 0.6131 | 0.9424   |
| 0.0015        | 371.0 | 3339 | 0.4319          | 0.6181    | 0.6079 | 0.6130 | 0.9422   |
| 0.0015        | 372.0 | 3348 | 0.4319          | 0.625     | 0.6085 | 0.6166 | 0.9428   |
| 0.0015        | 373.0 | 3357 | 0.4316          | 0.6264    | 0.6032 | 0.6146 | 0.9430   |
| 0.0015        | 374.0 | 3366 | 0.4288          | 0.6166    | 0.6143 | 0.6154 | 0.9425   |
| 0.0015        | 375.0 | 3375 | 0.4305          | 0.6187    | 0.6069 | 0.6127 | 0.9425   |
| 0.0015        | 376.0 | 3384 | 0.4321          | 0.6200    | 0.6    | 0.6098 | 0.9427   |
| 0.0015        | 377.0 | 3393 | 0.4316          | 0.6228    | 0.6011 | 0.6117 | 0.9429   |
| 0.0015        | 378.0 | 3402 | 0.4337          | 0.6276    | 0.6011 | 0.6141 | 0.9431   |
| 0.0015        | 379.0 | 3411 | 0.4366          | 0.6424    | 0.5968 | 0.6188 | 0.9437   |
| 0.0015        | 380.0 | 3420 | 0.4387          | 0.6447    | 0.5942 | 0.6184 | 0.9438   |
| 0.0015        | 381.0 | 3429 | 0.4357          | 0.6226    | 0.6085 | 0.6155 | 0.9428   |
| 0.0015        | 382.0 | 3438 | 0.4294          | 0.5981    | 0.6228 | 0.6102 | 0.9410   |
| 0.0015        | 383.0 | 3447 | 0.4280          | 0.6103    | 0.6116 | 0.6110 | 0.9419   |
| 0.0015        | 384.0 | 3456 | 0.4309          | 0.6291    | 0.6048 | 0.6167 | 0.9433   |
| 0.0015        | 385.0 | 3465 | 0.4326          | 0.6311    | 0.6011 | 0.6157 | 0.9432   |
| 0.0015        | 386.0 | 3474 | 0.4337          | 0.6338    | 0.6026 | 0.6178 | 0.9433   |
| 0.0015        | 387.0 | 3483 | 0.4312          | 0.6239    | 0.6101 | 0.6169 | 0.9429   |
| 0.0015        | 388.0 | 3492 | 0.4305          | 0.6152    | 0.6116 | 0.6134 | 0.9422   |
| 0.0014        | 389.0 | 3501 | 0.4291          | 0.6154    | 0.6180 | 0.6167 | 0.9424   |
| 0.0014        | 390.0 | 3510 | 0.4313          | 0.6220    | 0.6138 | 0.6178 | 0.9429   |
| 0.0014        | 391.0 | 3519 | 0.4355          | 0.6297    | 0.6063 | 0.6178 | 0.9435   |
| 0.0014        | 392.0 | 3528 | 0.4368          | 0.6294    | 0.6085 | 0.6188 | 0.9433   |
| 0.0014        | 393.0 | 3537 | 0.4379          | 0.6327    | 0.6042 | 0.6181 | 0.9433   |
| 0.0014        | 394.0 | 3546 | 0.4368          | 0.6273    | 0.6037 | 0.6153 | 0.9431   |
| 0.0014        | 395.0 | 3555 | 0.4372          | 0.5974    | 0.6132 | 0.6052 | 0.9410   |
| 0.0014        | 396.0 | 3564 | 0.4378          | 0.6149    | 0.6074 | 0.6111 | 0.9421   |
| 0.0014        | 397.0 | 3573 | 0.4419          | 0.6302    | 0.6005 | 0.6150 | 0.9427   |
| 0.0014        | 398.0 | 3582 | 0.4438          | 0.6209    | 0.6074 | 0.6141 | 0.9425   |
| 0.0014        | 399.0 | 3591 | 0.4458          | 0.6230    | 0.6058 | 0.6143 | 0.9427   |
| 0.0014        | 400.0 | 3600 | 0.4436          | 0.6212    | 0.6116 | 0.6164 | 0.9429   |
| 0.0014        | 401.0 | 3609 | 0.4423          | 0.6125    | 0.6138 | 0.6131 | 0.9423   |
| 0.0014        | 402.0 | 3618 | 0.4404          | 0.6146    | 0.6101 | 0.6123 | 0.9422   |
