---
license: other
base_model: nvidia/mit-b0
tags:
- image-segmentation
- vision
- generated_from_trainer
model-index:
- name: segformer-finetuned-biofilm-randaug
  results: []
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->

# segformer-finetuned-biofilm-randaug

This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the heroza/biofilm dataset.
It achieves the following results on the evaluation set:
- Loss: 0.4306
- Mean Iou: 0.3057
- Mean Accuracy: 0.6114
- Overall Accuracy: 0.6114
- Accuracy Background: nan
- Accuracy Biofilm: 0.6114
- Iou Background: 0.0
- Iou Biofilm: 0.6114

## 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: 6e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 1337
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: polynomial
- training_steps: 10000

### Training results

| Training Loss | Epoch  | Step  | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Background | Accuracy Biofilm | Iou Background | Iou Biofilm |
|:-------------:|:------:|:-----:|:---------------:|:--------:|:-------------:|:----------------:|:-------------------:|:----------------:|:--------------:|:-----------:|
| No log        | 1.0    | 17    | 0.6674          | 0.4844   | 0.9688        | 0.9688           | nan                 | 0.9688           | 0.0            | 0.9688      |
| No log        | 2.0    | 34    | 0.5518          | 0.4793   | 0.9586        | 0.9586           | nan                 | 0.9586           | 0.0            | 0.9586      |
| No log        | 3.0    | 51    | 0.4222          | 0.4466   | 0.8932        | 0.8932           | nan                 | 0.8932           | 0.0            | 0.8932      |
| No log        | 4.0    | 68    | 0.3177          | 0.4490   | 0.8981        | 0.8981           | nan                 | 0.8981           | 0.0            | 0.8981      |
| No log        | 5.0    | 85    | 0.2738          | 0.3556   | 0.7111        | 0.7111           | nan                 | 0.7111           | 0.0            | 0.7111      |
| 0.4889        | 6.0    | 102   | 0.2759          | 0.2803   | 0.5605        | 0.5605           | nan                 | 0.5605           | 0.0            | 0.5605      |
| 0.4889        | 7.0    | 119   | 0.2249          | 0.2976   | 0.5952        | 0.5952           | nan                 | 0.5952           | 0.0            | 0.5952      |
| 0.4889        | 8.0    | 136   | 0.2192          | 0.3665   | 0.7330        | 0.7330           | nan                 | 0.7330           | 0.0            | 0.7330      |
| 0.4889        | 9.0    | 153   | 0.2162          | 0.3126   | 0.6251        | 0.6251           | nan                 | 0.6251           | 0.0            | 0.6251      |
| 0.4889        | 10.0   | 170   | 0.2030          | 0.2166   | 0.4333        | 0.4333           | nan                 | 0.4333           | 0.0            | 0.4333      |
| 0.4889        | 11.0   | 187   | 0.1832          | 0.1711   | 0.3421        | 0.3421           | nan                 | 0.3421           | 0.0            | 0.3421      |
| 0.2609        | 12.0   | 204   | 0.1986          | 0.1989   | 0.3979        | 0.3979           | nan                 | 0.3979           | 0.0            | 0.3979      |
| 0.2609        | 13.0   | 221   | 0.1815          | 0.2160   | 0.4319        | 0.4319           | nan                 | 0.4319           | 0.0            | 0.4319      |
| 0.2609        | 14.0   | 238   | 0.1765          | 0.2622   | 0.5245        | 0.5245           | nan                 | 0.5245           | 0.0            | 0.5245      |
| 0.2609        | 15.0   | 255   | 0.1582          | 0.3057   | 0.6114        | 0.6114           | nan                 | 0.6114           | 0.0            | 0.6114      |
| 0.2609        | 16.0   | 272   | 0.1587          | 0.2145   | 0.4289        | 0.4289           | nan                 | 0.4289           | 0.0            | 0.4289      |
| 0.2609        | 17.0   | 289   | 0.1613          | 0.2606   | 0.5212        | 0.5212           | nan                 | 0.5212           | 0.0            | 0.5212      |
| 0.1999        | 18.0   | 306   | 0.1600          | 0.2311   | 0.4623        | 0.4623           | nan                 | 0.4623           | 0.0            | 0.4623      |
| 0.1999        | 19.0   | 323   | 0.1679          | 0.3086   | 0.6173        | 0.6173           | nan                 | 0.6173           | 0.0            | 0.6173      |
| 0.1999        | 20.0   | 340   | 0.1552          | 0.3064   | 0.6129        | 0.6129           | nan                 | 0.6129           | 0.0            | 0.6129      |
| 0.1999        | 21.0   | 357   | 0.1766          | 0.2478   | 0.4956        | 0.4956           | nan                 | 0.4956           | 0.0            | 0.4956      |
| 0.1999        | 22.0   | 374   | 0.1458          | 0.2863   | 0.5726        | 0.5726           | nan                 | 0.5726           | 0.0            | 0.5726      |
| 0.1999        | 23.0   | 391   | 0.1632          | 0.2746   | 0.5492        | 0.5492           | nan                 | 0.5492           | 0.0            | 0.5492      |
| 0.1578        | 24.0   | 408   | 0.1879          | 0.2251   | 0.4501        | 0.4501           | nan                 | 0.4501           | 0.0            | 0.4501      |
| 0.1578        | 25.0   | 425   | 0.2066          | 0.1449   | 0.2898        | 0.2898           | nan                 | 0.2898           | 0.0            | 0.2898      |
| 0.1578        | 26.0   | 442   | 0.1912          | 0.2241   | 0.4482        | 0.4482           | nan                 | 0.4482           | 0.0            | 0.4482      |
| 0.1578        | 27.0   | 459   | 0.1981          | 0.2262   | 0.4524        | 0.4524           | nan                 | 0.4524           | 0.0            | 0.4524      |
| 0.1578        | 28.0   | 476   | 0.1459          | 0.3215   | 0.6431        | 0.6431           | nan                 | 0.6431           | 0.0            | 0.6431      |
| 0.1578        | 29.0   | 493   | 0.1668          | 0.2364   | 0.4728        | 0.4728           | nan                 | 0.4728           | 0.0            | 0.4728      |
| 0.1261        | 30.0   | 510   | 0.1760          | 0.2889   | 0.5777        | 0.5777           | nan                 | 0.5777           | 0.0            | 0.5777      |
| 0.1261        | 31.0   | 527   | 0.1763          | 0.2784   | 0.5569        | 0.5569           | nan                 | 0.5569           | 0.0            | 0.5569      |
| 0.1261        | 32.0   | 544   | 0.1706          | 0.2825   | 0.5649        | 0.5649           | nan                 | 0.5649           | 0.0            | 0.5649      |
| 0.1261        | 33.0   | 561   | 0.2034          | 0.2156   | 0.4311        | 0.4311           | nan                 | 0.4311           | 0.0            | 0.4311      |
| 0.1261        | 34.0   | 578   | 0.1936          | 0.3185   | 0.6371        | 0.6371           | nan                 | 0.6371           | 0.0            | 0.6371      |
| 0.1261        | 35.0   | 595   | 0.2123          | 0.3298   | 0.6596        | 0.6596           | nan                 | 0.6596           | 0.0            | 0.6596      |
| 0.1059        | 36.0   | 612   | 0.1412          | 0.3405   | 0.6809        | 0.6809           | nan                 | 0.6809           | 0.0            | 0.6809      |
| 0.1059        | 37.0   | 629   | 0.2145          | 0.1968   | 0.3937        | 0.3937           | nan                 | 0.3937           | 0.0            | 0.3937      |
| 0.1059        | 38.0   | 646   | 0.1642          | 0.3003   | 0.6006        | 0.6006           | nan                 | 0.6006           | 0.0            | 0.6006      |
| 0.1059        | 39.0   | 663   | 0.1624          | 0.2944   | 0.5887        | 0.5887           | nan                 | 0.5887           | 0.0            | 0.5887      |
| 0.1059        | 40.0   | 680   | 0.1407          | 0.3553   | 0.7107        | 0.7107           | nan                 | 0.7107           | 0.0            | 0.7107      |
| 0.1059        | 41.0   | 697   | 0.1870          | 0.3126   | 0.6252        | 0.6252           | nan                 | 0.6252           | 0.0            | 0.6252      |
| 0.0872        | 42.0   | 714   | 0.2347          | 0.1837   | 0.3674        | 0.3674           | nan                 | 0.3674           | 0.0            | 0.3674      |
| 0.0872        | 43.0   | 731   | 0.1563          | 0.3162   | 0.6325        | 0.6325           | nan                 | 0.6325           | 0.0            | 0.6325      |
| 0.0872        | 44.0   | 748   | 0.1643          | 0.3404   | 0.6808        | 0.6808           | nan                 | 0.6808           | 0.0            | 0.6808      |
| 0.0872        | 45.0   | 765   | 0.1649          | 0.3465   | 0.6930        | 0.6930           | nan                 | 0.6930           | 0.0            | 0.6930      |
| 0.0872        | 46.0   | 782   | 0.1919          | 0.2682   | 0.5364        | 0.5364           | nan                 | 0.5364           | 0.0            | 0.5364      |
| 0.0872        | 47.0   | 799   | 0.1742          | 0.2860   | 0.5721        | 0.5721           | nan                 | 0.5721           | 0.0            | 0.5721      |
| 0.0752        | 48.0   | 816   | 0.2261          | 0.2519   | 0.5038        | 0.5038           | nan                 | 0.5038           | 0.0            | 0.5038      |
| 0.0752        | 49.0   | 833   | 0.2543          | 0.1762   | 0.3525        | 0.3525           | nan                 | 0.3525           | 0.0            | 0.3525      |
| 0.0752        | 50.0   | 850   | 0.1658          | 0.3234   | 0.6467        | 0.6467           | nan                 | 0.6467           | 0.0            | 0.6467      |
| 0.0752        | 51.0   | 867   | 0.1978          | 0.2601   | 0.5202        | 0.5202           | nan                 | 0.5202           | 0.0            | 0.5202      |
| 0.0752        | 52.0   | 884   | 0.1715          | 0.3039   | 0.6078        | 0.6078           | nan                 | 0.6078           | 0.0            | 0.6078      |
| 0.0689        | 53.0   | 901   | 0.1934          | 0.3212   | 0.6424        | 0.6424           | nan                 | 0.6424           | 0.0            | 0.6424      |
| 0.0689        | 54.0   | 918   | 0.1992          | 0.2743   | 0.5487        | 0.5487           | nan                 | 0.5487           | 0.0            | 0.5487      |
| 0.0689        | 55.0   | 935   | 0.2585          | 0.2042   | 0.4084        | 0.4084           | nan                 | 0.4084           | 0.0            | 0.4084      |
| 0.0689        | 56.0   | 952   | 0.2068          | 0.3436   | 0.6873        | 0.6873           | nan                 | 0.6873           | 0.0            | 0.6873      |
| 0.0689        | 57.0   | 969   | 0.2734          | 0.1813   | 0.3626        | 0.3626           | nan                 | 0.3626           | 0.0            | 0.3626      |
| 0.0689        | 58.0   | 986   | 0.2364          | 0.2680   | 0.5361        | 0.5361           | nan                 | 0.5361           | 0.0            | 0.5361      |
| 0.0645        | 59.0   | 1003  | 0.1642          | 0.3341   | 0.6682        | 0.6682           | nan                 | 0.6682           | 0.0            | 0.6682      |
| 0.0645        | 60.0   | 1020  | 0.2442          | 0.2592   | 0.5184        | 0.5184           | nan                 | 0.5184           | 0.0            | 0.5184      |
| 0.0645        | 61.0   | 1037  | 0.2419          | 0.2353   | 0.4706        | 0.4706           | nan                 | 0.4706           | 0.0            | 0.4706      |
| 0.0645        | 62.0   | 1054  | 0.1654          | 0.2982   | 0.5964        | 0.5964           | nan                 | 0.5964           | 0.0            | 0.5964      |
| 0.0645        | 63.0   | 1071  | 0.2362          | 0.2378   | 0.4756        | 0.4756           | nan                 | 0.4756           | 0.0            | 0.4756      |
| 0.0645        | 64.0   | 1088  | 0.2227          | 0.2483   | 0.4965        | 0.4965           | nan                 | 0.4965           | 0.0            | 0.4965      |
| 0.0561        | 65.0   | 1105  | 0.2380          | 0.2635   | 0.5270        | 0.5270           | nan                 | 0.5270           | 0.0            | 0.5270      |
| 0.0561        | 66.0   | 1122  | 0.2745          | 0.1629   | 0.3258        | 0.3258           | nan                 | 0.3258           | 0.0            | 0.3258      |
| 0.0561        | 67.0   | 1139  | 0.1961          | 0.3244   | 0.6487        | 0.6487           | nan                 | 0.6487           | 0.0            | 0.6487      |
| 0.0561        | 68.0   | 1156  | 0.1577          | 0.3272   | 0.6544        | 0.6544           | nan                 | 0.6544           | 0.0            | 0.6544      |
