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

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: 0.3028
- Mean Iou: 0.3319
- Mean Accuracy: 0.6638
- Overall Accuracy: 0.6638
- Accuracy Background: nan
- Accuracy Biofilm: 0.6638
- Iou Background: 0.0
- Iou Biofilm: 0.6638

## 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    | 0.6476          | 0.4955   | 0.9910        | 0.9910           | nan                 | 0.9910           | 0.0            | 0.9910      |
| No log        | 2.0    | 34    | 0.5609          | 0.4991   | 0.9981        | 0.9981           | nan                 | 0.9981           | 0.0            | 0.9981      |
| No log        | 3.0    | 51    | 0.4363          | 0.4869   | 0.9738        | 0.9738           | nan                 | 0.9738           | 0.0            | 0.9738      |
| No log        | 4.0    | 68    | 0.3583          | 0.3954   | 0.7908        | 0.7908           | nan                 | 0.7908           | 0.0            | 0.7908      |
| No log        | 5.0    | 85    | 0.3015          | 0.4016   | 0.8033        | 0.8033           | nan                 | 0.8033           | 0.0            | 0.8033      |
| 0.4792        | 6.0    | 102   | 0.2964          | 0.0504   | 0.1008        | 0.1008           | nan                 | 0.1008           | 0.0            | 0.1008      |
| 0.4792        | 7.0    | 119   | 0.2995          | 0.2103   | 0.4206        | 0.4206           | nan                 | 0.4206           | 0.0            | 0.4206      |
| 0.4792        | 8.0    | 136   | 0.2895          | 0.0417   | 0.0833        | 0.0833           | nan                 | 0.0833           | 0.0            | 0.0833      |
| 0.4792        | 9.0    | 153   | 0.2499          | 0.0562   | 0.1123        | 0.1123           | nan                 | 0.1123           | 0.0            | 0.1123      |
| 0.4792        | 10.0   | 170   | 0.2770          | 0.0570   | 0.1140        | 0.1140           | nan                 | 0.1140           | 0.0            | 0.1140      |
| 0.4792        | 11.0   | 187   | 0.2268          | 0.2041   | 0.4082        | 0.4082           | nan                 | 0.4082           | 0.0            | 0.4082      |
| 0.3238        | 12.0   | 204   | 0.2684          | 0.1290   | 0.2580        | 0.2580           | nan                 | 0.2580           | 0.0            | 0.2580      |
| 0.3238        | 13.0   | 221   | 0.2584          | 0.2469   | 0.4938        | 0.4938           | nan                 | 0.4938           | 0.0            | 0.4938      |
| 0.3238        | 14.0   | 238   | 0.2409          | 0.1139   | 0.2278        | 0.2278           | nan                 | 0.2278           | 0.0            | 0.2278      |
| 0.3238        | 15.0   | 255   | 0.2800          | 0.0000   | 0.0000        | 0.0000           | nan                 | 0.0000           | 0.0            | 0.0000      |
| 0.3238        | 16.0   | 272   | 0.2348          | 0.0002   | 0.0004        | 0.0004           | nan                 | 0.0004           | 0.0            | 0.0004      |
| 0.3238        | 17.0   | 289   | 0.2290          | 0.0009   | 0.0018        | 0.0018           | nan                 | 0.0018           | 0.0            | 0.0018      |
| 0.289         | 18.0   | 306   | 0.2077          | 0.2453   | 0.4906        | 0.4906           | nan                 | 0.4906           | 0.0            | 0.4906      |
| 0.289         | 19.0   | 323   | 0.2471          | 0.0117   | 0.0233        | 0.0233           | nan                 | 0.0233           | 0.0            | 0.0233      |
| 0.289         | 20.0   | 340   | 0.2226          | 0.0346   | 0.0692        | 0.0692           | nan                 | 0.0692           | 0.0            | 0.0692      |
| 0.289         | 21.0   | 357   | 0.2539          | 0.0044   | 0.0088        | 0.0088           | nan                 | 0.0088           | 0.0            | 0.0088      |
| 0.289         | 22.0   | 374   | 0.2323          | 0.0029   | 0.0058        | 0.0058           | nan                 | 0.0058           | 0.0            | 0.0058      |
| 0.289         | 23.0   | 391   | 0.2700          | 0.0000   | 0.0000        | 0.0000           | nan                 | 0.0000           | 0.0            | 0.0000      |
| 0.2751        | 24.0   | 408   | 0.2107          | 0.2176   | 0.4351        | 0.4351           | nan                 | 0.4351           | 0.0            | 0.4351      |
| 0.2751        | 25.0   | 425   | 0.1984          | 0.0114   | 0.0228        | 0.0228           | nan                 | 0.0228           | 0.0            | 0.0228      |
| 0.2751        | 26.0   | 442   | 0.2531          | 0.1690   | 0.3379        | 0.3379           | nan                 | 0.3379           | 0.0            | 0.3379      |
| 0.2751        | 27.0   | 459   | 0.2402          | 0.0000   | 0.0001        | 0.0001           | nan                 | 0.0001           | 0.0            | 0.0001      |
| 0.2751        | 28.0   | 476   | 0.2446          | 0.1299   | 0.2597        | 0.2597           | nan                 | 0.2597           | 0.0            | 0.2597      |
| 0.2751        | 29.0   | 493   | 0.2327          | 0.0069   | 0.0139        | 0.0139           | nan                 | 0.0139           | 0.0            | 0.0139      |
| 0.2736        | 30.0   | 510   | 0.2440          | 0.0031   | 0.0061        | 0.0061           | nan                 | 0.0061           | 0.0            | 0.0061      |
| 0.2736        | 31.0   | 527   | 0.2527          | 0.0060   | 0.0119        | 0.0119           | nan                 | 0.0119           | 0.0            | 0.0119      |
| 0.2736        | 32.0   | 544   | 0.2185          | 0.0897   | 0.1795        | 0.1795           | nan                 | 0.1795           | 0.0            | 0.1795      |
| 0.2736        | 33.0   | 561   | 0.2256          | 0.2468   | 0.4936        | 0.4936           | nan                 | 0.4936           | 0.0            | 0.4936      |
| 0.2736        | 34.0   | 578   | 0.2347          | 0.0419   | 0.0837        | 0.0837           | nan                 | 0.0837           | 0.0            | 0.0837      |
| 0.2736        | 35.0   | 595   | 0.2034          | 0.1546   | 0.3091        | 0.3091           | nan                 | 0.3091           | 0.0            | 0.3091      |
| 0.2661        | 36.0   | 612   | 0.2182          | 0.0437   | 0.0873        | 0.0873           | nan                 | 0.0873           | 0.0            | 0.0873      |
| 0.2661        | 37.0   | 629   | 0.1937          | 0.3058   | 0.6116        | 0.6116           | nan                 | 0.6116           | 0.0            | 0.6116      |
| 0.2661        | 38.0   | 646   | 0.2028          | 0.0014   | 0.0028        | 0.0028           | nan                 | 0.0028           | 0.0            | 0.0028      |
| 0.2661        | 39.0   | 663   | 0.1853          | 0.0649   | 0.1298        | 0.1298           | nan                 | 0.1298           | 0.0            | 0.1298      |
| 0.2661        | 40.0   | 680   | 0.2272          | 0.3264   | 0.6527        | 0.6527           | nan                 | 0.6527           | 0.0            | 0.6527      |
| 0.2661        | 41.0   | 697   | 0.2654          | 0.4513   | 0.9027        | 0.9027           | nan                 | 0.9027           | 0.0            | 0.9027      |
| 0.256         | 42.0   | 714   | 0.2408          | 0.3147   | 0.6295        | 0.6295           | nan                 | 0.6295           | 0.0            | 0.6295      |
| 0.256         | 43.0   | 731   | 0.2253          | 0.0708   | 0.1415        | 0.1415           | nan                 | 0.1415           | 0.0            | 0.1415      |
| 0.256         | 44.0   | 748   | 0.2025          | 0.3538   | 0.7076        | 0.7076           | nan                 | 0.7076           | 0.0            | 0.7076      |
| 0.256         | 45.0   | 765   | 0.2271          | 0.0238   | 0.0476        | 0.0476           | nan                 | 0.0476           | 0.0            | 0.0476      |
| 0.256         | 46.0   | 782   | 0.2171          | 0.0911   | 0.1821        | 0.1821           | nan                 | 0.1821           | 0.0            | 0.1821      |
| 0.256         | 47.0   | 799   | 0.2525          | 0.2226   | 0.4453        | 0.4453           | nan                 | 0.4453           | 0.0            | 0.4453      |
| 0.2588        | 48.0   | 816   | 0.2044          | 0.3965   | 0.7929        | 0.7929           | nan                 | 0.7929           | 0.0            | 0.7929      |
| 0.2588        | 49.0   | 833   | 0.2328          | 0.3985   | 0.7969        | 0.7969           | nan                 | 0.7969           | 0.0            | 0.7969      |
| 0.2588        | 50.0   | 850   | 0.2241          | 0.4584   | 0.9168        | 0.9168           | nan                 | 0.9168           | 0.0            | 0.9168      |
| 0.2588        | 51.0   | 867   | 0.1806          | 0.3473   | 0.6946        | 0.6946           | nan                 | 0.6946           | 0.0            | 0.6946      |
| 0.2588        | 52.0   | 884   | 0.2081          | 0.3036   | 0.6071        | 0.6071           | nan                 | 0.6071           | 0.0            | 0.6071      |
| 0.2462        | 53.0   | 901   | 0.2037          | 0.1534   | 0.3068        | 0.3068           | nan                 | 0.3068           | 0.0            | 0.3068      |
| 0.2462        | 54.0   | 918   | 0.2024          | 0.2510   | 0.5021        | 0.5021           | nan                 | 0.5021           | 0.0            | 0.5021      |
| 0.2462        | 55.0   | 935   | 0.2100          | 0.3440   | 0.6880        | 0.6880           | nan                 | 0.6880           | 0.0            | 0.6880      |
| 0.2462        | 56.0   | 952   | 0.1887          | 0.3399   | 0.6799        | 0.6799           | nan                 | 0.6799           | 0.0            | 0.6799      |
| 0.2462        | 57.0   | 969   | 0.2333          | 0.2049   | 0.4097        | 0.4097           | nan                 | 0.4097           | 0.0            | 0.4097      |
| 0.2462        | 58.0   | 986   | 0.2432          | 0.0556   | 0.1112        | 0.1112           | nan                 | 0.1112           | 0.0            | 0.1112      |
| 0.2414        | 59.0   | 1003  | 0.2298          | 0.0935   | 0.1870        | 0.1870           | nan                 | 0.1870           | 0.0            | 0.1870      |
| 0.2414        | 60.0   | 1020  | 0.2172          | 0.1357   | 0.2714        | 0.2714           | nan                 | 0.2714           | 0.0            | 0.2714      |
| 0.2414        | 61.0   | 1037  | 0.1975          | 0.2473   | 0.4945        | 0.4945           | nan                 | 0.4945           | 0.0            | 0.4945      |
| 0.2414        | 62.0   | 1054  | 0.2019          | 0.3072   | 0.6144        | 0.6144           | nan                 | 0.6144           | 0.0            | 0.6144      |
| 0.2414        | 63.0   | 1071  | 0.2331          | 0.2901   | 0.5802        | 0.5802           | nan                 | 0.5802           | 0.0            | 0.5802      |
| 0.2414        | 64.0   | 1088  | 0.2391          | 0.0202   | 0.0405        | 0.0405           | nan                 | 0.0405           | 0.0            | 0.0405      |
| 0.2244        | 65.0   | 1105  | 0.2013          | 0.2051   | 0.4103        | 0.4103           | nan                 | 0.4103           | 0.0            | 0.4103      |
| 0.2244        | 66.0   | 1122  | 0.2076          | 0.2277   | 0.4554        | 0.4554           | nan                 | 0.4554           | 0.0            | 0.4554      |
| 0.2244        | 67.0   | 1139  | 0.2289          | 0.2376   | 0.4752        | 0.4752           | nan                 | 0.4752           | 0.0            | 0.4752      |
| 0.2244        | 68.0   | 1156  | 0.2293          | 0.2633   | 0.5266        | 0.5266           | nan                 | 0.5266           | 0.0            | 0.5266      |
| 0.2244        | 69.0   | 1173  | 0.1907          | 0.2973   | 0.5946        | 0.5946           | nan                 | 0.5946           | 0.0            | 0.5946      |
| 0.2244        | 70.0   | 1190  | 0.2714          | 0.4149   | 0.8298        | 0.8298           | nan                 | 0.8298           | 0.0            | 0.8298      |
| 0.2067        | 71.0   | 1207  | 0.2621          | 0.1077   | 0.2154        | 0.2154           | nan                 | 0.2154           | 0.0            | 0.2154      |
| 0.2067        | 72.0   | 1224  | 0.2028          | 0.3925   | 0.7849        | 0.7849           | nan                 | 0.7849           | 0.0            | 0.7849      |
