transformers tensorboard safetensors segformer image-segmentation vision generated_from_trainer base_model:nvidia/mit-b0 license:other endpoints_compatible region:us
---
license: other
base_model: nvidia/mit-b0
tags:
- image-segmentation
- vision
- generated_from_trainer
model-index:
- name: segformer-finetuned-biofilm-rotate
  results: []
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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# segformer-finetuned-biofilm-rotate

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: 0.3313
- Mean Iou: 0.2721
- Mean Accuracy: 0.5443
- Overall Accuracy: 0.5443
- Accuracy Background: nan
- Accuracy Biofilm: 0.5443
- Iou Background: 0.0
- Iou Biofilm: 0.5443

## 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    | 0.6491          | 0.4946   | 0.9892        | 0.9892           | nan                 | 0.9892           | 0.0            | 0.9892      |
| No log        | 2.0    | 34    | 0.5440          | 0.2663   | 0.5326        | 0.5326           | nan                 | 0.5326           | 0.0            | 0.5326      |
| No log        | 3.0    | 51    | 0.4208          | 0.4024   | 0.8047        | 0.8047           | nan                 | 0.8047           | 0.0            | 0.8047      |
| No log        | 4.0    | 68    | 0.4031          | 0.4695   | 0.9390        | 0.9390           | nan                 | 0.9390           | 0.0            | 0.9390      |
| No log        | 5.0    | 85    | 0.3293          | 0.4540   | 0.9080        | 0.9080           | nan                 | 0.9080           | 0.0            | 0.9080      |
| 0.4917        | 6.0    | 102   | 0.3473          | 0.1578   | 0.3156        | 0.3156           | nan                 | 0.3156           | 0.0            | 0.3156      |
| 0.4917        | 7.0    | 119   | 0.3239          | 0.4025   | 0.8049        | 0.8049           | nan                 | 0.8049           | 0.0            | 0.8049      |
| 0.4917        | 8.0    | 136   | 0.2658          | 0.1198   | 0.2395        | 0.2395           | nan                 | 0.2395           | 0.0            | 0.2395      |
| 0.4917        | 9.0    | 153   | 0.2909          | 0.1984   | 0.3968        | 0.3968           | nan                 | 0.3968           | 0.0            | 0.3968      |
| 0.4917        | 10.0   | 170   | 0.2654          | 0.0929   | 0.1859        | 0.1859           | nan                 | 0.1859           | 0.0            | 0.1859      |
| 0.4917        | 11.0   | 187   | 0.2326          | 0.1465   | 0.2930        | 0.2930           | nan                 | 0.2930           | 0.0            | 0.2930      |
| 0.3298        | 12.0   | 204   | 0.2108          | 0.0050   | 0.0101        | 0.0101           | nan                 | 0.0101           | 0.0            | 0.0101      |
| 0.3298        | 13.0   | 221   | 0.2199          | 0.2079   | 0.4159        | 0.4159           | nan                 | 0.4159           | 0.0            | 0.4159      |
| 0.3298        | 14.0   | 238   | 0.2587          | 0.0675   | 0.1349        | 0.1349           | nan                 | 0.1349           | 0.0            | 0.1349      |
| 0.3298        | 15.0   | 255   | 0.2212          | 0.0008   | 0.0015        | 0.0015           | nan                 | 0.0015           | 0.0            | 0.0015      |
| 0.3298        | 16.0   | 272   | 0.2204          | 0.0386   | 0.0773        | 0.0773           | nan                 | 0.0773           | 0.0            | 0.0773      |
| 0.3298        | 17.0   | 289   | 0.2156          | 0.1523   | 0.3045        | 0.3045           | nan                 | 0.3045           | 0.0            | 0.3045      |
| 0.293         | 18.0   | 306   | 0.1899          | 0.1790   | 0.3580        | 0.3580           | nan                 | 0.3580           | 0.0            | 0.3580      |
| 0.293         | 19.0   | 323   | 0.1904          | 0.0179   | 0.0358        | 0.0358           | nan                 | 0.0358           | 0.0            | 0.0358      |
| 0.293         | 20.0   | 340   | 0.2290          | 0.0019   | 0.0039        | 0.0039           | nan                 | 0.0039           | 0.0            | 0.0039      |