| 0.0561        | 69.0   | 1173  | 0.1463          | 0.3780   | 0.7560        | 0.7560           | nan                 | 0.7560           | 0.0            | 0.7560      |
| 0.0561        | 70.0   | 1190  | 0.2141          | 0.2545   | 0.5091        | 0.5091           | nan                 | 0.5091           | 0.0            | 0.5091      |
| 0.0549        | 71.0   | 1207  | 0.2394          | 0.2334   | 0.4668        | 0.4668           | nan                 | 0.4668           | 0.0            | 0.4668      |
| 0.0549        | 72.0   | 1224  | 0.2085          | 0.2973   | 0.5946        | 0.5946           | nan                 | 0.5946           | 0.0            | 0.5946      |
| 0.0549        | 73.0   | 1241  | 0.3042          | 0.2044   | 0.4089        | 0.4089           | nan                 | 0.4089           | 0.0            | 0.4089      |
| 0.0549        | 74.0   | 1258  | 0.2356          | 0.2256   | 0.4511        | 0.4511           | nan                 | 0.4511           | 0.0            | 0.4511      |
| 0.0549        | 75.0   | 1275  | 0.3331          | 0.1956   | 0.3912        | 0.3912           | nan                 | 0.3912           | 0.0            | 0.3912      |
| 0.0549        | 76.0   | 1292  | 0.2038          | 0.2883   | 0.5765        | 0.5765           | nan                 | 0.5765           | 0.0            | 0.5765      |
| 0.052         | 77.0   | 1309  | 0.2562          | 0.2729   | 0.5458        | 0.5458           | nan                 | 0.5458           | 0.0            | 0.5458      |
| 0.052         | 78.0   | 1326  | 0.2636          | 0.2572   | 0.5144        | 0.5144           | nan                 | 0.5144           | 0.0            | 0.5144      |
| 0.052         | 79.0   | 1343  | 0.2173          | 0.2927   | 0.5855        | 0.5855           | nan                 | 0.5855           | 0.0            | 0.5855      |
| 0.052         | 80.0   | 1360  | 0.2501          | 0.2696   | 0.5392        | 0.5392           | nan                 | 0.5392           | 0.0            | 0.5392      |
| 0.052         | 81.0   | 1377  | 0.2161          | 0.2966   | 0.5931        | 0.5931           | nan                 | 0.5931           | 0.0            | 0.5931      |
| 0.052         | 82.0   | 1394  | 0.1909          | 0.3241   | 0.6483        | 0.6483           | nan                 | 0.6483           | 0.0            | 0.6483      |
| 0.0443        | 83.0   | 1411  | 0.2050          | 0.3288   | 0.6575        | 0.6575           | nan                 | 0.6575           | 0.0            | 0.6575      |
| 0.0443        | 84.0   | 1428  | 0.2235          | 0.2729   | 0.5457        | 0.5457           | nan                 | 0.5457           | 0.0            | 0.5457      |
| 0.0443        | 85.0   | 1445  | 0.1675          | 0.3638   | 0.7277        | 0.7277           | nan                 | 0.7277           | 0.0            | 0.7277      |
| 0.0443        | 86.0   | 1462  | 0.2688          | 0.2368   | 0.4736        | 0.4736           | nan                 | 0.4736           | 0.0            | 0.4736      |
| 0.0443        | 87.0   | 1479  | 0.2157          | 0.3284   | 0.6567        | 0.6567           | nan                 | 0.6567           | 0.0            | 0.6567      |
| 0.0443        | 88.0   | 1496  | 0.1939          | 0.3152   | 0.6305        | 0.6305           | nan                 | 0.6305           | 0.0            | 0.6305      |
| 0.0415        | 89.0   | 1513  | 0.2414          | 0.2721   | 0.5443        | 0.5443           | nan                 | 0.5443           | 0.0            | 0.5443      |
| 0.0415        | 90.0   | 1530  | 0.2420          | 0.2787   | 0.5574        | 0.5574           | nan                 | 0.5574           | 0.0            | 0.5574      |
| 0.0415        | 91.0   | 1547  | 0.2366          | 0.2895   | 0.5791        | 0.5791           | nan                 | 0.5791           | 0.0            | 0.5791      |
| 0.0415        | 92.0   | 1564  | 0.2166          | 0.3065   | 0.6129        | 0.6129           | nan                 | 0.6129           | 0.0            | 0.6129      |
| 0.0415        | 93.0   | 1581  | 0.2434          | 0.2527   | 0.5054        | 0.5054           | nan                 | 0.5054           | 0.0            | 0.5054      |
| 0.0415        | 94.0   | 1598  | 0.2563          | 0.2580   | 0.5160        | 0.5160           | nan                 | 0.5160           | 0.0            | 0.5160      |
| 0.0388        | 95.0   | 1615  | 0.2248          | 0.3255   | 0.6510        | 0.6510           | nan                 | 0.6510           | 0.0            | 0.6510      |
| 0.0388        | 96.0   | 1632  | 0.2401          | 0.3084   | 0.6168        | 0.6168           | nan                 | 0.6168           | 0.0            | 0.6168      |
| 0.0388        | 97.0   | 1649  | 0.2428          | 0.2843   | 0.5686        | 0.5686           | nan                 | 0.5686           | 0.0            | 0.5686      |
| 0.0388        | 98.0   | 1666  | 0.2312          | 0.3100   | 0.6201        | 0.6201           | nan                 | 0.6201           | 0.0            | 0.6201      |
| 0.0388        | 99.0   | 1683  | 0.1953          | 0.3197   | 0.6393        | 0.6393           | nan                 | 0.6393           | 0.0            | 0.6393      |
| 0.0373        | 100.0  | 1700  | 0.2306          | 0.3005   | 0.6011        | 0.6011           | nan                 | 0.6011           | 0.0            | 0.6011      |
| 0.0373        | 101.0  | 1717  | 0.2107          | 0.3189   | 0.6378        | 0.6378           | nan                 | 0.6378           | 0.0            | 0.6378      |
| 0.0373        | 102.0  | 1734  | 0.2802          | 0.2345   | 0.4690        | 0.4690           | nan                 | 0.4690           | 0.0            | 0.4690      |
| 0.0373        | 103.0  | 1751  | 0.2648          | 0.2681   | 0.5362        | 0.5362           | nan                 | 0.5362           | 0.0            | 0.5362      |
| 0.0373        | 104.0  | 1768  | 0.2315          | 0.2959   | 0.5917        | 0.5917           | nan                 | 0.5917           | 0.0            | 0.5917      |
| 0.0373        | 105.0  | 1785  | 0.1873          | 0.3414   | 0.6827        | 0.6827           | nan                 | 0.6827           | 0.0            | 0.6827      |
| 0.0342        | 106.0  | 1802  | 0.2400          | 0.2910   | 0.5820        | 0.5820           | nan                 | 0.5820           | 0.0            | 0.5820      |
| 0.0342        | 107.0  | 1819  | 0.2519          | 0.2744   | 0.5488        | 0.5488           | nan                 | 0.5488           | 0.0            | 0.5488      |
| 0.0342        | 108.0  | 1836  | 0.2480          | 0.3019   | 0.6039        | 0.6039           | nan                 | 0.6039           | 0.0            | 0.6039      |
| 0.0342        | 109.0  | 1853  | 0.1951          | 0.3181   | 0.6361        | 0.6361           | nan                 | 0.6361           | 0.0            | 0.6361      |
| 0.0342        | 110.0  | 1870  | 0.2524          | 0.2850   | 0.5700        | 0.5700           | nan                 | 0.5700           | 0.0            | 0.5700      |
| 0.0342        | 111.0  | 1887  | 0.2509          | 0.2905   | 0.5810        | 0.5810           | nan                 | 0.5810           | 0.0            | 0.5810      |
| 0.035         | 112.0  | 1904  | 0.2675          | 0.2813   | 0.5626        | 0.5626           | nan                 | 0.5626           | 0.0            | 0.5626      |
| 0.035         | 113.0  | 1921  | 0.2675          | 0.2514   | 0.5029        | 0.5029           | nan                 | 0.5029           | 0.0            | 0.5029      |
| 0.035         | 114.0  | 1938  | 0.2168          | 0.2963   | 0.5925        | 0.5925           | nan                 | 0.5925           | 0.0            | 0.5925      |
| 0.035         | 115.0  | 1955  | 0.2993          | 0.2421   | 0.4842        | 0.4842           | nan                 | 0.4842           | 0.0            | 0.4842      |
| 0.035         | 116.0  | 1972  | 0.2444          | 0.2834   | 0.5667        | 0.5667           | nan                 | 0.5667           | 0.0            | 0.5667      |
| 0.035         | 117.0  | 1989  | 0.2413          | 0.3029   | 0.6059        | 0.6059           | nan                 | 0.6059           | 0.0            | 0.6059      |
| 0.0309        | 118.0  | 2006  | 0.2579          | 0.2634   | 0.5268        | 0.5268           | nan                 | 0.5268           | 0.0            | 0.5268      |
| 0.0309        | 119.0  | 2023  | 0.2970          | 0.2105   | 0.4210        | 0.4210           | nan                 | 0.4210           | 0.0            | 0.4210      |
| 0.0309        | 120.0  | 2040  | 0.2393          | 0.3094   | 0.6188        | 0.6188           | nan                 | 0.6188           | 0.0            | 0.6188      |
| 0.0309        | 121.0  | 2057  | 0.2451          | 0.3052   | 0.6104        | 0.6104           | nan                 | 0.6104           | 0.0            | 0.6104      |
| 0.0309        | 122.0  | 2074  | 0.2217          | 0.3164   | 0.6328        | 0.6328           | nan                 | 0.6328           | 0.0            | 0.6328      |
| 0.0309        | 123.0  | 2091  | 0.3259          | 0.2213   | 0.4425        | 0.4425           | nan                 | 0.4425           | 0.0            | 0.4425      |
| 0.0309        | 124.0  | 2108  | 0.2079          | 0.3135   | 0.6271        | 0.6271           | nan                 | 0.6271           | 0.0            | 0.6271      |
| 0.0309        | 125.0  | 2125  | 0.2401          | 0.2751   | 0.5501        | 0.5501           | nan                 | 0.5501           | 0.0            | 0.5501      |
| 0.0309        | 126.0  | 2142  | 0.2544          | 0.2962   | 0.5923        | 0.5923           | nan                 | 0.5923           | 0.0            | 0.5923      |
| 0.0309        | 127.0  | 2159  | 0.2099          | 0.3293   | 0.6585        | 0.6585           | nan                 | 0.6585           | 0.0            | 0.6585      |
| 0.0309        | 128.0  | 2176  | 0.2413          | 0.2934   | 0.5868        | 0.5868           | nan                 | 0.5868           | 0.0            | 0.5868      |
| 0.0309        | 129.0  | 2193  | 0.2365          | 0.2859   | 0.5717        | 0.5717           | nan                 | 0.5717           | 0.0            | 0.5717      |
| 0.0292        | 130.0  | 2210  | 0.2953          | 0.2527   | 0.5054        | 0.5054           | nan                 | 0.5054           | 0.0            | 0.5054      |
| 0.0292        | 131.0  | 2227  | 0.2130          | 0.3461   | 0.6922        | 0.6922           | nan                 | 0.6922           | 0.0            | 0.6922      |
| 0.0292        | 132.0  | 2244  | 0.2623          | 0.2781   | 0.5562        | 0.5562           | nan                 | 0.5562           | 0.0            | 0.5562      |
| 0.0292        | 133.0  | 2261  | 0.2711          | 0.2683   | 0.5366        | 0.5366           | nan                 | 0.5366           | 0.0            | 0.5366      |
| 0.0292        | 134.0  | 2278  | 0.3353          | 0.2347   | 0.4693        | 0.4693           | nan                 | 0.4693           | 0.0            | 0.4693      |
| 0.0292        | 135.0  | 2295  | 0.2565          | 0.2801   | 0.5602        | 0.5602           | nan                 | 0.5602           | 0.0            | 0.5602      |
| 0.027         | 136.0  | 2312  | 0.2862          | 0.2654   | 0.5308        | 0.5308           | nan                 | 0.5308           | 0.0            | 0.5308      |
| 0.027         | 137.0  | 2329  | 0.2559          | 0.2845   | 0.5691        | 0.5691           | nan                 | 0.5691           | 0.0            | 0.5691      |
| 0.027         | 138.0  | 2346  | 0.3036          | 0.2306   | 0.4612        | 0.4612           | nan                 | 0.4612           | 0.0            | 0.4612      |
| 0.027         | 139.0  | 2363  | 0.2488          | 0.2880   | 0.5759        | 0.5759           | nan                 | 0.5759           | 0.0            | 0.5759      |
| 0.027         | 140.0  | 2380  | 0.3199          | 0.2499   | 0.4999        | 0.4999           | nan                 | 0.4999           | 0.0            | 0.4999      |
| 0.027         | 141.0  | 2397  | 0.2886          | 0.2628   | 0.5257        | 0.5257           | nan                 | 0.5257           | 0.0            | 0.5257      |
| 0.0252        | 142.0  | 2414  | 0.3268          | 0.2443   | 0.4886        | 0.4886           | nan                 | 0.4886           | 0.0            | 0.4886      |