| 0.2067        | 73.0   | 1241  | 0.2457          | 0.3271   | 0.6543        | 0.6543           | nan                 | 0.6543           | 0.0            | 0.6543      |
| 0.2067        | 74.0   | 1258  | 0.2533          | 0.2758   | 0.5516        | 0.5516           | nan                 | 0.5516           | 0.0            | 0.5516      |
| 0.2067        | 75.0   | 1275  | 0.2223          | 0.2553   | 0.5106        | 0.5106           | nan                 | 0.5106           | 0.0            | 0.5106      |
| 0.2067        | 76.0   | 1292  | 0.2784          | 0.1558   | 0.3116        | 0.3116           | nan                 | 0.3116           | 0.0            | 0.3116      |
| 0.2111        | 77.0   | 1309  | 0.2238          | 0.2742   | 0.5485        | 0.5485           | nan                 | 0.5485           | 0.0            | 0.5485      |
| 0.2111        | 78.0   | 1326  | 0.2486          | 0.3661   | 0.7322        | 0.7322           | nan                 | 0.7322           | 0.0            | 0.7322      |
| 0.2111        | 79.0   | 1343  | 0.2279          | 0.2980   | 0.5961        | 0.5961           | nan                 | 0.5961           | 0.0            | 0.5961      |
| 0.2111        | 80.0   | 1360  | 0.2106          | 0.4261   | 0.8522        | 0.8522           | nan                 | 0.8522           | 0.0            | 0.8522      |
| 0.2111        | 81.0   | 1377  | 0.2611          | 0.1272   | 0.2544        | 0.2544           | nan                 | 0.2544           | 0.0            | 0.2544      |
| 0.2111        | 82.0   | 1394  | 0.2742          | 0.2939   | 0.5879        | 0.5879           | nan                 | 0.5879           | 0.0            | 0.5879      |
| 0.1945        | 83.0   | 1411  | 0.2058          | 0.2690   | 0.5380        | 0.5380           | nan                 | 0.5380           | 0.0            | 0.5380      |
| 0.1945        | 84.0   | 1428  | 0.2239          | 0.2701   | 0.5401        | 0.5401           | nan                 | 0.5401           | 0.0            | 0.5401      |
| 0.1945        | 85.0   | 1445  | 0.3142          | 0.3677   | 0.7355        | 0.7355           | nan                 | 0.7355           | 0.0            | 0.7355      |
| 0.1945        | 86.0   | 1462  | 0.3306          | 0.1677   | 0.3353        | 0.3353           | nan                 | 0.3353           | 0.0            | 0.3353      |
| 0.1945        | 87.0   | 1479  | 0.2530          | 0.2969   | 0.5938        | 0.5938           | nan                 | 0.5938           | 0.0            | 0.5938      |
| 0.1945        | 88.0   | 1496  | 0.2500          | 0.2320   | 0.4640        | 0.4640           | nan                 | 0.4640           | 0.0            | 0.4640      |
| 0.192         | 89.0   | 1513  | 0.2924          | 0.1946   | 0.3891        | 0.3891           | nan                 | 0.3891           | 0.0            | 0.3891      |
| 0.192         | 90.0   | 1530  | 0.3585          | 0.0835   | 0.1670        | 0.1670           | nan                 | 0.1670           | 0.0            | 0.1670      |
| 0.192         | 91.0   | 1547  | 0.3411          | 0.1406   | 0.2813        | 0.2813           | nan                 | 0.2813           | 0.0            | 0.2813      |
| 0.192         | 92.0   | 1564  | 0.2961          | 0.2882   | 0.5764        | 0.5764           | nan                 | 0.5764           | 0.0            | 0.5764      |
| 0.192         | 93.0   | 1581  | 0.2800          | 0.1694   | 0.3387        | 0.3387           | nan                 | 0.3387           | 0.0            | 0.3387      |
| 0.192         | 94.0   | 1598  | 0.3560          | 0.3134   | 0.6269        | 0.6269           | nan                 | 0.6269           | 0.0            | 0.6269      |
| 0.1913        | 95.0   | 1615  | 0.3817          | 0.2125   | 0.4251        | 0.4251           | nan                 | 0.4251           | 0.0            | 0.4251      |
| 0.1913        | 96.0   | 1632  | 0.3245          | 0.0876   | 0.1753        | 0.1753           | nan                 | 0.1753           | 0.0            | 0.1753      |
| 0.1913        | 97.0   | 1649  | 0.3458          | 0.1685   | 0.3369        | 0.3369           | nan                 | 0.3369           | 0.0            | 0.3369      |
| 0.1913        | 98.0   | 1666  | 0.3581          | 0.2758   | 0.5515        | 0.5515           | nan                 | 0.5515           | 0.0            | 0.5515      |
| 0.1913        | 99.0   | 1683  | 0.3175          | 0.2537   | 0.5074        | 0.5074           | nan                 | 0.5074           | 0.0            | 0.5074      |
| 0.1731        | 100.0  | 1700  | 0.2857          | 0.2969   | 0.5939        | 0.5939           | nan                 | 0.5939           | 0.0            | 0.5939      |
| 0.1731        | 101.0  | 1717  | 0.3411          | 0.3170   | 0.6340        | 0.6340           | nan                 | 0.6340           | 0.0            | 0.6340      |
| 0.1731        | 102.0  | 1734  | 0.3221          | 0.2288   | 0.4576        | 0.4576           | nan                 | 0.4576           | 0.0            | 0.4576      |
| 0.1731        | 103.0  | 1751  | 0.2913          | 0.3578   | 0.7156        | 0.7156           | nan                 | 0.7156           | 0.0            | 0.7156      |
| 0.1731        | 104.0  | 1768  | 0.2708          | 0.3599   | 0.7197        | 0.7197           | nan                 | 0.7197           | 0.0            | 0.7197      |
| 0.1731        | 105.0  | 1785  | 0.3456          | 0.2584   | 0.5168        | 0.5168           | nan                 | 0.5168           | 0.0            | 0.5168      |
| 0.1581        | 106.0  | 1802  | 0.2770          | 0.3497   | 0.6995        | 0.6995           | nan                 | 0.6995           | 0.0            | 0.6995      |
| 0.1581        | 107.0  | 1819  | 0.2698          | 0.3113   | 0.6226        | 0.6226           | nan                 | 0.6226           | 0.0            | 0.6226      |
| 0.1581        | 108.0  | 1836  | 0.2393          | 0.3194   | 0.6389        | 0.6389           | nan                 | 0.6389           | 0.0            | 0.6389      |
| 0.1581        | 109.0  | 1853  | 0.3066          | 0.2162   | 0.4324        | 0.4324           | nan                 | 0.4324           | 0.0            | 0.4324      |
| 0.1581        | 110.0  | 1870  | 0.2795          | 0.3652   | 0.7304        | 0.7304           | nan                 | 0.7304           | 0.0            | 0.7304      |
| 0.1581        | 111.0  | 1887  | 0.2847          | 0.3003   | 0.6007        | 0.6007           | nan                 | 0.6007           | 0.0            | 0.6007      |
| 0.1441        | 112.0  | 1904  | 0.2758          | 0.3359   | 0.6718        | 0.6718           | nan                 | 0.6718           | 0.0            | 0.6718      |
| 0.1441        | 113.0  | 1921  | 0.3062          | 0.3258   | 0.6516        | 0.6516           | nan                 | 0.6516           | 0.0            | 0.6516      |
| 0.1441        | 114.0  | 1938  | 0.2293          | 0.3128   | 0.6256        | 0.6256           | nan                 | 0.6256           | 0.0            | 0.6256      |
| 0.1441        | 115.0  | 1955  | 0.2223          | 0.3407   | 0.6813        | 0.6813           | nan                 | 0.6813           | 0.0            | 0.6813      |
| 0.1441        | 116.0  | 1972  | 0.3118          | 0.4092   | 0.8185        | 0.8185           | nan                 | 0.8185           | 0.0            | 0.8185      |
| 0.1441        | 117.0  | 1989  | 0.2838          | 0.2334   | 0.4668        | 0.4668           | nan                 | 0.4668           | 0.0            | 0.4668      |
| 0.1393        | 118.0  | 2006  | 0.3241          | 0.2276   | 0.4551        | 0.4551           | nan                 | 0.4551           | 0.0            | 0.4551      |
| 0.1393        | 119.0  | 2023  | 0.2716          | 0.3810   | 0.7621        | 0.7621           | nan                 | 0.7621           | 0.0            | 0.7621      |
| 0.1393        | 120.0  | 2040  | 0.3328          | 0.3760   | 0.7520        | 0.7520           | nan                 | 0.7520           | 0.0            | 0.7520      |
| 0.1393        | 121.0  | 2057  | 0.3282          | 0.2801   | 0.5602        | 0.5602           | nan                 | 0.5602           | 0.0            | 0.5602      |
| 0.1393        | 122.0  | 2074  | 0.3348          | 0.3117   | 0.6233        | 0.6233           | nan                 | 0.6233           | 0.0            | 0.6233      |
| 0.1393        | 123.0  | 2091  | 0.3851          | 0.2782   | 0.5564        | 0.5564           | nan                 | 0.5564           | 0.0            | 0.5564      |
| 0.1449        | 124.0  | 2108  | 0.3402          | 0.3162   | 0.6323        | 0.6323           | nan                 | 0.6323           | 0.0            | 0.6323      |
| 0.1449        | 125.0  | 2125  | 0.3053          | 0.2355   | 0.4711        | 0.4711           | nan                 | 0.4711           | 0.0            | 0.4711      |
| 0.1449        | 126.0  | 2142  | 0.3265          | 0.2472   | 0.4944        | 0.4944           | nan                 | 0.4944           | 0.0            | 0.4944      |
| 0.1449        | 127.0  | 2159  | 0.4374          | 0.1463   | 0.2927        | 0.2927           | nan                 | 0.2927           | 0.0            | 0.2927      |
| 0.1449        | 128.0  | 2176  | 0.3182          | 0.2567   | 0.5134        | 0.5134           | nan                 | 0.5134           | 0.0            | 0.5134      |
| 0.1449        | 129.0  | 2193  | 0.3109          | 0.3480   | 0.6960        | 0.6960           | nan                 | 0.6960           | 0.0            | 0.6960      |
| 0.1245        | 130.0  | 2210  | 0.3833          | 0.1749   | 0.3498        | 0.3498           | nan                 | 0.3498           | 0.0            | 0.3498      |
| 0.1245        | 131.0  | 2227  | 0.3002          | 0.2612   | 0.5224        | 0.5224           | nan                 | 0.5224           | 0.0            | 0.5224      |
| 0.1245        | 132.0  | 2244  | 0.3869          | 0.3064   | 0.6129        | 0.6129           | nan                 | 0.6129           | 0.0            | 0.6129      |
| 0.1245        | 133.0  | 2261  | 0.3192          | 0.3360   | 0.6720        | 0.6720           | nan                 | 0.6720           | 0.0            | 0.6720      |
| 0.1245        | 134.0  | 2278  | 0.2726          | 0.3727   | 0.7453        | 0.7453           | nan                 | 0.7453           | 0.0            | 0.7453      |
| 0.1245        | 135.0  | 2295  | 0.2383          | 0.3435   | 0.6869        | 0.6869           | nan                 | 0.6869           | 0.0            | 0.6869      |
| 0.1235        | 136.0  | 2312  | 0.2310          | 0.3693   | 0.7386        | 0.7386           | nan                 | 0.7386           | 0.0            | 0.7386      |
| 0.1235        | 137.0  | 2329  | 0.3270          | 0.3227   | 0.6453        | 0.6453           | nan                 | 0.6453           | 0.0            | 0.6453      |
| 0.1235        | 138.0  | 2346  | 0.2932          | 0.3149   | 0.6298        | 0.6298           | nan                 | 0.6298           | 0.0            | 0.6298      |
| 0.1235        | 139.0  | 2363  | 0.2976          | 0.3455   | 0.6911        | 0.6911           | nan                 | 0.6911           | 0.0            | 0.6911      |
| 0.1235        | 140.0  | 2380  | 0.3069          | 0.3496   | 0.6991        | 0.6991           | nan                 | 0.6991           | 0.0            | 0.6991      |
| 0.1235        | 141.0  | 2397  | 0.2529          | 0.2496   | 0.4993        | 0.4993           | nan                 | 0.4993           | 0.0            | 0.4993      |
| 0.1128        | 142.0  | 2414  | 0.2553          | 0.2952   | 0.5904        | 0.5904           | nan                 | 0.5904           | 0.0            | 0.5904      |
| 0.1128        | 143.0  | 2431  | 0.2483          | 0.3372   | 0.6743        | 0.6743           | nan                 | 0.6743           | 0.0            | 0.6743      |
| 0.1128        | 144.0  | 2448  | 0.2817          | 0.3429   | 0.6857        | 0.6857           | nan                 | 0.6857           | 0.0            | 0.6857      |
| 0.1128        | 145.0  | 2465  | 0.2906          | 0.1424   | 0.2847        | 0.2847           | nan                 | 0.2847           | 0.0            | 0.2847      |
| 0.1128        | 146.0  | 2482  | 0.2827          | 0.2326   | 0.4653        | 0.4653           | nan                 | 0.4653           | 0.0            | 0.4653      |