| 0.293         | 21.0   | 357   | 0.2555          | 0.0007   | 0.0014        | 0.0014           | nan                 | 0.0014           | 0.0            | 0.0014      |
| 0.293         | 22.0   | 374   | 0.2480          | 0.0398   | 0.0795        | 0.0795           | nan                 | 0.0795           | 0.0            | 0.0795      |
| 0.293         | 23.0   | 391   | 0.2425          | 0.0167   | 0.0335        | 0.0335           | nan                 | 0.0335           | 0.0            | 0.0335      |
| 0.2825        | 24.0   | 408   | 0.2454          | 0.0898   | 0.1796        | 0.1796           | nan                 | 0.1796           | 0.0            | 0.1796      |
| 0.2825        | 25.0   | 425   | 0.2084          | 0.0696   | 0.1392        | 0.1392           | nan                 | 0.1392           | 0.0            | 0.1392      |
| 0.2825        | 26.0   | 442   | 0.2217          | 0.1534   | 0.3068        | 0.3068           | nan                 | 0.3068           | 0.0            | 0.3068      |
| 0.2825        | 27.0   | 459   | 0.2154          | 0.2021   | 0.4042        | 0.4042           | nan                 | 0.4042           | 0.0            | 0.4042      |
| 0.2825        | 28.0   | 476   | 0.2376          | 0.1409   | 0.2817        | 0.2817           | nan                 | 0.2817           | 0.0            | 0.2817      |
| 0.2825        | 29.0   | 493   | 0.2192          | 0.0043   | 0.0085        | 0.0085           | nan                 | 0.0085           | 0.0            | 0.0085      |
| 0.2711        | 30.0   | 510   | 0.2616          | 0.0009   | 0.0018        | 0.0018           | nan                 | 0.0018           | 0.0            | 0.0018      |
| 0.2711        | 31.0   | 527   | 0.2384          | 0.0057   | 0.0113        | 0.0113           | nan                 | 0.0113           | 0.0            | 0.0113      |
| 0.2711        | 32.0   | 544   | 0.2234          | 0.0020   | 0.0040        | 0.0040           | nan                 | 0.0040           | 0.0            | 0.0040      |
| 0.2711        | 33.0   | 561   | 0.2541          | 0.0031   | 0.0062        | 0.0062           | nan                 | 0.0062           | 0.0            | 0.0062      |
| 0.2711        | 34.0   | 578   | 0.2117          | 0.0038   | 0.0076        | 0.0076           | nan                 | 0.0076           | 0.0            | 0.0076      |
| 0.2711        | 35.0   | 595   | 0.2220          | 0.0486   | 0.0972        | 0.0972           | nan                 | 0.0972           | 0.0            | 0.0972      |
| 0.2601        | 36.0   | 612   | 0.2593          | 0.0395   | 0.0790        | 0.0790           | nan                 | 0.0790           | 0.0            | 0.0790      |
| 0.2601        | 37.0   | 629   | 0.1984          | 0.0318   | 0.0636        | 0.0636           | nan                 | 0.0636           | 0.0            | 0.0636      |
| 0.2601        | 38.0   | 646   | 0.2436          | 0.0107   | 0.0214        | 0.0214           | nan                 | 0.0214           | 0.0            | 0.0214      |
| 0.2601        | 39.0   | 663   | 0.2185          | 0.0918   | 0.1836        | 0.1836           | nan                 | 0.1836           | 0.0            | 0.1836      |
| 0.2601        | 40.0   | 680   | 0.2128          | 0.0767   | 0.1535        | 0.1535           | nan                 | 0.1535           | 0.0            | 0.1535      |
| 0.2601        | 41.0   | 697   | 0.2212          | 0.0000   | 0.0000        | 0.0000           | nan                 | 0.0000           | 0.0            | 0.0000      |
| 0.2598        | 42.0   | 714   | 0.2278          | 0.0120   | 0.0240        | 0.0240           | nan                 | 0.0240           | 0.0            | 0.0240      |
| 0.2598        | 43.0   | 731   | 0.1814          | 0.1555   | 0.3110        | 0.3110           | nan                 | 0.3110           | 0.0            | 0.3110      |
| 0.2598        | 44.0   | 748   | 0.2231          | 0.2599   | 0.5198        | 0.5198           | nan                 | 0.5198           | 0.0            | 0.5198      |
| 0.2598        | 45.0   | 765   | 0.2102          | 0.0236   | 0.0472        | 0.0472           | nan                 | 0.0472           | 0.0            | 0.0472      |