| 0.0252        | 143.0  | 2431  | 0.2823          | 0.2895   | 0.5789        | 0.5789           | nan                 | 0.5789           | 0.0            | 0.5789      |
| 0.0252        | 144.0  | 2448  | 0.2377          | 0.3075   | 0.6150        | 0.6150           | nan                 | 0.6150           | 0.0            | 0.6150      |
| 0.0252        | 145.0  | 2465  | 0.2820          | 0.2937   | 0.5874        | 0.5874           | nan                 | 0.5874           | 0.0            | 0.5874      |
| 0.0252        | 146.0  | 2482  | 0.2880          | 0.2930   | 0.5859        | 0.5859           | nan                 | 0.5859           | 0.0            | 0.5859      |
| 0.0252        | 147.0  | 2499  | 0.2945          | 0.2652   | 0.5305        | 0.5305           | nan                 | 0.5305           | 0.0            | 0.5305      |
| 0.0259        | 148.0  | 2516  | 0.2535          | 0.3036   | 0.6071        | 0.6071           | nan                 | 0.6071           | 0.0            | 0.6071      |
| 0.0259        | 149.0  | 2533  | 0.2400          | 0.3087   | 0.6175        | 0.6175           | nan                 | 0.6175           | 0.0            | 0.6175      |
| 0.0259        | 150.0  | 2550  | 0.2727          | 0.2967   | 0.5935        | 0.5935           | nan                 | 0.5935           | 0.0            | 0.5935      |
| 0.0259        | 151.0  | 2567  | 0.2657          | 0.2979   | 0.5959        | 0.5959           | nan                 | 0.5959           | 0.0            | 0.5959      |
| 0.0259        | 152.0  | 2584  | 0.2841          | 0.2768   | 0.5535        | 0.5535           | nan                 | 0.5535           | 0.0            | 0.5535      |
| 0.0254        | 153.0  | 2601  | 0.2791          | 0.2798   | 0.5595        | 0.5595           | nan                 | 0.5595           | 0.0            | 0.5595      |
| 0.0254        | 154.0  | 2618  | 0.2479          | 0.3126   | 0.6253        | 0.6253           | nan                 | 0.6253           | 0.0            | 0.6253      |
| 0.0254        | 155.0  | 2635  | 0.2676          | 0.2962   | 0.5923        | 0.5923           | nan                 | 0.5923           | 0.0            | 0.5923      |
| 0.0254        | 156.0  | 2652  | 0.2739          | 0.2887   | 0.5774        | 0.5774           | nan                 | 0.5774           | 0.0            | 0.5774      |
| 0.0254        | 157.0  | 2669  | 0.2819          | 0.2740   | 0.5480        | 0.5480           | nan                 | 0.5480           | 0.0            | 0.5480      |
| 0.0254        | 158.0  | 2686  | 0.3070          | 0.2606   | 0.5212        | 0.5212           | nan                 | 0.5212           | 0.0            | 0.5212      |
| 0.0227        | 159.0  | 2703  | 0.3424          | 0.2430   | 0.4859        | 0.4859           | nan                 | 0.4859           | 0.0            | 0.4859      |
| 0.0227        | 160.0  | 2720  | 0.2430          | 0.3139   | 0.6277        | 0.6277           | nan                 | 0.6277           | 0.0            | 0.6277      |
| 0.0227        | 161.0  | 2737  | 0.2543          | 0.3147   | 0.6294        | 0.6294           | nan                 | 0.6294           | 0.0            | 0.6294      |
| 0.0227        | 162.0  | 2754  | 0.2940          | 0.2663   | 0.5326        | 0.5326           | nan                 | 0.5326           | 0.0            | 0.5326      |
| 0.0227        | 163.0  | 2771  | 0.2740          | 0.2860   | 0.5720        | 0.5720           | nan                 | 0.5720           | 0.0            | 0.5720      |
| 0.0227        | 164.0  | 2788  | 0.2627          | 0.3038   | 0.6077        | 0.6077           | nan                 | 0.6077           | 0.0            | 0.6077      |
| 0.0252        | 165.0  | 2805  | 0.2962          | 0.2780   | 0.5560        | 0.5560           | nan                 | 0.5560           | 0.0            | 0.5560      |
| 0.0252        | 166.0  | 2822  | 0.2378          | 0.3219   | 0.6438        | 0.6438           | nan                 | 0.6438           | 0.0            | 0.6438      |
| 0.0252        | 167.0  | 2839  | 0.2764          | 0.2984   | 0.5969        | 0.5969           | nan                 | 0.5969           | 0.0            | 0.5969      |
| 0.0252        | 168.0  | 2856  | 0.2967          | 0.2638   | 0.5275        | 0.5275           | nan                 | 0.5275           | 0.0            | 0.5275      |
| 0.0252        | 169.0  | 2873  | 0.3079          | 0.2656   | 0.5312        | 0.5312           | nan                 | 0.5312           | 0.0            | 0.5312      |
| 0.0252        | 170.0  | 2890  | 0.2756          | 0.2822   | 0.5644        | 0.5644           | nan                 | 0.5644           | 0.0            | 0.5644      |
| 0.0209        | 171.0  | 2907  | 0.2951          | 0.2918   | 0.5837        | 0.5837           | nan                 | 0.5837           | 0.0            | 0.5837      |
| 0.0209        | 172.0  | 2924  | 0.3033          | 0.2662   | 0.5323        | 0.5323           | nan                 | 0.5323           | 0.0            | 0.5323      |
| 0.0209        | 173.0  | 2941  | 0.3063          | 0.2787   | 0.5574        | 0.5574           | nan                 | 0.5574           | 0.0            | 0.5574      |
| 0.0209        | 174.0  | 2958  | 0.3466          | 0.2723   | 0.5447        | 0.5447           | nan                 | 0.5447           | 0.0            | 0.5447      |
| 0.0209        | 175.0  | 2975  | 0.2581          | 0.3308   | 0.6615        | 0.6615           | nan                 | 0.6615           | 0.0            | 0.6615      |
| 0.0209        | 176.0  | 2992  | 0.2857          | 0.2992   | 0.5984        | 0.5984           | nan                 | 0.5984           | 0.0            | 0.5984      |
| 0.023         | 177.0  | 3009  | 0.3121          | 0.2833   | 0.5667        | 0.5667           | nan                 | 0.5667           | 0.0            | 0.5667      |
| 0.023         | 178.0  | 3026  | 0.2946          | 0.2924   | 0.5848        | 0.5848           | nan                 | 0.5848           | 0.0            | 0.5848      |
| 0.023         | 179.0  | 3043  | 0.3218          | 0.2661   | 0.5322        | 0.5322           | nan                 | 0.5322           | 0.0            | 0.5322      |
| 0.023         | 180.0  | 3060  | 0.2708          | 0.2962   | 0.5923        | 0.5923           | nan                 | 0.5923           | 0.0            | 0.5923      |
| 0.023         | 181.0  | 3077  | 0.2583          | 0.3168   | 0.6335        | 0.6335           | nan                 | 0.6335           | 0.0            | 0.6335      |
| 0.023         | 182.0  | 3094  | 0.2973          | 0.2877   | 0.5753        | 0.5753           | nan                 | 0.5753           | 0.0            | 0.5753      |
| 0.0219        | 183.0  | 3111  | 0.2475          | 0.3187   | 0.6375        | 0.6375           | nan                 | 0.6375           | 0.0            | 0.6375      |
| 0.0219        | 184.0  | 3128  | 0.3199          | 0.2603   | 0.5206        | 0.5206           | nan                 | 0.5206           | 0.0            | 0.5206      |
| 0.0219        | 185.0  | 3145  | 0.3216          | 0.2710   | 0.5421        | 0.5421           | nan                 | 0.5421           | 0.0            | 0.5421      |
| 0.0219        | 186.0  | 3162  | 0.2588          | 0.3185   | 0.6370        | 0.6370           | nan                 | 0.6370           | 0.0            | 0.6370      |
| 0.0219        | 187.0  | 3179  | 0.3004          | 0.2752   | 0.5504        | 0.5504           | nan                 | 0.5504           | 0.0            | 0.5504      |
| 0.0219        | 188.0  | 3196  | 0.3277          | 0.2858   | 0.5715        | 0.5715           | nan                 | 0.5715           | 0.0            | 0.5715      |
| 0.0202        | 189.0  | 3213  | 0.3171          | 0.2589   | 0.5177        | 0.5177           | nan                 | 0.5177           | 0.0            | 0.5177      |
| 0.0202        | 190.0  | 3230  | 0.3149          | 0.3120   | 0.6240        | 0.6240           | nan                 | 0.6240           | 0.0            | 0.6240      |
| 0.0202        | 191.0  | 3247  | 0.3082          | 0.2806   | 0.5613        | 0.5613           | nan                 | 0.5613           | 0.0            | 0.5613      |
| 0.0202        | 192.0  | 3264  | 0.2720          | 0.3069   | 0.6138        | 0.6138           | nan                 | 0.6138           | 0.0            | 0.6138      |
| 0.0202        | 193.0  | 3281  | 0.3200          | 0.2755   | 0.5510        | 0.5510           | nan                 | 0.5510           | 0.0            | 0.5510      |
| 0.0202        | 194.0  | 3298  | 0.3433          | 0.2613   | 0.5227        | 0.5227           | nan                 | 0.5227           | 0.0            | 0.5227      |
| 0.0237        | 195.0  | 3315  | 0.3030          | 0.2728   | 0.5457        | 0.5457           | nan                 | 0.5457           | 0.0            | 0.5457      |
| 0.0237        | 196.0  | 3332  | 0.2819          | 0.3170   | 0.6340        | 0.6340           | nan                 | 0.6340           | 0.0            | 0.6340      |
| 0.0237        | 197.0  | 3349  | 0.3183          | 0.2835   | 0.5669        | 0.5669           | nan                 | 0.5669           | 0.0            | 0.5669      |
| 0.0237        | 198.0  | 3366  | 0.3097          | 0.2933   | 0.5866        | 0.5866           | nan                 | 0.5866           | 0.0            | 0.5866      |
| 0.0237        | 199.0  | 3383  | 0.3036          | 0.2938   | 0.5875        | 0.5875           | nan                 | 0.5875           | 0.0            | 0.5875      |
| 0.0205        | 200.0  | 3400  | 0.2574          | 0.3236   | 0.6472        | 0.6472           | nan                 | 0.6472           | 0.0            | 0.6472      |
| 0.0205        | 201.0  | 3417  | 0.3599          | 0.2607   | 0.5214        | 0.5214           | nan                 | 0.5214           | 0.0            | 0.5214      |
| 0.0205        | 202.0  | 3434  | 0.2962          | 0.2975   | 0.5949        | 0.5949           | nan                 | 0.5949           | 0.0            | 0.5949      |
| 0.0205        | 203.0  | 3451  | 0.3501          | 0.2784   | 0.5569        | 0.5569           | nan                 | 0.5569           | 0.0            | 0.5569      |
| 0.0205        | 204.0  | 3468  | 0.3454          | 0.2505   | 0.5010        | 0.5010           | nan                 | 0.5010           | 0.0            | 0.5010      |
| 0.0205        | 205.0  | 3485  | 0.2727          | 0.3116   | 0.6231        | 0.6231           | nan                 | 0.6231           | 0.0            | 0.6231      |
| 0.0193        | 206.0  | 3502  | 0.2819          | 0.3079   | 0.6158        | 0.6158           | nan                 | 0.6158           | 0.0            | 0.6158      |
| 0.0193        | 207.0  | 3519  | 0.3562          | 0.2504   | 0.5008        | 0.5008           | nan                 | 0.5008           | 0.0            | 0.5008      |
| 0.0193        | 208.0  | 3536  | 0.3218          | 0.2848   | 0.5695        | 0.5695           | nan                 | 0.5695           | 0.0            | 0.5695      |
| 0.0193        | 209.0  | 3553  | 0.3169          | 0.2918   | 0.5837        | 0.5837           | nan                 | 0.5837           | 0.0            | 0.5837      |
| 0.0193        | 210.0  | 3570  | 0.3461          | 0.2552   | 0.5104        | 0.5104           | nan                 | 0.5104           | 0.0            | 0.5104      |
| 0.0193        | 211.0  | 3587  | 0.2890          | 0.3014   | 0.6028        | 0.6028           | nan                 | 0.6028           | 0.0            | 0.6028      |
| 0.0189        | 212.0  | 3604  | 0.3352          | 0.2722   | 0.5444        | 0.5444           | nan                 | 0.5444           | 0.0            | 0.5444      |
| 0.0189        | 213.0  | 3621  | 0.3063          | 0.2986   | 0.5972        | 0.5972           | nan                 | 0.5972           | 0.0            | 0.5972      |
| 0.0189        | 214.0  | 3638  | 0.2891          | 0.3274   | 0.6548        | 0.6548           | nan                 | 0.6548           | 0.0            | 0.6548      |
| 0.0189        | 215.0  | 3655  | 0.3136          | 0.2936   | 0.5873        | 0.5873           | nan                 | 0.5873           | 0.0            | 0.5873      |
| 0.0189        | 216.0  | 3672  | 0.2965          | 0.3023   | 0.6046        | 0.6046           | nan                 | 0.6046           | 0.0            | 0.6046      |
| 0.0189        | 217.0  | 3689  | 0.2980          | 0.2987   | 0.5975        | 0.5975           | nan                 | 0.5975           | 0.0            | 0.5975      |