| 0.1128        | 147.0  | 2499  | 0.2806          | 0.2263   | 0.4525        | 0.4525           | nan                 | 0.4525           | 0.0            | 0.4525      |
| 0.1086        | 148.0  | 2516  | 0.3055          | 0.2203   | 0.4406        | 0.4406           | nan                 | 0.4406           | 0.0            | 0.4406      |
| 0.1086        | 149.0  | 2533  | 0.2875          | 0.2702   | 0.5403        | 0.5403           | nan                 | 0.5403           | 0.0            | 0.5403      |
| 0.1086        | 150.0  | 2550  | 0.4335          | 0.2037   | 0.4074        | 0.4074           | nan                 | 0.4074           | 0.0            | 0.4074      |
| 0.1086        | 151.0  | 2567  | 0.3218          | 0.2663   | 0.5326        | 0.5326           | nan                 | 0.5326           | 0.0            | 0.5326      |
| 0.1086        | 152.0  | 2584  | 0.2494          | 0.3017   | 0.6035        | 0.6035           | nan                 | 0.6035           | 0.0            | 0.6035      |
| 0.1059        | 153.0  | 2601  | 0.2533          | 0.3175   | 0.6351        | 0.6351           | nan                 | 0.6351           | 0.0            | 0.6351      |
| 0.1059        | 154.0  | 2618  | 0.3656          | 0.2223   | 0.4447        | 0.4447           | nan                 | 0.4447           | 0.0            | 0.4447      |
| 0.1059        | 155.0  | 2635  | 0.3427          | 0.2402   | 0.4803        | 0.4803           | nan                 | 0.4803           | 0.0            | 0.4803      |
| 0.1059        | 156.0  | 2652  | 0.3269          | 0.2970   | 0.5939        | 0.5939           | nan                 | 0.5939           | 0.0            | 0.5939      |
| 0.1059        | 157.0  | 2669  | 0.3159          | 0.2391   | 0.4783        | 0.4783           | nan                 | 0.4783           | 0.0            | 0.4783      |
| 0.1059        | 158.0  | 2686  | 0.3799          | 0.3644   | 0.7287        | 0.7287           | nan                 | 0.7287           | 0.0            | 0.7287      |
| 0.0998        | 159.0  | 2703  | 0.3057          | 0.2416   | 0.4831        | 0.4831           | nan                 | 0.4831           | 0.0            | 0.4831      |
| 0.0998        | 160.0  | 2720  | 0.3725          | 0.2123   | 0.4245        | 0.4245           | nan                 | 0.4245           | 0.0            | 0.4245      |
| 0.0998        | 161.0  | 2737  | 0.4095          | 0.2383   | 0.4767        | 0.4767           | nan                 | 0.4767           | 0.0            | 0.4767      |
| 0.0998        | 162.0  | 2754  | 0.3927          | 0.3185   | 0.6371        | 0.6371           | nan                 | 0.6371           | 0.0            | 0.6371      |
| 0.0998        | 163.0  | 2771  | 0.3511          | 0.3410   | 0.6820        | 0.6820           | nan                 | 0.6820           | 0.0            | 0.6820      |
| 0.0998        | 164.0  | 2788  | 0.3122          | 0.2452   | 0.4904        | 0.4904           | nan                 | 0.4904           | 0.0            | 0.4904      |
| 0.1008        | 165.0  | 2805  | 0.4119          | 0.2560   | 0.5119        | 0.5119           | nan                 | 0.5119           | 0.0            | 0.5119      |
| 0.1008        | 166.0  | 2822  | 0.4577          | 0.2518   | 0.5035        | 0.5035           | nan                 | 0.5035           | 0.0            | 0.5035      |
| 0.1008        | 167.0  | 2839  | 0.3426          | 0.2673   | 0.5346        | 0.5346           | nan                 | 0.5346           | 0.0            | 0.5346      |
| 0.1008        | 168.0  | 2856  | 0.3069          | 0.3632   | 0.7265        | 0.7265           | nan                 | 0.7265           | 0.0            | 0.7265      |
| 0.1008        | 169.0  | 2873  | 0.4477          | 0.2209   | 0.4417        | 0.4417           | nan                 | 0.4417           | 0.0            | 0.4417      |
| 0.1008        | 170.0  | 2890  | 0.3307          | 0.2525   | 0.5049        | 0.5049           | nan                 | 0.5049           | 0.0            | 0.5049      |
| 0.0998        | 171.0  | 2907  | 0.3338          | 0.2725   | 0.5450        | 0.5450           | nan                 | 0.5450           | 0.0            | 0.5450      |
| 0.0998        | 172.0  | 2924  | 0.3028          | 0.3637   | 0.7275        | 0.7275           | nan                 | 0.7275           | 0.0            | 0.7275      |
| 0.0998        | 173.0  | 2941  | 0.3716          | 0.2877   | 0.5753        | 0.5753           | nan                 | 0.5753           | 0.0            | 0.5753      |
| 0.0998        | 174.0  | 2958  | 0.4544          | 0.3364   | 0.6729        | 0.6729           | nan                 | 0.6729           | 0.0            | 0.6729      |
| 0.0998        | 175.0  | 2975  | 0.3750          | 0.2699   | 0.5399        | 0.5399           | nan                 | 0.5399           | 0.0            | 0.5399      |
| 0.0998        | 176.0  | 2992  | 0.3580          | 0.3064   | 0.6128        | 0.6128           | nan                 | 0.6128           | 0.0            | 0.6128      |
| 0.0944        | 177.0  | 3009  | 0.3519          | 0.2820   | 0.5641        | 0.5641           | nan                 | 0.5641           | 0.0            | 0.5641      |
| 0.0944        | 178.0  | 3026  | 0.4045          | 0.2488   | 0.4975        | 0.4975           | nan                 | 0.4975           | 0.0            | 0.4975      |
| 0.0944        | 179.0  | 3043  | 0.4432          | 0.2521   | 0.5041        | 0.5041           | nan                 | 0.5041           | 0.0            | 0.5041      |
| 0.0944        | 180.0  | 3060  | 0.4220          | 0.1950   | 0.3900        | 0.3900           | nan                 | 0.3900           | 0.0            | 0.3900      |
| 0.0944        | 181.0  | 3077  | 0.3030          | 0.3492   | 0.6983        | 0.6983           | nan                 | 0.6983           | 0.0            | 0.6983      |
| 0.0944        | 182.0  | 3094  | 0.3034          | 0.2901   | 0.5803        | 0.5803           | nan                 | 0.5803           | 0.0            | 0.5803      |
| 0.0934        | 183.0  | 3111  | 0.3266          | 0.2783   | 0.5566        | 0.5566           | nan                 | 0.5566           | 0.0            | 0.5566      |
| 0.0934        | 184.0  | 3128  | 0.3688          | 0.2025   | 0.4051        | 0.4051           | nan                 | 0.4051           | 0.0            | 0.4051      |
| 0.0934        | 185.0  | 3145  | 0.3183          | 0.3159   | 0.6318        | 0.6318           | nan                 | 0.6318           | 0.0            | 0.6318      |
| 0.0934        | 186.0  | 3162  | 0.2926          | 0.3334   | 0.6668        | 0.6668           | nan                 | 0.6668           | 0.0            | 0.6668      |
| 0.0934        | 187.0  | 3179  | 0.3351          | 0.2926   | 0.5851        | 0.5851           | nan                 | 0.5851           | 0.0            | 0.5851      |
| 0.0934        | 188.0  | 3196  | 0.3440          | 0.3410   | 0.6821        | 0.6821           | nan                 | 0.6821           | 0.0            | 0.6821      |
| 0.0835        | 189.0  | 3213  | 0.2707          | 0.3727   | 0.7454        | 0.7454           | nan                 | 0.7454           | 0.0            | 0.7454      |
| 0.0835        | 190.0  | 3230  | 0.2855          | 0.3325   | 0.6649        | 0.6649           | nan                 | 0.6649           | 0.0            | 0.6649      |
| 0.0835        | 191.0  | 3247  | 0.3349          | 0.3753   | 0.7505        | 0.7505           | nan                 | 0.7505           | 0.0            | 0.7505      |
| 0.0835        | 192.0  | 3264  | 0.3246          | 0.3052   | 0.6105        | 0.6105           | nan                 | 0.6105           | 0.0            | 0.6105      |
| 0.0835        | 193.0  | 3281  | 0.3379          | 0.3133   | 0.6266        | 0.6266           | nan                 | 0.6266           | 0.0            | 0.6266      |
| 0.0835        | 194.0  | 3298  | 0.2440          | 0.3287   | 0.6573        | 0.6573           | nan                 | 0.6573           | 0.0            | 0.6573      |
| 0.0886        | 195.0  | 3315  | 0.2616          | 0.3371   | 0.6743        | 0.6743           | nan                 | 0.6743           | 0.0            | 0.6743      |
| 0.0886        | 196.0  | 3332  | 0.3202          | 0.3586   | 0.7173        | 0.7173           | nan                 | 0.7173           | 0.0            | 0.7173      |
| 0.0886        | 197.0  | 3349  | 0.3853          | 0.3157   | 0.6315        | 0.6315           | nan                 | 0.6315           | 0.0            | 0.6315      |
| 0.0886        | 198.0  | 3366  | 0.2670          | 0.3694   | 0.7387        | 0.7387           | nan                 | 0.7387           | 0.0            | 0.7387      |
| 0.0886        | 199.0  | 3383  | 0.2904          | 0.3741   | 0.7483        | 0.7483           | nan                 | 0.7483           | 0.0            | 0.7483      |
| 0.0852        | 200.0  | 3400  | 0.2935          | 0.3762   | 0.7525        | 0.7525           | nan                 | 0.7525           | 0.0            | 0.7525      |
| 0.0852        | 201.0  | 3417  | 0.2990          | 0.2311   | 0.4623        | 0.4623           | nan                 | 0.4623           | 0.0            | 0.4623      |
| 0.0852        | 202.0  | 3434  | 0.4198          | 0.2415   | 0.4830        | 0.4830           | nan                 | 0.4830           | 0.0            | 0.4830      |
| 0.0852        | 203.0  | 3451  | 0.2925          | 0.3272   | 0.6543        | 0.6543           | nan                 | 0.6543           | 0.0            | 0.6543      |
| 0.0852        | 204.0  | 3468  | 0.3397          | 0.3312   | 0.6625        | 0.6625           | nan                 | 0.6625           | 0.0            | 0.6625      |
| 0.0852        | 205.0  | 3485  | 0.3388          | 0.3187   | 0.6374        | 0.6374           | nan                 | 0.6374           | 0.0            | 0.6374      |
| 0.0799        | 206.0  | 3502  | 0.4443          | 0.2287   | 0.4573        | 0.4573           | nan                 | 0.4573           | 0.0            | 0.4573      |
| 0.0799        | 207.0  | 3519  | 0.3457          | 0.2403   | 0.4807        | 0.4807           | nan                 | 0.4807           | 0.0            | 0.4807      |
| 0.0799        | 208.0  | 3536  | 0.2849          | 0.3857   | 0.7714        | 0.7714           | nan                 | 0.7714           | 0.0            | 0.7714      |
| 0.0799        | 209.0  | 3553  | 0.2780          | 0.3685   | 0.7370        | 0.7370           | nan                 | 0.7370           | 0.0            | 0.7370      |
| 0.0799        | 210.0  | 3570  | 0.3077          | 0.4219   | 0.8438        | 0.8438           | nan                 | 0.8438           | 0.0            | 0.8438      |
| 0.0799        | 211.0  | 3587  | 0.3165          | 0.3990   | 0.7980        | 0.7980           | nan                 | 0.7980           | 0.0            | 0.7980      |
| 0.0814        | 212.0  | 3604  | 0.2359          | 0.3532   | 0.7065        | 0.7065           | nan                 | 0.7065           | 0.0            | 0.7065      |
| 0.0814        | 213.0  | 3621  | 0.2817          | 0.3445   | 0.6890        | 0.6890           | nan                 | 0.6890           | 0.0            | 0.6890      |
| 0.0814        | 214.0  | 3638  | 0.2271          | 0.3884   | 0.7767        | 0.7767           | nan                 | 0.7767           | 0.0            | 0.7767      |
| 0.0814        | 215.0  | 3655  | 0.2554          | 0.3485   | 0.6970        | 0.6970           | nan                 | 0.6970           | 0.0            | 0.6970      |
| 0.0814        | 216.0  | 3672  | 0.3288          | 0.2850   | 0.5700        | 0.5700           | nan                 | 0.5700           | 0.0            | 0.5700      |
| 0.0814        | 217.0  | 3689  | 0.3606          | 0.2887   | 0.5775        | 0.5775           | nan                 | 0.5775           | 0.0            | 0.5775      |
| 0.076         | 218.0  | 3706  | 0.3455          | 0.2865   | 0.5730        | 0.5730           | nan                 | 0.5730           | 0.0            | 0.5730      |
| 0.076         | 219.0  | 3723  | 0.2988          | 0.2831   | 0.5662        | 0.5662           | nan                 | 0.5662           | 0.0            | 0.5662      |
| 0.076         | 220.0  | 3740  | 0.2780          | 0.3819   | 0.7639        | 0.7639           | nan                 | 0.7639           | 0.0            | 0.7639      |