| 0.2598        | 46.0   | 782   | 0.1803          | 0.2195   | 0.4391        | 0.4391           | nan                 | 0.4391           | 0.0            | 0.4391      |
| 0.2598        | 47.0   | 799   | 0.2072          | 0.2830   | 0.5660        | 0.5660           | nan                 | 0.5660           | 0.0            | 0.5660      |
| 0.2656        | 48.0   | 816   | 0.2094          | 0.0850   | 0.1699        | 0.1699           | nan                 | 0.1699           | 0.0            | 0.1699      |
| 0.2656        | 49.0   | 833   | 0.2121          | 0.0486   | 0.0973        | 0.0973           | nan                 | 0.0973           | 0.0            | 0.0973      |
| 0.2656        | 50.0   | 850   | 0.2455          | 0.0009   | 0.0019        | 0.0019           | nan                 | 0.0019           | 0.0            | 0.0019      |
| 0.2656        | 51.0   | 867   | 0.1855          | 0.2052   | 0.4103        | 0.4103           | nan                 | 0.4103           | 0.0            | 0.4103      |
| 0.2656        | 52.0   | 884   | 0.2297          | 0.2418   | 0.4836        | 0.4836           | nan                 | 0.4836           | 0.0            | 0.4836      |
| 0.2596        | 53.0   | 901   | 0.2201          | 0.0473   | 0.0946        | 0.0946           | nan                 | 0.0946           | 0.0            | 0.0946      |
| 0.2596        | 54.0   | 918   | 0.2608          | 0.2002   | 0.4005        | 0.4005           | nan                 | 0.4005           | 0.0            | 0.4005      |
| 0.2596        | 55.0   | 935   | 0.2198          | 0.2096   | 0.4192        | 0.4192           | nan                 | 0.4192           | 0.0            | 0.4192      |
| 0.2596        | 56.0   | 952   | 0.2121          | 0.2281   | 0.4562        | 0.4562           | nan                 | 0.4562           | 0.0            | 0.4562      |
| 0.2596        | 57.0   | 969   | 0.2081          | 0.2658   | 0.5316        | 0.5316           | nan                 | 0.5316           | 0.0            | 0.5316      |
| 0.2596        | 58.0   | 986   | 0.1938          | 0.2325   | 0.4650        | 0.4650           | nan                 | 0.4650           | 0.0            | 0.4650      |
| 0.2538        | 59.0   | 1003  | 0.2265          | 0.1062   | 0.2125        | 0.2125           | nan                 | 0.2125           | 0.0            | 0.2125      |
| 0.2538        | 60.0   | 1020  | 0.2086          | 0.1072   | 0.2144        | 0.2144           | nan                 | 0.2144           | 0.0            | 0.2144      |
| 0.2538        | 61.0   | 1037  | 0.2286          | 0.0014   | 0.0027        | 0.0027           | nan                 | 0.0027           | 0.0            | 0.0027      |
| 0.2538        | 62.0   | 1054  | 0.2063          | 0.0902   | 0.1804        | 0.1804           | nan                 | 0.1804           | 0.0            | 0.1804      |
| 0.2538        | 63.0   | 1071  | 0.1834          | 0.1016   | 0.2033        | 0.2033           | nan                 | 0.2033           | 0.0            | 0.2033      |
| 0.2538        | 64.0   | 1088  | 0.2043          | 0.1171   | 0.2343        | 0.2343           | nan                 | 0.2343           | 0.0            | 0.2343      |
| 0.2574        | 65.0   | 1105  | 0.2148          | 0.0959   | 0.1918        | 0.1918           | nan                 | 0.1918           | 0.0            | 0.1918      |
| 0.2574        | 66.0   | 1122  | 0.2144          | 0.1331   | 0.2662        | 0.2662           | nan                 | 0.2662           | 0.0            | 0.2662      |
| 0.2574        | 67.0   | 1139  | 0.2241          | 0.0303   | 0.0605        | 0.0605           | nan                 | 0.0605           | 0.0            | 0.0605      |
| 0.2574        | 68.0   | 1156  | 0.2090          | 0.0379   | 0.0757        | 0.0757           | nan                 | 0.0757           | 0.0            | 0.0757      |
| 0.2574        | 69.0   | 1173  | 0.1992          | 0.1140   | 0.2279        | 0.2279           | nan                 | 0.2279           | 0.0            | 0.2279      |
| 0.2574        | 70.0   | 1190  | 0.2163          | 0.0399   | 0.0798        | 0.0798           | nan                 | 0.0798           | 0.0            | 0.0798      |
