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# bert-tiny-finetuned-legal-definitions-downstream-alt

This model is a fine-tuned version of [muhtasham/bert-tiny-finetuned-legal-definitions](https://huggingface.co/muhtasham/bert-tiny-finetuned-legal-definitions) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.2298
- Micro f1: 0.0
- Macro f1: 0.0

## 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: 4096
- eval_batch_size: 1024
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 1000

### Training results

| Training Loss | Epoch  | Step | Validation Loss | Micro f1 | Macro f1 |
|:-------------:|:------:|:----:|:---------------:|:--------:|:--------:|
| 0.6869        | 1.0    | 3    | 0.6836          | 0.1357   | 0.0837   |
| 0.6832        | 2.0    | 6    | 0.6795          | 0.1402   | 0.0785   |
| 0.6795        | 3.0    | 9    | 0.6755          | 0.1468   | 0.0748   |
| 0.6758        | 4.0    | 12   | 0.6716          | 0.1504   | 0.0697   |
| 0.6722        | 5.0    | 15   | 0.6677          | 0.1506   | 0.0627   |
| 0.6686        | 6.0    | 18   | 0.6639          | 0.1528   | 0.0580   |
| 0.6649        | 7.0    | 21   | 0.6601          | 0.1435   | 0.0506   |
| 0.6615        | 8.0    | 24   | 0.6563          | 0.1300   | 0.0432   |
| 0.658         | 9.0    | 27   | 0.6526          | 0.1049   | 0.0307   |
| 0.6544        | 10.0   | 30   | 0.6490          | 0.0859   | 0.0242   |
| 0.6511        | 11.0   | 33   | 0.6454          | 0.0610   | 0.0178   |
| 0.6476        | 12.0   | 36   | 0.6418          | 0.0362   | 0.0110   |
| 0.644         | 13.0   | 39   | 0.6383          | 0.0219   | 0.0074   |
| 0.641         | 14.0   | 42   | 0.6349          | 0.0108   | 0.0042   |
| 0.6376        | 15.0   | 45   | 0.6315          | 0.0057   | 0.0022   |
| 0.6344        | 16.0   | 48   | 0.6282          | 0.0024   | 0.0010   |
| 0.6311        | 17.0   | 51   | 0.6249          | 0.0012   | 0.0005   |
| 0.6279        | 18.0   | 54   | 0.6217          | 0.0008   | 0.0003   |
| 0.6248        | 19.0   | 57   | 0.6184          | 0.0      | 0.0      |
| 0.6218        | 20.0   | 60   | 0.6153          | 0.0      | 0.0      |
| 0.6185        | 21.0   | 63   | 0.6121          | 0.0      | 0.0      |
| 0.6153        | 22.0   | 66   | 0.6089          | 0.0      | 0.0      |
| 0.6123        | 23.0   | 69   | 0.6058          | 0.0      | 0.0      |
| 0.6092        | 24.0   | 72   | 0.6027          | 0.0      | 0.0      |
| 0.6062        | 25.0   | 75   | 0.5996          | 0.0      | 0.0      |
| 0.6032        | 26.0   | 78   | 0.5965          | 0.0      | 0.0      |
| 0.6001        | 27.0   | 81   | 0.5934          | 0.0      | 0.0      |
| 0.597         | 28.0   | 84   | 0.5902          | 0.0      | 0.0      |
| 0.594         | 29.0   | 87   | 0.5871          | 0.0      | 0.0      |
| 0.5908        | 30.0   | 90   | 0.5840          | 0.0      | 0.0      |
| 0.5877        | 31.0   | 93   | 0.5808          | 0.0      | 0.0      |
| 0.5845        | 32.0   | 96   | 0.5777          | 0.0      | 0.0      |
| 0.5814        | 33.0   | 99   | 0.5745          | 0.0      | 0.0      |
| 0.5785        | 34.0   | 102  | 0.5714          | 0.0      | 0.0      |
| 0.5753        | 35.0   | 105  | 0.5682          | 0.0      | 0.0      |
| 0.5719        | 36.0   | 108  | 0.5650          | 0.0      | 0.0      |
| 0.5688        | 37.0   | 111  | 0.5618          | 0.0      | 0.0      |
| 0.5656        | 38.0   | 114  | 0.5586          | 0.0      | 0.0      |
| 0.5626        | 39.0   | 117  | 0.5553          | 0.0      | 0.0      |
| 0.5591        | 40.0   | 120  | 0.5521          | 0.0      | 0.0      |
| 0.5561        | 41.0   | 123  | 0.5489          | 0.0      | 0.0      |
| 0.5529        | 42.0   | 126  | 0.5456          | 0.0      | 0.0      |
| 0.5494        | 43.0   | 129  | 0.5424          | 0.0      | 0.0      |
| 0.5464        | 44.0   | 132  | 0.5391          | 0.0      | 0.0      |
| 0.5432        | 45.0   | 135  | 0.5359          | 0.0      | 0.0      |
| 0.5399        | 46.0   | 138  | 0.5326          | 0.0      | 0.0      |
| 0.5364        | 47.0   | 141  | 0.5294          | 0.0      | 0.0      |
| 0.5332        | 48.0   | 144  | 0.5261          | 0.0      | 0.0      |
| 0.53          | 49.0   | 147  | 0.5229          | 0.0      | 0.0      |
| 0.5268        | 50.0   | 150  | 0.5196          | 0.0      | 0.0      |
| 0.5236        | 51.0   | 153  | 0.5164          | 0.0      | 0.0      |
| 0.5203        | 52.0   | 156  | 0.5132          | 0.0      | 0.0      |
| 0.5171        | 53.0   | 159  | 0.5099          | 0.0      | 0.0      |
| 0.514         | 54.0   | 162  | 0.5067          | 0.0      | 0.0      |
| 0.5107        | 55.0   | 165  | 0.5035          | 0.0      | 0.0      |
| 0.5077        | 56.0   | 168  | 0.5004          | 0.0      | 0.0      |
| 0.504         | 57.0   | 171  | 0.4972          | 0.0      | 0.0      |
| 0.5011        | 58.0   | 174  | 0.4941          | 0.0      | 0.0      |
| 0.4978        | 59.0   | 177  | 0.4909          | 0.0      | 0.0      |
| 0.4948        | 60.0   | 180  | 0.4878          | 0.0      | 0.0      |
| 0.4915        | 61.0   | 183  | 0.4847          | 0.0      | 0.0      |
| 0.4884        | 62.0   | 186  | 0.4816          | 0.0      | 0.0      |
| 0.4857        | 63.0   | 189  | 0.4786          | 0.0      | 0.0      |
| 0.4824        | 64.0   | 192  | 0.4756          | 0.0      | 0.0      |
| 0.4794        | 65.0   | 195  | 0.4726          | 0.0      | 0.0      |
| 0.4762        | 66.0   | 198  | 0.4696          | 0.0      | 0.0      |
| 0.4733        | 67.0   | 201  | 0.4666          | 0.0      | 0.0      |
| 0.4704        | 68.0   | 204  | 0.4637          | 0.0      | 0.0      |
| 0.4676        | 69.0   | 207  | 0.4608          | 0.0      | 0.0      |
| 0.4648        | 70.0   | 210  | 0.4579          | 0.0      | 0.0      |
| 0.4617        | 71.0   | 213  | 0.4551          | 0.0      | 0.0      |
| 0.4586        | 72.0   | 216  | 0.4523          | 0.0      | 0.0      |
| 0.4558        | 73.0   | 219  | 0.4495          | 0.0      | 0.0      |
| 0.453         | 74.0   | 222  | 0.4467          | 0.0      | 0.0      |
| 0.4502        | 75.0   | 225  | 0.4440          | 0.0      | 0.0      |
| 0.4476        | 76.0   | 228  | 0.4413          | 0.0      | 0.0      |
| 0.4448        | 77.0   | 231  | 0.4386          | 0.0      | 0.0      |
| 0.442         | 78.0   | 234  | 0.4360          | 0.0      | 0.0      |
| 0.4396        | 79.0   | 237  | 0.4334          | 0.0      | 0.0      |
| 0.4372        | 80.0   | 240  | 0.4308          | 0.0      | 0.0      |
| 0.434         | 81.0   | 243  | 0.4282          | 0.0      | 0.0      |
| 0.4318        | 82.0   | 246  | 0.4257          | 0.0      | 0.0      |
| 0.4292        | 83.0   | 249  | 0.4232          | 0.0      | 0.0      |
| 0.4267        | 84.0   | 252  | 0.4208          | 0.0      | 0.0      |
| 0.4242        | 85.0   | 255  | 0.4184          | 0.0      | 0.0      |
| 0.4218        | 86.0   | 258  | 0.4160          | 0.0      | 0.0      |
| 0.4191        | 87.0   | 261  | 0.4136          | 0.0      | 0.0      |
| 0.4169        | 88.0   | 264  | 0.4113          | 0.0      | 0.0      |
| 0.4147        | 89.0   | 267  | 0.4089          | 0.0      | 0.0      |
| 0.4118        | 90.0   | 270  | 0.4067          | 0.0      | 0.0      |
| 0.41          | 91.0   | 273  | 0.4044          | 0.0      | 0.0      |
| 0.4079        | 92.0   | 276  | 0.4022          | 0.0      | 0.0      |
| 0.4052        | 93.0   | 279  | 0.4000          | 0.0      | 0.0      |
| 0.4031        | 94.0   | 282  | 0.3979          | 0.0      | 0.0      |
| 0.4009        | 95.0   | 285  | 0.3957          | 0.0      | 0.0      |
| 0.3986        | 96.0   | 288  | 0.3936          | 0.0      | 0.0      |
| 0.3969        | 97.0   | 291  | 0.3916          | 0.0      | 0.0      |
| 0.3944        | 98.0   | 294  | 0.3895          | 0.0      | 0.0      |
| 0.3928        | 99.0   | 297  | 0.3875          | 0.0      | 0.0      |
| 0.3906        | 100.0  | 300  | 0.3855          | 0.0      | 0.0      |
| 0.3886        | 101.0  | 303  | 0.3836          | 0.0      | 0.0      |
| 0.3864        | 102.0  | 306  | 0.3816          | 0.0      | 0.0      |
| 0.3849        | 103.0  | 309  | 0.3797          | 0.0      | 0.0      |
| 0.3833        | 104.0  | 312  | 0.3779          | 0.0      | 0.0      |
| 0.3809        | 105.0  | 315  | 0.3760          | 0.0      | 0.0      |
| 0.3788        | 106.0  | 318  | 0.3742          | 0.0      | 0.0      |
| 0.3771        | 107.0  | 321  | 0.3724          | 0.0      | 0.0      |
| 0.3751        | 108.0  | 324  | 0.3706          | 0.0      | 0.0      |
| 0.3737        | 109.0  | 327  | 0.3689          | 0.0      | 0.0      |
| 0.3719        | 110.0  | 330  | 0.3672          | 0.0      | 0.0      |
| 0.3702        | 111.0  | 333  | 0.3655          | 0.0      | 0.0      |
| 0.3686        | 112.0  | 336  | 0.3638          | 0.0      | 0.0      |
| 0.3666        | 113.0  | 339  | 0.3622          | 0.0      | 0.0      |
| 0.3654        | 114.0  | 342  | 0.3606          | 0.0      | 0.0      |
| 0.3638        | 115.0  | 345  | 0.3590          | 0.0      | 0.0      |
| 0.3617        | 116.0  | 348  | 0.3574          | 0.0      | 0.0      |
| 0.3603        | 117.0  | 351  | 0.3558          | 0.0      | 0.0      |
| 0.3587        | 118.0  | 354  | 0.3543          | 0.0      | 0.0      |
| 0.3574        | 119.0  | 357  | 0.3528          | 0.0      | 0.0      |
| 0.3561        | 120.0  | 360  | 0.3513          | 0.0      | 0.0      |
| 0.3543        | 121.0  | 363  | 0.3499          | 0.0      | 0.0      |
| 0.3525        | 122.0  | 366  | 0.3484          | 0.0      | 0.0      |
| 0.3509        | 123.0  | 369  | 0.3470          | 0.0      | 0.0      |
| 0.3492        | 124.0  | 372  | 0.3456          | 0.0      | 0.0      |
| 0.3483        | 125.0  | 375  | 0.3442          | 0.0      | 0.0      |
| 0.3467        | 126.0  | 378  | 0.3429          | 0.0      | 0.0      |
| 0.3455        | 127.0  | 381  | 0.3415          | 0.0      | 0.0      |
| 0.344         | 128.0  | 384  | 0.3402          | 0.0      | 0.0      |
| 0.3425        | 129.0  | 387  | 0.3389          | 0.0      | 0.0      |
| 0.3417        | 130.0  | 390  | 0.3376          | 0.0      | 0.0      |
| 0.3403        | 131.0  | 393  | 0.3364          | 0.0      | 0.0      |
| 0.339         | 132.0  | 396  | 0.3351          | 0.0      | 0.0      |
| 0.3377        | 133.0  | 399  | 0.3339          | 0.0      | 0.0      |
| 0.3362        | 134.0  | 402  | 0.3327          | 0.0      | 0.0      |
| 0.3352        | 135.0  | 405  | 0.3315          | 0.0      | 0.0      |