| 0.0014        | 403.0 | 3627 | 0.4400          | 0.6231    | 0.6    | 0.6113 | 0.9425   |
| 0.0014        | 404.0 | 3636 | 0.4396          | 0.6199    | 0.6005 | 0.6101 | 0.9426   |
| 0.0014        | 405.0 | 3645 | 0.4403          | 0.6194    | 0.6037 | 0.6115 | 0.9429   |
| 0.0014        | 406.0 | 3654 | 0.4429          | 0.6238    | 0.6037 | 0.6136 | 0.9428   |
| 0.0014        | 407.0 | 3663 | 0.4406          | 0.6096    | 0.6122 | 0.6109 | 0.9422   |
| 0.0014        | 408.0 | 3672 | 0.4403          | 0.6132    | 0.6132 | 0.6132 | 0.9426   |
| 0.0014        | 409.0 | 3681 | 0.4397          | 0.6186    | 0.6101 | 0.6143 | 0.9426   |
| 0.0014        | 410.0 | 3690 | 0.4390          | 0.6188    | 0.6090 | 0.6139 | 0.9424   |
| 0.0014        | 411.0 | 3699 | 0.4393          | 0.6169    | 0.6074 | 0.6121 | 0.9421   |
| 0.0014        | 412.0 | 3708 | 0.4413          | 0.6183    | 0.6085 | 0.6133 | 0.9424   |
| 0.0014        | 413.0 | 3717 | 0.4409          | 0.6150    | 0.6111 | 0.6131 | 0.9424   |
| 0.0014        | 414.0 | 3726 | 0.4401          | 0.6120    | 0.6116 | 0.6118 | 0.9422   |
| 0.0014        | 415.0 | 3735 | 0.4404          | 0.6151    | 0.6106 | 0.6129 | 0.9424   |
| 0.0014        | 416.0 | 3744 | 0.4405          | 0.6185    | 0.6074 | 0.6129 | 0.9423   |
| 0.0014        | 417.0 | 3753 | 0.4393          | 0.6234    | 0.6106 | 0.6169 | 0.9426   |
| 0.0014        | 418.0 | 3762 | 0.4385          | 0.6213    | 0.6111 | 0.6162 | 0.9425   |
| 0.0014        | 419.0 | 3771 | 0.4386          | 0.6258    | 0.6069 | 0.6162 | 0.9429   |
| 0.0014        | 420.0 | 3780 | 0.4386          | 0.6251    | 0.6026 | 0.6137 | 0.9429   |
| 0.0014        | 421.0 | 3789 | 0.4399          | 0.6280    | 0.6037 | 0.6156 | 0.9431   |
| 0.0014        | 422.0 | 3798 | 0.4405          | 0.6181    | 0.6011 | 0.6094 | 0.9427   |
| 0.0014        | 423.0 | 3807 | 0.4416          | 0.6239    | 0.6048 | 0.6142 | 0.9428   |
| 0.0014        | 424.0 | 3816 | 0.4419          | 0.6259    | 0.6063 | 0.6160 | 0.9429   |
| 0.0014        | 425.0 | 3825 | 0.4437          | 0.6284    | 0.6048 | 0.6163 | 0.9430   |
| 0.0014        | 426.0 | 3834 | 0.4429          | 0.6264    | 0.6032 | 0.6146 | 0.9427   |
| 0.0014        | 427.0 | 3843 | 0.4465          | 0.6414    | 0.5952 | 0.6175 | 0.9432   |
| 0.0014        | 428.0 | 3852 | 0.4521          | 0.6366    | 0.5868 | 0.6107 | 0.9427   |
| 0.0014        | 429.0 | 3861 | 0.4503          | 0.6308    | 0.5931 | 0.6114 | 0.9428   |
| 0.0014        | 430.0 | 3870 | 0.4474          | 0.6267    | 0.5979 | 0.6120 | 0.9427   |
| 0.0014        | 431.0 | 3879 | 0.4424          | 0.6103    | 0.6048 | 0.6075 | 0.9421   |
| 0.0014        | 432.0 | 3888 | 0.4418          | 0.6147    | 0.6069 | 0.6108 | 0.9426   |
| 0.0014        | 433.0 | 3897 | 0.4411          | 0.6157    | 0.6069 | 0.6112 | 0.9427   |
| 0.0014        | 434.0 | 3906 | 0.4380          | 0.6089    | 0.6122 | 0.6106 | 0.9422   |
| 0.0014        | 435.0 | 3915 | 0.4383          | 0.6078    | 0.6101 | 0.6089 | 0.9417   |