| 0.266         | 71.0   | 1207  | 0.2189          | 0.1292   | 0.2584        | 0.2584           | nan                 | 0.2584           | 0.0            | 0.2584      |
| 0.266         | 72.0   | 1224  | 0.2022          | 0.1194   | 0.2389        | 0.2389           | nan                 | 0.2389           | 0.0            | 0.2389      |
| 0.266         | 73.0   | 1241  | 0.2252          | 0.0960   | 0.1919        | 0.1919           | nan                 | 0.1919           | 0.0            | 0.1919      |
| 0.266         | 74.0   | 1258  | 0.2136          | 0.2463   | 0.4926        | 0.4926           | nan                 | 0.4926           | 0.0            | 0.4926      |
| 0.266         | 75.0   | 1275  | 0.2170          | 0.2326   | 0.4652        | 0.4652           | nan                 | 0.4652           | 0.0            | 0.4652      |
| 0.266         | 76.0   | 1292  | 0.1918          | 0.0608   | 0.1215        | 0.1215           | nan                 | 0.1215           | 0.0            | 0.1215      |
| 0.2428        | 77.0   | 1309  | 0.1983          | 0.0680   | 0.1361        | 0.1361           | nan                 | 0.1361           | 0.0            | 0.1361      |
| 0.2428        | 78.0   | 1326  | 0.1995          | 0.1808   | 0.3616        | 0.3616           | nan                 | 0.3616           | 0.0            | 0.3616      |
| 0.2428        | 79.0   | 1343  | 0.1877          | 0.1163   | 0.2327        | 0.2327           | nan                 | 0.2327           | 0.0            | 0.2327      |
| 0.2428        | 80.0   | 1360  | 0.2968          | 0.0537   | 0.1075        | 0.1075           | nan                 | 0.1075           | 0.0            | 0.1075      |
| 0.2428        | 81.0   | 1377  | 0.1990          | 0.1149   | 0.2298        | 0.2298           | nan                 | 0.2298           | 0.0            | 0.2298      |
| 0.2428        | 82.0   | 1394  | 0.2077          | 0.1465   | 0.2929        | 0.2929           | nan                 | 0.2929           | 0.0            | 0.2929      |
| 0.2453        | 83.0   | 1411  | 0.1787          | 0.1541   | 0.3081        | 0.3081           | nan                 | 0.3081           | 0.0            | 0.3081      |
| 0.2453        | 84.0   | 1428  | 0.2323          | 0.2098   | 0.4196        | 0.4196           | nan                 | 0.4196           | 0.0            | 0.4196      |
| 0.2453        | 85.0   | 1445  | 0.2129          | 0.0445   | 0.0890        | 0.0890           | nan                 | 0.0890           | 0.0            | 0.0890      |
| 0.2453        | 86.0   | 1462  | 0.1882          | 0.1292   | 0.2585        | 0.2585           | nan                 | 0.2585           | 0.0            | 0.2585      |
| 0.2453        | 87.0   | 1479  | 0.2013          | 0.2121   | 0.4243        | 0.4243           | nan                 | 0.4243           | 0.0            | 0.4243      |
| 0.2453        | 88.0   | 1496  | 0.1801          | 0.1375   | 0.2749        | 0.2749           | nan                 | 0.2749           | 0.0            | 0.2749      |
| 0.2485        | 89.0   | 1513  | 0.2196          | 0.0632   | 0.1264        | 0.1264           | nan                 | 0.1264           | 0.0            | 0.1264      |
| 0.2485        | 90.0   | 1530  | 0.1968          | 0.1538   | 0.3076        | 0.3076           | nan                 | 0.3076           | 0.0            | 0.3076      |
| 0.2485        | 91.0   | 1547  | 0.2507          | 0.0395   | 0.0789        | 0.0789           | nan                 | 0.0789           | 0.0            | 0.0789      |
| 0.2485        | 92.0   | 1564  | 0.2554          | 0.0663   | 0.1326        | 0.1326           | nan                 | 0.1326           | 0.0            | 0.1326      |
| 0.2485        | 93.0   | 1581  | 0.2409          | 0.0524   | 0.1048        | 0.1048           | nan                 | 0.1048           | 0.0            | 0.1048      |
| 0.2485        | 94.0   | 1598  | 0.2309          | 0.0594   | 0.1187        | 0.1187           | nan                 | 0.1187           | 0.0            | 0.1187      |
| 0.25          | 95.0   | 1615  | 0.2298          | 0.0287   | 0.0575        | 0.0575           | nan                 | 0.0575           | 0.0            | 0.0575      |