| 0.3338        | 136.0  | 408  | 0.3303          | 0.0      | 0.0      |
| 0.3327        | 137.0  | 411  | 0.3291          | 0.0      | 0.0      |
| 0.3315        | 138.0  | 414  | 0.3280          | 0.0      | 0.0      |
| 0.33          | 139.0  | 417  | 0.3269          | 0.0      | 0.0      |
| 0.3295        | 140.0  | 420  | 0.3258          | 0.0      | 0.0      |
| 0.3278        | 141.0  | 423  | 0.3247          | 0.0      | 0.0      |
| 0.3274        | 142.0  | 426  | 0.3236          | 0.0      | 0.0      |
| 0.3263        | 143.0  | 429  | 0.3225          | 0.0      | 0.0      |
| 0.3245        | 144.0  | 432  | 0.3215          | 0.0      | 0.0      |
| 0.3238        | 145.0  | 435  | 0.3204          | 0.0      | 0.0      |
| 0.3226        | 146.0  | 438  | 0.3194          | 0.0      | 0.0      |
| 0.3217        | 147.0  | 441  | 0.3184          | 0.0      | 0.0      |
| 0.3207        | 148.0  | 444  | 0.3174          | 0.0      | 0.0      |
| 0.3201        | 149.0  | 447  | 0.3164          | 0.0      | 0.0      |
| 0.3191        | 150.0  | 450  | 0.3155          | 0.0      | 0.0      |
| 0.3172        | 151.0  | 453  | 0.3145          | 0.0      | 0.0      |
| 0.316         | 152.0  | 456  | 0.3136          | 0.0      | 0.0      |
| 0.3155        | 153.0  | 459  | 0.3127          | 0.0      | 0.0      |
| 0.3149        | 154.0  | 462  | 0.3117          | 0.0      | 0.0      |
| 0.3139        | 155.0  | 465  | 0.3108          | 0.0      | 0.0      |
| 0.3131        | 156.0  | 468  | 0.3100          | 0.0      | 0.0      |
| 0.3121        | 157.0  | 471  | 0.3091          | 0.0      | 0.0      |
| 0.3113        | 158.0  | 474  | 0.3082          | 0.0      | 0.0      |
| 0.3099        | 159.0  | 477  | 0.3074          | 0.0      | 0.0      |
| 0.3097        | 160.0  | 480  | 0.3065          | 0.0      | 0.0      |
| 0.3087        | 161.0  | 483  | 0.3057          | 0.0      | 0.0      |
| 0.3079        | 162.0  | 486  | 0.3049          | 0.0      | 0.0      |
| 0.3064        | 163.0  | 489  | 0.3041          | 0.0      | 0.0      |
| 0.3062        | 164.0  | 492  | 0.3033          | 0.0      | 0.0      |
| 0.3055        | 165.0  | 495  | 0.3025          | 0.0      | 0.0      |
| 0.3045        | 166.0  | 498  | 0.3017          | 0.0      | 0.0      |
| 0.3038        | 167.0  | 501  | 0.3010          | 0.0      | 0.0      |
| 0.3029        | 168.0  | 504  | 0.3002          | 0.0      | 0.0      |
| 0.3025        | 169.0  | 507  | 0.2995          | 0.0      | 0.0      |
| 0.3016        | 170.0  | 510  | 0.2987          | 0.0      | 0.0      |
| 0.3005        | 171.0  | 513  | 0.2980          | 0.0      | 0.0      |
| 0.3003        | 172.0  | 516  | 0.2973          | 0.0      | 0.0      |
| 0.2989        | 173.0  | 519  | 0.2966          | 0.0      | 0.0      |
| 0.2987        | 174.0  | 522  | 0.2959          | 0.0      | 0.0      |
| 0.2974        | 175.0  | 525  | 0.2952          | 0.0      | 0.0      |
| 0.2974        | 176.0  | 528  | 0.2945          | 0.0      | 0.0      |
| 0.2967        | 177.0  | 531  | 0.2939          | 0.0      | 0.0      |
| 0.2954        | 178.0  | 534  | 0.2932          | 0.0      | 0.0      |
| 0.295         | 179.0  | 537  | 0.2926          | 0.0      | 0.0      |
| 0.2944        | 180.0  | 540  | 0.2919          | 0.0      | 0.0      |
| 0.2938        | 181.0  | 543  | 0.2913          | 0.0      | 0.0      |
| 0.2932        | 182.0  | 546  | 0.2906          | 0.0      | 0.0      |
| 0.2923        | 183.0  | 549  | 0.2900          | 0.0      | 0.0      |
| 0.2917        | 184.0  | 552  | 0.2894          | 0.0      | 0.0      |
| 0.2914        | 185.0  | 555  | 0.2888          | 0.0      | 0.0      |
| 0.2906        | 186.0  | 558  | 0.2882          | 0.0      | 0.0      |
| 0.29          | 187.0  | 561  | 0.2876          | 0.0      | 0.0      |
| 0.2893        | 188.0  | 564  | 0.2870          | 0.0      | 0.0      |
| 0.2892        | 189.0  | 567  | 0.2865          | 0.0      | 0.0      |
| 0.2882        | 190.0  | 570  | 0.2859          | 0.0      | 0.0      |
| 0.2874        | 191.0  | 573  | 0.2853          | 0.0      | 0.0      |
| 0.2868        | 192.0  | 576  | 0.2848          | 0.0      | 0.0      |
| 0.2866        | 193.0  | 579  | 0.2843          | 0.0      | 0.0      |
| 0.2865        | 194.0  | 582  | 0.2837          | 0.0      | 0.0      |
| 0.285         | 195.0  | 585  | 0.2832          | 0.0      | 0.0      |
| 0.2851        | 196.0  | 588  | 0.2827          | 0.0      | 0.0      |
| 0.2841        | 197.0  | 591  | 0.2821          | 0.0      | 0.0      |
| 0.2839        | 198.0  | 594  | 0.2816          | 0.0      | 0.0      |
| 0.2829        | 199.0  | 597  | 0.2811          | 0.0      | 0.0      |
| 0.2826        | 200.0  | 600  | 0.2806          | 0.0      | 0.0      |
| 0.2825        | 201.0  | 603  | 0.2801          | 0.0      | 0.0      |
| 0.2817        | 202.0  | 606  | 0.2796          | 0.0      | 0.0      |
| 0.2813        | 203.0  | 609  | 0.2792          | 0.0      | 0.0      |
| 0.2805        | 204.0  | 612  | 0.2787          | 0.0      | 0.0      |
| 0.2803        | 205.0  | 615  | 0.2782          | 0.0      | 0.0      |
| 0.2798        | 206.0  | 618  | 0.2777          | 0.0      | 0.0      |
| 0.2795        | 207.0  | 621  | 0.2773          | 0.0      | 0.0      |
| 0.2788        | 208.0  | 624  | 0.2768          | 0.0      | 0.0      |
| 0.2785        | 209.0  | 627  | 0.2764          | 0.0      | 0.0      |
| 0.2781        | 210.0  | 630  | 0.2759          | 0.0      | 0.0      |
| 0.2779        | 211.0  | 633  | 0.2755          | 0.0      | 0.0      |
| 0.277         | 212.0  | 636  | 0.2751          | 0.0      | 0.0      |
| 0.2768        | 213.0  | 639  | 0.2746          | 0.0      | 0.0      |
| 0.2763        | 214.0  | 642  | 0.2742          | 0.0      | 0.0      |
| 0.2756        | 215.0  | 645  | 0.2738          | 0.0      | 0.0      |
| 0.2756        | 216.0  | 648  | 0.2734          | 0.0      | 0.0      |
| 0.2748        | 217.0  | 651  | 0.2730          | 0.0      | 0.0      |
| 0.2739        | 218.0  | 654  | 0.2726          | 0.0      | 0.0      |
| 0.2741        | 219.0  | 657  | 0.2722          | 0.0      | 0.0      |
| 0.2735        | 220.0  | 660  | 0.2718          | 0.0      | 0.0      |
| 0.2736        | 221.0  | 663  | 0.2714          | 0.0      | 0.0      |
| 0.2729        | 222.0  | 666  | 0.2710          | 0.0      | 0.0      |
| 0.2728        | 223.0  | 669  | 0.2706          | 0.0      | 0.0      |
| 0.2725        | 224.0  | 672  | 0.2702          | 0.0      | 0.0      |
| 0.2719        | 225.0  | 675  | 0.2699          | 0.0      | 0.0      |
| 0.2712        | 226.0  | 678  | 0.2695          | 0.0      | 0.0      |
| 0.2708        | 227.0  | 681  | 0.2691          | 0.0      | 0.0      |
| 0.2707        | 228.0  | 684  | 0.2688          | 0.0      | 0.0      |
| 0.27          | 229.0  | 687  | 0.2684          | 0.0      | 0.0      |
| 0.2697        | 230.0  | 690  | 0.2681          | 0.0      | 0.0      |
| 0.2702        | 231.0  | 693  | 0.2677          | 0.0      | 0.0      |
| 0.2693        | 232.0  | 696  | 0.2674          | 0.0      | 0.0      |
| 0.2686        | 233.0  | 699  | 0.2670          | 0.0      | 0.0      |
| 0.2681        | 234.0  | 702  | 0.2667          | 0.0      | 0.0      |
| 0.2684        | 235.0  | 705  | 0.2664          | 0.0      | 0.0      |
| 0.2681        | 236.0  | 708  | 0.2660          | 0.0      | 0.0      |
| 0.2672        | 237.0  | 711  | 0.2657          | 0.0      | 0.0      |
| 0.2676        | 238.0  | 714  | 0.2654          | 0.0      | 0.0      |
| 0.2672        | 239.0  | 717  | 0.2651          | 0.0      | 0.0      |
| 0.2658        | 240.0  | 720  | 0.2648          | 0.0      | 0.0      |
| 0.2662        | 241.0  | 723  | 0.2645          | 0.0      | 0.0      |
| 0.2658        | 242.0  | 726  | 0.2642          | 0.0      | 0.0      |
| 0.2654        | 243.0  | 729  | 0.2638          | 0.0      | 0.0      |
| 0.2651        | 244.0  | 732  | 0.2635          | 0.0      | 0.0      |
| 0.2643        | 245.0  | 735  | 0.2632          | 0.0      | 0.0      |
| 0.2651        | 246.0  | 738  | 0.2630          | 0.0      | 0.0      |
| 0.2644        | 247.0  | 741  | 0.2627          | 0.0      | 0.0      |
| 0.2639        | 248.0  | 744  | 0.2624          | 0.0      | 0.0      |
| 0.2636        | 249.0  | 747  | 0.2621          | 0.0      | 0.0      |
| 0.2636        | 250.0  | 750  | 0.2618          | 0.0      | 0.0      |
| 0.2627        | 251.0  | 753  | 0.2615          | 0.0      | 0.0      |
| 0.2623        | 252.0  | 756  | 0.2613          | 0.0      | 0.0      |
| 0.2626        | 253.0  | 759  | 0.2610          | 0.0      | 0.0      |
| 0.2621        | 254.0  | 762  | 0.2607          | 0.0      | 0.0      |
| 0.2626        | 255.0  | 765  | 0.2604          | 0.0      | 0.0      |
| 0.2623        | 256.0  | 768  | 0.2602          | 0.0      | 0.0      |
| 0.2618        | 257.0  | 771  | 0.2599          | 0.0      | 0.0      |
| 0.2612        | 258.0  | 774  | 0.2597          | 0.0      | 0.0      |
| 0.2604        | 259.0  | 777  | 0.2594          | 0.0      | 0.0      |
| 0.2609        | 260.0  | 780  | 0.2591          | 0.0      | 0.0      |
| 0.2601        | 261.0  | 783  | 0.2589          | 0.0      | 0.0      |
| 0.2597        | 262.0  | 786  | 0.2586          | 0.0      | 0.0      |
| 0.2597        | 263.0  | 789  | 0.2584          | 0.0      | 0.0      |
| 0.2594        | 264.0  | 792  | 0.2582          | 0.0      | 0.0      |
| 0.2598        | 265.0  | 795  | 0.2579          | 0.0      | 0.0      |
| 0.2599        | 266.0  | 798  | 0.2577          | 0.0      | 0.0      |
| 0.2588        | 267.0  | 801  | 0.2574          | 0.0      | 0.0      |
| 0.2592        | 268.0  | 804  | 0.2572          | 0.0      | 0.0      |
| 0.2586        | 269.0  | 807  | 0.2570          | 0.0      | 0.0      |
| 0.2594        | 270.0  | 810  | 0.2568          | 0.0      | 0.0      |
| 0.258         | 271.0  | 813  | 0.2565          | 0.0      | 0.0      |
| 0.257         | 272.0  | 816  | 0.2563          | 0.0      | 0.0      |
| 0.2576        | 273.0  | 819  | 0.2561          | 0.0      | 0.0      |
| 0.257         | 274.0  | 822  | 0.2559          | 0.0      | 0.0      |
| 0.2568        | 275.0  | 825  | 0.2556          | 0.0      | 0.0      |
| 0.2558        | 276.0  | 828  | 0.2554          | 0.0      | 0.0      |
| 0.2567        | 277.0  | 831  | 0.2552          | 0.0      | 0.0      |
| 0.2568        | 278.0  | 834  | 0.2550          | 0.0      | 0.0      |
| 0.2561        | 279.0  | 837  | 0.2548          | 0.0      | 0.0      |