| 0.076         | 221.0  | 3757  | 0.3546          | 0.3373   | 0.6745        | 0.6745           | nan                 | 0.6745           | 0.0            | 0.6745      |
| 0.076         | 222.0  | 3774  | 0.2463          | 0.3351   | 0.6701        | 0.6701           | nan                 | 0.6701           | 0.0            | 0.6701      |
| 0.076         | 223.0  | 3791  | 0.2828          | 0.3337   | 0.6673        | 0.6673           | nan                 | 0.6673           | 0.0            | 0.6673      |
| 0.0695        | 224.0  | 3808  | 0.2713          | 0.3310   | 0.6620        | 0.6620           | nan                 | 0.6620           | 0.0            | 0.6620      |
| 0.0695        | 225.0  | 3825  | 0.2579          | 0.3943   | 0.7886        | 0.7886           | nan                 | 0.7886           | 0.0            | 0.7886      |
| 0.0695        | 226.0  | 3842  | 0.2866          | 0.3328   | 0.6656        | 0.6656           | nan                 | 0.6656           | 0.0            | 0.6656      |
| 0.0695        | 227.0  | 3859  | 0.2017          | 0.3899   | 0.7799        | 0.7799           | nan                 | 0.7799           | 0.0            | 0.7799      |
| 0.0695        | 228.0  | 3876  | 0.2404          | 0.3488   | 0.6977        | 0.6977           | nan                 | 0.6977           | 0.0            | 0.6977      |
| 0.0695        | 229.0  | 3893  | 0.2647          | 0.3062   | 0.6124        | 0.6124           | nan                 | 0.6124           | 0.0            | 0.6124      |
| 0.0711        | 230.0  | 3910  | 0.3399          | 0.3073   | 0.6146        | 0.6146           | nan                 | 0.6146           | 0.0            | 0.6146      |
| 0.0711        | 231.0  | 3927  | 0.2394          | 0.2819   | 0.5637        | 0.5637           | nan                 | 0.5637           | 0.0            | 0.5637      |
| 0.0711        | 232.0  | 3944  | 0.2756          | 0.2701   | 0.5402        | 0.5402           | nan                 | 0.5402           | 0.0            | 0.5402      |
| 0.0711        | 233.0  | 3961  | 0.3077          | 0.1907   | 0.3815        | 0.3815           | nan                 | 0.3815           | 0.0            | 0.3815      |
| 0.0711        | 234.0  | 3978  | 0.2459          | 0.3408   | 0.6817        | 0.6817           | nan                 | 0.6817           | 0.0            | 0.6817      |
| 0.0711        | 235.0  | 3995  | 0.2907          | 0.3307   | 0.6613        | 0.6613           | nan                 | 0.6613           | 0.0            | 0.6613      |
| 0.0708        | 236.0  | 4012  | 0.2833          | 0.3640   | 0.7280        | 0.7280           | nan                 | 0.7280           | 0.0            | 0.7280      |
| 0.0708        | 237.0  | 4029  | 0.3665          | 0.2503   | 0.5006        | 0.5006           | nan                 | 0.5006           | 0.0            | 0.5006      |
| 0.0708        | 238.0  | 4046  | 0.3428          | 0.2794   | 0.5589        | 0.5589           | nan                 | 0.5589           | 0.0            | 0.5589      |
| 0.0708        | 239.0  | 4063  | 0.3150          | 0.2842   | 0.5684        | 0.5684           | nan                 | 0.5684           | 0.0            | 0.5684      |
| 0.0708        | 240.0  | 4080  | 0.2640          | 0.3057   | 0.6114        | 0.6114           | nan                 | 0.6114           | 0.0            | 0.6114      |
| 0.0708        | 241.0  | 4097  | 0.2757          | 0.3047   | 0.6095        | 0.6095           | nan                 | 0.6095           | 0.0            | 0.6095      |
| 0.0723        | 242.0  | 4114  | 0.3195          | 0.2267   | 0.4534        | 0.4534           | nan                 | 0.4534           | 0.0            | 0.4534      |
| 0.0723        | 243.0  | 4131  | 0.2558          | 0.3521   | 0.7042        | 0.7042           | nan                 | 0.7042           | 0.0            | 0.7042      |
| 0.0723        | 244.0  | 4148  | 0.2594          | 0.3304   | 0.6608        | 0.6608           | nan                 | 0.6608           | 0.0            | 0.6608      |
| 0.0723        | 245.0  | 4165  | 0.3000          | 0.2973   | 0.5946        | 0.5946           | nan                 | 0.5946           | 0.0            | 0.5946      |
| 0.0723        | 246.0  | 4182  | 0.2605          | 0.2818   | 0.5635        | 0.5635           | nan                 | 0.5635           | 0.0            | 0.5635      |
| 0.0723        | 247.0  | 4199  | 0.4257          | 0.2287   | 0.4573        | 0.4573           | nan                 | 0.4573           | 0.0            | 0.4573      |
| 0.071         | 248.0  | 4216  | 0.2179          | 0.3327   | 0.6654        | 0.6654           | nan                 | 0.6654           | 0.0            | 0.6654      |
| 0.071         | 249.0  | 4233  | 0.2834          | 0.3390   | 0.6780        | 0.6780           | nan                 | 0.6780           | 0.0            | 0.6780      |
| 0.071         | 250.0  | 4250  | 0.2524          | 0.3294   | 0.6587        | 0.6587           | nan                 | 0.6587           | 0.0            | 0.6587      |
| 0.071         | 251.0  | 4267  | 0.2615          | 0.3814   | 0.7628        | 0.7628           | nan                 | 0.7628           | 0.0            | 0.7628      |
| 0.071         | 252.0  | 4284  | 0.3364          | 0.3251   | 0.6502        | 0.6502           | nan                 | 0.6502           | 0.0            | 0.6502      |
| 0.0698        | 253.0  | 4301  | 0.2771          | 0.3535   | 0.7069        | 0.7069           | nan                 | 0.7069           | 0.0            | 0.7069      |
| 0.0698        | 254.0  | 4318  | 0.2185          | 0.3216   | 0.6432        | 0.6432           | nan                 | 0.6432           | 0.0            | 0.6432      |
| 0.0698        | 255.0  | 4335  | 0.3342          | 0.2726   | 0.5452        | 0.5452           | nan                 | 0.5452           | 0.0            | 0.5452      |
| 0.0698        | 256.0  | 4352  | 0.3268          | 0.2718   | 0.5436        | 0.5436           | nan                 | 0.5436           | 0.0            | 0.5436      |
| 0.0698        | 257.0  | 4369  | 0.2967          | 0.2964   | 0.5929        | 0.5929           | nan                 | 0.5929           | 0.0            | 0.5929      |
| 0.0698        | 258.0  | 4386  | 0.2684          | 0.3280   | 0.6559        | 0.6559           | nan                 | 0.6559           | 0.0            | 0.6559      |
| 0.0669        | 259.0  | 4403  | 0.3126          | 0.2626   | 0.5251        | 0.5251           | nan                 | 0.5251           | 0.0            | 0.5251      |
| 0.0669        | 260.0  | 4420  | 0.2726          | 0.3176   | 0.6353        | 0.6353           | nan                 | 0.6353           | 0.0            | 0.6353      |
| 0.0669        | 261.0  | 4437  | 0.3289          | 0.2687   | 0.5374        | 0.5374           | nan                 | 0.5374           | 0.0            | 0.5374      |
| 0.0669        | 262.0  | 4454  | 0.2902          | 0.3025   | 0.6050        | 0.6050           | nan                 | 0.6050           | 0.0            | 0.6050      |
| 0.0669        | 263.0  | 4471  | 0.2427          | 0.3462   | 0.6925        | 0.6925           | nan                 | 0.6925           | 0.0            | 0.6925      |
| 0.0669        | 264.0  | 4488  | 0.3117          | 0.2864   | 0.5727        | 0.5727           | nan                 | 0.5727           | 0.0            | 0.5727      |
| 0.062         | 265.0  | 4505  | 0.2793          | 0.3098   | 0.6195        | 0.6195           | nan                 | 0.6195           | 0.0            | 0.6195      |
| 0.062         | 266.0  | 4522  | 0.2447          | 0.3196   | 0.6391        | 0.6391           | nan                 | 0.6391           | 0.0            | 0.6391      |
| 0.062         | 267.0  | 4539  | 0.2943          | 0.2910   | 0.5821        | 0.5821           | nan                 | 0.5821           | 0.0            | 0.5821      |
| 0.062         | 268.0  | 4556  | 0.2506          | 0.2764   | 0.5527        | 0.5527           | nan                 | 0.5527           | 0.0            | 0.5527      |
| 0.062         | 269.0  | 4573  | 0.2507          | 0.3380   | 0.6760        | 0.6760           | nan                 | 0.6760           | 0.0            | 0.6760      |
| 0.062         | 270.0  | 4590  | 0.2783          | 0.2740   | 0.5480        | 0.5480           | nan                 | 0.5480           | 0.0            | 0.5480      |
| 0.0565        | 271.0  | 4607  | 0.2896          | 0.3476   | 0.6952        | 0.6952           | nan                 | 0.6952           | 0.0            | 0.6952      |
| 0.0565        | 272.0  | 4624  | 0.2855          | 0.3333   | 0.6665        | 0.6665           | nan                 | 0.6665           | 0.0            | 0.6665      |
| 0.0565        | 273.0  | 4641  | 0.2183          | 0.3395   | 0.6790        | 0.6790           | nan                 | 0.6790           | 0.0            | 0.6790      |
| 0.0565        | 274.0  | 4658  | 0.2132          | 0.3567   | 0.7134        | 0.7134           | nan                 | 0.7134           | 0.0            | 0.7134      |
| 0.0565        | 275.0  | 4675  | 0.2632          | 0.3130   | 0.6260        | 0.6260           | nan                 | 0.6260           | 0.0            | 0.6260      |
| 0.0565        | 276.0  | 4692  | 0.2548          | 0.2878   | 0.5756        | 0.5756           | nan                 | 0.5756           | 0.0            | 0.5756      |
| 0.0585        | 277.0  | 4709  | 0.2379          | 0.3666   | 0.7333        | 0.7333           | nan                 | 0.7333           | 0.0            | 0.7333      |
| 0.0585        | 278.0  | 4726  | 0.3023          | 0.2528   | 0.5056        | 0.5056           | nan                 | 0.5056           | 0.0            | 0.5056      |
| 0.0585        | 279.0  | 4743  | 0.2598          | 0.3065   | 0.6130        | 0.6130           | nan                 | 0.6130           | 0.0            | 0.6130      |
| 0.0585        | 280.0  | 4760  | 0.2836          | 0.3839   | 0.7679        | 0.7679           | nan                 | 0.7679           | 0.0            | 0.7679      |
| 0.0585        | 281.0  | 4777  | 0.2904          | 0.2997   | 0.5994        | 0.5994           | nan                 | 0.5994           | 0.0            | 0.5994      |
| 0.0585        | 282.0  | 4794  | 0.2363          | 0.3810   | 0.7621        | 0.7621           | nan                 | 0.7621           | 0.0            | 0.7621      |
| 0.0622        | 283.0  | 4811  | 0.2126          | 0.3643   | 0.7286        | 0.7286           | nan                 | 0.7286           | 0.0            | 0.7286      |
| 0.0622        | 284.0  | 4828  | 0.2295          | 0.3264   | 0.6528        | 0.6528           | nan                 | 0.6528           | 0.0            | 0.6528      |
| 0.0622        | 285.0  | 4845  | 0.2663          | 0.2939   | 0.5879        | 0.5879           | nan                 | 0.5879           | 0.0            | 0.5879      |
| 0.0622        | 286.0  | 4862  | 0.3011          | 0.2987   | 0.5974        | 0.5974           | nan                 | 0.5974           | 0.0            | 0.5974      |
| 0.0622        | 287.0  | 4879  | 0.2626          | 0.3025   | 0.6051        | 0.6051           | nan                 | 0.6051           | 0.0            | 0.6051      |
| 0.0622        | 288.0  | 4896  | 0.2773          | 0.2663   | 0.5326        | 0.5326           | nan                 | 0.5326           | 0.0            | 0.5326      |
| 0.0608        | 289.0  | 4913  | 0.2915          | 0.2532   | 0.5064        | 0.5064           | nan                 | 0.5064           | 0.0            | 0.5064      |
| 0.0608        | 290.0  | 4930  | 0.2915          | 0.2240   | 0.4480        | 0.4480           | nan                 | 0.4480           | 0.0            | 0.4480      |
| 0.0608        | 291.0  | 4947  | 0.2605          | 0.3051   | 0.6103        | 0.6103           | nan                 | 0.6103           | 0.0            | 0.6103      |
| 0.0608        | 292.0  | 4964  | 0.3391          | 0.2572   | 0.5145        | 0.5145           | nan                 | 0.5145           | 0.0            | 0.5145      |
| 0.0608        | 293.0  | 4981  | 0.2621          | 0.2815   | 0.5629        | 0.5629           | nan                 | 0.5629           | 0.0            | 0.5629      |
| 0.0608        | 294.0  | 4998  | 0.2932          | 0.3072   | 0.6144        | 0.6144           | nan                 | 0.6144           | 0.0            | 0.6144      |