| 0.0172        | 218.0  | 3706  | 0.3808          | 0.2472   | 0.4944        | 0.4944           | nan                 | 0.4944           | 0.0            | 0.4944      |
| 0.0172        | 219.0  | 3723  | 0.2865          | 0.3246   | 0.6492        | 0.6492           | nan                 | 0.6492           | 0.0            | 0.6492      |
| 0.0172        | 220.0  | 3740  | 0.3163          | 0.2957   | 0.5914        | 0.5914           | nan                 | 0.5914           | 0.0            | 0.5914      |
| 0.0172        | 221.0  | 3757  | 0.2988          | 0.3035   | 0.6071        | 0.6071           | nan                 | 0.6071           | 0.0            | 0.6071      |
| 0.0172        | 222.0  | 3774  | 0.3583          | 0.2603   | 0.5206        | 0.5206           | nan                 | 0.5206           | 0.0            | 0.5206      |
| 0.0172        | 223.0  | 3791  | 0.3014          | 0.3014   | 0.6027        | 0.6027           | nan                 | 0.6027           | 0.0            | 0.6027      |
| 0.0177        | 224.0  | 3808  | 0.3326          | 0.2789   | 0.5578        | 0.5578           | nan                 | 0.5578           | 0.0            | 0.5578      |
| 0.0177        | 225.0  | 3825  | 0.3320          | 0.2892   | 0.5785        | 0.5785           | nan                 | 0.5785           | 0.0            | 0.5785      |
| 0.0177        | 226.0  | 3842  | 0.3026          | 0.3162   | 0.6325        | 0.6325           | nan                 | 0.6325           | 0.0            | 0.6325      |
| 0.0177        | 227.0  | 3859  | 0.3152          | 0.2933   | 0.5867        | 0.5867           | nan                 | 0.5867           | 0.0            | 0.5867      |
| 0.0177        | 228.0  | 3876  | 0.3405          | 0.2700   | 0.5399        | 0.5399           | nan                 | 0.5399           | 0.0            | 0.5399      |
| 0.0177        | 229.0  | 3893  | 0.3267          | 0.2962   | 0.5924        | 0.5924           | nan                 | 0.5924           | 0.0            | 0.5924      |
| 0.0176        | 230.0  | 3910  | 0.2928          | 0.3337   | 0.6675        | 0.6675           | nan                 | 0.6675           | 0.0            | 0.6675      |
| 0.0176        | 231.0  | 3927  | 0.2953          | 0.3159   | 0.6318        | 0.6318           | nan                 | 0.6318           | 0.0            | 0.6318      |
| 0.0176        | 232.0  | 3944  | 0.3160          | 0.2893   | 0.5785        | 0.5785           | nan                 | 0.5785           | 0.0            | 0.5785      |
| 0.0176        | 233.0  | 3961  | 0.3832          | 0.2587   | 0.5174        | 0.5174           | nan                 | 0.5174           | 0.0            | 0.5174      |
| 0.0176        | 234.0  | 3978  | 0.3068          | 0.3039   | 0.6078        | 0.6078           | nan                 | 0.6078           | 0.0            | 0.6078      |
| 0.0176        | 235.0  | 3995  | 0.2875          | 0.3287   | 0.6575        | 0.6575           | nan                 | 0.6575           | 0.0            | 0.6575      |
| 0.0183        | 236.0  | 4012  | 0.3400          | 0.2744   | 0.5487        | 0.5487           | nan                 | 0.5487           | 0.0            | 0.5487      |
| 0.0183        | 237.0  | 4029  | 0.3610          | 0.2548   | 0.5096        | 0.5096           | nan                 | 0.5096           | 0.0            | 0.5096      |
| 0.0183        | 238.0  | 4046  | 0.3143          | 0.2795   | 0.5590        | 0.5590           | nan                 | 0.5590           | 0.0            | 0.5590      |
| 0.0183        | 239.0  | 4063  | 0.3445          | 0.2789   | 0.5578        | 0.5578           | nan                 | 0.5578           | 0.0            | 0.5578      |
| 0.0183        | 240.0  | 4080  | 0.3204          | 0.2886   | 0.5773        | 0.5773           | nan                 | 0.5773           | 0.0            | 0.5773      |
| 0.0183        | 241.0  | 4097  | 0.3391          | 0.2724   | 0.5448        | 0.5448           | nan                 | 0.5448           | 0.0            | 0.5448      |
| 0.0176        | 242.0  | 4114  | 0.2673          | 0.3249   | 0.6498        | 0.6498           | nan                 | 0.6498           | 0.0            | 0.6498      |
| 0.0176        | 243.0  | 4131  | 0.3581          | 0.2691   | 0.5381        | 0.5381           | nan                 | 0.5381           | 0.0            | 0.5381      |
| 0.0176        | 244.0  | 4148  | 0.2896          | 0.3244   | 0.6487        | 0.6487           | nan                 | 0.6487           | 0.0            | 0.6487      |
| 0.0176        | 245.0  | 4165  | 0.3103          | 0.3114   | 0.6228        | 0.6228           | nan                 | 0.6228           | 0.0            | 0.6228      |
| 0.0176        | 246.0  | 4182  | 0.3214          | 0.2851   | 0.5701        | 0.5701           | nan                 | 0.5701           | 0.0            | 0.5701      |
| 0.0176        | 247.0  | 4199  | 0.3394          | 0.2713   | 0.5426        | 0.5426           | nan                 | 0.5426           | 0.0            | 0.5426      |
| 0.0176        | 248.0  | 4216  | 0.2937          | 0.3104   | 0.6209        | 0.6209           | nan                 | 0.6209           | 0.0            | 0.6209      |
| 0.0176        | 249.0  | 4233  | 0.3031          | 0.2906   | 0.5811        | 0.5811           | nan                 | 0.5811           | 0.0            | 0.5811      |
| 0.0176        | 250.0  | 4250  | 0.3393          | 0.2733   | 0.5465        | 0.5465           | nan                 | 0.5465           | 0.0            | 0.5465      |
| 0.0176        | 251.0  | 4267  | 0.3367          | 0.2670   | 0.5339        | 0.5339           | nan                 | 0.5339           | 0.0            | 0.5339      |
| 0.0176        | 252.0  | 4284  | 0.3201          | 0.2960   | 0.5919        | 0.5919           | nan                 | 0.5919           | 0.0            | 0.5919      |
| 0.0165        | 253.0  | 4301  | 0.3096          | 0.3043   | 0.6087        | 0.6087           | nan                 | 0.6087           | 0.0            | 0.6087      |
| 0.0165        | 254.0  | 4318  | 0.3716          | 0.2687   | 0.5375        | 0.5375           | nan                 | 0.5375           | 0.0            | 0.5375      |
| 0.0165        | 255.0  | 4335  | 0.3400          | 0.2955   | 0.5910        | 0.5910           | nan                 | 0.5910           | 0.0            | 0.5910      |
| 0.0165        | 256.0  | 4352  | 0.3462          | 0.2935   | 0.5871        | 0.5871           | nan                 | 0.5871           | 0.0            | 0.5871      |
| 0.0165        | 257.0  | 4369  | 0.3156          | 0.3052   | 0.6105        | 0.6105           | nan                 | 0.6105           | 0.0            | 0.6105      |
| 0.0165        | 258.0  | 4386  | 0.3513          | 0.2909   | 0.5818        | 0.5818           | nan                 | 0.5818           | 0.0            | 0.5818      |
| 0.0176        | 259.0  | 4403  | 0.3405          | 0.2740   | 0.5479        | 0.5479           | nan                 | 0.5479           | 0.0            | 0.5479      |
| 0.0176        | 260.0  | 4420  | 0.3940          | 0.2478   | 0.4957        | 0.4957           | nan                 | 0.4957           | 0.0            | 0.4957      |
| 0.0176        | 261.0  | 4437  | 0.3228          | 0.3051   | 0.6103        | 0.6103           | nan                 | 0.6103           | 0.0            | 0.6103      |
| 0.0176        | 262.0  | 4454  | 0.3313          | 0.2954   | 0.5907        | 0.5907           | nan                 | 0.5907           | 0.0            | 0.5907      |
| 0.0176        | 263.0  | 4471  | 0.3177          | 0.3012   | 0.6025        | 0.6025           | nan                 | 0.6025           | 0.0            | 0.6025      |
| 0.0176        | 264.0  | 4488  | 0.3824          | 0.2735   | 0.5471        | 0.5471           | nan                 | 0.5471           | 0.0            | 0.5471      |
| 0.0159        | 265.0  | 4505  | 0.3360          | 0.2949   | 0.5898        | 0.5898           | nan                 | 0.5898           | 0.0            | 0.5898      |
| 0.0159        | 266.0  | 4522  | 0.3452          | 0.2923   | 0.5846        | 0.5846           | nan                 | 0.5846           | 0.0            | 0.5846      |
| 0.0159        | 267.0  | 4539  | 0.3172          | 0.3009   | 0.6019        | 0.6019           | nan                 | 0.6019           | 0.0            | 0.6019      |
| 0.0159        | 268.0  | 4556  | 0.3600          | 0.2714   | 0.5428        | 0.5428           | nan                 | 0.5428           | 0.0            | 0.5428      |
| 0.0159        | 269.0  | 4573  | 0.3350          | 0.2964   | 0.5928        | 0.5928           | nan                 | 0.5928           | 0.0            | 0.5928      |
| 0.0159        | 270.0  | 4590  | 0.3303          | 0.3055   | 0.6110        | 0.6110           | nan                 | 0.6110           | 0.0            | 0.6110      |
| 0.015         | 271.0  | 4607  | 0.3159          | 0.3038   | 0.6075        | 0.6075           | nan                 | 0.6075           | 0.0            | 0.6075      |
| 0.015         | 272.0  | 4624  | 0.3426          | 0.2952   | 0.5904        | 0.5904           | nan                 | 0.5904           | 0.0            | 0.5904      |
| 0.015         | 273.0  | 4641  | 0.3598          | 0.2912   | 0.5823        | 0.5823           | nan                 | 0.5823           | 0.0            | 0.5823      |
| 0.015         | 274.0  | 4658  | 0.3687          | 0.2806   | 0.5612        | 0.5612           | nan                 | 0.5612           | 0.0            | 0.5612      |
| 0.015         | 275.0  | 4675  | 0.3577          | 0.2775   | 0.5549        | 0.5549           | nan                 | 0.5549           | 0.0            | 0.5549      |
| 0.015         | 276.0  | 4692  | 0.3415          | 0.3010   | 0.6020        | 0.6020           | nan                 | 0.6020           | 0.0            | 0.6020      |
| 0.015         | 277.0  | 4709  | 0.3399          | 0.2908   | 0.5815        | 0.5815           | nan                 | 0.5815           | 0.0            | 0.5815      |
| 0.015         | 278.0  | 4726  | 0.3701          | 0.2750   | 0.5500        | 0.5500           | nan                 | 0.5500           | 0.0            | 0.5500      |
| 0.015         | 279.0  | 4743  | 0.3450          | 0.2918   | 0.5835        | 0.5835           | nan                 | 0.5835           | 0.0            | 0.5835      |
| 0.015         | 280.0  | 4760  | 0.3458          | 0.2988   | 0.5976        | 0.5976           | nan                 | 0.5976           | 0.0            | 0.5976      |
| 0.015         | 281.0  | 4777  | 0.2950          | 0.3359   | 0.6718        | 0.6718           | nan                 | 0.6718           | 0.0            | 0.6718      |
| 0.015         | 282.0  | 4794  | 0.3417          | 0.2909   | 0.5817        | 0.5817           | nan                 | 0.5817           | 0.0            | 0.5817      |
| 0.0177        | 283.0  | 4811  | 0.3767          | 0.2765   | 0.5530        | 0.5530           | nan                 | 0.5530           | 0.0            | 0.5530      |
| 0.0177        | 284.0  | 4828  | 0.3312          | 0.3076   | 0.6153        | 0.6153           | nan                 | 0.6153           | 0.0            | 0.6153      |
| 0.0177        | 285.0  | 4845  | 0.3705          | 0.2740   | 0.5480        | 0.5480           | nan                 | 0.5480           | 0.0            | 0.5480      |
| 0.0177        | 286.0  | 4862  | 0.3555          | 0.2927   | 0.5853        | 0.5853           | nan                 | 0.5853           | 0.0            | 0.5853      |
| 0.0177        | 287.0  | 4879  | 0.2890          | 0.3176   | 0.6351        | 0.6351           | nan                 | 0.6351           | 0.0            | 0.6351      |
| 0.0177        | 288.0  | 4896  | 0.3108          | 0.3086   | 0.6171        | 0.6171           | nan                 | 0.6171           | 0.0            | 0.6171      |
| 0.0141        | 289.0  | 4913  | 0.3178          | 0.3024   | 0.6049        | 0.6049           | nan                 | 0.6049           | 0.0            | 0.6049      |
| 0.0141        | 290.0  | 4930  | 0.3496          | 0.2756   | 0.5513        | 0.5513           | nan                 | 0.5513           | 0.0            | 0.5513      |
| 0.0141        | 291.0  | 4947  | 0.3050          | 0.3160   | 0.6319        | 0.6319           | nan                 | 0.6319           | 0.0            | 0.6319      |