| 0.2562        | 280.0  | 840  | 0.2546          | 0.0      | 0.0      |
| 0.2564        | 281.0  | 843  | 0.2544          | 0.0      | 0.0      |
| 0.2555        | 282.0  | 846  | 0.2542          | 0.0      | 0.0      |
| 0.2556        | 283.0  | 849  | 0.2540          | 0.0      | 0.0      |
| 0.2554        | 284.0  | 852  | 0.2538          | 0.0      | 0.0      |
| 0.2542        | 285.0  | 855  | 0.2536          | 0.0      | 0.0      |
| 0.2545        | 286.0  | 858  | 0.2534          | 0.0      | 0.0      |
| 0.2542        | 287.0  | 861  | 0.2532          | 0.0      | 0.0      |
| 0.2545        | 288.0  | 864  | 0.2530          | 0.0      | 0.0      |
| 0.254         | 289.0  | 867  | 0.2528          | 0.0      | 0.0      |
| 0.2543        | 290.0  | 870  | 0.2526          | 0.0      | 0.0      |
| 0.254         | 291.0  | 873  | 0.2524          | 0.0      | 0.0      |
| 0.2536        | 292.0  | 876  | 0.2523          | 0.0      | 0.0      |
| 0.2536        | 293.0  | 879  | 0.2521          | 0.0      | 0.0      |
| 0.2533        | 294.0  | 882  | 0.2519          | 0.0      | 0.0      |
| 0.2532        | 295.0  | 885  | 0.2517          | 0.0      | 0.0      |
| 0.2531        | 296.0  | 888  | 0.2515          | 0.0      | 0.0      |
| 0.2529        | 297.0  | 891  | 0.2514          | 0.0      | 0.0      |
| 0.2522        | 298.0  | 894  | 0.2512          | 0.0      | 0.0      |
| 0.2527        | 299.0  | 897  | 0.2510          | 0.0      | 0.0      |
| 0.2523        | 300.0  | 900  | 0.2508          | 0.0      | 0.0      |
| 0.2518        | 301.0  | 903  | 0.2507          | 0.0      | 0.0      |
| 0.2515        | 302.0  | 906  | 0.2505          | 0.0      | 0.0      |
| 0.2513        | 303.0  | 909  | 0.2503          | 0.0      | 0.0      |
| 0.2521        | 304.0  | 912  | 0.2502          | 0.0      | 0.0      |
| 0.2514        | 305.0  | 915  | 0.2500          | 0.0      | 0.0      |
| 0.2505        | 306.0  | 918  | 0.2499          | 0.0      | 0.0      |
| 0.2511        | 307.0  | 921  | 0.2497          | 0.0      | 0.0      |
| 0.251         | 308.0  | 924  | 0.2495          | 0.0      | 0.0      |
| 0.2504        | 309.0  | 927  | 0.2494          | 0.0      | 0.0      |
| 0.2503        | 310.0  | 930  | 0.2492          | 0.0      | 0.0      |
| 0.2504        | 311.0  | 933  | 0.2491          | 0.0      | 0.0      |
| 0.2506        | 312.0  | 936  | 0.2489          | 0.0      | 0.0      |
| 0.2494        | 313.0  | 939  | 0.2488          | 0.0      | 0.0      |
| 0.2491        | 314.0  | 942  | 0.2486          | 0.0      | 0.0      |
| 0.2498        | 315.0  | 945  | 0.2485          | 0.0      | 0.0      |
| 0.2498        | 316.0  | 948  | 0.2483          | 0.0      | 0.0      |
| 0.2491        | 317.0  | 951  | 0.2482          | 0.0      | 0.0      |
| 0.25          | 318.0  | 954  | 0.2480          | 0.0      | 0.0      |
| 0.2493        | 319.0  | 957  | 0.2479          | 0.0      | 0.0      |
| 0.2491        | 320.0  | 960  | 0.2478          | 0.0      | 0.0      |
| 0.2489        | 321.0  | 963  | 0.2476          | 0.0      | 0.0      |
| 0.2484        | 322.0  | 966  | 0.2475          | 0.0      | 0.0      |
| 0.2481        | 323.0  | 969  | 0.2473          | 0.0      | 0.0      |
| 0.248         | 324.0  | 972  | 0.2472          | 0.0      | 0.0      |
| 0.2485        | 325.0  | 975  | 0.2471          | 0.0      | 0.0      |
| 0.2485        | 326.0  | 978  | 0.2469          | 0.0      | 0.0      |
| 0.2477        | 327.0  | 981  | 0.2468          | 0.0      | 0.0      |
| 0.2478        | 328.0  | 984  | 0.2467          | 0.0      | 0.0      |
| 0.2476        | 329.0  | 987  | 0.2465          | 0.0      | 0.0      |
| 0.2481        | 330.0  | 990  | 0.2464          | 0.0      | 0.0      |
| 0.2472        | 331.0  | 993  | 0.2463          | 0.0      | 0.0      |
| 0.247         | 332.0  | 996  | 0.2462          | 0.0      | 0.0      |
| 0.2471        | 333.0  | 999  | 0.2460          | 0.0      | 0.0      |
| 0.2471        | 334.0  | 1002 | 0.2459          | 0.0      | 0.0      |
| 0.2472        | 335.0  | 1005 | 0.2458          | 0.0      | 0.0      |
| 0.2467        | 336.0  | 1008 | 0.2457          | 0.0      | 0.0      |
| 0.246         | 337.0  | 1011 | 0.2455          | 0.0      | 0.0      |
| 0.2469        | 338.0  | 1014 | 0.2454          | 0.0      | 0.0      |
| 0.2465        | 339.0  | 1017 | 0.2453          | 0.0      | 0.0      |
| 0.2467        | 340.0  | 1020 | 0.2452          | 0.0      | 0.0      |
| 0.246         | 341.0  | 1023 | 0.2451          | 0.0      | 0.0      |
| 0.2456        | 342.0  | 1026 | 0.2450          | 0.0      | 0.0      |
| 0.2454        | 343.0  | 1029 | 0.2448          | 0.0      | 0.0      |
| 0.2464        | 344.0  | 1032 | 0.2447          | 0.0      | 0.0      |
| 0.2453        | 345.0  | 1035 | 0.2446          | 0.0      | 0.0      |
| 0.2453        | 346.0  | 1038 | 0.2445          | 0.0      | 0.0      |
| 0.2459        | 347.0  | 1041 | 0.2444          | 0.0      | 0.0      |
| 0.2452        | 348.0  | 1044 | 0.2443          | 0.0      | 0.0      |
| 0.2452        | 349.0  | 1047 | 0.2442          | 0.0      | 0.0      |
| 0.2454        | 350.0  | 1050 | 0.2441          | 0.0      | 0.0      |
| 0.245         | 351.0  | 1053 | 0.2440          | 0.0      | 0.0      |
| 0.2442        | 352.0  | 1056 | 0.2439          | 0.0      | 0.0      |
| 0.2448        | 353.0  | 1059 | 0.2437          | 0.0      | 0.0      |
| 0.2452        | 354.0  | 1062 | 0.2436          | 0.0      | 0.0      |
| 0.2449        | 355.0  | 1065 | 0.2435          | 0.0      | 0.0      |
| 0.2444        | 356.0  | 1068 | 0.2434          | 0.0      | 0.0      |
| 0.2443        | 357.0  | 1071 | 0.2433          | 0.0      | 0.0      |
| 0.2444        | 358.0  | 1074 | 0.2432          | 0.0      | 0.0      |
| 0.2442        | 359.0  | 1077 | 0.2431          | 0.0      | 0.0      |
| 0.2439        | 360.0  | 1080 | 0.2430          | 0.0      | 0.0      |
| 0.2438        | 361.0  | 1083 | 0.2429          | 0.0      | 0.0      |
| 0.2443        | 362.0  | 1086 | 0.2428          | 0.0      | 0.0      |
| 0.244         | 363.0  | 1089 | 0.2427          | 0.0      | 0.0      |
| 0.2435        | 364.0  | 1092 | 0.2426          | 0.0      | 0.0      |
| 0.2441        | 365.0  | 1095 | 0.2425          | 0.0      | 0.0      |
| 0.2435        | 366.0  | 1098 | 0.2425          | 0.0      | 0.0      |
| 0.2432        | 367.0  | 1101 | 0.2424          | 0.0      | 0.0      |
| 0.243         | 368.0  | 1104 | 0.2423          | 0.0      | 0.0      |
| 0.243         | 369.0  | 1107 | 0.2422          | 0.0      | 0.0      |
| 0.2433        | 370.0  | 1110 | 0.2421          | 0.0      | 0.0      |
| 0.2434        | 371.0  | 1113 | 0.2420          | 0.0      | 0.0      |
| 0.2423        | 372.0  | 1116 | 0.2419          | 0.0      | 0.0      |
| 0.2436        | 373.0  | 1119 | 0.2418          | 0.0      | 0.0      |
| 0.2435        | 374.0  | 1122 | 0.2417          | 0.0      | 0.0      |
| 0.2424        | 375.0  | 1125 | 0.2416          | 0.0      | 0.0      |
| 0.2423        | 376.0  | 1128 | 0.2416          | 0.0      | 0.0      |
| 0.2424        | 377.0  | 1131 | 0.2415          | 0.0      | 0.0      |
| 0.2428        | 378.0  | 1134 | 0.2414          | 0.0      | 0.0      |
| 0.2425        | 379.0  | 1137 | 0.2413          | 0.0      | 0.0      |
| 0.2417        | 380.0  | 1140 | 0.2412          | 0.0      | 0.0      |
| 0.2419        | 381.0  | 1143 | 0.2411          | 0.0      | 0.0      |
| 0.2422        | 382.0  | 1146 | 0.2411          | 0.0      | 0.0      |
| 0.2422        | 383.0  | 1149 | 0.2410          | 0.0      | 0.0      |
| 0.2422        | 384.0  | 1152 | 0.2409          | 0.0      | 0.0      |
| 0.2414        | 385.0  | 1155 | 0.2408          | 0.0      | 0.0      |
| 0.2414        | 386.0  | 1158 | 0.2407          | 0.0      | 0.0      |
| 0.2421        | 387.0  | 1161 | 0.2406          | 0.0      | 0.0      |
| 0.2418        | 388.0  | 1164 | 0.2406          | 0.0      | 0.0      |
| 0.2416        | 389.0  | 1167 | 0.2405          | 0.0      | 0.0      |
| 0.2417        | 390.0  | 1170 | 0.2404          | 0.0      | 0.0      |
| 0.2409        | 391.0  | 1173 | 0.2403          | 0.0      | 0.0      |
| 0.2411        | 392.0  | 1176 | 0.2403          | 0.0      | 0.0      |
| 0.242         | 393.0  | 1179 | 0.2402          | 0.0      | 0.0      |
| 0.2406        | 394.0  | 1182 | 0.2401          | 0.0      | 0.0      |
| 0.2409        | 395.0  | 1185 | 0.2400          | 0.0      | 0.0      |
| 0.2408        | 396.0  | 1188 | 0.2400          | 0.0      | 0.0      |
| 0.2412        | 397.0  | 1191 | 0.2399          | 0.0      | 0.0      |
| 0.2407        | 398.0  | 1194 | 0.2398          | 0.0      | 0.0      |
| 0.2409        | 399.0  | 1197 | 0.2397          | 0.0      | 0.0      |
| 0.2412        | 400.0  | 1200 | 0.2397          | 0.0      | 0.0      |
| 0.241         | 401.0  | 1203 | 0.2396          | 0.0      | 0.0      |
| 0.2407        | 402.0  | 1206 | 0.2395          | 0.0      | 0.0      |
| 0.2405        | 403.0  | 1209 | 0.2395          | 0.0      | 0.0      |
| 0.2401        | 404.0  | 1212 | 0.2394          | 0.0      | 0.0      |
| 0.2395        | 405.0  | 1215 | 0.2393          | 0.0      | 0.0      |
| 0.2406        | 406.0  | 1218 | 0.2393          | 0.0      | 0.0      |
| 0.2399        | 407.0  | 1221 | 0.2392          | 0.0      | 0.0      |
| 0.2402        | 408.0  | 1224 | 0.2391          | 0.0      | 0.0      |
| 0.24          | 409.0  | 1227 | 0.2391          | 0.0      | 0.0      |
| 0.2394        | 410.0  | 1230 | 0.2390          | 0.0      | 0.0      |
| 0.24          | 411.0  | 1233 | 0.2389          | 0.0      | 0.0      |
| 0.2397        | 412.0  | 1236 | 0.2389          | 0.0      | 0.0      |
| 0.2398        | 413.0  | 1239 | 0.2388          | 0.0      | 0.0      |
| 0.2394        | 414.0  | 1242 | 0.2387          | 0.0      | 0.0      |
| 0.2394        | 415.0  | 1245 | 0.2387          | 0.0      | 0.0      |
| 0.2394        | 416.0  | 1248 | 0.2386          | 0.0      | 0.0      |
| 0.2386        | 417.0  | 1251 | 0.2385          | 0.0      | 0.0      |
| 0.2395        | 418.0  | 1254 | 0.2385          | 0.0      | 0.0      |
| 0.239         | 419.0  | 1257 | 0.2384          | 0.0      | 0.0      |
| 0.2402        | 420.0  | 1260 | 0.2384          | 0.0      | 0.0      |
| 0.2394        | 421.0  | 1263 | 0.2383          | 0.0      | 0.0      |
| 0.2391        | 422.0  | 1266 | 0.2382          | 0.0      | 0.0      |
| 0.2388        | 423.0  | 1269 | 0.2382          | 0.0      | 0.0      |