| 0.0536        | 295.0  | 5015  | 0.3546          | 0.2762   | 0.5524        | 0.5524           | nan                 | 0.5524           | 0.0            | 0.5524      |
| 0.0536        | 296.0  | 5032  | 0.2652          | 0.2772   | 0.5545        | 0.5545           | nan                 | 0.5545           | 0.0            | 0.5545      |
| 0.0536        | 297.0  | 5049  | 0.2781          | 0.2515   | 0.5030        | 0.5030           | nan                 | 0.5030           | 0.0            | 0.5030      |
| 0.0536        | 298.0  | 5066  | 0.2777          | 0.2666   | 0.5333        | 0.5333           | nan                 | 0.5333           | 0.0            | 0.5333      |
| 0.0536        | 299.0  | 5083  | 0.2573          | 0.2863   | 0.5726        | 0.5726           | nan                 | 0.5726           | 0.0            | 0.5726      |
| 0.0572        | 300.0  | 5100  | 0.2443          | 0.3174   | 0.6348        | 0.6348           | nan                 | 0.6348           | 0.0            | 0.6348      |
| 0.0572        | 301.0  | 5117  | 0.2724          | 0.3107   | 0.6214        | 0.6214           | nan                 | 0.6214           | 0.0            | 0.6214      |
| 0.0572        | 302.0  | 5134  | 0.2443          | 0.3254   | 0.6509        | 0.6509           | nan                 | 0.6509           | 0.0            | 0.6509      |
| 0.0572        | 303.0  | 5151  | 0.2556          | 0.2854   | 0.5708        | 0.5708           | nan                 | 0.5708           | 0.0            | 0.5708      |
| 0.0572        | 304.0  | 5168  | 0.2798          | 0.3086   | 0.6171        | 0.6171           | nan                 | 0.6171           | 0.0            | 0.6171      |
| 0.0572        | 305.0  | 5185  | 0.2805          | 0.3136   | 0.6271        | 0.6271           | nan                 | 0.6271           | 0.0            | 0.6271      |
| 0.057         | 306.0  | 5202  | 0.1925          | 0.3286   | 0.6572        | 0.6572           | nan                 | 0.6572           | 0.0            | 0.6572      |
| 0.057         | 307.0  | 5219  | 0.2125          | 0.4029   | 0.8058        | 0.8058           | nan                 | 0.8058           | 0.0            | 0.8058      |
| 0.057         | 308.0  | 5236  | 0.2009          | 0.3365   | 0.6731        | 0.6731           | nan                 | 0.6731           | 0.0            | 0.6731      |
| 0.057         | 309.0  | 5253  | 0.2251          | 0.3493   | 0.6986        | 0.6986           | nan                 | 0.6986           | 0.0            | 0.6986      |
| 0.057         | 310.0  | 5270  | 0.2298          | 0.3558   | 0.7116        | 0.7116           | nan                 | 0.7116           | 0.0            | 0.7116      |
| 0.057         | 311.0  | 5287  | 0.2192          | 0.2883   | 0.5767        | 0.5767           | nan                 | 0.5767           | 0.0            | 0.5767      |
| 0.0522        | 312.0  | 5304  | 0.2349          | 0.3551   | 0.7102        | 0.7102           | nan                 | 0.7102           | 0.0            | 0.7102      |
| 0.0522        | 313.0  | 5321  | 0.1832          | 0.4190   | 0.8379        | 0.8379           | nan                 | 0.8379           | 0.0            | 0.8379      |
| 0.0522        | 314.0  | 5338  | 0.2119          | 0.3985   | 0.7971        | 0.7971           | nan                 | 0.7971           | 0.0            | 0.7971      |
| 0.0522        | 315.0  | 5355  | 0.2038          | 0.4374   | 0.8747        | 0.8747           | nan                 | 0.8747           | 0.0            | 0.8747      |
| 0.0522        | 316.0  | 5372  | 0.2124          | 0.3713   | 0.7427        | 0.7427           | nan                 | 0.7427           | 0.0            | 0.7427      |
| 0.0522        | 317.0  | 5389  | 0.1980          | 0.3498   | 0.6995        | 0.6995           | nan                 | 0.6995           | 0.0            | 0.6995      |
| 0.0523        | 318.0  | 5406  | 0.2483          | 0.3521   | 0.7042        | 0.7042           | nan                 | 0.7042           | 0.0            | 0.7042      |
| 0.0523        | 319.0  | 5423  | 0.2873          | 0.3058   | 0.6116        | 0.6116           | nan                 | 0.6116           | 0.0            | 0.6116      |
| 0.0523        | 320.0  | 5440  | 0.2366          | 0.3530   | 0.7060        | 0.7060           | nan                 | 0.7060           | 0.0            | 0.7060      |
| 0.0523        | 321.0  | 5457  | 0.2613          | 0.3360   | 0.6720        | 0.6720           | nan                 | 0.6720           | 0.0            | 0.6720      |
| 0.0523        | 322.0  | 5474  | 0.2392          | 0.3401   | 0.6802        | 0.6802           | nan                 | 0.6802           | 0.0            | 0.6802      |
| 0.0523        | 323.0  | 5491  | 0.2279          | 0.3464   | 0.6928        | 0.6928           | nan                 | 0.6928           | 0.0            | 0.6928      |
| 0.05          | 324.0  | 5508  | 0.2718          | 0.2724   | 0.5449        | 0.5449           | nan                 | 0.5449           | 0.0            | 0.5449      |
| 0.05          | 325.0  | 5525  | 0.2367          | 0.3879   | 0.7758        | 0.7758           | nan                 | 0.7758           | 0.0            | 0.7758      |
| 0.05          | 326.0  | 5542  | 0.2976          | 0.3504   | 0.7008        | 0.7008           | nan                 | 0.7008           | 0.0            | 0.7008      |
| 0.05          | 327.0  | 5559  | 0.2424          | 0.3214   | 0.6429        | 0.6429           | nan                 | 0.6429           | 0.0            | 0.6429      |
| 0.05          | 328.0  | 5576  | 0.2852          | 0.3042   | 0.6084        | 0.6084           | nan                 | 0.6084           | 0.0            | 0.6084      |
| 0.05          | 329.0  | 5593  | 0.2473          | 0.2739   | 0.5479        | 0.5479           | nan                 | 0.5479           | 0.0            | 0.5479      |
| 0.0552        | 330.0  | 5610  | 0.2461          | 0.3971   | 0.7943        | 0.7943           | nan                 | 0.7943           | 0.0            | 0.7943      |
| 0.0552        | 331.0  | 5627  | 0.2122          | 0.3252   | 0.6503        | 0.6503           | nan                 | 0.6503           | 0.0            | 0.6503      |
| 0.0552        | 332.0  | 5644  | 0.2318          | 0.2996   | 0.5993        | 0.5993           | nan                 | 0.5993           | 0.0            | 0.5993      |
| 0.0552        | 333.0  | 5661  | 0.2186          | 0.3774   | 0.7547        | 0.7547           | nan                 | 0.7547           | 0.0            | 0.7547      |
| 0.0552        | 334.0  | 5678  | 0.2682          | 0.2615   | 0.5230        | 0.5230           | nan                 | 0.5230           | 0.0            | 0.5230      |
| 0.0552        | 335.0  | 5695  | 0.2490          | 0.3225   | 0.6451        | 0.6451           | nan                 | 0.6451           | 0.0            | 0.6451      |
| 0.0524        | 336.0  | 5712  | 0.2334          | 0.3464   | 0.6927        | 0.6927           | nan                 | 0.6927           | 0.0            | 0.6927      |
| 0.0524        | 337.0  | 5729  | 0.2234          | 0.3504   | 0.7008        | 0.7008           | nan                 | 0.7008           | 0.0            | 0.7008      |
| 0.0524        | 338.0  | 5746  | 0.2413          | 0.3737   | 0.7473        | 0.7473           | nan                 | 0.7473           | 0.0            | 0.7473      |
| 0.0524        | 339.0  | 5763  | 0.2368          | 0.3699   | 0.7399        | 0.7399           | nan                 | 0.7399           | 0.0            | 0.7399      |
| 0.0524        | 340.0  | 5780  | 0.2442          | 0.3809   | 0.7619        | 0.7619           | nan                 | 0.7619           | 0.0            | 0.7619      |
| 0.0524        | 341.0  | 5797  | 0.2208          | 0.3740   | 0.7481        | 0.7481           | nan                 | 0.7481           | 0.0            | 0.7481      |
| 0.0513        | 342.0  | 5814  | 0.2509          | 0.3849   | 0.7698        | 0.7698           | nan                 | 0.7698           | 0.0            | 0.7698      |
| 0.0513        | 343.0  | 5831  | 0.2194          | 0.3553   | 0.7106        | 0.7106           | nan                 | 0.7106           | 0.0            | 0.7106      |
| 0.0513        | 344.0  | 5848  | 0.2536          | 0.3990   | 0.7980        | 0.7980           | nan                 | 0.7980           | 0.0            | 0.7980      |
| 0.0513        | 345.0  | 5865  | 0.2803          | 0.3740   | 0.7479        | 0.7479           | nan                 | 0.7479           | 0.0            | 0.7479      |
| 0.0513        | 346.0  | 5882  | 0.2732          | 0.3944   | 0.7889        | 0.7889           | nan                 | 0.7889           | 0.0            | 0.7889      |
| 0.0513        | 347.0  | 5899  | 0.2759          | 0.3588   | 0.7176        | 0.7176           | nan                 | 0.7176           | 0.0            | 0.7176      |
| 0.0504        | 348.0  | 5916  | 0.2941          | 0.3472   | 0.6945        | 0.6945           | nan                 | 0.6945           | 0.0            | 0.6945      |
| 0.0504        | 349.0  | 5933  | 0.2170          | 0.3646   | 0.7292        | 0.7292           | nan                 | 0.7292           | 0.0            | 0.7292      |
| 0.0504        | 350.0  | 5950  | 0.2464          | 0.3842   | 0.7685        | 0.7685           | nan                 | 0.7685           | 0.0            | 0.7685      |
| 0.0504        | 351.0  | 5967  | 0.2394          | 0.3697   | 0.7395        | 0.7395           | nan                 | 0.7395           | 0.0            | 0.7395      |
| 0.0504        | 352.0  | 5984  | 0.2645          | 0.3719   | 0.7438        | 0.7438           | nan                 | 0.7438           | 0.0            | 0.7438      |
| 0.0497        | 353.0  | 6001  | 0.2226          | 0.3932   | 0.7865        | 0.7865           | nan                 | 0.7865           | 0.0            | 0.7865      |
| 0.0497        | 354.0  | 6018  | 0.2579          | 0.3718   | 0.7436        | 0.7436           | nan                 | 0.7436           | 0.0            | 0.7436      |
| 0.0497        | 355.0  | 6035  | 0.2149          | 0.3905   | 0.7810        | 0.7810           | nan                 | 0.7810           | 0.0            | 0.7810      |
| 0.0497        | 356.0  | 6052  | 0.2202          | 0.3803   | 0.7606        | 0.7606           | nan                 | 0.7606           | 0.0            | 0.7606      |
| 0.0497        | 357.0  | 6069  | 0.2281          | 0.3398   | 0.6795        | 0.6795           | nan                 | 0.6795           | 0.0            | 0.6795      |
| 0.0497        | 358.0  | 6086  | 0.2857          | 0.3210   | 0.6419        | 0.6419           | nan                 | 0.6419           | 0.0            | 0.6419      |
| 0.0464        | 359.0  | 6103  | 0.2393          | 0.3573   | 0.7146        | 0.7146           | nan                 | 0.7146           | 0.0            | 0.7146      |
| 0.0464        | 360.0  | 6120  | 0.2901          | 0.2873   | 0.5747        | 0.5747           | nan                 | 0.5747           | 0.0            | 0.5747      |
| 0.0464        | 361.0  | 6137  | 0.2689          | 0.3335   | 0.6669        | 0.6669           | nan                 | 0.6669           | 0.0            | 0.6669      |
| 0.0464        | 362.0  | 6154  | 0.3531          | 0.2828   | 0.5655        | 0.5655           | nan                 | 0.5655           | 0.0            | 0.5655      |
| 0.0464        | 363.0  | 6171  | 0.2432          | 0.4020   | 0.8039        | 0.8039           | nan                 | 0.8039           | 0.0            | 0.8039      |
| 0.0464        | 364.0  | 6188  | 0.2345          | 0.3927   | 0.7855        | 0.7855           | nan                 | 0.7855           | 0.0            | 0.7855      |
| 0.0513        | 365.0  | 6205  | 0.3075          | 0.3593   | 0.7185        | 0.7185           | nan                 | 0.7185           | 0.0            | 0.7185      |
| 0.0513        | 366.0  | 6222  | 0.2853          | 0.3391   | 0.6782        | 0.6782           | nan                 | 0.6782           | 0.0            | 0.6782      |
| 0.0513        | 367.0  | 6239  | 0.3308          | 0.3121   | 0.6243        | 0.6243           | nan                 | 0.6243           | 0.0            | 0.6243      |
| 0.0513        | 368.0  | 6256  | 0.2364          | 0.3805   | 0.7610        | 0.7610           | nan                 | 0.7610           | 0.0            | 0.7610      |