| 0.25          | 96.0   | 1632  | 0.2462          | 0.0171   | 0.0342        | 0.0342           | nan                 | 0.0342           | 0.0            | 0.0342      |
| 0.25          | 97.0   | 1649  | 0.1916          | 0.1401   | 0.2802        | 0.2802           | nan                 | 0.2802           | 0.0            | 0.2802      |
| 0.25          | 98.0   | 1666  | 0.2009          | 0.1191   | 0.2382        | 0.2382           | nan                 | 0.2382           | 0.0            | 0.2382      |
| 0.25          | 99.0   | 1683  | 0.1919          | 0.1463   | 0.2925        | 0.2925           | nan                 | 0.2925           | 0.0            | 0.2925      |
| 0.228         | 100.0  | 1700  | 0.2074          | 0.0973   | 0.1947        | 0.1947           | nan                 | 0.1947           | 0.0            | 0.1947      |
| 0.228         | 101.0  | 1717  | 0.2056          | 0.1028   | 0.2056        | 0.2056           | nan                 | 0.2056           | 0.0            | 0.2056      |
| 0.228         | 102.0  | 1734  | 0.2442          | 0.1305   | 0.2610        | 0.2610           | nan                 | 0.2610           | 0.0            | 0.2610      |
| 0.228         | 103.0  | 1751  | 0.2191          | 0.1274   | 0.2548        | 0.2548           | nan                 | 0.2548           | 0.0            | 0.2548      |
| 0.228         | 104.0  | 1768  | 0.2140          | 0.1716   | 0.3432        | 0.3432           | nan                 | 0.3432           | 0.0            | 0.3432      |
| 0.228         | 105.0  | 1785  | 0.2546          | 0.0878   | 0.1757        | 0.1757           | nan                 | 0.1757           | 0.0            | 0.1757      |
| 0.2291        | 106.0  | 1802  | 0.2470          | 0.0828   | 0.1656        | 0.1656           | nan                 | 0.1656           | 0.0            | 0.1656      |
| 0.2291        | 107.0  | 1819  | 0.2151          | 0.1512   | 0.3023        | 0.3023           | nan                 | 0.3023           | 0.0            | 0.3023      |
| 0.2291        | 108.0  | 1836  | 0.2209          | 0.1071   | 0.2141        | 0.2141           | nan                 | 0.2141           | 0.0            | 0.2141      |
| 0.2291        | 109.0  | 1853  | 0.2625          | 0.1998   | 0.3996        | 0.3996           | nan                 | 0.3996           | 0.0            | 0.3996      |
| 0.2291        | 110.0  | 1870  | 0.2118          | 0.1976   | 0.3953        | 0.3953           | nan                 | 0.3953           | 0.0            | 0.3953      |
| 0.2291        | 111.0  | 1887  | 0.2072          | 0.1656   | 0.3312        | 0.3312           | nan                 | 0.3312           | 0.0            | 0.3312      |
| 0.2319        | 112.0  | 1904  | 0.2222          | 0.1318   | 0.2636        | 0.2636           | nan                 | 0.2636           | 0.0            | 0.2636      |
| 0.2319        | 113.0  | 1921  | 0.2471          | 0.2344   | 0.4688        | 0.4688           | nan                 | 0.4688           | 0.0            | 0.4688      |
| 0.2319        | 114.0  | 1938  | 0.2505          | 0.1842   | 0.3683        | 0.3683           | nan                 | 0.3683           | 0.0            | 0.3683      |
| 0.2319        | 115.0  | 1955  | 0.2175          | 0.2156   | 0.4312        | 0.4312           | nan                 | 0.4312           | 0.0            | 0.4312      |
| 0.2319        | 116.0  | 1972  | 0.2778          | 0.0776   | 0.1553        | 0.1553           | nan                 | 0.1553           | 0.0            | 0.1553      |
| 0.2319        | 117.0  | 1989  | 0.2454          | 0.2054   | 0.4107        | 0.4107           | nan                 | 0.4107           | 0.0            | 0.4107      |
| 0.222         | 118.0  | 2006  | 0.2501          | 0.1155   | 0.2310        | 0.2310           | nan                 | 0.2310           | 0.0            | 0.2310      |
| 0.222         | 119.0  | 2023  | 0.3035          | 0.1813   | 0.3626        | 0.3626           | nan                 | 0.3626           | 0.0            | 0.3626      |
| 0.222         | 120.0  | 2040  | 0.2719          | 0.1567   | 0.3133        | 0.3133           | nan                 | 0.3133           | 0.0            | 0.3133      |