| 0.0141        | 292.0  | 4964  | 0.3678          | 0.2767   | 0.5534        | 0.5534           | nan                 | 0.5534           | 0.0            | 0.5534      |
| 0.0141        | 293.0  | 4981  | 0.3403          | 0.3096   | 0.6191        | 0.6191           | nan                 | 0.6191           | 0.0            | 0.6191      |
| 0.0141        | 294.0  | 4998  | 0.3362          | 0.2952   | 0.5904        | 0.5904           | nan                 | 0.5904           | 0.0            | 0.5904      |
| 0.0137        | 295.0  | 5015  | 0.3655          | 0.2832   | 0.5664        | 0.5664           | nan                 | 0.5664           | 0.0            | 0.5664      |
| 0.0137        | 296.0  | 5032  | 0.3423          | 0.2967   | 0.5935        | 0.5935           | nan                 | 0.5935           | 0.0            | 0.5935      |
| 0.0137        | 297.0  | 5049  | 0.3575          | 0.2761   | 0.5523        | 0.5523           | nan                 | 0.5523           | 0.0            | 0.5523      |
| 0.0137        | 298.0  | 5066  | 0.3543          | 0.2991   | 0.5982        | 0.5982           | nan                 | 0.5982           | 0.0            | 0.5982      |
| 0.0137        | 299.0  | 5083  | 0.3959          | 0.2557   | 0.5114        | 0.5114           | nan                 | 0.5114           | 0.0            | 0.5114      |
| 0.0134        | 300.0  | 5100  | 0.3686          | 0.2771   | 0.5543        | 0.5543           | nan                 | 0.5543           | 0.0            | 0.5543      |
| 0.0134        | 301.0  | 5117  | 0.3616          | 0.2870   | 0.5740        | 0.5740           | nan                 | 0.5740           | 0.0            | 0.5740      |
| 0.0134        | 302.0  | 5134  | 0.3575          | 0.3045   | 0.6090        | 0.6090           | nan                 | 0.6090           | 0.0            | 0.6090      |
| 0.0134        | 303.0  | 5151  | 0.4048          | 0.2654   | 0.5308        | 0.5308           | nan                 | 0.5308           | 0.0            | 0.5308      |
| 0.0134        | 304.0  | 5168  | 0.3203          | 0.3055   | 0.6111        | 0.6111           | nan                 | 0.6111           | 0.0            | 0.6111      |
| 0.0134        | 305.0  | 5185  | 0.3840          | 0.2958   | 0.5916        | 0.5916           | nan                 | 0.5916           | 0.0            | 0.5916      |
| 0.0149        | 306.0  | 5202  | 0.3473          | 0.3099   | 0.6198        | 0.6198           | nan                 | 0.6198           | 0.0            | 0.6198      |
| 0.0149        | 307.0  | 5219  | 0.3686          | 0.2898   | 0.5796        | 0.5796           | nan                 | 0.5796           | 0.0            | 0.5796      |
| 0.0149        | 308.0  | 5236  | 0.3559          | 0.3002   | 0.6003        | 0.6003           | nan                 | 0.6003           | 0.0            | 0.6003      |
| 0.0149        | 309.0  | 5253  | 0.3551          | 0.2998   | 0.5996        | 0.5996           | nan                 | 0.5996           | 0.0            | 0.5996      |
| 0.0149        | 310.0  | 5270  | 0.3639          | 0.3031   | 0.6061        | 0.6061           | nan                 | 0.6061           | 0.0            | 0.6061      |
| 0.0149        | 311.0  | 5287  | 0.3499          | 0.3016   | 0.6032        | 0.6032           | nan                 | 0.6032           | 0.0            | 0.6032      |
| 0.013         | 312.0  | 5304  | 0.3516          | 0.3023   | 0.6047        | 0.6047           | nan                 | 0.6047           | 0.0            | 0.6047      |
| 0.013         | 313.0  | 5321  | 0.3578          | 0.3069   | 0.6137        | 0.6137           | nan                 | 0.6137           | 0.0            | 0.6137      |
| 0.013         | 314.0  | 5338  | 0.3605          | 0.2896   | 0.5793        | 0.5793           | nan                 | 0.5793           | 0.0            | 0.5793      |
| 0.013         | 315.0  | 5355  | 0.3435          | 0.3082   | 0.6163        | 0.6163           | nan                 | 0.6163           | 0.0            | 0.6163      |
| 0.013         | 316.0  | 5372  | 0.3669          | 0.2863   | 0.5727        | 0.5727           | nan                 | 0.5727           | 0.0            | 0.5727      |
| 0.013         | 317.0  | 5389  | 0.3849          | 0.2894   | 0.5789        | 0.5789           | nan                 | 0.5789           | 0.0            | 0.5789      |
| 0.0127        | 318.0  | 5406  | 0.3881          | 0.2824   | 0.5648        | 0.5648           | nan                 | 0.5648           | 0.0            | 0.5648      |
| 0.0127        | 319.0  | 5423  | 0.4092          | 0.2698   | 0.5396        | 0.5396           | nan                 | 0.5396           | 0.0            | 0.5396      |
| 0.0127        | 320.0  | 5440  | 0.3684          | 0.2866   | 0.5731        | 0.5731           | nan                 | 0.5731           | 0.0            | 0.5731      |
| 0.0127        | 321.0  | 5457  | 0.4034          | 0.2695   | 0.5391        | 0.5391           | nan                 | 0.5391           | 0.0            | 0.5391      |
| 0.0127        | 322.0  | 5474  | 0.3403          | 0.2960   | 0.5920        | 0.5920           | nan                 | 0.5920           | 0.0            | 0.5920      |
| 0.0127        | 323.0  | 5491  | 0.3584          | 0.3027   | 0.6054        | 0.6054           | nan                 | 0.6054           | 0.0            | 0.6054      |
| 0.013         | 324.0  | 5508  | 0.3437          | 0.2961   | 0.5921        | 0.5921           | nan                 | 0.5921           | 0.0            | 0.5921      |
| 0.013         | 325.0  | 5525  | 0.3828          | 0.2776   | 0.5553        | 0.5553           | nan                 | 0.5553           | 0.0            | 0.5553      |
| 0.013         | 326.0  | 5542  | 0.3391          | 0.3048   | 0.6096        | 0.6096           | nan                 | 0.6096           | 0.0            | 0.6096      |
| 0.013         | 327.0  | 5559  | 0.3471          | 0.3090   | 0.6181        | 0.6181           | nan                 | 0.6181           | 0.0            | 0.6181      |
| 0.013         | 328.0  | 5576  | 0.3542          | 0.3043   | 0.6086        | 0.6086           | nan                 | 0.6086           | 0.0            | 0.6086      |
| 0.013         | 329.0  | 5593  | 0.3437          | 0.3135   | 0.6271        | 0.6271           | nan                 | 0.6271           | 0.0            | 0.6271      |
| 0.0132        | 330.0  | 5610  | 0.3819          | 0.2882   | 0.5763        | 0.5763           | nan                 | 0.5763           | 0.0            | 0.5763      |
| 0.0132        | 331.0  | 5627  | 0.3618          | 0.2909   | 0.5818        | 0.5818           | nan                 | 0.5818           | 0.0            | 0.5818      |
| 0.0132        | 332.0  | 5644  | 0.3527          | 0.3005   | 0.6011        | 0.6011           | nan                 | 0.6011           | 0.0            | 0.6011      |
| 0.0132        | 333.0  | 5661  | 0.3699          | 0.3012   | 0.6023        | 0.6023           | nan                 | 0.6023           | 0.0            | 0.6023      |
| 0.0132        | 334.0  | 5678  | 0.3810          | 0.2864   | 0.5728        | 0.5728           | nan                 | 0.5728           | 0.0            | 0.5728      |
| 0.0132        | 335.0  | 5695  | 0.3724          | 0.2967   | 0.5934        | 0.5934           | nan                 | 0.5934           | 0.0            | 0.5934      |
| 0.0119        | 336.0  | 5712  | 0.3927          | 0.2764   | 0.5528        | 0.5528           | nan                 | 0.5528           | 0.0            | 0.5528      |
| 0.0119        | 337.0  | 5729  | 0.3961          | 0.2872   | 0.5743        | 0.5743           | nan                 | 0.5743           | 0.0            | 0.5743      |
| 0.0119        | 338.0  | 5746  | 0.4118          | 0.2622   | 0.5244        | 0.5244           | nan                 | 0.5244           | 0.0            | 0.5244      |
| 0.0119        | 339.0  | 5763  | 0.3707          | 0.3027   | 0.6054        | 0.6054           | nan                 | 0.6054           | 0.0            | 0.6054      |
| 0.0119        | 340.0  | 5780  | 0.4401          | 0.2636   | 0.5273        | 0.5273           | nan                 | 0.5273           | 0.0            | 0.5273      |
| 0.0119        | 341.0  | 5797  | 0.4054          | 0.2786   | 0.5573        | 0.5573           | nan                 | 0.5573           | 0.0            | 0.5573      |
| 0.0121        | 342.0  | 5814  | 0.3708          | 0.2966   | 0.5932        | 0.5932           | nan                 | 0.5932           | 0.0            | 0.5932      |
| 0.0121        | 343.0  | 5831  | 0.3484          | 0.3136   | 0.6272        | 0.6272           | nan                 | 0.6272           | 0.0            | 0.6272      |
| 0.0121        | 344.0  | 5848  | 0.4617          | 0.2425   | 0.4850        | 0.4850           | nan                 | 0.4850           | 0.0            | 0.4850      |
| 0.0121        | 345.0  | 5865  | 0.3462          | 0.3117   | 0.6234        | 0.6234           | nan                 | 0.6234           | 0.0            | 0.6234      |
| 0.0121        | 346.0  | 5882  | 0.4022          | 0.2726   | 0.5452        | 0.5452           | nan                 | 0.5452           | 0.0            | 0.5452      |
| 0.0121        | 347.0  | 5899  | 0.3907          | 0.2866   | 0.5732        | 0.5732           | nan                 | 0.5732           | 0.0            | 0.5732      |
| 0.0126        | 348.0  | 5916  | 0.3738          | 0.3015   | 0.6029        | 0.6029           | nan                 | 0.6029           | 0.0            | 0.6029      |
| 0.0126        | 349.0  | 5933  | 0.3815          | 0.2915   | 0.5830        | 0.5830           | nan                 | 0.5830           | 0.0            | 0.5830      |
| 0.0126        | 350.0  | 5950  | 0.3698          | 0.2972   | 0.5944        | 0.5944           | nan                 | 0.5944           | 0.0            | 0.5944      |
| 0.0126        | 351.0  | 5967  | 0.3967          | 0.2870   | 0.5740        | 0.5740           | nan                 | 0.5740           | 0.0            | 0.5740      |
| 0.0126        | 352.0  | 5984  | 0.3529          | 0.3153   | 0.6306        | 0.6306           | nan                 | 0.6306           | 0.0            | 0.6306      |
| 0.0126        | 353.0  | 6001  | 0.3957          | 0.2905   | 0.5810        | 0.5810           | nan                 | 0.5810           | 0.0            | 0.5810      |
| 0.0126        | 354.0  | 6018  | 0.3360          | 0.3171   | 0.6341        | 0.6341           | nan                 | 0.6341           | 0.0            | 0.6341      |
| 0.0126        | 355.0  | 6035  | 0.4099          | 0.2797   | 0.5593        | 0.5593           | nan                 | 0.5593           | 0.0            | 0.5593      |
| 0.0126        | 356.0  | 6052  | 0.4151          | 0.2711   | 0.5421        | 0.5421           | nan                 | 0.5421           | 0.0            | 0.5421      |
| 0.0126        | 357.0  | 6069  | 0.3506          | 0.3159   | 0.6317        | 0.6317           | nan                 | 0.6317           | 0.0            | 0.6317      |
| 0.0126        | 358.0  | 6086  | 0.3742          | 0.2985   | 0.5969        | 0.5969           | nan                 | 0.5969           | 0.0            | 0.5969      |
| 0.0134        | 359.0  | 6103  | 0.3900          | 0.2913   | 0.5826        | 0.5826           | nan                 | 0.5826           | 0.0            | 0.5826      |
| 0.0134        | 360.0  | 6120  | 0.3736          | 0.3033   | 0.6066        | 0.6066           | nan                 | 0.6066           | 0.0            | 0.6066      |
| 0.0134        | 361.0  | 6137  | 0.3695          | 0.3157   | 0.6315        | 0.6315           | nan                 | 0.6315           | 0.0            | 0.6315      |
| 0.0134        | 362.0  | 6154  | 0.3773          | 0.2943   | 0.5886        | 0.5886           | nan                 | 0.5886           | 0.0            | 0.5886      |
| 0.0134        | 363.0  | 6171  | 0.3692          | 0.3104   | 0.6207        | 0.6207           | nan                 | 0.6207           | 0.0            | 0.6207      |
| 0.0134        | 364.0  | 6188  | 0.3700          | 0.3126   | 0.6253        | 0.6253           | nan                 | 0.6253           | 0.0            | 0.6253      |
| 0.0117        | 365.0  | 6205  | 0.3609          | 0.3122   | 0.6243        | 0.6243           | nan                 | 0.6243           | 0.0            | 0.6243      |
| 0.0117        | 366.0  | 6222  | 0.3590          | 0.3186   | 0.6372        | 0.6372           | nan                 | 0.6372           | 0.0            | 0.6372      |