| 0.2389        | 424.0  | 1272 | 0.2381          | 0.0      | 0.0      |
| 0.2385        | 425.0  | 1275 | 0.2381          | 0.0      | 0.0      |
| 0.2393        | 426.0  | 1278 | 0.2380          | 0.0      | 0.0      |
| 0.2387        | 427.0  | 1281 | 0.2379          | 0.0      | 0.0      |
| 0.2384        | 428.0  | 1284 | 0.2379          | 0.0      | 0.0      |
| 0.2386        | 429.0  | 1287 | 0.2378          | 0.0      | 0.0      |
| 0.2389        | 430.0  | 1290 | 0.2378          | 0.0      | 0.0      |
| 0.2385        | 431.0  | 1293 | 0.2377          | 0.0      | 0.0      |
| 0.2388        | 432.0  | 1296 | 0.2377          | 0.0      | 0.0      |
| 0.2378        | 433.0  | 1299 | 0.2376          | 0.0      | 0.0      |
| 0.2385        | 434.0  | 1302 | 0.2376          | 0.0      | 0.0      |
| 0.2382        | 435.0  | 1305 | 0.2375          | 0.0      | 0.0      |
| 0.238         | 436.0  | 1308 | 0.2374          | 0.0      | 0.0      |
| 0.2383        | 437.0  | 1311 | 0.2374          | 0.0      | 0.0      |
| 0.2379        | 438.0  | 1314 | 0.2373          | 0.0      | 0.0      |
| 0.2381        | 439.0  | 1317 | 0.2373          | 0.0      | 0.0      |
| 0.2373        | 440.0  | 1320 | 0.2372          | 0.0      | 0.0      |
| 0.2381        | 441.0  | 1323 | 0.2372          | 0.0      | 0.0      |
| 0.238         | 442.0  | 1326 | 0.2371          | 0.0      | 0.0      |
| 0.2383        | 443.0  | 1329 | 0.2371          | 0.0      | 0.0      |
| 0.2375        | 444.0  | 1332 | 0.2370          | 0.0      | 0.0      |
| 0.2378        | 445.0  | 1335 | 0.2370          | 0.0      | 0.0      |
| 0.2379        | 446.0  | 1338 | 0.2369          | 0.0      | 0.0      |
| 0.2379        | 447.0  | 1341 | 0.2369          | 0.0      | 0.0      |
| 0.2379        | 448.0  | 1344 | 0.2368          | 0.0      | 0.0      |
| 0.2372        | 449.0  | 1347 | 0.2368          | 0.0      | 0.0      |
| 0.2385        | 450.0  | 1350 | 0.2367          | 0.0      | 0.0      |
| 0.2382        | 451.0  | 1353 | 0.2367          | 0.0      | 0.0      |
| 0.2375        | 452.0  | 1356 | 0.2366          | 0.0      | 0.0      |
| 0.2366        | 453.0  | 1359 | 0.2366          | 0.0      | 0.0      |
| 0.2377        | 454.0  | 1362 | 0.2365          | 0.0      | 0.0      |
| 0.2375        | 455.0  | 1365 | 0.2365          | 0.0      | 0.0      |
| 0.2374        | 456.0  | 1368 | 0.2365          | 0.0      | 0.0      |
| 0.2374        | 457.0  | 1371 | 0.2364          | 0.0      | 0.0      |
| 0.2376        | 458.0  | 1374 | 0.2364          | 0.0      | 0.0      |
| 0.2368        | 459.0  | 1377 | 0.2363          | 0.0      | 0.0      |
| 0.237         | 460.0  | 1380 | 0.2363          | 0.0      | 0.0      |
| 0.237         | 461.0  | 1383 | 0.2362          | 0.0      | 0.0      |
| 0.2373        | 462.0  | 1386 | 0.2362          | 0.0      | 0.0      |
| 0.2374        | 463.0  | 1389 | 0.2361          | 0.0      | 0.0      |
| 0.2369        | 464.0  | 1392 | 0.2361          | 0.0      | 0.0      |
| 0.2371        | 465.0  | 1395 | 0.2361          | 0.0      | 0.0      |
| 0.2364        | 466.0  | 1398 | 0.2360          | 0.0      | 0.0      |
| 0.2361        | 467.0  | 1401 | 0.2360          | 0.0      | 0.0      |
| 0.2369        | 468.0  | 1404 | 0.2359          | 0.0      | 0.0      |
| 0.2365        | 469.0  | 1407 | 0.2359          | 0.0      | 0.0      |
| 0.2365        | 470.0  | 1410 | 0.2358          | 0.0      | 0.0      |
| 0.2369        | 471.0  | 1413 | 0.2358          | 0.0      | 0.0      |
| 0.2356        | 472.0  | 1416 | 0.2358          | 0.0      | 0.0      |
| 0.2373        | 473.0  | 1419 | 0.2357          | 0.0      | 0.0      |
| 0.2361        | 474.0  | 1422 | 0.2357          | 0.0      | 0.0      |
| 0.2367        | 475.0  | 1425 | 0.2356          | 0.0      | 0.0      |
| 0.2372        | 476.0  | 1428 | 0.2356          | 0.0      | 0.0      |
| 0.2358        | 477.0  | 1431 | 0.2356          | 0.0      | 0.0      |
| 0.2357        | 478.0  | 1434 | 0.2355          | 0.0      | 0.0      |
| 0.2362        | 479.0  | 1437 | 0.2355          | 0.0      | 0.0      |
| 0.236         | 480.0  | 1440 | 0.2354          | 0.0      | 0.0      |
| 0.2358        | 481.0  | 1443 | 0.2354          | 0.0      | 0.0      |
| 0.2363        | 482.0  | 1446 | 0.2354          | 0.0      | 0.0      |
| 0.2361        | 483.0  | 1449 | 0.2353          | 0.0      | 0.0      |
| 0.236         | 484.0  | 1452 | 0.2353          | 0.0      | 0.0      |
| 0.2362        | 485.0  | 1455 | 0.2352          | 0.0      | 0.0      |
| 0.2357        | 486.0  | 1458 | 0.2352          | 0.0      | 0.0      |
| 0.2357        | 487.0  | 1461 | 0.2352          | 0.0      | 0.0      |
| 0.2351        | 488.0  | 1464 | 0.2351          | 0.0      | 0.0      |
| 0.2353        | 489.0  | 1467 | 0.2351          | 0.0      | 0.0      |
| 0.2353        | 490.0  | 1470 | 0.2351          | 0.0      | 0.0      |
| 0.2359        | 491.0  | 1473 | 0.2350          | 0.0      | 0.0      |
| 0.2363        | 492.0  | 1476 | 0.2350          | 0.0      | 0.0      |
| 0.2357        | 493.0  | 1479 | 0.2350          | 0.0      | 0.0      |
| 0.2356        | 494.0  | 1482 | 0.2349          | 0.0      | 0.0      |
| 0.2365        | 495.0  | 1485 | 0.2349          | 0.0      | 0.0      |
| 0.2357        | 496.0  | 1488 | 0.2348          | 0.0      | 0.0      |
| 0.2353        | 497.0  | 1491 | 0.2348          | 0.0      | 0.0      |
| 0.2353        | 498.0  | 1494 | 0.2348          | 0.0      | 0.0      |
| 0.2357        | 499.0  | 1497 | 0.2347          | 0.0      | 0.0      |
| 0.2361        | 500.0  | 1500 | 0.2347          | 0.0      | 0.0      |
| 0.2354        | 501.0  | 1503 | 0.2347          | 0.0      | 0.0      |
| 0.2348        | 502.0  | 1506 | 0.2346          | 0.0      | 0.0      |
| 0.2356        | 503.0  | 1509 | 0.2346          | 0.0      | 0.0      |
| 0.2355        | 504.0  | 1512 | 0.2346          | 0.0      | 0.0      |
| 0.2352        | 505.0  | 1515 | 0.2345          | 0.0      | 0.0      |
| 0.2362        | 506.0  | 1518 | 0.2345          | 0.0      | 0.0      |
| 0.2349        | 507.0  | 1521 | 0.2345          | 0.0      | 0.0      |
| 0.2352        | 508.0  | 1524 | 0.2345          | 0.0      | 0.0      |
| 0.2355        | 509.0  | 1527 | 0.2344          | 0.0      | 0.0      |
| 0.2357        | 510.0  | 1530 | 0.2344          | 0.0      | 0.0      |
| 0.2344        | 511.0  | 1533 | 0.2344          | 0.0      | 0.0      |
| 0.2356        | 512.0  | 1536 | 0.2343          | 0.0      | 0.0      |
| 0.2353        | 513.0  | 1539 | 0.2343          | 0.0      | 0.0      |
| 0.2351        | 514.0  | 1542 | 0.2343          | 0.0      | 0.0      |
| 0.2354        | 515.0  | 1545 | 0.2342          | 0.0      | 0.0      |
| 0.2354        | 516.0  | 1548 | 0.2342          | 0.0      | 0.0      |
| 0.2349        | 517.0  | 1551 | 0.2342          | 0.0      | 0.0      |
| 0.2355        | 518.0  | 1554 | 0.2341          | 0.0      | 0.0      |
| 0.2353        | 519.0  | 1557 | 0.2341          | 0.0      | 0.0      |
| 0.2347        | 520.0  | 1560 | 0.2341          | 0.0      | 0.0      |
| 0.2358        | 521.0  | 1563 | 0.2341          | 0.0      | 0.0      |
| 0.2341        | 522.0  | 1566 | 0.2340          | 0.0      | 0.0      |
| 0.2341        | 523.0  | 1569 | 0.2340          | 0.0      | 0.0      |
| 0.2344        | 524.0  | 1572 | 0.2340          | 0.0      | 0.0      |
| 0.2348        | 525.0  | 1575 | 0.2339          | 0.0      | 0.0      |
| 0.2349        | 526.0  | 1578 | 0.2339          | 0.0      | 0.0      |
| 0.2339        | 527.0  | 1581 | 0.2339          | 0.0      | 0.0      |
| 0.2347        | 528.0  | 1584 | 0.2339          | 0.0      | 0.0      |
| 0.2341        | 529.0  | 1587 | 0.2338          | 0.0      | 0.0      |
| 0.2344        | 530.0  | 1590 | 0.2338          | 0.0      | 0.0      |
| 0.2344        | 531.0  | 1593 | 0.2338          | 0.0      | 0.0      |
| 0.2347        | 532.0  | 1596 | 0.2337          | 0.0      | 0.0      |
| 0.2345        | 533.0  | 1599 | 0.2337          | 0.0      | 0.0      |
| 0.2345        | 534.0  | 1602 | 0.2337          | 0.0      | 0.0      |
| 0.2339        | 535.0  | 1605 | 0.2337          | 0.0      | 0.0      |
| 0.2342        | 536.0  | 1608 | 0.2336          | 0.0      | 0.0      |
| 0.234         | 537.0  | 1611 | 0.2336          | 0.0      | 0.0      |
| 0.2346        | 538.0  | 1614 | 0.2336          | 0.0      | 0.0      |
| 0.2343        | 539.0  | 1617 | 0.2336          | 0.0      | 0.0      |
| 0.2346        | 540.0  | 1620 | 0.2335          | 0.0      | 0.0      |
| 0.2333        | 541.0  | 1623 | 0.2335          | 0.0      | 0.0      |
| 0.2339        | 542.0  | 1626 | 0.2335          | 0.0      | 0.0      |
| 0.2335        | 543.0  | 1629 | 0.2335          | 0.0      | 0.0      |
| 0.2342        | 544.0  | 1632 | 0.2334          | 0.0      | 0.0      |
| 0.2335        | 545.0  | 1635 | 0.2334          | 0.0      | 0.0      |
| 0.2341        | 546.0  | 1638 | 0.2334          | 0.0      | 0.0      |
| 0.234         | 547.0  | 1641 | 0.2334          | 0.0      | 0.0      |
| 0.2342        | 548.0  | 1644 | 0.2333          | 0.0      | 0.0      |
| 0.2334        | 549.0  | 1647 | 0.2333          | 0.0      | 0.0      |
| 0.2341        | 550.0  | 1650 | 0.2333          | 0.0      | 0.0      |
| 0.2338        | 551.0  | 1653 | 0.2333          | 0.0      | 0.0      |
| 0.2336        | 552.0  | 1656 | 0.2332          | 0.0      | 0.0      |
| 0.2335        | 553.0  | 1659 | 0.2332          | 0.0      | 0.0      |
| 0.2334        | 554.0  | 1662 | 0.2332          | 0.0      | 0.0      |
| 0.2339        | 555.0  | 1665 | 0.2332          | 0.0      | 0.0      |
| 0.2333        | 556.0  | 1668 | 0.2331          | 0.0      | 0.0      |
| 0.2337        | 557.0  | 1671 | 0.2331          | 0.0      | 0.0      |
| 0.2333        | 558.0  | 1674 | 0.2331          | 0.0      | 0.0      |
| 0.2339        | 559.0  | 1677 | 0.2331          | 0.0      | 0.0      |
| 0.2332        | 560.0  | 1680 | 0.2331          | 0.0      | 0.0      |
| 0.2343        | 561.0  | 1683 | 0.2330          | 0.0      | 0.0      |
| 0.234         | 562.0  | 1686 | 0.2330          | 0.0      | 0.0      |
| 0.2335        | 563.0  | 1689 | 0.2330          | 0.0      | 0.0      |
| 0.2333        | 564.0  | 1692 | 0.2330          | 0.0      | 0.0      |
| 0.2334        | 565.0  | 1695 | 0.2329          | 0.0      | 0.0      |
| 0.2337        | 566.0  | 1698 | 0.2329          | 0.0      | 0.0      |
| 0.2344        | 567.0  | 1701 | 0.2329          | 0.0      | 0.0      |
| 0.2331        | 568.0  | 1704 | 0.2329          | 0.0      | 0.0      |