| 0.0513        | 369.0  | 6273  | 0.2420          | 0.3628   | 0.7257        | 0.7257           | nan                 | 0.7257           | 0.0            | 0.7257      |
| 0.0513        | 370.0  | 6290  | 0.2562          | 0.3500   | 0.7000        | 0.7000           | nan                 | 0.7000           | 0.0            | 0.7000      |
| 0.0491        | 371.0  | 6307  | 0.2455          | 0.3431   | 0.6863        | 0.6863           | nan                 | 0.6863           | 0.0            | 0.6863      |
| 0.0491        | 372.0  | 6324  | 0.2793          | 0.3599   | 0.7198        | 0.7198           | nan                 | 0.7198           | 0.0            | 0.7198      |
| 0.0491        | 373.0  | 6341  | 0.2232          | 0.3733   | 0.7466        | 0.7466           | nan                 | 0.7466           | 0.0            | 0.7466      |
| 0.0491        | 374.0  | 6358  | 0.2899          | 0.3353   | 0.6706        | 0.6706           | nan                 | 0.6706           | 0.0            | 0.6706      |
| 0.0491        | 375.0  | 6375  | 0.2351          | 0.3562   | 0.7124        | 0.7124           | nan                 | 0.7124           | 0.0            | 0.7124      |
| 0.0491        | 376.0  | 6392  | 0.2447          | 0.3252   | 0.6504        | 0.6504           | nan                 | 0.6504           | 0.0            | 0.6504      |
| 0.0477        | 377.0  | 6409  | 0.2346          | 0.3344   | 0.6689        | 0.6689           | nan                 | 0.6689           | 0.0            | 0.6689      |
| 0.0477        | 378.0  | 6426  | 0.2468          | 0.3630   | 0.7259        | 0.7259           | nan                 | 0.7259           | 0.0            | 0.7259      |
| 0.0477        | 379.0  | 6443  | 0.3616          | 0.3322   | 0.6645        | 0.6645           | nan                 | 0.6645           | 0.0            | 0.6645      |
| 0.0477        | 380.0  | 6460  | 0.2846          | 0.3387   | 0.6775        | 0.6775           | nan                 | 0.6775           | 0.0            | 0.6775      |
| 0.0477        | 381.0  | 6477  | 0.3733          | 0.2779   | 0.5558        | 0.5558           | nan                 | 0.5558           | 0.0            | 0.5558      |
| 0.0477        | 382.0  | 6494  | 0.3140          | 0.3178   | 0.6356        | 0.6356           | nan                 | 0.6356           | 0.0            | 0.6356      |
| 0.0446        | 383.0  | 6511  | 0.3926          | 0.3009   | 0.6018        | 0.6018           | nan                 | 0.6018           | 0.0            | 0.6018      |
| 0.0446        | 384.0  | 6528  | 0.2901          | 0.3070   | 0.6140        | 0.6140           | nan                 | 0.6140           | 0.0            | 0.6140      |
| 0.0446        | 385.0  | 6545  | 0.3247          | 0.3514   | 0.7027        | 0.7027           | nan                 | 0.7027           | 0.0            | 0.7027      |
| 0.0446        | 386.0  | 6562  | 0.3177          | 0.3340   | 0.6681        | 0.6681           | nan                 | 0.6681           | 0.0            | 0.6681      |
| 0.0446        | 387.0  | 6579  | 0.2939          | 0.3542   | 0.7084        | 0.7084           | nan                 | 0.7084           | 0.0            | 0.7084      |
| 0.0446        | 388.0  | 6596  | 0.2585          | 0.3410   | 0.6820        | 0.6820           | nan                 | 0.6820           | 0.0            | 0.6820      |
| 0.0489        | 389.0  | 6613  | 0.3240          | 0.3161   | 0.6321        | 0.6321           | nan                 | 0.6321           | 0.0            | 0.6321      |
| 0.0489        | 390.0  | 6630  | 0.2895          | 0.3698   | 0.7396        | 0.7396           | nan                 | 0.7396           | 0.0            | 0.7396      |
| 0.0489        | 391.0  | 6647  | 0.2994          | 0.3214   | 0.6428        | 0.6428           | nan                 | 0.6428           | 0.0            | 0.6428      |
| 0.0489        | 392.0  | 6664  | 0.2779          | 0.3668   | 0.7336        | 0.7336           | nan                 | 0.7336           | 0.0            | 0.7336      |
| 0.0489        | 393.0  | 6681  | 0.2841          | 0.3098   | 0.6197        | 0.6197           | nan                 | 0.6197           | 0.0            | 0.6197      |
| 0.0489        | 394.0  | 6698  | 0.3211          | 0.2982   | 0.5964        | 0.5964           | nan                 | 0.5964           | 0.0            | 0.5964      |
| 0.0449        | 395.0  | 6715  | 0.3262          | 0.2988   | 0.5977        | 0.5977           | nan                 | 0.5977           | 0.0            | 0.5977      |
| 0.0449        | 396.0  | 6732  | 0.3133          | 0.3101   | 0.6202        | 0.6202           | nan                 | 0.6202           | 0.0            | 0.6202      |
| 0.0449        | 397.0  | 6749  | 0.3241          | 0.3381   | 0.6762        | 0.6762           | nan                 | 0.6762           | 0.0            | 0.6762      |
| 0.0449        | 398.0  | 6766  | 0.3566          | 0.3000   | 0.5999        | 0.5999           | nan                 | 0.5999           | 0.0            | 0.5999      |
| 0.0449        | 399.0  | 6783  | 0.2994          | 0.3600   | 0.7199        | 0.7199           | nan                 | 0.7199           | 0.0            | 0.7199      |
| 0.0463        | 400.0  | 6800  | 0.2672          | 0.3268   | 0.6536        | 0.6536           | nan                 | 0.6536           | 0.0            | 0.6536      |
| 0.0463        | 401.0  | 6817  | 0.2945          | 0.3565   | 0.7131        | 0.7131           | nan                 | 0.7131           | 0.0            | 0.7131      |
| 0.0463        | 402.0  | 6834  | 0.2970          | 0.3397   | 0.6794        | 0.6794           | nan                 | 0.6794           | 0.0            | 0.6794      |
| 0.0463        | 403.0  | 6851  | 0.2687          | 0.3577   | 0.7154        | 0.7154           | nan                 | 0.7154           | 0.0            | 0.7154      |
| 0.0463        | 404.0  | 6868  | 0.2877          | 0.3387   | 0.6774        | 0.6774           | nan                 | 0.6774           | 0.0            | 0.6774      |
| 0.0463        | 405.0  | 6885  | 0.2600          | 0.3489   | 0.6977        | 0.6977           | nan                 | 0.6977           | 0.0            | 0.6977      |
| 0.0443        | 406.0  | 6902  | 0.3077          | 0.3165   | 0.6330        | 0.6330           | nan                 | 0.6330           | 0.0            | 0.6330      |
| 0.0443        | 407.0  | 6919  | 0.2634          | 0.3436   | 0.6873        | 0.6873           | nan                 | 0.6873           | 0.0            | 0.6873      |
| 0.0443        | 408.0  | 6936  | 0.2766          | 0.3393   | 0.6786        | 0.6786           | nan                 | 0.6786           | 0.0            | 0.6786      |
| 0.0443        | 409.0  | 6953  | 0.2781          | 0.3096   | 0.6191        | 0.6191           | nan                 | 0.6191           | 0.0            | 0.6191      |
| 0.0443        | 410.0  | 6970  | 0.2749          | 0.3357   | 0.6714        | 0.6714           | nan                 | 0.6714           | 0.0            | 0.6714      |
| 0.0443        | 411.0  | 6987  | 0.3368          | 0.3182   | 0.6364        | 0.6364           | nan                 | 0.6364           | 0.0            | 0.6364      |
| 0.0429        | 412.0  | 7004  | 0.3096          | 0.3016   | 0.6032        | 0.6032           | nan                 | 0.6032           | 0.0            | 0.6032      |
| 0.0429        | 413.0  | 7021  | 0.3003          | 0.3402   | 0.6804        | 0.6804           | nan                 | 0.6804           | 0.0            | 0.6804      |
| 0.0429        | 414.0  | 7038  | 0.2831          | 0.3491   | 0.6983        | 0.6983           | nan                 | 0.6983           | 0.0            | 0.6983      |
| 0.0429        | 415.0  | 7055  | 0.3294          | 0.2715   | 0.5430        | 0.5430           | nan                 | 0.5430           | 0.0            | 0.5430      |
| 0.0429        | 416.0  | 7072  | 0.2549          | 0.3333   | 0.6665        | 0.6665           | nan                 | 0.6665           | 0.0            | 0.6665      |
| 0.0429        | 417.0  | 7089  | 0.3011          | 0.2956   | 0.5911        | 0.5911           | nan                 | 0.5911           | 0.0            | 0.5911      |
| 0.0394        | 418.0  | 7106  | 0.2614          | 0.3257   | 0.6514        | 0.6514           | nan                 | 0.6514           | 0.0            | 0.6514      |
| 0.0394        | 419.0  | 7123  | 0.3040          | 0.3185   | 0.6369        | 0.6369           | nan                 | 0.6369           | 0.0            | 0.6369      |
| 0.0394        | 420.0  | 7140  | 0.2870          | 0.3443   | 0.6885        | 0.6885           | nan                 | 0.6885           | 0.0            | 0.6885      |
| 0.0394        | 421.0  | 7157  | 0.2593          | 0.3536   | 0.7072        | 0.7072           | nan                 | 0.7072           | 0.0            | 0.7072      |
| 0.0394        | 422.0  | 7174  | 0.2808          | 0.3458   | 0.6915        | 0.6915           | nan                 | 0.6915           | 0.0            | 0.6915      |
| 0.0394        | 423.0  | 7191  | 0.2958          | 0.3261   | 0.6522        | 0.6522           | nan                 | 0.6522           | 0.0            | 0.6522      |
| 0.0432        | 424.0  | 7208  | 0.2818          | 0.3377   | 0.6753        | 0.6753           | nan                 | 0.6753           | 0.0            | 0.6753      |
| 0.0432        | 425.0  | 7225  | 0.3045          | 0.3385   | 0.6769        | 0.6769           | nan                 | 0.6769           | 0.0            | 0.6769      |
| 0.0432        | 426.0  | 7242  | 0.3077          | 0.3070   | 0.6139        | 0.6139           | nan                 | 0.6139           | 0.0            | 0.6139      |
| 0.0432        | 427.0  | 7259  | 0.3225          | 0.3227   | 0.6455        | 0.6455           | nan                 | 0.6455           | 0.0            | 0.6455      |
| 0.0432        | 428.0  | 7276  | 0.3013          | 0.3387   | 0.6774        | 0.6774           | nan                 | 0.6774           | 0.0            | 0.6774      |
| 0.0432        | 429.0  | 7293  | 0.2909          | 0.3348   | 0.6697        | 0.6697           | nan                 | 0.6697           | 0.0            | 0.6697      |
| 0.0419        | 430.0  | 7310  | 0.3022          | 0.3250   | 0.6501        | 0.6501           | nan                 | 0.6501           | 0.0            | 0.6501      |
| 0.0419        | 431.0  | 7327  | 0.2724          | 0.3467   | 0.6934        | 0.6934           | nan                 | 0.6934           | 0.0            | 0.6934      |
| 0.0419        | 432.0  | 7344  | 0.3426          | 0.3265   | 0.6529        | 0.6529           | nan                 | 0.6529           | 0.0            | 0.6529      |
| 0.0419        | 433.0  | 7361  | 0.2962          | 0.3380   | 0.6760        | 0.6760           | nan                 | 0.6760           | 0.0            | 0.6760      |
| 0.0419        | 434.0  | 7378  | 0.2787          | 0.3242   | 0.6484        | 0.6484           | nan                 | 0.6484           | 0.0            | 0.6484      |
| 0.0419        | 435.0  | 7395  | 0.3095          | 0.3365   | 0.6730        | 0.6730           | nan                 | 0.6730           | 0.0            | 0.6730      |
| 0.0398        | 436.0  | 7412  | 0.3047          | 0.3122   | 0.6243        | 0.6243           | nan                 | 0.6243           | 0.0            | 0.6243      |
| 0.0398        | 437.0  | 7429  | 0.3225          | 0.3024   | 0.6048        | 0.6048           | nan                 | 0.6048           | 0.0            | 0.6048      |
| 0.0398        | 438.0  | 7446  | 0.3274          | 0.2866   | 0.5731        | 0.5731           | nan                 | 0.5731           | 0.0            | 0.5731      |
| 0.0398        | 439.0  | 7463  | 0.3423          | 0.2367   | 0.4735        | 0.4735           | nan                 | 0.4735           | 0.0            | 0.4735      |
| 0.0398        | 440.0  | 7480  | 0.3609          | 0.2558   | 0.5117        | 0.5117           | nan                 | 0.5117           | 0.0            | 0.5117      |
| 0.0398        | 441.0  | 7497  | 0.2948          | 0.3113   | 0.6227        | 0.6227           | nan                 | 0.6227           | 0.0            | 0.6227      |
| 0.0455        | 442.0  | 7514  | 0.3299          | 0.2566   | 0.5132        | 0.5132           | nan                 | 0.5132           | 0.0            | 0.5132      |