| 0.0014        | 436.0 | 3924 | 0.4392          | 0.6155    | 0.6074 | 0.6115 | 0.9420   |
| 0.0014        | 437.0 | 3933 | 0.4399          | 0.6162    | 0.6074 | 0.6118 | 0.9421   |
| 0.0014        | 438.0 | 3942 | 0.4396          | 0.6172    | 0.6090 | 0.6130 | 0.9419   |
| 0.0014        | 439.0 | 3951 | 0.4399          | 0.6147    | 0.6053 | 0.6100 | 0.9418   |
| 0.0014        | 440.0 | 3960 | 0.4397          | 0.6157    | 0.6069 | 0.6112 | 0.9422   |
| 0.0014        | 441.0 | 3969 | 0.4396          | 0.6180    | 0.6053 | 0.6116 | 0.9423   |
| 0.0014        | 442.0 | 3978 | 0.4388          | 0.6141    | 0.6063 | 0.6102 | 0.9421   |
| 0.0014        | 443.0 | 3987 | 0.4389          | 0.6101    | 0.6085 | 0.6093 | 0.9422   |
| 0.0014        | 444.0 | 3996 | 0.4404          | 0.6111    | 0.6069 | 0.6090 | 0.9421   |
| 0.0013        | 445.0 | 4005 | 0.4443          | 0.6295    | 0.6042 | 0.6166 | 0.9431   |
| 0.0013        | 446.0 | 4014 | 0.4459          | 0.6330    | 0.6005 | 0.6163 | 0.9432   |
| 0.0013        | 447.0 | 4023 | 0.4442          | 0.6213    | 0.6042 | 0.6127 | 0.9426   |
| 0.0013        | 448.0 | 4032 | 0.4432          | 0.6043    | 0.6101 | 0.6072 | 0.9417   |
| 0.0013        | 449.0 | 4041 | 0.4436          | 0.6023    | 0.6106 | 0.6064 | 0.9414   |
| 0.0013        | 450.0 | 4050 | 0.4436          | 0.6018    | 0.6116 | 0.6067 | 0.9414   |
| 0.0013        | 451.0 | 4059 | 0.4429          | 0.6007    | 0.6122 | 0.6064 | 0.9414   |
| 0.0013        | 452.0 | 4068 | 0.4427          | 0.6069    | 0.6111 | 0.6090 | 0.9418   |
| 0.0013        | 453.0 | 4077 | 0.4441          | 0.6139    | 0.6058 | 0.6099 | 0.9419   |
| 0.0013        | 454.0 | 4086 | 0.4439          | 0.6170    | 0.6053 | 0.6111 | 0.9422   |
| 0.0013        | 455.0 | 4095 | 0.4445          | 0.6146    | 0.6042 | 0.6094 | 0.9421   |
| 0.0013        | 456.0 | 4104 | 0.4449          | 0.6138    | 0.6079 | 0.6108 | 0.9420   |
| 0.0013        | 457.0 | 4113 | 0.4444          | 0.6145    | 0.6090 | 0.6117 | 0.9421   |
| 0.0013        | 458.0 | 4122 | 0.4450          | 0.6189    | 0.6085 | 0.6137 | 0.9425   |
| 0.0013        | 459.0 | 4131 | 0.4460          | 0.6224    | 0.6053 | 0.6137 | 0.9427   |
| 0.0013        | 460.0 | 4140 | 0.4448          | 0.6191    | 0.6063 | 0.6127 | 0.9427   |
| 0.0013        | 461.0 | 4149 | 0.4445          | 0.6160    | 0.6085 | 0.6122 | 0.9425   |
| 0.0013        | 462.0 | 4158 | 0.4442          | 0.6137    | 0.6095 | 0.6116 | 0.9421   |
| 0.0013        | 463.0 | 4167 | 0.4443          | 0.6149    | 0.6116 | 0.6133 | 0.9423   |
| 0.0013        | 464.0 | 4176 | 0.4433          | 0.6135    | 0.6106 | 0.6120 | 0.9418   |
| 0.0013        | 465.0 | 4185 | 0.4431          | 0.6138    | 0.6106 | 0.6122 | 0.9418   |
| 0.0013        | 466.0 | 4194 | 0.4432          | 0.6130    | 0.6101 | 0.6115 | 0.9414   |
| 0.0013        | 467.0 | 4203 | 0.4434          | 0.6135    | 0.6090 | 0.6113 | 0.9414   |