| 0.2338        | 569.0  | 1707 | 0.2329          | 0.0      | 0.0      |
| 0.2331        | 570.0  | 1710 | 0.2328          | 0.0      | 0.0      |
| 0.234         | 571.0  | 1713 | 0.2328          | 0.0      | 0.0      |
| 0.2334        | 572.0  | 1716 | 0.2328          | 0.0      | 0.0      |
| 0.2336        | 573.0  | 1719 | 0.2328          | 0.0      | 0.0      |
| 0.2334        | 574.0  | 1722 | 0.2328          | 0.0      | 0.0      |
| 0.2332        | 575.0  | 1725 | 0.2327          | 0.0      | 0.0      |
| 0.2339        | 576.0  | 1728 | 0.2327          | 0.0      | 0.0      |
| 0.2338        | 577.0  | 1731 | 0.2327          | 0.0      | 0.0      |
| 0.2333        | 578.0  | 1734 | 0.2327          | 0.0      | 0.0      |
| 0.2334        | 579.0  | 1737 | 0.2327          | 0.0      | 0.0      |
| 0.2335        | 580.0  | 1740 | 0.2326          | 0.0      | 0.0      |
| 0.2345        | 581.0  | 1743 | 0.2326          | 0.0      | 0.0      |
| 0.233         | 582.0  | 1746 | 0.2326          | 0.0      | 0.0      |
| 0.233         | 583.0  | 1749 | 0.2326          | 0.0      | 0.0      |
| 0.2342        | 584.0  | 1752 | 0.2326          | 0.0      | 0.0      |
| 0.2322        | 585.0  | 1755 | 0.2325          | 0.0      | 0.0      |
| 0.2335        | 586.0  | 1758 | 0.2325          | 0.0      | 0.0      |
| 0.2329        | 587.0  | 1761 | 0.2325          | 0.0      | 0.0      |
| 0.2332        | 588.0  | 1764 | 0.2325          | 0.0      | 0.0      |
| 0.2327        | 589.0  | 1767 | 0.2325          | 0.0      | 0.0      |
| 0.2325        | 590.0  | 1770 | 0.2324          | 0.0      | 0.0      |
| 0.2332        | 591.0  | 1773 | 0.2324          | 0.0      | 0.0      |
| 0.2328        | 592.0  | 1776 | 0.2324          | 0.0      | 0.0      |
| 0.2328        | 593.0  | 1779 | 0.2324          | 0.0      | 0.0      |
| 0.2327        | 594.0  | 1782 | 0.2324          | 0.0      | 0.0      |
| 0.2325        | 595.0  | 1785 | 0.2324          | 0.0      | 0.0      |
| 0.2325        | 596.0  | 1788 | 0.2323          | 0.0      | 0.0      |
| 0.2321        | 597.0  | 1791 | 0.2323          | 0.0      | 0.0      |
| 0.2327        | 598.0  | 1794 | 0.2323          | 0.0      | 0.0      |
| 0.2333        | 599.0  | 1797 | 0.2323          | 0.0      | 0.0      |
| 0.2338        | 600.0  | 1800 | 0.2323          | 0.0      | 0.0      |
| 0.2326        | 601.0  | 1803 | 0.2323          | 0.0      | 0.0      |
| 0.2333        | 602.0  | 1806 | 0.2322          | 0.0      | 0.0      |
| 0.2329        | 603.0  | 1809 | 0.2322          | 0.0      | 0.0      |
| 0.2327        | 604.0  | 1812 | 0.2322          | 0.0      | 0.0      |
| 0.2326        | 605.0  | 1815 | 0.2322          | 0.0      | 0.0      |
| 0.2325        | 606.0  | 1818 | 0.2322          | 0.0      | 0.0      |
| 0.2322        | 607.0  | 1821 | 0.2322          | 0.0      | 0.0      |
| 0.2321        | 608.0  | 1824 | 0.2321          | 0.0      | 0.0      |
| 0.2332        | 609.0  | 1827 | 0.2321          | 0.0      | 0.0      |
| 0.2325        | 610.0  | 1830 | 0.2321          | 0.0      | 0.0      |
| 0.2332        | 611.0  | 1833 | 0.2321          | 0.0      | 0.0      |
| 0.2329        | 612.0  | 1836 | 0.2321          | 0.0      | 0.0      |
| 0.2327        | 613.0  | 1839 | 0.2321          | 0.0      | 0.0      |
| 0.2324        | 614.0  | 1842 | 0.2320          | 0.0      | 0.0      |
| 0.2322        | 615.0  | 1845 | 0.2320          | 0.0      | 0.0      |
| 0.2327        | 616.0  | 1848 | 0.2320          | 0.0      | 0.0      |
| 0.2326        | 617.0  | 1851 | 0.2320          | 0.0      | 0.0      |
| 0.2331        | 618.0  | 1854 | 0.2320          | 0.0      | 0.0      |
| 0.2329        | 619.0  | 1857 | 0.2320          | 0.0      | 0.0      |
| 0.232         | 620.0  | 1860 | 0.2319          | 0.0      | 0.0      |
| 0.2321        | 621.0  | 1863 | 0.2319          | 0.0      | 0.0      |
| 0.2324        | 622.0  | 1866 | 0.2319          | 0.0      | 0.0      |
| 0.2325        | 623.0  | 1869 | 0.2319          | 0.0      | 0.0      |
| 0.2324        | 624.0  | 1872 | 0.2319          | 0.0      | 0.0      |
| 0.233         | 625.0  | 1875 | 0.2319          | 0.0      | 0.0      |
| 0.2316        | 626.0  | 1878 | 0.2319          | 0.0      | 0.0      |
| 0.2324        | 627.0  | 1881 | 0.2318          | 0.0      | 0.0      |
| 0.2326        | 628.0  | 1884 | 0.2318          | 0.0      | 0.0      |
| 0.2323        | 629.0  | 1887 | 0.2318          | 0.0      | 0.0      |
| 0.2322        | 630.0  | 1890 | 0.2318          | 0.0      | 0.0      |
| 0.2331        | 631.0  | 1893 | 0.2318          | 0.0      | 0.0      |
| 0.2321        | 632.0  | 1896 | 0.2318          | 0.0      | 0.0      |
| 0.2325        | 633.0  | 1899 | 0.2318          | 0.0      | 0.0      |
| 0.2322        | 634.0  | 1902 | 0.2317          | 0.0      | 0.0      |
| 0.2331        | 635.0  | 1905 | 0.2317          | 0.0      | 0.0      |
| 0.2322        | 636.0  | 1908 | 0.2317          | 0.0      | 0.0      |
| 0.2334        | 637.0  | 1911 | 0.2317          | 0.0      | 0.0      |
| 0.2319        | 638.0  | 1914 | 0.2317          | 0.0      | 0.0      |
| 0.2319        | 639.0  | 1917 | 0.2317          | 0.0      | 0.0      |
| 0.2329        | 640.0  | 1920 | 0.2317          | 0.0      | 0.0      |
| 0.2317        | 641.0  | 1923 | 0.2316          | 0.0      | 0.0      |
| 0.2324        | 642.0  | 1926 | 0.2316          | 0.0      | 0.0      |
| 0.2325        | 643.0  | 1929 | 0.2316          | 0.0      | 0.0      |
| 0.2318        | 644.0  | 1932 | 0.2316          | 0.0      | 0.0      |
| 0.2326        | 645.0  | 1935 | 0.2316          | 0.0      | 0.0      |
| 0.2325        | 646.0  | 1938 | 0.2316          | 0.0      | 0.0      |
| 0.232         | 647.0  | 1941 | 0.2316          | 0.0      | 0.0      |
| 0.2321        | 648.0  | 1944 | 0.2316          | 0.0      | 0.0      |
| 0.2322        | 649.0  | 1947 | 0.2315          | 0.0      | 0.0      |
| 0.2322        | 650.0  | 1950 | 0.2315          | 0.0      | 0.0      |
| 0.2321        | 651.0  | 1953 | 0.2315          | 0.0      | 0.0      |
| 0.2317        | 652.0  | 1956 | 0.2315          | 0.0      | 0.0      |
| 0.2324        | 653.0  | 1959 | 0.2315          | 0.0      | 0.0      |
| 0.2324        | 654.0  | 1962 | 0.2315          | 0.0      | 0.0      |
| 0.2312        | 655.0  | 1965 | 0.2315          | 0.0      | 0.0      |
| 0.2323        | 656.0  | 1968 | 0.2315          | 0.0      | 0.0      |
| 0.2321        | 657.0  | 1971 | 0.2314          | 0.0      | 0.0      |
| 0.232         | 658.0  | 1974 | 0.2314          | 0.0      | 0.0      |
| 0.2314        | 659.0  | 1977 | 0.2314          | 0.0      | 0.0      |
| 0.2329        | 660.0  | 1980 | 0.2314          | 0.0      | 0.0      |
| 0.232         | 661.0  | 1983 | 0.2314          | 0.0      | 0.0      |
| 0.2319        | 662.0  | 1986 | 0.2314          | 0.0      | 0.0      |
| 0.2319        | 663.0  | 1989 | 0.2314          | 0.0      | 0.0      |
| 0.2317        | 664.0  | 1992 | 0.2314          | 0.0      | 0.0      |
| 0.2314        | 665.0  | 1995 | 0.2314          | 0.0      | 0.0      |
| 0.2312        | 666.0  | 1998 | 0.2313          | 0.0      | 0.0      |
| 0.2326        | 667.0  | 2001 | 0.2313          | 0.0      | 0.0      |
| 0.2321        | 668.0  | 2004 | 0.2313          | 0.0      | 0.0      |
| 0.2319        | 669.0  | 2007 | 0.2313          | 0.0      | 0.0      |
| 0.2326        | 670.0  | 2010 | 0.2313          | 0.0      | 0.0      |
| 0.2313        | 671.0  | 2013 | 0.2313          | 0.0      | 0.0      |
| 0.2321        | 672.0  | 2016 | 0.2313          | 0.0      | 0.0      |
| 0.2318        | 673.0  | 2019 | 0.2313          | 0.0      | 0.0      |
| 0.2314        | 674.0  | 2022 | 0.2312          | 0.0      | 0.0      |
| 0.2317        | 675.0  | 2025 | 0.2312          | 0.0      | 0.0      |
| 0.2328        | 676.0  | 2028 | 0.2312          | 0.0      | 0.0      |
| 0.2317        | 677.0  | 2031 | 0.2312          | 0.0      | 0.0      |
| 0.2321        | 678.0  | 2034 | 0.2312          | 0.0      | 0.0      |
| 0.232         | 679.0  | 2037 | 0.2312          | 0.0      | 0.0      |
| 0.232         | 680.0  | 2040 | 0.2312          | 0.0      | 0.0      |
| 0.2319        | 681.0  | 2043 | 0.2312          | 0.0      | 0.0      |
| 0.2311        | 682.0  | 2046 | 0.2312          | 0.0      | 0.0      |
| 0.2323        | 683.0  | 2049 | 0.2312          | 0.0      | 0.0      |
| 0.2315        | 684.0  | 2052 | 0.2311          | 0.0      | 0.0      |
| 0.2321        | 685.0  | 2055 | 0.2311          | 0.0      | 0.0      |
| 0.2307        | 686.0  | 2058 | 0.2311          | 0.0      | 0.0      |
| 0.2311        | 687.0  | 2061 | 0.2311          | 0.0      | 0.0      |
| 0.2307        | 688.0  | 2064 | 0.2311          | 0.0      | 0.0      |
| 0.2317        | 689.0  | 2067 | 0.2311          | 0.0      | 0.0      |
| 0.2318        | 690.0  | 2070 | 0.2311          | 0.0      | 0.0      |
| 0.2316        | 691.0  | 2073 | 0.2311          | 0.0      | 0.0      |
| 0.233         | 692.0  | 2076 | 0.2311          | 0.0      | 0.0      |
| 0.2324        | 693.0  | 2079 | 0.2311          | 0.0      | 0.0      |
| 0.2306        | 694.0  | 2082 | 0.2310          | 0.0      | 0.0      |
| 0.2313        | 695.0  | 2085 | 0.2310          | 0.0      | 0.0      |
| 0.2311        | 696.0  | 2088 | 0.2310          | 0.0      | 0.0      |
| 0.2313        | 697.0  | 2091 | 0.2310          | 0.0      | 0.0      |
| 0.2313        | 698.0  | 2094 | 0.2310          | 0.0      | 0.0      |
| 0.2317        | 699.0  | 2097 | 0.2310          | 0.0      | 0.0      |
| 0.2306        | 700.0  | 2100 | 0.2310          | 0.0      | 0.0      |
| 0.232         | 701.0  | 2103 | 0.2310          | 0.0      | 0.0      |
| 0.2312        | 702.0  | 2106 | 0.2310          | 0.0      | 0.0      |
| 0.2319        | 703.0  | 2109 | 0.2310          | 0.0      | 0.0      |
| 0.2314        | 704.0  | 2112 | 0.2310          | 0.0      | 0.0      |
| 0.2311        | 705.0  | 2115 | 0.2309          | 0.0      | 0.0      |
| 0.2313        | 706.0  | 2118 | 0.2309          | 0.0      | 0.0      |
| 0.2309        | 707.0  | 2121 | 0.2309          | 0.0      | 0.0      |
| 0.2318        | 708.0  | 2124 | 0.2309          | 0.0      | 0.0      |
| 0.2307        | 709.0  | 2127 | 0.2309          | 0.0      | 0.0      |
| 0.2312        | 710.0  | 2130 | 0.2309          | 0.0      | 0.0      |
| 0.2307        | 711.0  | 2133 | 0.2309          | 0.0      | 0.0      |
| 0.2318        | 712.0  | 2136 | 0.2309          | 0.0      | 0.0      |