| 0.0117        | 367.0  | 6239  | 0.3464          | 0.3221   | 0.6442        | 0.6442           | nan                 | 0.6442           | 0.0            | 0.6442      |
| 0.0117        | 368.0  | 6256  | 0.3958          | 0.2918   | 0.5836        | 0.5836           | nan                 | 0.5836           | 0.0            | 0.5836      |
| 0.0117        | 369.0  | 6273  | 0.3808          | 0.3016   | 0.6033        | 0.6033           | nan                 | 0.6033           | 0.0            | 0.6033      |
| 0.0117        | 370.0  | 6290  | 0.3834          | 0.2957   | 0.5914        | 0.5914           | nan                 | 0.5914           | 0.0            | 0.5914      |
| 0.0114        | 371.0  | 6307  | 0.3721          | 0.3046   | 0.6092        | 0.6092           | nan                 | 0.6092           | 0.0            | 0.6092      |
| 0.0114        | 372.0  | 6324  | 0.3786          | 0.3175   | 0.6350        | 0.6350           | nan                 | 0.6350           | 0.0            | 0.6350      |
| 0.0114        | 373.0  | 6341  | 0.3807          | 0.2941   | 0.5882        | 0.5882           | nan                 | 0.5882           | 0.0            | 0.5882      |
| 0.0114        | 374.0  | 6358  | 0.3935          | 0.3061   | 0.6123        | 0.6123           | nan                 | 0.6123           | 0.0            | 0.6123      |
| 0.0114        | 375.0  | 6375  | 0.3702          | 0.3025   | 0.6049        | 0.6049           | nan                 | 0.6049           | 0.0            | 0.6049      |
| 0.0114        | 376.0  | 6392  | 0.3514          | 0.3190   | 0.6380        | 0.6380           | nan                 | 0.6380           | 0.0            | 0.6380      |
| 0.012         | 377.0  | 6409  | 0.3828          | 0.3028   | 0.6056        | 0.6056           | nan                 | 0.6056           | 0.0            | 0.6056      |
| 0.012         | 378.0  | 6426  | 0.3852          | 0.2957   | 0.5915        | 0.5915           | nan                 | 0.5915           | 0.0            | 0.5915      |
| 0.012         | 379.0  | 6443  | 0.3942          | 0.3131   | 0.6262        | 0.6262           | nan                 | 0.6262           | 0.0            | 0.6262      |
| 0.012         | 380.0  | 6460  | 0.3838          | 0.2971   | 0.5943        | 0.5943           | nan                 | 0.5943           | 0.0            | 0.5943      |
| 0.012         | 381.0  | 6477  | 0.3799          | 0.2971   | 0.5943        | 0.5943           | nan                 | 0.5943           | 0.0            | 0.5943      |
| 0.012         | 382.0  | 6494  | 0.3492          | 0.3258   | 0.6516        | 0.6516           | nan                 | 0.6516           | 0.0            | 0.6516      |
| 0.0137        | 383.0  | 6511  | 0.4109          | 0.2858   | 0.5715        | 0.5715           | nan                 | 0.5715           | 0.0            | 0.5715      |
| 0.0137        | 384.0  | 6528  | 0.3701          | 0.3131   | 0.6261        | 0.6261           | nan                 | 0.6261           | 0.0            | 0.6261      |
| 0.0137        | 385.0  | 6545  | 0.3942          | 0.3056   | 0.6112        | 0.6112           | nan                 | 0.6112           | 0.0            | 0.6112      |
| 0.0137        | 386.0  | 6562  | 0.3748          | 0.3113   | 0.6227        | 0.6227           | nan                 | 0.6227           | 0.0            | 0.6227      |
| 0.0137        | 387.0  | 6579  | 0.3961          | 0.2857   | 0.5713        | 0.5713           | nan                 | 0.5713           | 0.0            | 0.5713      |
| 0.0137        | 388.0  | 6596  | 0.3775          | 0.3060   | 0.6120        | 0.6120           | nan                 | 0.6120           | 0.0            | 0.6120      |
| 0.013         | 389.0  | 6613  | 0.3553          | 0.3196   | 0.6392        | 0.6392           | nan                 | 0.6392           | 0.0            | 0.6392      |
| 0.013         | 390.0  | 6630  | 0.4183          | 0.2746   | 0.5493        | 0.5493           | nan                 | 0.5493           | 0.0            | 0.5493      |
| 0.013         | 391.0  | 6647  | 0.4013          | 0.2962   | 0.5923        | 0.5923           | nan                 | 0.5923           | 0.0            | 0.5923      |
| 0.013         | 392.0  | 6664  | 0.4183          | 0.2864   | 0.5729        | 0.5729           | nan                 | 0.5729           | 0.0            | 0.5729      |
| 0.013         | 393.0  | 6681  | 0.4034          | 0.2889   | 0.5777        | 0.5777           | nan                 | 0.5777           | 0.0            | 0.5777      |
| 0.013         | 394.0  | 6698  | 0.4180          | 0.2766   | 0.5531        | 0.5531           | nan                 | 0.5531           | 0.0            | 0.5531      |
| 0.0114        | 395.0  | 6715  | 0.4006          | 0.2946   | 0.5893        | 0.5893           | nan                 | 0.5893           | 0.0            | 0.5893      |
| 0.0114        | 396.0  | 6732  | 0.3759          | 0.3092   | 0.6184        | 0.6184           | nan                 | 0.6184           | 0.0            | 0.6184      |
| 0.0114        | 397.0  | 6749  | 0.4370          | 0.2754   | 0.5508        | 0.5508           | nan                 | 0.5508           | 0.0            | 0.5508      |
| 0.0114        | 398.0  | 6766  | 0.3669          | 0.3088   | 0.6176        | 0.6176           | nan                 | 0.6176           | 0.0            | 0.6176      |
| 0.0114        | 399.0  | 6783  | 0.4105          | 0.2878   | 0.5755        | 0.5755           | nan                 | 0.5755           | 0.0            | 0.5755      |
| 0.0125        | 400.0  | 6800  | 0.3808          | 0.3061   | 0.6121        | 0.6121           | nan                 | 0.6121           | 0.0            | 0.6121      |
| 0.0125        | 401.0  | 6817  | 0.3680          | 0.3080   | 0.6160        | 0.6160           | nan                 | 0.6160           | 0.0            | 0.6160      |
| 0.0125        | 402.0  | 6834  | 0.4110          | 0.2948   | 0.5896        | 0.5896           | nan                 | 0.5896           | 0.0            | 0.5896      |
| 0.0125        | 403.0  | 6851  | 0.3865          | 0.3077   | 0.6153        | 0.6153           | nan                 | 0.6153           | 0.0            | 0.6153      |
| 0.0125        | 404.0  | 6868  | 0.3828          | 0.3065   | 0.6130        | 0.6130           | nan                 | 0.6130           | 0.0            | 0.6130      |
| 0.0125        | 405.0  | 6885  | 0.3869          | 0.3053   | 0.6105        | 0.6105           | nan                 | 0.6105           | 0.0            | 0.6105      |
| 0.0117        | 406.0  | 6902  | 0.4107          | 0.2783   | 0.5565        | 0.5565           | nan                 | 0.5565           | 0.0            | 0.5565      |
| 0.0117        | 407.0  | 6919  | 0.4052          | 0.2900   | 0.5800        | 0.5800           | nan                 | 0.5800           | 0.0            | 0.5800      |
| 0.0117        | 408.0  | 6936  | 0.4042          | 0.2892   | 0.5784        | 0.5784           | nan                 | 0.5784           | 0.0            | 0.5784      |
| 0.0117        | 409.0  | 6953  | 0.4005          | 0.2936   | 0.5871        | 0.5871           | nan                 | 0.5871           | 0.0            | 0.5871      |
| 0.0117        | 410.0  | 6970  | 0.3994          | 0.2975   | 0.5949        | 0.5949           | nan                 | 0.5949           | 0.0            | 0.5949      |
| 0.0117        | 411.0  | 6987  | 0.3861          | 0.3029   | 0.6057        | 0.6057           | nan                 | 0.6057           | 0.0            | 0.6057      |
| 0.011         | 412.0  | 7004  | 0.4277          | 0.2810   | 0.5619        | 0.5619           | nan                 | 0.5619           | 0.0            | 0.5619      |
| 0.011         | 413.0  | 7021  | 0.3776          | 0.3246   | 0.6492        | 0.6492           | nan                 | 0.6492           | 0.0            | 0.6492      |
| 0.011         | 414.0  | 7038  | 0.4270          | 0.2907   | 0.5814        | 0.5814           | nan                 | 0.5814           | 0.0            | 0.5814      |
| 0.011         | 415.0  | 7055  | 0.3845          | 0.3086   | 0.6172        | 0.6172           | nan                 | 0.6172           | 0.0            | 0.6172      |
| 0.011         | 416.0  | 7072  | 0.4029          | 0.2980   | 0.5960        | 0.5960           | nan                 | 0.5960           | 0.0            | 0.5960      |
| 0.011         | 417.0  | 7089  | 0.4041          | 0.2979   | 0.5958        | 0.5958           | nan                 | 0.5958           | 0.0            | 0.5958      |
| 0.0111        | 418.0  | 7106  | 0.3687          | 0.3175   | 0.6350        | 0.6350           | nan                 | 0.6350           | 0.0            | 0.6350      |
| 0.0111        | 419.0  | 7123  | 0.4329          | 0.2840   | 0.5680        | 0.5680           | nan                 | 0.5680           | 0.0            | 0.5680      |
| 0.0111        | 420.0  | 7140  | 0.3608          | 0.3251   | 0.6503        | 0.6503           | nan                 | 0.6503           | 0.0            | 0.6503      |
| 0.0111        | 421.0  | 7157  | 0.3662          | 0.3171   | 0.6343        | 0.6343           | nan                 | 0.6343           | 0.0            | 0.6343      |
| 0.0111        | 422.0  | 7174  | 0.3927          | 0.3113   | 0.6226        | 0.6226           | nan                 | 0.6226           | 0.0            | 0.6226      |
| 0.0111        | 423.0  | 7191  | 0.3859          | 0.3161   | 0.6322        | 0.6322           | nan                 | 0.6322           | 0.0            | 0.6322      |
| 0.0114        | 424.0  | 7208  | 0.4033          | 0.2949   | 0.5898        | 0.5898           | nan                 | 0.5898           | 0.0            | 0.5898      |
| 0.0114        | 425.0  | 7225  | 0.3905          | 0.3066   | 0.6132        | 0.6132           | nan                 | 0.6132           | 0.0            | 0.6132      |
| 0.0114        | 426.0  | 7242  | 0.4054          | 0.3013   | 0.6026        | 0.6026           | nan                 | 0.6026           | 0.0            | 0.6026      |
| 0.0114        | 427.0  | 7259  | 0.3976          | 0.2998   | 0.5995        | 0.5995           | nan                 | 0.5995           | 0.0            | 0.5995      |
| 0.0114        | 428.0  | 7276  | 0.4032          | 0.2969   | 0.5938        | 0.5938           | nan                 | 0.5938           | 0.0            | 0.5938      |
| 0.0114        | 429.0  | 7293  | 0.3856          | 0.3159   | 0.6317        | 0.6317           | nan                 | 0.6317           | 0.0            | 0.6317      |
| 0.0107        | 430.0  | 7310  | 0.4234          | 0.2856   | 0.5712        | 0.5712           | nan                 | 0.5712           | 0.0            | 0.5712      |
| 0.0107        | 431.0  | 7327  | 0.3784          | 0.3183   | 0.6365        | 0.6365           | nan                 | 0.6365           | 0.0            | 0.6365      |
| 0.0107        | 432.0  | 7344  | 0.4185          | 0.2906   | 0.5812        | 0.5812           | nan                 | 0.5812           | 0.0            | 0.5812      |
| 0.0107        | 433.0  | 7361  | 0.4295          | 0.2887   | 0.5773        | 0.5773           | nan                 | 0.5773           | 0.0            | 0.5773      |
| 0.0107        | 434.0  | 7378  | 0.3991          | 0.3034   | 0.6068        | 0.6068           | nan                 | 0.6068           | 0.0            | 0.6068      |
| 0.0107        | 435.0  | 7395  | 0.3924          | 0.3143   | 0.6285        | 0.6285           | nan                 | 0.6285           | 0.0            | 0.6285      |
| 0.0104        | 436.0  | 7412  | 0.4117          | 0.3069   | 0.6138        | 0.6138           | nan                 | 0.6138           | 0.0            | 0.6138      |
| 0.0104        | 437.0  | 7429  | 0.3965          | 0.3102   | 0.6203        | 0.6203           | nan                 | 0.6203           | 0.0            | 0.6203      |
| 0.0104        | 438.0  | 7446  | 0.4059          | 0.3076   | 0.6153        | 0.6153           | nan                 | 0.6153           | 0.0            | 0.6153      |
| 0.0104        | 439.0  | 7463  | 0.4026          | 0.3072   | 0.6144        | 0.6144           | nan                 | 0.6144           | 0.0            | 0.6144      |
| 0.0104        | 440.0  | 7480  | 0.3962          | 0.3115   | 0.6229        | 0.6229           | nan                 | 0.6229           | 0.0            | 0.6229      |
| 0.0104        | 441.0  | 7497  | 0.3985          | 0.3039   | 0.6077        | 0.6077           | nan                 | 0.6077           | 0.0            | 0.6077      |