| 0.0013        | 468.0 | 4212 | 0.4436          | 0.6195    | 0.6090 | 0.6142 | 0.9421   |
| 0.0013        | 469.0 | 4221 | 0.4439          | 0.6204    | 0.6095 | 0.6149 | 0.9423   |
| 0.0013        | 470.0 | 4230 | 0.4441          | 0.6226    | 0.6101 | 0.6162 | 0.9424   |
| 0.0013        | 471.0 | 4239 | 0.4437          | 0.6167    | 0.6111 | 0.6139 | 0.9421   |
| 0.0013        | 472.0 | 4248 | 0.4445          | 0.6202    | 0.6090 | 0.6145 | 0.9424   |
| 0.0013        | 473.0 | 4257 | 0.4446          | 0.6220    | 0.6095 | 0.6157 | 0.9424   |
| 0.0013        | 474.0 | 4266 | 0.4425          | 0.6087    | 0.6116 | 0.6102 | 0.9413   |
| 0.0013        | 475.0 | 4275 | 0.4425          | 0.6052    | 0.6116 | 0.6084 | 0.9411   |
| 0.0013        | 476.0 | 4284 | 0.4420          | 0.5977    | 0.6148 | 0.6062 | 0.9408   |
| 0.0013        | 477.0 | 4293 | 0.4417          | 0.5953    | 0.6148 | 0.6049 | 0.9407   |
| 0.0013        | 478.0 | 4302 | 0.4418          | 0.5990    | 0.6148 | 0.6068 | 0.9410   |
| 0.0013        | 479.0 | 4311 | 0.4423          | 0.6035    | 0.6153 | 0.6094 | 0.9411   |
| 0.0013        | 480.0 | 4320 | 0.4432          | 0.6099    | 0.6106 | 0.6103 | 0.9415   |
| 0.0013        | 481.0 | 4329 | 0.4446          | 0.6153    | 0.6085 | 0.6119 | 0.9420   |
| 0.0013        | 482.0 | 4338 | 0.4455          | 0.6175    | 0.6074 | 0.6124 | 0.9421   |
| 0.0013        | 483.0 | 4347 | 0.4456          | 0.6184    | 0.6079 | 0.6131 | 0.9421   |
| 0.0013        | 484.0 | 4356 | 0.4464          | 0.6202    | 0.6074 | 0.6137 | 0.9423   |
| 0.0013        | 485.0 | 4365 | 0.4466          | 0.6203    | 0.6069 | 0.6135 | 0.9423   |
| 0.0013        | 486.0 | 4374 | 0.4466          | 0.6193    | 0.6069 | 0.6130 | 0.9423   |
| 0.0013        | 487.0 | 4383 | 0.4466          | 0.6239    | 0.6074 | 0.6155 | 0.9425   |
| 0.0013        | 488.0 | 4392 | 0.4463          | 0.6231    | 0.6079 | 0.6154 | 0.9424   |
| 0.0013        | 489.0 | 4401 | 0.4464          | 0.6238    | 0.6079 | 0.6158 | 0.9425   |
| 0.0013        | 490.0 | 4410 | 0.4467          | 0.6265    | 0.6079 | 0.6171 | 0.9427   |
| 0.0013        | 491.0 | 4419 | 0.4468          | 0.6247    | 0.6069 | 0.6157 | 0.9426   |
| 0.0013        | 492.0 | 4428 | 0.4466          | 0.6236    | 0.6074 | 0.6154 | 0.9425   |
| 0.0013        | 493.0 | 4437 | 0.4463          | 0.6208    | 0.6063 | 0.6135 | 0.9424   |
| 0.0013        | 494.0 | 4446 | 0.4462          | 0.6227    | 0.6069 | 0.6147 | 0.9425   |
| 0.0013        | 495.0 | 4455 | 0.4461          | 0.6232    | 0.6063 | 0.6146 | 0.9425   |
| 0.0013        | 496.0 | 4464 | 0.4460          | 0.6228    | 0.6063 | 0.6145 | 0.9425   |
| 0.0013        | 497.0 | 4473 | 0.4459          | 0.6227    | 0.6069 | 0.6147 | 0.9425   |
| 0.0013        | 498.0 | 4482 | 0.4459          | 0.6232    | 0.6074 | 0.6152 | 0.9426   |
| 0.0013        | 499.0 | 4491 | 0.4459          | 0.6230    | 0.6069 | 0.6148 | 0.9426   |
| 0.0012        | 500.0 | 4500 | 0.4459          | 0.6234    | 0.6069 | 0.6150 | 0.9426   |