| 0.0455        | 443.0  | 7531  | 0.2974          | 0.3005   | 0.6011        | 0.6011           | nan                 | 0.6011           | 0.0            | 0.6011      |
| 0.0455        | 444.0  | 7548  | 0.3208          | 0.2764   | 0.5529        | 0.5529           | nan                 | 0.5529           | 0.0            | 0.5529      |
| 0.0455        | 445.0  | 7565  | 0.2894          | 0.3427   | 0.6854        | 0.6854           | nan                 | 0.6854           | 0.0            | 0.6854      |
| 0.0455        | 446.0  | 7582  | 0.2981          | 0.3060   | 0.6119        | 0.6119           | nan                 | 0.6119           | 0.0            | 0.6119      |
| 0.0455        | 447.0  | 7599  | 0.2535          | 0.3309   | 0.6618        | 0.6618           | nan                 | 0.6618           | 0.0            | 0.6618      |
| 0.0434        | 448.0  | 7616  | 0.2865          | 0.2696   | 0.5392        | 0.5392           | nan                 | 0.5392           | 0.0            | 0.5392      |
| 0.0434        | 449.0  | 7633  | 0.2940          | 0.3166   | 0.6332        | 0.6332           | nan                 | 0.6332           | 0.0            | 0.6332      |
| 0.0434        | 450.0  | 7650  | 0.3000          | 0.3000   | 0.6001        | 0.6001           | nan                 | 0.6001           | 0.0            | 0.6001      |
| 0.0434        | 451.0  | 7667  | 0.3164          | 0.2847   | 0.5694        | 0.5694           | nan                 | 0.5694           | 0.0            | 0.5694      |
| 0.0434        | 452.0  | 7684  | 0.2465          | 0.3287   | 0.6575        | 0.6575           | nan                 | 0.6575           | 0.0            | 0.6575      |
| 0.0412        | 453.0  | 7701  | 0.2836          | 0.3172   | 0.6344        | 0.6344           | nan                 | 0.6344           | 0.0            | 0.6344      |
| 0.0412        | 454.0  | 7718  | 0.3480          | 0.2801   | 0.5603        | 0.5603           | nan                 | 0.5603           | 0.0            | 0.5603      |
| 0.0412        | 455.0  | 7735  | 0.3047          | 0.3197   | 0.6394        | 0.6394           | nan                 | 0.6394           | 0.0            | 0.6394      |
| 0.0412        | 456.0  | 7752  | 0.3430          | 0.3214   | 0.6428        | 0.6428           | nan                 | 0.6428           | 0.0            | 0.6428      |
| 0.0412        | 457.0  | 7769  | 0.3213          | 0.3358   | 0.6717        | 0.6717           | nan                 | 0.6717           | 0.0            | 0.6717      |
| 0.0412        | 458.0  | 7786  | 0.2413          | 0.3538   | 0.7076        | 0.7076           | nan                 | 0.7076           | 0.0            | 0.7076      |
| 0.0399        | 459.0  | 7803  | 0.2633          | 0.3588   | 0.7176        | 0.7176           | nan                 | 0.7176           | 0.0            | 0.7176      |
| 0.0399        | 460.0  | 7820  | 0.2632          | 0.3204   | 0.6409        | 0.6409           | nan                 | 0.6409           | 0.0            | 0.6409      |
| 0.0399        | 461.0  | 7837  | 0.2530          | 0.3445   | 0.6890        | 0.6890           | nan                 | 0.6890           | 0.0            | 0.6890      |
| 0.0399        | 462.0  | 7854  | 0.2841          | 0.3305   | 0.6610        | 0.6610           | nan                 | 0.6610           | 0.0            | 0.6610      |
| 0.0399        | 463.0  | 7871  | 0.3084          | 0.3473   | 0.6945        | 0.6945           | nan                 | 0.6945           | 0.0            | 0.6945      |
| 0.0399        | 464.0  | 7888  | 0.2717          | 0.3447   | 0.6893        | 0.6893           | nan                 | 0.6893           | 0.0            | 0.6893      |
| 0.0368        | 465.0  | 7905  | 0.3134          | 0.3144   | 0.6288        | 0.6288           | nan                 | 0.6288           | 0.0            | 0.6288      |
| 0.0368        | 466.0  | 7922  | 0.2957          | 0.3273   | 0.6546        | 0.6546           | nan                 | 0.6546           | 0.0            | 0.6546      |
| 0.0368        | 467.0  | 7939  | 0.3295          | 0.3207   | 0.6413        | 0.6413           | nan                 | 0.6413           | 0.0            | 0.6413      |
| 0.0368        | 468.0  | 7956  | 0.2908          | 0.3230   | 0.6461        | 0.6461           | nan                 | 0.6461           | 0.0            | 0.6461      |
| 0.0368        | 469.0  | 7973  | 0.2739          | 0.3202   | 0.6405        | 0.6405           | nan                 | 0.6405           | 0.0            | 0.6405      |
| 0.0368        | 470.0  | 7990  | 0.2764          | 0.3203   | 0.6406        | 0.6406           | nan                 | 0.6406           | 0.0            | 0.6406      |
| 0.0368        | 471.0  | 8007  | 0.3048          | 0.3294   | 0.6587        | 0.6587           | nan                 | 0.6587           | 0.0            | 0.6587      |
| 0.0368        | 472.0  | 8024  | 0.2829          | 0.3251   | 0.6502        | 0.6502           | nan                 | 0.6502           | 0.0            | 0.6502      |
| 0.0368        | 473.0  | 8041  | 0.2717          | 0.3276   | 0.6551        | 0.6551           | nan                 | 0.6551           | 0.0            | 0.6551      |
| 0.0368        | 474.0  | 8058  | 0.2902          | 0.3323   | 0.6647        | 0.6647           | nan                 | 0.6647           | 0.0            | 0.6647      |
| 0.0368        | 475.0  | 8075  | 0.2730          | 0.3443   | 0.6886        | 0.6886           | nan                 | 0.6886           | 0.0            | 0.6886      |
| 0.0368        | 476.0  | 8092  | 0.2629          | 0.3312   | 0.6624        | 0.6624           | nan                 | 0.6624           | 0.0            | 0.6624      |
| 0.0399        | 477.0  | 8109  | 0.2836          | 0.3352   | 0.6704        | 0.6704           | nan                 | 0.6704           | 0.0            | 0.6704      |
| 0.0399        | 478.0  | 8126  | 0.2831          | 0.3203   | 0.6405        | 0.6405           | nan                 | 0.6405           | 0.0            | 0.6405      |
| 0.0399        | 479.0  | 8143  | 0.2949          | 0.3243   | 0.6487        | 0.6487           | nan                 | 0.6487           | 0.0            | 0.6487      |
| 0.0399        | 480.0  | 8160  | 0.2918          | 0.3236   | 0.6471        | 0.6471           | nan                 | 0.6471           | 0.0            | 0.6471      |
| 0.0399        | 481.0  | 8177  | 0.3012          | 0.3402   | 0.6805        | 0.6805           | nan                 | 0.6805           | 0.0            | 0.6805      |
| 0.0399        | 482.0  | 8194  | 0.2733          | 0.3648   | 0.7297        | 0.7297           | nan                 | 0.7297           | 0.0            | 0.7297      |
| 0.0369        | 483.0  | 8211  | 0.2584          | 0.3431   | 0.6862        | 0.6862           | nan                 | 0.6862           | 0.0            | 0.6862      |
| 0.0369        | 484.0  | 8228  | 0.2849          | 0.3199   | 0.6397        | 0.6397           | nan                 | 0.6397           | 0.0            | 0.6397      |
| 0.0369        | 485.0  | 8245  | 0.2702          | 0.3411   | 0.6822        | 0.6822           | nan                 | 0.6822           | 0.0            | 0.6822      |
| 0.0369        | 486.0  | 8262  | 0.2605          | 0.3625   | 0.7251        | 0.7251           | nan                 | 0.7251           | 0.0            | 0.7251      |
| 0.0369        | 487.0  | 8279  | 0.2785          | 0.3134   | 0.6269        | 0.6269           | nan                 | 0.6269           | 0.0            | 0.6269      |
| 0.0369        | 488.0  | 8296  | 0.2773          | 0.3261   | 0.6521        | 0.6521           | nan                 | 0.6521           | 0.0            | 0.6521      |
| 0.0383        | 489.0  | 8313  | 0.2727          | 0.3387   | 0.6774        | 0.6774           | nan                 | 0.6774           | 0.0            | 0.6774      |
| 0.0383        | 490.0  | 8330  | 0.2823          | 0.3219   | 0.6438        | 0.6438           | nan                 | 0.6438           | 0.0            | 0.6438      |
| 0.0383        | 491.0  | 8347  | 0.2764          | 0.3363   | 0.6727        | 0.6727           | nan                 | 0.6727           | 0.0            | 0.6727      |
| 0.0383        | 492.0  | 8364  | 0.2678          | 0.3299   | 0.6598        | 0.6598           | nan                 | 0.6598           | 0.0            | 0.6598      |
| 0.0383        | 493.0  | 8381  | 0.2692          | 0.3311   | 0.6621        | 0.6621           | nan                 | 0.6621           | 0.0            | 0.6621      |
| 0.0383        | 494.0  | 8398  | 0.2727          | 0.3456   | 0.6911        | 0.6911           | nan                 | 0.6911           | 0.0            | 0.6911      |
| 0.0394        | 495.0  | 8415  | 0.2802          | 0.3402   | 0.6804        | 0.6804           | nan                 | 0.6804           | 0.0            | 0.6804      |
| 0.0394        | 496.0  | 8432  | 0.3122          | 0.3183   | 0.6367        | 0.6367           | nan                 | 0.6367           | 0.0            | 0.6367      |
| 0.0394        | 497.0  | 8449  | 0.3404          | 0.3141   | 0.6281        | 0.6281           | nan                 | 0.6281           | 0.0            | 0.6281      |
| 0.0394        | 498.0  | 8466  | 0.2993          | 0.3081   | 0.6162        | 0.6162           | nan                 | 0.6162           | 0.0            | 0.6162      |
| 0.0394        | 499.0  | 8483  | 0.3233          | 0.3339   | 0.6679        | 0.6679           | nan                 | 0.6679           | 0.0            | 0.6679      |
| 0.0367        | 500.0  | 8500  | 0.2986          | 0.3229   | 0.6458        | 0.6458           | nan                 | 0.6458           | 0.0            | 0.6458      |
| 0.0367        | 501.0  | 8517  | 0.3184          | 0.3021   | 0.6042        | 0.6042           | nan                 | 0.6042           | 0.0            | 0.6042      |
| 0.0367        | 502.0  | 8534  | 0.3128          | 0.3209   | 0.6419        | 0.6419           | nan                 | 0.6419           | 0.0            | 0.6419      |
| 0.0367        | 503.0  | 8551  | 0.3056          | 0.2974   | 0.5949        | 0.5949           | nan                 | 0.5949           | 0.0            | 0.5949      |
| 0.0367        | 504.0  | 8568  | 0.3157          | 0.3028   | 0.6056        | 0.6056           | nan                 | 0.6056           | 0.0            | 0.6056      |
| 0.0367        | 505.0  | 8585  | 0.3014          | 0.3058   | 0.6115        | 0.6115           | nan                 | 0.6115           | 0.0            | 0.6115      |
| 0.0391        | 506.0  | 8602  | 0.2977          | 0.3321   | 0.6643        | 0.6643           | nan                 | 0.6643           | 0.0            | 0.6643      |
| 0.0391        | 507.0  | 8619  | 0.2992          | 0.3053   | 0.6105        | 0.6105           | nan                 | 0.6105           | 0.0            | 0.6105      |
| 0.0391        | 508.0  | 8636  | 0.3318          | 0.3268   | 0.6536        | 0.6536           | nan                 | 0.6536           | 0.0            | 0.6536      |
| 0.0391        | 509.0  | 8653  | 0.2701          | 0.3549   | 0.7097        | 0.7097           | nan                 | 0.7097           | 0.0            | 0.7097      |
| 0.0391        | 510.0  | 8670  | 0.2745          | 0.3606   | 0.7212        | 0.7212           | nan                 | 0.7212           | 0.0            | 0.7212      |
| 0.0391        | 511.0  | 8687  | 0.2766          | 0.3344   | 0.6687        | 0.6687           | nan                 | 0.6687           | 0.0            | 0.6687      |
| 0.0386        | 512.0  | 8704  | 0.2634          | 0.3547   | 0.7094        | 0.7094           | nan                 | 0.7094           | 0.0            | 0.7094      |
| 0.0386        | 513.0  | 8721  | 0.2668          | 0.3444   | 0.6888        | 0.6888           | nan                 | 0.6888           | 0.0            | 0.6888      |
| 0.0386        | 514.0  | 8738  | 0.2762          | 0.3647   | 0.7295        | 0.7295           | nan                 | 0.7295           | 0.0            | 0.7295      |
| 0.0386        | 515.0  | 8755  | 0.2736          | 0.3652   | 0.7304        | 0.7304           | nan                 | 0.7304           | 0.0            | 0.7304      |
| 0.0386        | 516.0  | 8772  | 0.2756          | 0.3618   | 0.7236        | 0.7236           | nan                 | 0.7236           | 0.0            | 0.7236      |