| 0.2314        | 713.0  | 2139 | 0.2309          | 0.0      | 0.0      |
| 0.2322        | 714.0  | 2142 | 0.2309          | 0.0      | 0.0      |
| 0.2319        | 715.0  | 2145 | 0.2309          | 0.0      | 0.0      |
| 0.231         | 716.0  | 2148 | 0.2308          | 0.0      | 0.0      |
| 0.2316        | 717.0  | 2151 | 0.2308          | 0.0      | 0.0      |
| 0.2312        | 718.0  | 2154 | 0.2308          | 0.0      | 0.0      |
| 0.2308        | 719.0  | 2157 | 0.2308          | 0.0      | 0.0      |
| 0.2318        | 720.0  | 2160 | 0.2308          | 0.0      | 0.0      |
| 0.2314        | 721.0  | 2163 | 0.2308          | 0.0      | 0.0      |
| 0.2312        | 722.0  | 2166 | 0.2308          | 0.0      | 0.0      |
| 0.2305        | 723.0  | 2169 | 0.2308          | 0.0      | 0.0      |
| 0.2312        | 724.0  | 2172 | 0.2308          | 0.0      | 0.0      |
| 0.2311        | 725.0  | 2175 | 0.2308          | 0.0      | 0.0      |
| 0.2316        | 726.0  | 2178 | 0.2308          | 0.0      | 0.0      |
| 0.2309        | 727.0  | 2181 | 0.2308          | 0.0      | 0.0      |
| 0.2311        | 728.0  | 2184 | 0.2307          | 0.0      | 0.0      |
| 0.2313        | 729.0  | 2187 | 0.2307          | 0.0      | 0.0      |
| 0.2308        | 730.0  | 2190 | 0.2307          | 0.0      | 0.0      |
| 0.2314        | 731.0  | 2193 | 0.2307          | 0.0      | 0.0      |
| 0.2309        | 732.0  | 2196 | 0.2307          | 0.0      | 0.0      |
| 0.2312        | 733.0  | 2199 | 0.2307          | 0.0      | 0.0      |
| 0.2318        | 734.0  | 2202 | 0.2307          | 0.0      | 0.0      |
| 0.2312        | 735.0  | 2205 | 0.2307          | 0.0      | 0.0      |
| 0.2316        | 736.0  | 2208 | 0.2307          | 0.0      | 0.0      |
| 0.2322        | 737.0  | 2211 | 0.2307          | 0.0      | 0.0      |
| 0.2305        | 738.0  | 2214 | 0.2307          | 0.0      | 0.0      |
| 0.2319        | 739.0  | 2217 | 0.2307          | 0.0      | 0.0      |
| 0.2313        | 740.0  | 2220 | 0.2307          | 0.0      | 0.0      |
| 0.2311        | 741.0  | 2223 | 0.2307          | 0.0      | 0.0      |
| 0.231         | 742.0  | 2226 | 0.2306          | 0.0      | 0.0      |
| 0.2312        | 743.0  | 2229 | 0.2306          | 0.0      | 0.0      |
| 0.2317        | 744.0  | 2232 | 0.2306          | 0.0      | 0.0      |
| 0.2312        | 745.0  | 2235 | 0.2306          | 0.0      | 0.0      |
| 0.2313        | 746.0  | 2238 | 0.2306          | 0.0      | 0.0      |
| 0.2318        | 747.0  | 2241 | 0.2306          | 0.0      | 0.0      |
| 0.2313        | 748.0  | 2244 | 0.2306          | 0.0      | 0.0      |
| 0.2298        | 749.0  | 2247 | 0.2306          | 0.0      | 0.0      |
| 0.2323        | 750.0  | 2250 | 0.2306          | 0.0      | 0.0      |
| 0.2326        | 751.0  | 2253 | 0.2306          | 0.0      | 0.0      |
| 0.2315        | 752.0  | 2256 | 0.2306          | 0.0      | 0.0      |
| 0.2297        | 753.0  | 2259 | 0.2306          | 0.0      | 0.0      |
| 0.2305        | 754.0  | 2262 | 0.2306          | 0.0      | 0.0      |
| 0.2312        | 755.0  | 2265 | 0.2306          | 0.0      | 0.0      |
| 0.231         | 756.0  | 2268 | 0.2305          | 0.0      | 0.0      |
| 0.2308        | 757.0  | 2271 | 0.2305          | 0.0      | 0.0      |
| 0.2315        | 758.0  | 2274 | 0.2305          | 0.0      | 0.0      |
| 0.2307        | 759.0  | 2277 | 0.2305          | 0.0      | 0.0      |
| 0.2314        | 760.0  | 2280 | 0.2305          | 0.0      | 0.0      |
| 0.232         | 761.0  | 2283 | 0.2305          | 0.0      | 0.0      |
| 0.2319        | 762.0  | 2286 | 0.2305          | 0.0      | 0.0      |
| 0.2319        | 763.0  | 2289 | 0.2305          | 0.0      | 0.0      |
| 0.2305        | 764.0  | 2292 | 0.2305          | 0.0      | 0.0      |
| 0.2317        | 765.0  | 2295 | 0.2305          | 0.0      | 0.0      |
| 0.2316        | 766.0  | 2298 | 0.2305          | 0.0      | 0.0      |
| 0.2312        | 767.0  | 2301 | 0.2305          | 0.0      | 0.0      |
| 0.2307        | 768.0  | 2304 | 0.2305          | 0.0      | 0.0      |
| 0.2317        | 769.0  | 2307 | 0.2305          | 0.0      | 0.0      |
| 0.2314        | 770.0  | 2310 | 0.2305          | 0.0      | 0.0      |
| 0.2316        | 771.0  | 2313 | 0.2305          | 0.0      | 0.0      |
| 0.2313        | 772.0  | 2316 | 0.2304          | 0.0      | 0.0      |
| 0.2305        | 773.0  | 2319 | 0.2304          | 0.0      | 0.0      |
| 0.2306        | 774.0  | 2322 | 0.2304          | 0.0      | 0.0      |
| 0.2317        | 775.0  | 2325 | 0.2304          | 0.0      | 0.0      |
| 0.2311        | 776.0  | 2328 | 0.2304          | 0.0      | 0.0      |
| 0.2323        | 777.0  | 2331 | 0.2304          | 0.0      | 0.0      |
| 0.2306        | 778.0  | 2334 | 0.2304          | 0.0      | 0.0      |
| 0.2308        | 779.0  | 2337 | 0.2304          | 0.0      | 0.0      |
| 0.231         | 780.0  | 2340 | 0.2304          | 0.0      | 0.0      |
| 0.2307        | 781.0  | 2343 | 0.2304          | 0.0      | 0.0      |
| 0.2316        | 782.0  | 2346 | 0.2304          | 0.0      | 0.0      |
| 0.2301        | 783.0  | 2349 | 0.2304          | 0.0      | 0.0      |
| 0.2313        | 784.0  | 2352 | 0.2304          | 0.0      | 0.0      |
| 0.2316        | 785.0  | 2355 | 0.2304          | 0.0      | 0.0      |
| 0.2312        | 786.0  | 2358 | 0.2304          | 0.0      | 0.0      |
| 0.2309        | 787.0  | 2361 | 0.2304          | 0.0      | 0.0      |
| 0.2308        | 788.0  | 2364 | 0.2304          | 0.0      | 0.0      |
| 0.2302        | 789.0  | 2367 | 0.2304          | 0.0      | 0.0      |
| 0.2309        | 790.0  | 2370 | 0.2303          | 0.0      | 0.0      |
| 0.2306        | 791.0  | 2373 | 0.2303          | 0.0      | 0.0      |
| 0.2319        | 792.0  | 2376 | 0.2303          | 0.0      | 0.0      |
| 0.2308        | 793.0  | 2379 | 0.2303          | 0.0      | 0.0      |
| 0.23          | 794.0  | 2382 | 0.2303          | 0.0      | 0.0      |
| 0.2305        | 795.0  | 2385 | 0.2303          | 0.0      | 0.0      |
| 0.2313        | 796.0  | 2388 | 0.2303          | 0.0      | 0.0      |
| 0.231         | 797.0  | 2391 | 0.2303          | 0.0      | 0.0      |
| 0.2302        | 798.0  | 2394 | 0.2303          | 0.0      | 0.0      |
| 0.2311        | 799.0  | 2397 | 0.2303          | 0.0      | 0.0      |
| 0.2311        | 800.0  | 2400 | 0.2303          | 0.0      | 0.0      |
| 0.2304        | 801.0  | 2403 | 0.2303          | 0.0      | 0.0      |
| 0.2312        | 802.0  | 2406 | 0.2303          | 0.0      | 0.0      |
| 0.2306        | 803.0  | 2409 | 0.2303          | 0.0      | 0.0      |
| 0.2298        | 804.0  | 2412 | 0.2303          | 0.0      | 0.0      |
| 0.2301        | 805.0  | 2415 | 0.2303          | 0.0      | 0.0      |
| 0.2312        | 806.0  | 2418 | 0.2303          | 0.0      | 0.0      |
| 0.2313        | 807.0  | 2421 | 0.2303          | 0.0      | 0.0      |
| 0.2314        | 808.0  | 2424 | 0.2303          | 0.0      | 0.0      |
| 0.2304        | 809.0  | 2427 | 0.2303          | 0.0      | 0.0      |
| 0.2303        | 810.0  | 2430 | 0.2303          | 0.0      | 0.0      |
| 0.2302        | 811.0  | 2433 | 0.2302          | 0.0      | 0.0      |
| 0.2307        | 812.0  | 2436 | 0.2302          | 0.0      | 0.0      |
| 0.2307        | 813.0  | 2439 | 0.2302          | 0.0      | 0.0      |
| 0.2312        | 814.0  | 2442 | 0.2302          | 0.0      | 0.0      |
| 0.2309        | 815.0  | 2445 | 0.2302          | 0.0      | 0.0      |
| 0.2311        | 816.0  | 2448 | 0.2302          | 0.0      | 0.0      |
| 0.2305        | 817.0  | 2451 | 0.2302          | 0.0      | 0.0      |
| 0.2307        | 818.0  | 2454 | 0.2302          | 0.0      | 0.0      |
| 0.2317        | 819.0  | 2457 | 0.2302          | 0.0      | 0.0      |
| 0.2304        | 820.0  | 2460 | 0.2302          | 0.0      | 0.0      |
| 0.2312        | 821.0  | 2463 | 0.2302          | 0.0      | 0.0      |
| 0.2309        | 822.0  | 2466 | 0.2302          | 0.0      | 0.0      |
| 0.2311        | 823.0  | 2469 | 0.2302          | 0.0      | 0.0      |
| 0.2306        | 824.0  | 2472 | 0.2302          | 0.0      | 0.0      |
| 0.231         | 825.0  | 2475 | 0.2302          | 0.0      | 0.0      |
| 0.2311        | 826.0  | 2478 | 0.2302          | 0.0      | 0.0      |
| 0.2311        | 827.0  | 2481 | 0.2302          | 0.0      | 0.0      |
| 0.2313        | 828.0  | 2484 | 0.2302          | 0.0      | 0.0      |
| 0.2312        | 829.0  | 2487 | 0.2302          | 0.0      | 0.0      |
| 0.2308        | 830.0  | 2490 | 0.2302          | 0.0      | 0.0      |
| 0.2306        | 831.0  | 2493 | 0.2302          | 0.0      | 0.0      |
| 0.2305        | 832.0  | 2496 | 0.2302          | 0.0      | 0.0      |
| 0.2301        | 833.0  | 2499 | 0.2302          | 0.0      | 0.0      |
| 0.2307        | 834.0  | 2502 | 0.2301          | 0.0      | 0.0      |
| 0.2304        | 835.0  | 2505 | 0.2301          | 0.0      | 0.0      |
| 0.2298        | 836.0  | 2508 | 0.2301          | 0.0      | 0.0      |
| 0.2318        | 837.0  | 2511 | 0.2301          | 0.0      | 0.0      |
| 0.23          | 838.0  | 2514 | 0.2301          | 0.0      | 0.0      |
| 0.2307        | 839.0  | 2517 | 0.2301          | 0.0      | 0.0      |
| 0.231         | 840.0  | 2520 | 0.2301          | 0.0      | 0.0      |
| 0.2316        | 841.0  | 2523 | 0.2301          | 0.0      | 0.0      |
| 0.2303        | 842.0  | 2526 | 0.2301          | 0.0      | 0.0      |
| 0.231         | 843.0  | 2529 | 0.2301          | 0.0      | 0.0      |
| 0.2306        | 844.0  | 2532 | 0.2301          | 0.0      | 0.0      |
| 0.2306        | 845.0  | 2535 | 0.2301          | 0.0      | 0.0      |
| 0.2307        | 846.0  | 2538 | 0.2301          | 0.0      | 0.0      |
| 0.2304        | 847.0  | 2541 | 0.2301          | 0.0      | 0.0      |
| 0.2307        | 848.0  | 2544 | 0.2301          | 0.0      | 0.0      |
| 0.2315        | 849.0  | 2547 | 0.2301          | 0.0      | 0.0      |
| 0.2312        | 850.0  | 2550 | 0.2301          | 0.0      | 0.0      |
| 0.2311        | 851.0  | 2553 | 0.2301          | 0.0      | 0.0      |
| 0.2304        | 852.0  | 2556 | 0.2301          | 0.0      | 0.0      |
| 0.2311        | 853.0  | 2559 | 0.2301          | 0.0      | 0.0      |
| 0.2298        | 854.0  | 2562 | 0.2301          | 0.0      | 0.0      |
| 0.2302        | 855.0  | 2565 | 0.2301          | 0.0      | 0.0      |
| 0.23          | 856.0  | 2568 | 0.2301          | 0.0      | 0.0      |