### Framework versions

- Transformers 4.26.1
- Pytorch 1.13.1+cu116
- Datasets 2.10.1
- Tokenizers 0.13.2

{"license": "apache-2.0", "tags": ["generated_from_trainer"], "metrics": ["precision", "recall", "f1", "accuracy"], "model-index": [{"name": "distilbert-base-cased-finetuned-ner-test", "results": []}]}
transformers pytorch tensorboard distilbert token-classification generated_from_trainer license:apache-2.0 autotrain_compatible endpoints_compatible region:us
TAGS
#transformers #pytorch #tensorboard #distilbert #token-classification #generated_from_trainer #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us 

distilbert-base-cased-finetuned-ner-test
========================================


This model is a fine-tuned version of distilbert-base-cased on an unknown dataset.
It achieves the following results on the evaluation set:


* Loss: 0.4459
* Precision: 0.6234
* Recall: 0.6069
* F1: 0.6150
* Accuracy: 0.9426


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: 3e-05
* train\_batch\_size: 32
* eval\_batch\_size: 32
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* num\_epochs: 500


### Training results



### Framework versions


* Transformers 4.26.1
* Pytorch 1.13.1+cu116
* Datasets 2.10.1
* Tokenizers 0.13.2



### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 3e-05
* train\_batch\_size: 32
* eval\_batch\_size: 32
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* num\_epochs: 500 ### Training results ### Framework versions


* Transformers 4.26.1
* Pytorch 1.13.1+cu116
* Datasets 2.10.1
* Tokenizers 0.13.2
TAGS
#transformers #pytorch #tensorboard #distilbert #token-classification #generated_from_trainer #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us 
 ### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 3e-05
* train\_batch\_size: 32
* eval\_batch\_size: 32
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* num\_epochs: 500 ### Training results ### Framework versions


* Transformers 4.26.1
* Pytorch 1.13.1+cu116
* Datasets 2.10.1
* Tokenizers 0.13.2
TAGS
#transformers #pytorch #tensorboard #distilbert #token-classification #generated_from_trainer #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us 
### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 3e-05
* train\_batch\_size: 32
* eval\_batch\_size: 32
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* num\_epochs: 500### Training results### Framework versions


* Transformers 4.26.1
* Pytorch 1.13.1+cu116
* Datasets 2.10.1
* Tokenizers 0.13.2