| 0.222         | 121.0  | 2057  | 0.2543          | 0.2737   | 0.5474        | 0.5474           | nan                 | 0.5474           | 0.0            | 0.5474      |
| 0.222         | 122.0  | 2074  | 0.2659          | 0.2122   | 0.4243        | 0.4243           | nan                 | 0.4243           | 0.0            | 0.4243      |
| 0.222         | 123.0  | 2091  | 0.2127          | 0.2019   | 0.4037        | 0.4037           | nan                 | 0.4037           | 0.0            | 0.4037      |
| 0.2089        | 124.0  | 2108  | 0.2300          | 0.1729   | 0.3457        | 0.3457           | nan                 | 0.3457           | 0.0            | 0.3457      |
| 0.2089        | 125.0  | 2125  | 0.2870          | 0.1275   | 0.2549        | 0.2549           | nan                 | 0.2549           | 0.0            | 0.2549      |
| 0.2089        | 126.0  | 2142  | 0.2698          | 0.2329   | 0.4658        | 0.4658           | nan                 | 0.4658           | 0.0            | 0.4658      |
| 0.2089        | 127.0  | 2159  | 0.2802          | 0.1134   | 0.2267        | 0.2267           | nan                 | 0.2267           | 0.0            | 0.2267      |
| 0.2089        | 128.0  | 2176  | 0.2714          | 0.1207   | 0.2414        | 0.2414           | nan                 | 0.2414           | 0.0            | 0.2414      |
| 0.2089        | 129.0  | 2193  | 0.1979          | 0.2663   | 0.5326        | 0.5326           | nan                 | 0.5326           | 0.0            | 0.5326      |
| 0.2134        | 130.0  | 2210  | 0.2470          | 0.1767   | 0.3535        | 0.3535           | nan                 | 0.3535           | 0.0            | 0.3535      |
| 0.2134        | 131.0  | 2227  | 0.2505          | 0.1823   | 0.3646        | 0.3646           | nan                 | 0.3646           | 0.0            | 0.3646      |
| 0.2134        | 132.0  | 2244  | 0.2410          | 0.1187   | 0.2374        | 0.2374           | nan                 | 0.2374           | 0.0            | 0.2374      |
| 0.2134        | 133.0  | 2261  | 0.2589          | 0.3439   | 0.6878        | 0.6878           | nan                 | 0.6878           | 0.0            | 0.6878      |
| 0.2134        | 134.0  | 2278  | 0.2190          | 0.1989   | 0.3978        | 0.3978           | nan                 | 0.3978           | 0.0            | 0.3978      |
| 0.2134        | 135.0  | 2295  | 0.2255          | 0.2328   | 0.4656        | 0.4656           | nan                 | 0.4656           | 0.0            | 0.4656      |
| 0.2092        | 136.0  | 2312  | 0.2862          | 0.0826   | 0.1653        | 0.1653           | nan                 | 0.1653           | 0.0            | 0.1653      |
| 0.2092        | 137.0  | 2329  | 0.2085          | 0.2020   | 0.4040        | 0.4040           | nan                 | 0.4040           | 0.0            | 0.4040      |
| 0.2092        | 138.0  | 2346  | 0.2282          | 0.1294   | 0.2588        | 0.2588           | nan                 | 0.2588           | 0.0            | 0.2588      |
| 0.2092        | 139.0  | 2363  | 0.2711          | 0.1300   | 0.2601        | 0.2601           | nan                 | 0.2601           | 0.0            | 0.2601      |
| 0.2092        | 140.0  | 2380  | 0.2506          | 0.2050   | 0.4099        | 0.4099           | nan                 | 0.4099           | 0.0            | 0.4099      |
| 0.2092        | 141.0  | 2397  | 0.2267          | 0.3171   | 0.6342        | 0.6342           | nan                 | 0.6342           | 0.0            | 0.6342      |
| 0.1937        | 142.0  | 2414  | 0.2317          | 0.2426   | 0.4852        | 0.4852           | nan                 | 0.4852           | 0.0            | 0.4852      |
| 0.1937        | 143.0  | 2431  | 0.3155          | 0.0977   | 0.1954        | 0.1954           | nan                 | 0.1954           | 0.0            | 0.1954      |
| 0.1937        | 144.0  | 2448  | 0.2711          | 0.0961   | 0.1922        | 0.1922           | nan                 | 0.1922           | 0.0            | 0.1922      |