| 0.2305        | 857.0  | 2571 | 0.2301          | 0.0      | 0.0      |
| 0.2305        | 858.0  | 2574 | 0.2301          | 0.0      | 0.0      |
| 0.2308        | 859.0  | 2577 | 0.2301          | 0.0      | 0.0      |
| 0.2299        | 860.0  | 2580 | 0.2301          | 0.0      | 0.0      |
| 0.2309        | 861.0  | 2583 | 0.2301          | 0.0      | 0.0      |
| 0.2304        | 862.0  | 2586 | 0.2300          | 0.0      | 0.0      |
| 0.2309        | 863.0  | 2589 | 0.2300          | 0.0      | 0.0      |
| 0.2309        | 864.0  | 2592 | 0.2300          | 0.0      | 0.0      |
| 0.2298        | 865.0  | 2595 | 0.2300          | 0.0      | 0.0      |
| 0.2303        | 866.0  | 2598 | 0.2300          | 0.0      | 0.0      |
| 0.2299        | 867.0  | 2601 | 0.2300          | 0.0      | 0.0      |
| 0.2309        | 868.0  | 2604 | 0.2300          | 0.0      | 0.0      |
| 0.2301        | 869.0  | 2607 | 0.2300          | 0.0      | 0.0      |
| 0.2303        | 870.0  | 2610 | 0.2300          | 0.0      | 0.0      |
| 0.23          | 871.0  | 2613 | 0.2300          | 0.0      | 0.0      |
| 0.2306        | 872.0  | 2616 | 0.2300          | 0.0      | 0.0      |
| 0.2308        | 873.0  | 2619 | 0.2300          | 0.0      | 0.0      |
| 0.2315        | 874.0  | 2622 | 0.2300          | 0.0      | 0.0      |
| 0.2316        | 875.0  | 2625 | 0.2300          | 0.0      | 0.0      |
| 0.2308        | 876.0  | 2628 | 0.2300          | 0.0      | 0.0      |
| 0.2309        | 877.0  | 2631 | 0.2300          | 0.0      | 0.0      |
| 0.2302        | 878.0  | 2634 | 0.2300          | 0.0      | 0.0      |
| 0.2308        | 879.0  | 2637 | 0.2300          | 0.0      | 0.0      |
| 0.23          | 880.0  | 2640 | 0.2300          | 0.0      | 0.0      |
| 0.231         | 881.0  | 2643 | 0.2300          | 0.0      | 0.0      |
| 0.2305        | 882.0  | 2646 | 0.2300          | 0.0      | 0.0      |
| 0.2304        | 883.0  | 2649 | 0.2300          | 0.0      | 0.0      |
| 0.2309        | 884.0  | 2652 | 0.2300          | 0.0      | 0.0      |
| 0.2302        | 885.0  | 2655 | 0.2300          | 0.0      | 0.0      |
| 0.2309        | 886.0  | 2658 | 0.2300          | 0.0      | 0.0      |
| 0.23          | 887.0  | 2661 | 0.2300          | 0.0      | 0.0      |
| 0.2313        | 888.0  | 2664 | 0.2300          | 0.0      | 0.0      |
| 0.2315        | 889.0  | 2667 | 0.2300          | 0.0      | 0.0      |
| 0.2299        | 890.0  | 2670 | 0.2300          | 0.0      | 0.0      |
| 0.23          | 891.0  | 2673 | 0.2300          | 0.0      | 0.0      |
| 0.2304        | 892.0  | 2676 | 0.2300          | 0.0      | 0.0      |
| 0.2309        | 893.0  | 2679 | 0.2300          | 0.0      | 0.0      |
| 0.2307        | 894.0  | 2682 | 0.2300          | 0.0      | 0.0      |
| 0.2307        | 895.0  | 2685 | 0.2300          | 0.0      | 0.0      |
| 0.2312        | 896.0  | 2688 | 0.2300          | 0.0      | 0.0      |
| 0.2302        | 897.0  | 2691 | 0.2300          | 0.0      | 0.0      |
| 0.2309        | 898.0  | 2694 | 0.2300          | 0.0      | 0.0      |
| 0.2303        | 899.0  | 2697 | 0.2299          | 0.0      | 0.0      |
| 0.2315        | 900.0  | 2700 | 0.2299          | 0.0      | 0.0      |
| 0.2311        | 901.0  | 2703 | 0.2299          | 0.0      | 0.0      |
| 0.23          | 902.0  | 2706 | 0.2299          | 0.0      | 0.0      |
| 0.2307        | 903.0  | 2709 | 0.2299          | 0.0      | 0.0      |
| 0.2305        | 904.0  | 2712 | 0.2299          | 0.0      | 0.0      |
| 0.2313        | 905.0  | 2715 | 0.2299          | 0.0      | 0.0      |
| 0.2304        | 906.0  | 2718 | 0.2299          | 0.0      | 0.0      |
| 0.2305        | 907.0  | 2721 | 0.2299          | 0.0      | 0.0      |
| 0.2304        | 908.0  | 2724 | 0.2299          | 0.0      | 0.0      |
| 0.231         | 909.0  | 2727 | 0.2299          | 0.0      | 0.0      |
| 0.2303        | 910.0  | 2730 | 0.2299          | 0.0      | 0.0      |
| 0.2303        | 911.0  | 2733 | 0.2299          | 0.0      | 0.0      |
| 0.2307        | 912.0  | 2736 | 0.2299          | 0.0      | 0.0      |
| 0.2306        | 913.0  | 2739 | 0.2299          | 0.0      | 0.0      |
| 0.2308        | 914.0  | 2742 | 0.2299          | 0.0      | 0.0      |
| 0.2299        | 915.0  | 2745 | 0.2299          | 0.0      | 0.0      |
| 0.2307        | 916.0  | 2748 | 0.2299          | 0.0      | 0.0      |
| 0.2308        | 917.0  | 2751 | 0.2299          | 0.0      | 0.0      |
| 0.2304        | 918.0  | 2754 | 0.2299          | 0.0      | 0.0      |
| 0.231         | 919.0  | 2757 | 0.2299          | 0.0      | 0.0      |
| 0.2308        | 920.0  | 2760 | 0.2299          | 0.0      | 0.0      |
| 0.23          | 921.0  | 2763 | 0.2299          | 0.0      | 0.0      |
| 0.2305        | 922.0  | 2766 | 0.2299          | 0.0      | 0.0      |
| 0.2301        | 923.0  | 2769 | 0.2299          | 0.0      | 0.0      |
| 0.2299        | 924.0  | 2772 | 0.2299          | 0.0      | 0.0      |
| 0.2302        | 925.0  | 2775 | 0.2299          | 0.0      | 0.0      |
| 0.2313        | 926.0  | 2778 | 0.2299          | 0.0      | 0.0      |
| 0.2303        | 927.0  | 2781 | 0.2299          | 0.0      | 0.0      |
| 0.2306        | 928.0  | 2784 | 0.2299          | 0.0      | 0.0      |
| 0.2306        | 929.0  | 2787 | 0.2299          | 0.0      | 0.0      |
| 0.2301        | 930.0  | 2790 | 0.2299          | 0.0      | 0.0      |
| 0.2309        | 931.0  | 2793 | 0.2299          | 0.0      | 0.0      |
| 0.2302        | 932.0  | 2796 | 0.2299          | 0.0      | 0.0      |
| 0.231         | 933.0  | 2799 | 0.2299          | 0.0      | 0.0      |
| 0.23          | 934.0  | 2802 | 0.2299          | 0.0      | 0.0      |
| 0.2296        | 935.0  | 2805 | 0.2299          | 0.0      | 0.0      |
| 0.2305        | 936.0  | 2808 | 0.2299          | 0.0      | 0.0      |
| 0.2299        | 937.0  | 2811 | 0.2299          | 0.0      | 0.0      |
| 0.2304        | 938.0  | 2814 | 0.2299          | 0.0      | 0.0      |
| 0.2307        | 939.0  | 2817 | 0.2299          | 0.0      | 0.0      |
| 0.2307        | 940.0  | 2820 | 0.2299          | 0.0      | 0.0      |
| 0.2299        | 941.0  | 2823 | 0.2299          | 0.0      | 0.0      |
| 0.2306        | 942.0  | 2826 | 0.2299          | 0.0      | 0.0      |
| 0.2302        | 943.0  | 2829 | 0.2299          | 0.0      | 0.0      |
| 0.2309        | 944.0  | 2832 | 0.2299          | 0.0      | 0.0      |
| 0.2308        | 945.0  | 2835 | 0.2299          | 0.0      | 0.0      |
| 0.2308        | 946.0  | 2838 | 0.2299          | 0.0      | 0.0      |
| 0.2301        | 947.0  | 2841 | 0.2299          | 0.0      | 0.0      |
| 0.2302        | 948.0  | 2844 | 0.2299          | 0.0      | 0.0      |
| 0.231         | 949.0  | 2847 | 0.2299          | 0.0      | 0.0      |
| 0.2308        | 950.0  | 2850 | 0.2299          | 0.0      | 0.0      |
| 0.2309        | 951.0  | 2853 | 0.2299          | 0.0      | 0.0      |
| 0.2303        | 952.0  | 2856 | 0.2299          | 0.0      | 0.0      |
| 0.2301        | 953.0  | 2859 | 0.2299          | 0.0      | 0.0      |
| 0.2311        | 954.0  | 2862 | 0.2299          | 0.0      | 0.0      |
| 0.2308        | 955.0  | 2865 | 0.2299          | 0.0      | 0.0      |
| 0.2307        | 956.0  | 2868 | 0.2299          | 0.0      | 0.0      |
| 0.2299        | 957.0  | 2871 | 0.2299          | 0.0      | 0.0      |
| 0.2299        | 958.0  | 2874 | 0.2299          | 0.0      | 0.0      |
| 0.2309        | 959.0  | 2877 | 0.2299          | 0.0      | 0.0      |
| 0.2304        | 960.0  | 2880 | 0.2299          | 0.0      | 0.0      |
| 0.231         | 961.0  | 2883 | 0.2299          | 0.0      | 0.0      |
| 0.2299        | 962.0  | 2886 | 0.2299          | 0.0      | 0.0      |
| 0.2307        | 963.0  | 2889 | 0.2298          | 0.0      | 0.0      |
| 0.2303        | 964.0  | 2892 | 0.2298          | 0.0      | 0.0      |
| 0.2303        | 965.0  | 2895 | 0.2298          | 0.0      | 0.0      |
| 0.2301        | 966.0  | 2898 | 0.2298          | 0.0      | 0.0      |
| 0.2299        | 967.0  | 2901 | 0.2298          | 0.0      | 0.0      |
| 0.2301        | 968.0  | 2904 | 0.2298          | 0.0      | 0.0      |
| 0.2308        | 969.0  | 2907 | 0.2298          | 0.0      | 0.0      |
| 0.23          | 970.0  | 2910 | 0.2298          | 0.0      | 0.0      |
| 0.2305        | 971.0  | 2913 | 0.2298          | 0.0      | 0.0      |
| 0.2306        | 972.0  | 2916 | 0.2298          | 0.0      | 0.0      |
| 0.2309        | 973.0  | 2919 | 0.2298          | 0.0      | 0.0      |
| 0.2314        | 974.0  | 2922 | 0.2298          | 0.0      | 0.0      |
| 0.2305        | 975.0  | 2925 | 0.2298          | 0.0      | 0.0      |
| 0.2305        | 976.0  | 2928 | 0.2298          | 0.0      | 0.0      |
| 0.2303        | 977.0  | 2931 | 0.2298          | 0.0      | 0.0      |
| 0.23          | 978.0  | 2934 | 0.2298          | 0.0      | 0.0      |
| 0.2303        | 979.0  | 2937 | 0.2298          | 0.0      | 0.0      |
| 0.2302        | 980.0  | 2940 | 0.2298          | 0.0      | 0.0      |
| 0.2296        | 981.0  | 2943 | 0.2298          | 0.0      | 0.0      |
| 0.2299        | 982.0  | 2946 | 0.2298          | 0.0      | 0.0      |
| 0.2305        | 983.0  | 2949 | 0.2298          | 0.0      | 0.0      |
| 0.2305        | 984.0  | 2952 | 0.2298          | 0.0      | 0.0      |
| 0.2306        | 985.0  | 2955 | 0.2298          | 0.0      | 0.0      |
| 0.2297        | 986.0  | 2958 | 0.2298          | 0.0      | 0.0      |
| 0.23          | 987.0  | 2961 | 0.2298          | 0.0      | 0.0      |
| 0.2302        | 988.0  | 2964 | 0.2298          | 0.0      | 0.0      |
| 0.23          | 989.0  | 2967 | 0.2298          | 0.0      | 0.0      |
| 0.2305        | 990.0  | 2970 | 0.2298          | 0.0      | 0.0      |
| 0.2309        | 991.0  | 2973 | 0.2298          | 0.0      | 0.0      |
| 0.2298        | 992.0  | 2976 | 0.2298          | 0.0      | 0.0      |
| 0.2295        | 993.0  | 2979 | 0.2298          | 0.0      | 0.0      |
| 0.2296        | 994.0  | 2982 | 0.2298          | 0.0      | 0.0      |
| 0.2309        | 995.0  | 2985 | 0.2298          | 0.0      | 0.0      |
| 0.231         | 996.0  | 2988 | 0.2298          | 0.0      | 0.0      |
| 0.2297        | 997.0  | 2991 | 0.2298          | 0.0      | 0.0      |
| 0.2302        | 998.0  | 2994 | 0.2298          | 0.0      | 0.0      |
| 0.2305        | 999.0  | 2997 | 0.2298          | 0.0      | 0.0      |
| 0.2298        | 1000.0 | 3000 | 0.2298          | 0.0      | 0.0      |