| 0.0386        | 517.0  | 8789  | 0.2841          | 0.3720   | 0.7440        | 0.7440           | nan                 | 0.7440           | 0.0            | 0.7440      |
| 0.0338        | 518.0  | 8806  | 0.2861          | 0.3610   | 0.7220        | 0.7220           | nan                 | 0.7220           | 0.0            | 0.7220      |
| 0.0338        | 519.0  | 8823  | 0.2724          | 0.3430   | 0.6861        | 0.6861           | nan                 | 0.6861           | 0.0            | 0.6861      |
| 0.0338        | 520.0  | 8840  | 0.2911          | 0.3522   | 0.7044        | 0.7044           | nan                 | 0.7044           | 0.0            | 0.7044      |
| 0.0338        | 521.0  | 8857  | 0.2740          | 0.3668   | 0.7335        | 0.7335           | nan                 | 0.7335           | 0.0            | 0.7335      |
| 0.0338        | 522.0  | 8874  | 0.2657          | 0.3511   | 0.7023        | 0.7023           | nan                 | 0.7023           | 0.0            | 0.7023      |
| 0.0338        | 523.0  | 8891  | 0.2856          | 0.3520   | 0.7041        | 0.7041           | nan                 | 0.7041           | 0.0            | 0.7041      |
| 0.0369        | 524.0  | 8908  | 0.2662          | 0.3424   | 0.6848        | 0.6848           | nan                 | 0.6848           | 0.0            | 0.6848      |
| 0.0369        | 525.0  | 8925  | 0.2772          | 0.3398   | 0.6796        | 0.6796           | nan                 | 0.6796           | 0.0            | 0.6796      |
| 0.0369        | 526.0  | 8942  | 0.2844          | 0.3388   | 0.6776        | 0.6776           | nan                 | 0.6776           | 0.0            | 0.6776      |
| 0.0369        | 527.0  | 8959  | 0.2786          | 0.3548   | 0.7096        | 0.7096           | nan                 | 0.7096           | 0.0            | 0.7096      |
| 0.0369        | 528.0  | 8976  | 0.2524          | 0.3508   | 0.7016        | 0.7016           | nan                 | 0.7016           | 0.0            | 0.7016      |
| 0.0369        | 529.0  | 8993  | 0.2647          | 0.3509   | 0.7017        | 0.7017           | nan                 | 0.7017           | 0.0            | 0.7017      |
| 0.0361        | 530.0  | 9010  | 0.2829          | 0.3421   | 0.6842        | 0.6842           | nan                 | 0.6842           | 0.0            | 0.6842      |
| 0.0361        | 531.0  | 9027  | 0.2837          | 0.3338   | 0.6676        | 0.6676           | nan                 | 0.6676           | 0.0            | 0.6676      |
| 0.0361        | 532.0  | 9044  | 0.2799          | 0.3444   | 0.6888        | 0.6888           | nan                 | 0.6888           | 0.0            | 0.6888      |
| 0.0361        | 533.0  | 9061  | 0.2871          | 0.3425   | 0.6850        | 0.6850           | nan                 | 0.6850           | 0.0            | 0.6850      |
| 0.0361        | 534.0  | 9078  | 0.2889          | 0.3486   | 0.6971        | 0.6971           | nan                 | 0.6971           | 0.0            | 0.6971      |
| 0.0361        | 535.0  | 9095  | 0.2979          | 0.3557   | 0.7115        | 0.7115           | nan                 | 0.7115           | 0.0            | 0.7115      |
| 0.0367        | 536.0  | 9112  | 0.2985          | 0.3555   | 0.7109        | 0.7109           | nan                 | 0.7109           | 0.0            | 0.7109      |
| 0.0367        | 537.0  | 9129  | 0.2993          | 0.3417   | 0.6835        | 0.6835           | nan                 | 0.6835           | 0.0            | 0.6835      |
| 0.0367        | 538.0  | 9146  | 0.2988          | 0.3512   | 0.7023        | 0.7023           | nan                 | 0.7023           | 0.0            | 0.7023      |
| 0.0367        | 539.0  | 9163  | 0.3023          | 0.3459   | 0.6918        | 0.6918           | nan                 | 0.6918           | 0.0            | 0.6918      |
| 0.0367        | 540.0  | 9180  | 0.2876          | 0.3139   | 0.6277        | 0.6277           | nan                 | 0.6277           | 0.0            | 0.6277      |
| 0.0367        | 541.0  | 9197  | 0.2854          | 0.3197   | 0.6394        | 0.6394           | nan                 | 0.6394           | 0.0            | 0.6394      |
| 0.0393        | 542.0  | 9214  | 0.2806          | 0.3452   | 0.6904        | 0.6904           | nan                 | 0.6904           | 0.0            | 0.6904      |
| 0.0393        | 543.0  | 9231  | 0.2664          | 0.3571   | 0.7142        | 0.7142           | nan                 | 0.7142           | 0.0            | 0.7142      |
| 0.0393        | 544.0  | 9248  | 0.2923          | 0.3503   | 0.7006        | 0.7006           | nan                 | 0.7006           | 0.0            | 0.7006      |
| 0.0393        | 545.0  | 9265  | 0.2719          | 0.3553   | 0.7105        | 0.7105           | nan                 | 0.7105           | 0.0            | 0.7105      |
| 0.0393        | 546.0  | 9282  | 0.2820          | 0.3617   | 0.7234        | 0.7234           | nan                 | 0.7234           | 0.0            | 0.7234      |
| 0.0393        | 547.0  | 9299  | 0.2697          | 0.3491   | 0.6982        | 0.6982           | nan                 | 0.6982           | 0.0            | 0.6982      |
| 0.0354        | 548.0  | 9316  | 0.2908          | 0.3322   | 0.6645        | 0.6645           | nan                 | 0.6645           | 0.0            | 0.6645      |
| 0.0354        | 549.0  | 9333  | 0.2798          | 0.3340   | 0.6680        | 0.6680           | nan                 | 0.6680           | 0.0            | 0.6680      |
| 0.0354        | 550.0  | 9350  | 0.2844          | 0.3518   | 0.7037        | 0.7037           | nan                 | 0.7037           | 0.0            | 0.7037      |
| 0.0354        | 551.0  | 9367  | 0.2983          | 0.3524   | 0.7047        | 0.7047           | nan                 | 0.7047           | 0.0            | 0.7047      |
| 0.0354        | 552.0  | 9384  | 0.2837          | 0.3202   | 0.6405        | 0.6405           | nan                 | 0.6405           | 0.0            | 0.6405      |
| 0.0376        | 553.0  | 9401  | 0.2840          | 0.3301   | 0.6603        | 0.6603           | nan                 | 0.6603           | 0.0            | 0.6603      |
| 0.0376        | 554.0  | 9418  | 0.2836          | 0.3496   | 0.6993        | 0.6993           | nan                 | 0.6993           | 0.0            | 0.6993      |
| 0.0376        | 555.0  | 9435  | 0.2829          | 0.3432   | 0.6864        | 0.6864           | nan                 | 0.6864           | 0.0            | 0.6864      |
| 0.0376        | 556.0  | 9452  | 0.2956          | 0.3330   | 0.6659        | 0.6659           | nan                 | 0.6659           | 0.0            | 0.6659      |
| 0.0376        | 557.0  | 9469  | 0.2928          | 0.3373   | 0.6745        | 0.6745           | nan                 | 0.6745           | 0.0            | 0.6745      |
| 0.0376        | 558.0  | 9486  | 0.2903          | 0.3444   | 0.6888        | 0.6888           | nan                 | 0.6888           | 0.0            | 0.6888      |
| 0.0409        | 559.0  | 9503  | 0.3086          | 0.3323   | 0.6646        | 0.6646           | nan                 | 0.6646           | 0.0            | 0.6646      |
| 0.0409        | 560.0  | 9520  | 0.3257          | 0.3188   | 0.6377        | 0.6377           | nan                 | 0.6377           | 0.0            | 0.6377      |
| 0.0409        | 561.0  | 9537  | 0.3098          | 0.3307   | 0.6614        | 0.6614           | nan                 | 0.6614           | 0.0            | 0.6614      |
| 0.0409        | 562.0  | 9554  | 0.2905          | 0.3315   | 0.6631        | 0.6631           | nan                 | 0.6631           | 0.0            | 0.6631      |
| 0.0409        | 563.0  | 9571  | 0.2886          | 0.3368   | 0.6736        | 0.6736           | nan                 | 0.6736           | 0.0            | 0.6736      |
| 0.0409        | 564.0  | 9588  | 0.2952          | 0.3354   | 0.6709        | 0.6709           | nan                 | 0.6709           | 0.0            | 0.6709      |
| 0.0336        | 565.0  | 9605  | 0.3089          | 0.3303   | 0.6605        | 0.6605           | nan                 | 0.6605           | 0.0            | 0.6605      |
| 0.0336        | 566.0  | 9622  | 0.3004          | 0.3305   | 0.6611        | 0.6611           | nan                 | 0.6611           | 0.0            | 0.6611      |
| 0.0336        | 567.0  | 9639  | 0.3005          | 0.3417   | 0.6835        | 0.6835           | nan                 | 0.6835           | 0.0            | 0.6835      |
| 0.0336        | 568.0  | 9656  | 0.2944          | 0.3374   | 0.6748        | 0.6748           | nan                 | 0.6748           | 0.0            | 0.6748      |
| 0.0336        | 569.0  | 9673  | 0.2885          | 0.3375   | 0.6750        | 0.6750           | nan                 | 0.6750           | 0.0            | 0.6750      |
| 0.0336        | 570.0  | 9690  | 0.2940          | 0.3365   | 0.6731        | 0.6731           | nan                 | 0.6731           | 0.0            | 0.6731      |
| 0.0379        | 571.0  | 9707  | 0.2970          | 0.3249   | 0.6498        | 0.6498           | nan                 | 0.6498           | 0.0            | 0.6498      |
| 0.0379        | 572.0  | 9724  | 0.3117          | 0.3362   | 0.6723        | 0.6723           | nan                 | 0.6723           | 0.0            | 0.6723      |
| 0.0379        | 573.0  | 9741  | 0.3093          | 0.3406   | 0.6813        | 0.6813           | nan                 | 0.6813           | 0.0            | 0.6813      |
| 0.0379        | 574.0  | 9758  | 0.3059          | 0.3450   | 0.6901        | 0.6901           | nan                 | 0.6901           | 0.0            | 0.6901      |
| 0.0379        | 575.0  | 9775  | 0.2997          | 0.3425   | 0.6849        | 0.6849           | nan                 | 0.6849           | 0.0            | 0.6849      |
| 0.0379        | 576.0  | 9792  | 0.3000          | 0.3420   | 0.6840        | 0.6840           | nan                 | 0.6840           | 0.0            | 0.6840      |
| 0.0355        | 577.0  | 9809  | 0.3034          | 0.3334   | 0.6669        | 0.6669           | nan                 | 0.6669           | 0.0            | 0.6669      |
| 0.0355        | 578.0  | 9826  | 0.3058          | 0.3415   | 0.6831        | 0.6831           | nan                 | 0.6831           | 0.0            | 0.6831      |
| 0.0355        | 579.0  | 9843  | 0.2928          | 0.3354   | 0.6708        | 0.6708           | nan                 | 0.6708           | 0.0            | 0.6708      |
| 0.0355        | 580.0  | 9860  | 0.2982          | 0.3291   | 0.6582        | 0.6582           | nan                 | 0.6582           | 0.0            | 0.6582      |
| 0.0355        | 581.0  | 9877  | 0.3069          | 0.3263   | 0.6526        | 0.6526           | nan                 | 0.6526           | 0.0            | 0.6526      |
| 0.0355        | 582.0  | 9894  | 0.3015          | 0.3348   | 0.6696        | 0.6696           | nan                 | 0.6696           | 0.0            | 0.6696      |
| 0.0339        | 583.0  | 9911  | 0.2990          | 0.3225   | 0.6450        | 0.6450           | nan                 | 0.6450           | 0.0            | 0.6450      |
| 0.0339        | 584.0  | 9928  | 0.3005          | 0.3259   | 0.6518        | 0.6518           | nan                 | 0.6518           | 0.0            | 0.6518      |
| 0.0339        | 585.0  | 9945  | 0.3164          | 0.3330   | 0.6661        | 0.6661           | nan                 | 0.6661           | 0.0            | 0.6661      |
| 0.0339        | 586.0  | 9962  | 0.3049          | 0.3255   | 0.6510        | 0.6510           | nan                 | 0.6510           | 0.0            | 0.6510      |
| 0.0339        | 587.0  | 9979  | 0.3079          | 0.3267   | 0.6534        | 0.6534           | nan                 | 0.6534           | 0.0            | 0.6534      |
| 0.0339        | 588.0  | 9996  | 0.3019          | 0.3333   | 0.6667        | 0.6667           | nan                 | 0.6667           | 0.0            | 0.6667      |
| 0.0328        | 588.24 | 10000 | 0.3028          | 0.3319   | 0.6638        | 0.6638           | nan                 | 0.6638           | 0.0            | 0.6638      |


### Framework versions

- Transformers 4.38.0.dev0
- Pytorch 2.0.1
- Datasets 2.14.4
- Tokenizers 0.15.1