| 0.0108        | 442.0  | 7514  | 0.3926          | 0.3166   | 0.6332        | 0.6332           | nan                 | 0.6332           | 0.0            | 0.6332      |
| 0.0108        | 443.0  | 7531  | 0.3894          | 0.3161   | 0.6323        | 0.6323           | nan                 | 0.6323           | 0.0            | 0.6323      |
| 0.0108        | 444.0  | 7548  | 0.4121          | 0.3083   | 0.6166        | 0.6166           | nan                 | 0.6166           | 0.0            | 0.6166      |
| 0.0108        | 445.0  | 7565  | 0.4097          | 0.3075   | 0.6150        | 0.6150           | nan                 | 0.6150           | 0.0            | 0.6150      |
| 0.0108        | 446.0  | 7582  | 0.4162          | 0.3075   | 0.6150        | 0.6150           | nan                 | 0.6150           | 0.0            | 0.6150      |
| 0.0108        | 447.0  | 7599  | 0.4119          | 0.3048   | 0.6097        | 0.6097           | nan                 | 0.6097           | 0.0            | 0.6097      |
| 0.0108        | 448.0  | 7616  | 0.4082          | 0.3072   | 0.6144        | 0.6144           | nan                 | 0.6144           | 0.0            | 0.6144      |
| 0.0108        | 449.0  | 7633  | 0.3888          | 0.3153   | 0.6307        | 0.6307           | nan                 | 0.6307           | 0.0            | 0.6307      |
| 0.0108        | 450.0  | 7650  | 0.3877          | 0.3159   | 0.6318        | 0.6318           | nan                 | 0.6318           | 0.0            | 0.6318      |
| 0.0108        | 451.0  | 7667  | 0.3793          | 0.3185   | 0.6370        | 0.6370           | nan                 | 0.6370           | 0.0            | 0.6370      |
| 0.0108        | 452.0  | 7684  | 0.4008          | 0.3073   | 0.6146        | 0.6146           | nan                 | 0.6146           | 0.0            | 0.6146      |
| 0.0107        | 453.0  | 7701  | 0.4087          | 0.3082   | 0.6163        | 0.6163           | nan                 | 0.6163           | 0.0            | 0.6163      |
| 0.0107        | 454.0  | 7718  | 0.3860          | 0.3167   | 0.6334        | 0.6334           | nan                 | 0.6334           | 0.0            | 0.6334      |
| 0.0107        | 455.0  | 7735  | 0.3681          | 0.3211   | 0.6422        | 0.6422           | nan                 | 0.6422           | 0.0            | 0.6422      |
| 0.0107        | 456.0  | 7752  | 0.4282          | 0.2851   | 0.5701        | 0.5701           | nan                 | 0.5701           | 0.0            | 0.5701      |
| 0.0107        | 457.0  | 7769  | 0.4037          | 0.3032   | 0.6063        | 0.6063           | nan                 | 0.6063           | 0.0            | 0.6063      |
| 0.0107        | 458.0  | 7786  | 0.4016          | 0.3133   | 0.6266        | 0.6266           | nan                 | 0.6266           | 0.0            | 0.6266      |
| 0.0101        | 459.0  | 7803  | 0.4082          | 0.3082   | 0.6164        | 0.6164           | nan                 | 0.6164           | 0.0            | 0.6164      |
| 0.0101        | 460.0  | 7820  | 0.3902          | 0.3100   | 0.6199        | 0.6199           | nan                 | 0.6199           | 0.0            | 0.6199      |
| 0.0101        | 461.0  | 7837  | 0.4145          | 0.3007   | 0.6014        | 0.6014           | nan                 | 0.6014           | 0.0            | 0.6014      |
| 0.0101        | 462.0  | 7854  | 0.4340          | 0.2965   | 0.5930        | 0.5930           | nan                 | 0.5930           | 0.0            | 0.5930      |
| 0.0101        | 463.0  | 7871  | 0.4007          | 0.3137   | 0.6274        | 0.6274           | nan                 | 0.6274           | 0.0            | 0.6274      |
| 0.0101        | 464.0  | 7888  | 0.4244          | 0.3032   | 0.6064        | 0.6064           | nan                 | 0.6064           | 0.0            | 0.6064      |
| 0.0097        | 465.0  | 7905  | 0.4109          | 0.3110   | 0.6220        | 0.6220           | nan                 | 0.6220           | 0.0            | 0.6220      |
| 0.0097        | 466.0  | 7922  | 0.4293          | 0.2954   | 0.5908        | 0.5908           | nan                 | 0.5908           | 0.0            | 0.5908      |
| 0.0097        | 467.0  | 7939  | 0.3987          | 0.3122   | 0.6245        | 0.6245           | nan                 | 0.6245           | 0.0            | 0.6245      |
| 0.0097        | 468.0  | 7956  | 0.4166          | 0.3052   | 0.6104        | 0.6104           | nan                 | 0.6104           | 0.0            | 0.6104      |
| 0.0097        | 469.0  | 7973  | 0.3970          | 0.3126   | 0.6252        | 0.6252           | nan                 | 0.6252           | 0.0            | 0.6252      |
| 0.0097        | 470.0  | 7990  | 0.4261          | 0.3053   | 0.6107        | 0.6107           | nan                 | 0.6107           | 0.0            | 0.6107      |
| 0.0097        | 471.0  | 8007  | 0.4088          | 0.3096   | 0.6192        | 0.6192           | nan                 | 0.6192           | 0.0            | 0.6192      |
| 0.0097        | 472.0  | 8024  | 0.4416          | 0.2973   | 0.5947        | 0.5947           | nan                 | 0.5947           | 0.0            | 0.5947      |
| 0.0097        | 473.0  | 8041  | 0.4242          | 0.3044   | 0.6087        | 0.6087           | nan                 | 0.6087           | 0.0            | 0.6087      |
| 0.0097        | 474.0  | 8058  | 0.4208          | 0.3052   | 0.6105        | 0.6105           | nan                 | 0.6105           | 0.0            | 0.6105      |
| 0.0097        | 475.0  | 8075  | 0.4447          | 0.2909   | 0.5818        | 0.5818           | nan                 | 0.5818           | 0.0            | 0.5818      |
| 0.0097        | 476.0  | 8092  | 0.4183          | 0.3048   | 0.6096        | 0.6096           | nan                 | 0.6096           | 0.0            | 0.6096      |
| 0.0111        | 477.0  | 8109  | 0.4212          | 0.3041   | 0.6083        | 0.6083           | nan                 | 0.6083           | 0.0            | 0.6083      |
| 0.0111        | 478.0  | 8126  | 0.4192          | 0.3073   | 0.6146        | 0.6146           | nan                 | 0.6146           | 0.0            | 0.6146      |
| 0.0111        | 479.0  | 8143  | 0.4171          | 0.3075   | 0.6151        | 0.6151           | nan                 | 0.6151           | 0.0            | 0.6151      |
| 0.0111        | 480.0  | 8160  | 0.4600          | 0.2892   | 0.5784        | 0.5784           | nan                 | 0.5784           | 0.0            | 0.5784      |
| 0.0111        | 481.0  | 8177  | 0.4066          | 0.3174   | 0.6349        | 0.6349           | nan                 | 0.6349           | 0.0            | 0.6349      |
| 0.0111        | 482.0  | 8194  | 0.4315          | 0.2964   | 0.5928        | 0.5928           | nan                 | 0.5928           | 0.0            | 0.5928      |
| 0.0099        | 483.0  | 8211  | 0.4249          | 0.3095   | 0.6191        | 0.6191           | nan                 | 0.6191           | 0.0            | 0.6191      |
| 0.0099        | 484.0  | 8228  | 0.4291          | 0.3082   | 0.6165        | 0.6165           | nan                 | 0.6165           | 0.0            | 0.6165      |
| 0.0099        | 485.0  | 8245  | 0.4392          | 0.2976   | 0.5952        | 0.5952           | nan                 | 0.5952           | 0.0            | 0.5952      |
| 0.0099        | 486.0  | 8262  | 0.4413          | 0.2836   | 0.5672        | 0.5672           | nan                 | 0.5672           | 0.0            | 0.5672      |
| 0.0099        | 487.0  | 8279  | 0.4317          | 0.2995   | 0.5990        | 0.5990           | nan                 | 0.5990           | 0.0            | 0.5990      |
| 0.0099        | 488.0  | 8296  | 0.4282          | 0.2986   | 0.5972        | 0.5972           | nan                 | 0.5972           | 0.0            | 0.5972      |
| 0.0099        | 489.0  | 8313  | 0.4248          | 0.3041   | 0.6082        | 0.6082           | nan                 | 0.6082           | 0.0            | 0.6082      |
| 0.0099        | 490.0  | 8330  | 0.4262          | 0.3002   | 0.6004        | 0.6004           | nan                 | 0.6004           | 0.0            | 0.6004      |
| 0.0099        | 491.0  | 8347  | 0.4397          | 0.2947   | 0.5894        | 0.5894           | nan                 | 0.5894           | 0.0            | 0.5894      |
| 0.0099        | 492.0  | 8364  | 0.4129          | 0.3096   | 0.6192        | 0.6192           | nan                 | 0.6192           | 0.0            | 0.6192      |
| 0.0099        | 493.0  | 8381  | 0.4445          | 0.2948   | 0.5896        | 0.5896           | nan                 | 0.5896           | 0.0            | 0.5896      |
| 0.0099        | 494.0  | 8398  | 0.4180          | 0.3067   | 0.6134        | 0.6134           | nan                 | 0.6134           | 0.0            | 0.6134      |
| 0.0103        | 495.0  | 8415  | 0.4037          | 0.3168   | 0.6335        | 0.6335           | nan                 | 0.6335           | 0.0            | 0.6335      |
| 0.0103        | 496.0  | 8432  | 0.4360          | 0.3011   | 0.6021        | 0.6021           | nan                 | 0.6021           | 0.0            | 0.6021      |
| 0.0103        | 497.0  | 8449  | 0.4089          | 0.3125   | 0.6251        | 0.6251           | nan                 | 0.6251           | 0.0            | 0.6251      |
| 0.0103        | 498.0  | 8466  | 0.4218          | 0.3041   | 0.6083        | 0.6083           | nan                 | 0.6083           | 0.0            | 0.6083      |
| 0.0103        | 499.0  | 8483  | 0.3990          | 0.3191   | 0.6382        | 0.6382           | nan                 | 0.6382           | 0.0            | 0.6382      |
| 0.0101        | 500.0  | 8500  | 0.4184          | 0.3125   | 0.6250        | 0.6250           | nan                 | 0.6250           | 0.0            | 0.6250      |
| 0.0101        | 501.0  | 8517  | 0.4406          | 0.3017   | 0.6035        | 0.6035           | nan                 | 0.6035           | 0.0            | 0.6035      |
| 0.0101        | 502.0  | 8534  | 0.4314          | 0.3074   | 0.6148        | 0.6148           | nan                 | 0.6148           | 0.0            | 0.6148      |
| 0.0101        | 503.0  | 8551  | 0.4136          | 0.3128   | 0.6256        | 0.6256           | nan                 | 0.6256           | 0.0            | 0.6256      |
| 0.0101        | 504.0  | 8568  | 0.4214          | 0.3107   | 0.6214        | 0.6214           | nan                 | 0.6214           | 0.0            | 0.6214      |
| 0.0101        | 505.0  | 8585  | 0.4371          | 0.2995   | 0.5990        | 0.5990           | nan                 | 0.5990           | 0.0            | 0.5990      |
| 0.0099        | 506.0  | 8602  | 0.4210          | 0.3147   | 0.6293        | 0.6293           | nan                 | 0.6293           | 0.0            | 0.6293      |
| 0.0099        | 507.0  | 8619  | 0.4172          | 0.3103   | 0.6206        | 0.6206           | nan                 | 0.6206           | 0.0            | 0.6206      |
| 0.0099        | 508.0  | 8636  | 0.4155          | 0.3151   | 0.6301        | 0.6301           | nan                 | 0.6301           | 0.0            | 0.6301      |
| 0.0099        | 509.0  | 8653  | 0.4213          | 0.3067   | 0.6135        | 0.6135           | nan                 | 0.6135           | 0.0            | 0.6135      |
| 0.0099        | 510.0  | 8670  | 0.4401          | 0.3030   | 0.6059        | 0.6059           | nan                 | 0.6059           | 0.0            | 0.6059      |
| 0.0099        | 511.0  | 8687  | 0.4233          | 0.3088   | 0.6176        | 0.6176           | nan                 | 0.6176           | 0.0            | 0.6176      |
| 0.0105        | 512.0  | 8704  | 0.4015          | 0.3178   | 0.6356        | 0.6356           | nan                 | 0.6356           | 0.0            | 0.6356      |
| 0.0105        | 513.0  | 8721  | 0.4135          | 0.3101   | 0.6201        | 0.6201           | nan                 | 0.6201           | 0.0            | 0.6201      |
| 0.0105        | 514.0  | 8738  | 0.4162          | 0.3125   | 0.6250        | 0.6250           | nan                 | 0.6250           | 0.0            | 0.6250      |
| 0.0105        | 515.0  | 8755  | 0.4336          | 0.3040   | 0.6079        | 0.6079           | nan                 | 0.6079           | 0.0            | 0.6079      |