| 0.1937        | 145.0  | 2465  | 0.2565          | 0.1274   | 0.2548        | 0.2548           | nan                 | 0.2548           | 0.0            | 0.2548      |
| 0.1937        | 146.0  | 2482  | 0.2543          | 0.2181   | 0.4363        | 0.4363           | nan                 | 0.4363           | 0.0            | 0.4363      |
| 0.1937        | 147.0  | 2499  | 0.2905          | 0.1449   | 0.2899        | 0.2899           | nan                 | 0.2899           | 0.0            | 0.2899      |
| 0.2025        | 148.0  | 2516  | 0.2257          | 0.3653   | 0.7305        | 0.7305           | nan                 | 0.7305           | 0.0            | 0.7305      |
| 0.2025        | 149.0  | 2533  | 0.2660          | 0.2417   | 0.4834        | 0.4834           | nan                 | 0.4834           | 0.0            | 0.4834      |
| 0.2025        | 150.0  | 2550  | 0.2909          | 0.0975   | 0.1950        | 0.1950           | nan                 | 0.1950           | 0.0            | 0.1950      |
| 0.2025        | 151.0  | 2567  | 0.2291          | 0.3155   | 0.6310        | 0.6310           | nan                 | 0.6310           | 0.0            | 0.6310      |
| 0.2025        | 152.0  | 2584  | 0.2618          | 0.2125   | 0.4250        | 0.4250           | nan                 | 0.4250           | 0.0            | 0.4250      |
| 0.183         | 153.0  | 2601  | 0.2733          | 0.2363   | 0.4725        | 0.4725           | nan                 | 0.4725           | 0.0            | 0.4725      |
| 0.183         | 154.0  | 2618  | 0.2596          | 0.2089   | 0.4178        | 0.4178           | nan                 | 0.4178           | 0.0            | 0.4178      |
| 0.183         | 155.0  | 2635  | 0.2870          | 0.2555   | 0.5111        | 0.5111           | nan                 | 0.5111           | 0.0            | 0.5111      |
| 0.183         | 156.0  | 2652  | 0.2710          | 0.1855   | 0.3710        | 0.3710           | nan                 | 0.3710           | 0.0            | 0.3710      |
| 0.183         | 157.0  | 2669  | 0.3456          | 0.0993   | 0.1987        | 0.1987           | nan                 | 0.1987           | 0.0            | 0.1987      |
| 0.183         | 158.0  | 2686  | 0.3287          | 0.2023   | 0.4046        | 0.4046           | nan                 | 0.4046           | 0.0            | 0.4046      |
| 0.1849        | 159.0  | 2703  | 0.2926          | 0.1432   | 0.2864        | 0.2864           | nan                 | 0.2864           | 0.0            | 0.2864      |
| 0.1849        | 160.0  | 2720  | 0.3561          | 0.1573   | 0.3146        | 0.3146           | nan                 | 0.3146           | 0.0            | 0.3146      |
| 0.1849        | 161.0  | 2737  | 0.2810          | 0.1436   | 0.2871        | 0.2871           | nan                 | 0.2871           | 0.0            | 0.2871      |
| 0.1849        | 162.0  | 2754  | 0.2787          | 0.2072   | 0.4143        | 0.4143           | nan                 | 0.4143           | 0.0            | 0.4143      |
| 0.1849        | 163.0  | 2771  | 0.2966          | 0.1829   | 0.3658        | 0.3658           | nan                 | 0.3658           | 0.0            | 0.3658      |
| 0.1849        | 164.0  | 2788  | 0.2576          | 0.2423   | 0.4846        | 0.4846           | nan                 | 0.4846           | 0.0            | 0.4846      |
| 0.1794        | 165.0  | 2805  | 0.2185          | 0.2233   | 0.4467        | 0.4467           | nan                 | 0.4467           | 0.0            | 0.4467      |
| 0.1794        | 166.0  | 2822  | 0.3368          | 0.2262   | 0.4524        | 0.4524           | nan                 | 0.4524           | 0.0            | 0.4524      |
| 0.1794        | 167.0  | 2839  | 0.3581          | 0.2073   | 0.4147        | 0.4147           | nan                 | 0.4147           | 0.0            | 0.4147      |
| 0.1794        | 168.0  | 2856  | 0.4226          | 0.1623   | 0.3247        | 0.3247           | nan                 | 0.3247           | 0.0            | 0.3247      |
| 0.1794        | 169.0  | 2873  | 0.3233          | 0.1828   | 0.3656        | 0.3656           | nan                 | 0.3656           | 0.0            | 0.3656      |