### Framework versions

- Transformers 4.13.0
- Pytorch 1.12.0+cu113
- Datasets 1.16.1
- Tokenizers 0.10.3

{"license": "apache-2.0", "tags": ["generated_from_trainer"], "model-index": [{"name": "bert-tiny-finetuned-legal-definitions-downstream-alt", "results": []}]}
transformers pytorch safetensors bert text-classification generated_from_trainer license:apache-2.0 autotrain_compatible endpoints_compatible region:us
TAGS
#transformers #pytorch #safetensors #bert #text-classification #generated_from_trainer #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us 

bert-tiny-finetuned-legal-definitions-downstream-alt
====================================================


This model is a fine-tuned version of muhtasham/bert-tiny-finetuned-legal-definitions on the None dataset.
It achieves the following results on the evaluation set:


* Loss: 0.2298
* Micro f1: 0.0
* Macro f1: 0.0


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: 4096
* eval\_batch\_size: 1024
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* num\_epochs: 1000


### Training results



### Framework versions


* Transformers 4.13.0
* Pytorch 1.12.0+cu113
* Datasets 1.16.1
* Tokenizers 0.10.3



### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 2e-05
* train\_batch\_size: 4096
* eval\_batch\_size: 1024
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* num\_epochs: 1000 ### Training results ### Framework versions


* Transformers 4.13.0
* Pytorch 1.12.0+cu113
* Datasets 1.16.1
* Tokenizers 0.10.3
TAGS
#transformers #pytorch #safetensors #bert #text-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: 2e-05
* train\_batch\_size: 4096
* eval\_batch\_size: 1024
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* num\_epochs: 1000 ### Training results ### Framework versions


* Transformers 4.13.0
* Pytorch 1.12.0+cu113
* Datasets 1.16.1
* Tokenizers 0.10.3
passage: TAGS
#transformers #pytorch #safetensors #bert #text-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: 2e-05
* train\_batch\_size: 4096
* eval\_batch\_size: 1024
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* num\_epochs: 1000### Training results### Framework versions


* Transformers 4.13.0
* Pytorch 1.12.0+cu113
* Datasets 1.16.1
* Tokenizers 0.10.3