| 0.0105        | 516.0  | 8772  | 0.4240          | 0.3051   | 0.6102        | 0.6102           | nan                 | 0.6102           | 0.0            | 0.6102      |
| 0.0105        | 517.0  | 8789  | 0.4076          | 0.3139   | 0.6278        | 0.6278           | nan                 | 0.6278           | 0.0            | 0.6278      |
| 0.0098        | 518.0  | 8806  | 0.4194          | 0.3094   | 0.6188        | 0.6188           | nan                 | 0.6188           | 0.0            | 0.6188      |
| 0.0098        | 519.0  | 8823  | 0.4239          | 0.3107   | 0.6214        | 0.6214           | nan                 | 0.6214           | 0.0            | 0.6214      |
| 0.0098        | 520.0  | 8840  | 0.4383          | 0.3038   | 0.6077        | 0.6077           | nan                 | 0.6077           | 0.0            | 0.6077      |
| 0.0098        | 521.0  | 8857  | 0.4425          | 0.2987   | 0.5974        | 0.5974           | nan                 | 0.5974           | 0.0            | 0.5974      |
| 0.0098        | 522.0  | 8874  | 0.4407          | 0.3054   | 0.6108        | 0.6108           | nan                 | 0.6108           | 0.0            | 0.6108      |
| 0.0098        | 523.0  | 8891  | 0.4355          | 0.3058   | 0.6116        | 0.6116           | nan                 | 0.6116           | 0.0            | 0.6116      |
| 0.0111        | 524.0  | 8908  | 0.4116          | 0.3131   | 0.6262        | 0.6262           | nan                 | 0.6262           | 0.0            | 0.6262      |
| 0.0111        | 525.0  | 8925  | 0.3992          | 0.3193   | 0.6387        | 0.6387           | nan                 | 0.6387           | 0.0            | 0.6387      |
| 0.0111        | 526.0  | 8942  | 0.4194          | 0.3090   | 0.6181        | 0.6181           | nan                 | 0.6181           | 0.0            | 0.6181      |
| 0.0111        | 527.0  | 8959  | 0.4150          | 0.3094   | 0.6188        | 0.6188           | nan                 | 0.6188           | 0.0            | 0.6188      |
| 0.0111        | 528.0  | 8976  | 0.4173          | 0.3119   | 0.6238        | 0.6238           | nan                 | 0.6238           | 0.0            | 0.6238      |
| 0.0111        | 529.0  | 8993  | 0.4068          | 0.3142   | 0.6284        | 0.6284           | nan                 | 0.6284           | 0.0            | 0.6284      |
| 0.0094        | 530.0  | 9010  | 0.4142          | 0.3106   | 0.6212        | 0.6212           | nan                 | 0.6212           | 0.0            | 0.6212      |
| 0.0094        | 531.0  | 9027  | 0.4024          | 0.3167   | 0.6335        | 0.6335           | nan                 | 0.6335           | 0.0            | 0.6335      |
| 0.0094        | 532.0  | 9044  | 0.4090          | 0.3161   | 0.6322        | 0.6322           | nan                 | 0.6322           | 0.0            | 0.6322      |
| 0.0094        | 533.0  | 9061  | 0.4152          | 0.3138   | 0.6275        | 0.6275           | nan                 | 0.6275           | 0.0            | 0.6275      |
| 0.0094        | 534.0  | 9078  | 0.4090          | 0.3162   | 0.6325        | 0.6325           | nan                 | 0.6325           | 0.0            | 0.6325      |
| 0.0094        | 535.0  | 9095  | 0.4307          | 0.3008   | 0.6016        | 0.6016           | nan                 | 0.6016           | 0.0            | 0.6016      |
| 0.0096        | 536.0  | 9112  | 0.4160          | 0.3097   | 0.6193        | 0.6193           | nan                 | 0.6193           | 0.0            | 0.6193      |
| 0.0096        | 537.0  | 9129  | 0.4251          | 0.3118   | 0.6236        | 0.6236           | nan                 | 0.6236           | 0.0            | 0.6236      |
| 0.0096        | 538.0  | 9146  | 0.4290          | 0.3082   | 0.6164        | 0.6164           | nan                 | 0.6164           | 0.0            | 0.6164      |
| 0.0096        | 539.0  | 9163  | 0.4146          | 0.3167   | 0.6334        | 0.6334           | nan                 | 0.6334           | 0.0            | 0.6334      |
| 0.0096        | 540.0  | 9180  | 0.4129          | 0.3172   | 0.6343        | 0.6343           | nan                 | 0.6343           | 0.0            | 0.6343      |
| 0.0096        | 541.0  | 9197  | 0.4263          | 0.3117   | 0.6235        | 0.6235           | nan                 | 0.6235           | 0.0            | 0.6235      |
| 0.0094        | 542.0  | 9214  | 0.4300          | 0.3029   | 0.6058        | 0.6058           | nan                 | 0.6058           | 0.0            | 0.6058      |
| 0.0094        | 543.0  | 9231  | 0.4269          | 0.3073   | 0.6146        | 0.6146           | nan                 | 0.6146           | 0.0            | 0.6146      |
| 0.0094        | 544.0  | 9248  | 0.4189          | 0.3094   | 0.6187        | 0.6187           | nan                 | 0.6187           | 0.0            | 0.6187      |
| 0.0094        | 545.0  | 9265  | 0.4332          | 0.3026   | 0.6051        | 0.6051           | nan                 | 0.6051           | 0.0            | 0.6051      |
| 0.0094        | 546.0  | 9282  | 0.4467          | 0.2979   | 0.5958        | 0.5958           | nan                 | 0.5958           | 0.0            | 0.5958      |
| 0.0094        | 547.0  | 9299  | 0.4374          | 0.3061   | 0.6123        | 0.6123           | nan                 | 0.6123           | 0.0            | 0.6123      |
| 0.0091        | 548.0  | 9316  | 0.4544          | 0.3011   | 0.6022        | 0.6022           | nan                 | 0.6022           | 0.0            | 0.6022      |
| 0.0091        | 549.0  | 9333  | 0.4334          | 0.3091   | 0.6182        | 0.6182           | nan                 | 0.6182           | 0.0            | 0.6182      |
| 0.0091        | 550.0  | 9350  | 0.4388          | 0.3090   | 0.6180        | 0.6180           | nan                 | 0.6180           | 0.0            | 0.6180      |
| 0.0091        | 551.0  | 9367  | 0.4288          | 0.3101   | 0.6203        | 0.6203           | nan                 | 0.6203           | 0.0            | 0.6203      |
| 0.0091        | 552.0  | 9384  | 0.4325          | 0.3087   | 0.6174        | 0.6174           | nan                 | 0.6174           | 0.0            | 0.6174      |
| 0.0097        | 553.0  | 9401  | 0.4342          | 0.3069   | 0.6138        | 0.6138           | nan                 | 0.6138           | 0.0            | 0.6138      |
| 0.0097        | 554.0  | 9418  | 0.4279          | 0.3067   | 0.6133        | 0.6133           | nan                 | 0.6133           | 0.0            | 0.6133      |
| 0.0097        | 555.0  | 9435  | 0.4192          | 0.3115   | 0.6230        | 0.6230           | nan                 | 0.6230           | 0.0            | 0.6230      |
| 0.0097        | 556.0  | 9452  | 0.4240          | 0.3130   | 0.6259        | 0.6259           | nan                 | 0.6259           | 0.0            | 0.6259      |
| 0.0097        | 557.0  | 9469  | 0.4238          | 0.3152   | 0.6303        | 0.6303           | nan                 | 0.6303           | 0.0            | 0.6303      |
| 0.0097        | 558.0  | 9486  | 0.4146          | 0.3145   | 0.6290        | 0.6290           | nan                 | 0.6290           | 0.0            | 0.6290      |
| 0.0097        | 559.0  | 9503  | 0.4234          | 0.3160   | 0.6320        | 0.6320           | nan                 | 0.6320           | 0.0            | 0.6320      |
| 0.0097        | 560.0  | 9520  | 0.4238          | 0.3083   | 0.6165        | 0.6165           | nan                 | 0.6165           | 0.0            | 0.6165      |
| 0.0097        | 561.0  | 9537  | 0.4251          | 0.3055   | 0.6111        | 0.6111           | nan                 | 0.6111           | 0.0            | 0.6111      |
| 0.0097        | 562.0  | 9554  | 0.4217          | 0.3088   | 0.6175        | 0.6175           | nan                 | 0.6175           | 0.0            | 0.6175      |
| 0.0097        | 563.0  | 9571  | 0.4218          | 0.3069   | 0.6139        | 0.6139           | nan                 | 0.6139           | 0.0            | 0.6139      |
| 0.0097        | 564.0  | 9588  | 0.4234          | 0.3081   | 0.6162        | 0.6162           | nan                 | 0.6162           | 0.0            | 0.6162      |
| 0.0089        | 565.0  | 9605  | 0.4242          | 0.3043   | 0.6086        | 0.6086           | nan                 | 0.6086           | 0.0            | 0.6086      |
| 0.0089        | 566.0  | 9622  | 0.4392          | 0.3043   | 0.6086        | 0.6086           | nan                 | 0.6086           | 0.0            | 0.6086      |
| 0.0089        | 567.0  | 9639  | 0.4301          | 0.3066   | 0.6133        | 0.6133           | nan                 | 0.6133           | 0.0            | 0.6133      |
| 0.0089        | 568.0  | 9656  | 0.4300          | 0.3075   | 0.6150        | 0.6150           | nan                 | 0.6150           | 0.0            | 0.6150      |
| 0.0089        | 569.0  | 9673  | 0.4263          | 0.3081   | 0.6162        | 0.6162           | nan                 | 0.6162           | 0.0            | 0.6162      |
| 0.0089        | 570.0  | 9690  | 0.4302          | 0.3079   | 0.6159        | 0.6159           | nan                 | 0.6159           | 0.0            | 0.6159      |
| 0.0089        | 571.0  | 9707  | 0.4338          | 0.3061   | 0.6122        | 0.6122           | nan                 | 0.6122           | 0.0            | 0.6122      |
| 0.0089        | 572.0  | 9724  | 0.4309          | 0.3053   | 0.6105        | 0.6105           | nan                 | 0.6105           | 0.0            | 0.6105      |
| 0.0089        | 573.0  | 9741  | 0.4282          | 0.3086   | 0.6172        | 0.6172           | nan                 | 0.6172           | 0.0            | 0.6172      |
| 0.0089        | 574.0  | 9758  | 0.4399          | 0.3007   | 0.6013        | 0.6013           | nan                 | 0.6013           | 0.0            | 0.6013      |
| 0.0089        | 575.0  | 9775  | 0.4371          | 0.3050   | 0.6100        | 0.6100           | nan                 | 0.6100           | 0.0            | 0.6100      |
| 0.0089        | 576.0  | 9792  | 0.4344          | 0.3053   | 0.6106        | 0.6106           | nan                 | 0.6106           | 0.0            | 0.6106      |
| 0.0089        | 577.0  | 9809  | 0.4336          | 0.3069   | 0.6137        | 0.6137           | nan                 | 0.6137           | 0.0            | 0.6137      |
| 0.0089        | 578.0  | 9826  | 0.4437          | 0.3015   | 0.6030        | 0.6030           | nan                 | 0.6030           | 0.0            | 0.6030      |
| 0.0089        | 579.0  | 9843  | 0.4390          | 0.3007   | 0.6014        | 0.6014           | nan                 | 0.6014           | 0.0            | 0.6014      |
| 0.0089        | 580.0  | 9860  | 0.4377          | 0.3007   | 0.6013        | 0.6013           | nan                 | 0.6013           | 0.0            | 0.6013      |
| 0.0089        | 581.0  | 9877  | 0.4508          | 0.3004   | 0.6008        | 0.6008           | nan                 | 0.6008           | 0.0            | 0.6008      |
| 0.0089        | 582.0  | 9894  | 0.4440          | 0.3018   | 0.6035        | 0.6035           | nan                 | 0.6035           | 0.0            | 0.6035      |
| 0.0087        | 583.0  | 9911  | 0.4406          | 0.3015   | 0.6029        | 0.6029           | nan                 | 0.6029           | 0.0            | 0.6029      |
| 0.0087        | 584.0  | 9928  | 0.4355          | 0.3040   | 0.6080        | 0.6080           | nan                 | 0.6080           | 0.0            | 0.6080      |
| 0.0087        | 585.0  | 9945  | 0.4343          | 0.3042   | 0.6083        | 0.6083           | nan                 | 0.6083           | 0.0            | 0.6083      |
| 0.0087        | 586.0  | 9962  | 0.4317          | 0.3050   | 0.6100        | 0.6100           | nan                 | 0.6100           | 0.0            | 0.6100      |
| 0.0087        | 587.0  | 9979  | 0.4369          | 0.3048   | 0.6097        | 0.6097           | nan                 | 0.6097           | 0.0            | 0.6097      |
| 0.0087        | 588.0  | 9996  | 0.4315          | 0.3057   | 0.6113        | 0.6113           | nan                 | 0.6113           | 0.0            | 0.6113      |
| 0.0083        | 588.24 | 10000 | 0.4306          | 0.3057   | 0.6114        | 0.6114           | nan                 | 0.6114           | 0.0            | 0.6114      |


### Framework versions

- Transformers 4.38.0.dev0
- Pytorch 2.1.0
- Datasets 2.14.4
- Tokenizers 0.15.1