| 0.1794        | 170.0  | 2890  | 0.3204          | 0.2153   | 0.4306        | 0.4306           | nan                 | 0.4306           | 0.0            | 0.4306      |
| 0.169         | 171.0  | 2907  | 0.2281          | 0.2882   | 0.5763        | 0.5763           | nan                 | 0.5763           | 0.0            | 0.5763      |
| 0.169         | 172.0  | 2924  | 0.2558          | 0.2409   | 0.4819        | 0.4819           | nan                 | 0.4819           | 0.0            | 0.4819      |
| 0.169         | 173.0  | 2941  | 0.2754          | 0.2618   | 0.5236        | 0.5236           | nan                 | 0.5236           | 0.0            | 0.5236      |
| 0.169         | 174.0  | 2958  | 0.3380          | 0.2744   | 0.5487        | 0.5487           | nan                 | 0.5487           | 0.0            | 0.5487      |
| 0.169         | 175.0  | 2975  | 0.2864          | 0.3177   | 0.6354        | 0.6354           | nan                 | 0.6354           | 0.0            | 0.6354      |
| 0.169         | 176.0  | 2992  | 0.2854          | 0.2293   | 0.4585        | 0.4585           | nan                 | 0.4585           | 0.0            | 0.4585      |
| 0.1729        | 177.0  | 3009  | 0.2953          | 0.2935   | 0.5869        | 0.5869           | nan                 | 0.5869           | 0.0            | 0.5869      |
| 0.1729        | 178.0  | 3026  | 0.3370          | 0.2409   | 0.4817        | 0.4817           | nan                 | 0.4817           | 0.0            | 0.4817      |
| 0.1729        | 179.0  | 3043  | 0.3281          | 0.2118   | 0.4236        | 0.4236           | nan                 | 0.4236           | 0.0            | 0.4236      |
| 0.1729        | 180.0  | 3060  | 0.3026          | 0.3254   | 0.6509        | 0.6509           | nan                 | 0.6509           | 0.0            | 0.6509      |
| 0.1729        | 181.0  | 3077  | 0.2984          | 0.2977   | 0.5954        | 0.5954           | nan                 | 0.5954           | 0.0            | 0.5954      |
| 0.1729        | 182.0  | 3094  | 0.3041          | 0.2327   | 0.4654        | 0.4654           | nan                 | 0.4654           | 0.0            | 0.4654      |
| 0.172         | 183.0  | 3111  | 0.2948          | 0.2553   | 0.5107        | 0.5107           | nan                 | 0.5107           | 0.0            | 0.5107      |
| 0.172         | 184.0  | 3128  | 0.2554          | 0.3115   | 0.6230        | 0.6230           | nan                 | 0.6230           | 0.0            | 0.6230      |
| 0.172         | 185.0  | 3145  | 0.2977          | 0.2781   | 0.5562        | 0.5562           | nan                 | 0.5562           | 0.0            | 0.5562      |
| 0.172         | 186.0  | 3162  | 0.2913          | 0.2651   | 0.5301        | 0.5301           | nan                 | 0.5301           | 0.0            | 0.5301      |
| 0.172         | 187.0  | 3179  | 0.3168          | 0.2518   | 0.5036        | 0.5036           | nan                 | 0.5036           | 0.0            | 0.5036      |
| 0.172         | 188.0  | 3196  | 0.2975          | 0.2676   | 0.5353        | 0.5353           | nan                 | 0.5353           | 0.0            | 0.5353      |
| 0.159         | 189.0  | 3213  | 0.2963          | 0.2131   | 0.4261        | 0.4261           | nan                 | 0.4261           | 0.0            | 0.4261      |
| 0.159         | 190.0  | 3230  | 0.2924          | 0.2395   | 0.4789        | 0.4789           | nan                 | 0.4789           | 0.0            | 0.4789      |
| 0.159         | 191.0  | 3247  | 0.3027          | 0.2477   | 0.4954        | 0.4954           | nan                 | 0.4954           | 0.0            | 0.4954      |
| 0.159         | 192.0  | 3264  | 0.3043          | 0.1703   | 0.3407        | 0.3407           | nan                 | 0.3407           | 0.0            | 0.3407      |
| 0.159         | 193.0  | 3281  | 0.2887          | 0.3200   | 0.6400        | 0.6400           | nan                 | 0.6400           | 0.0            | 0.6400      |
| 0.159         | 194.0  | 3298  | 0.2783          | 0.2350   | 0.4700        | 0.4700           | nan                 | 0.4700           | 0.0            | 0.4700      |
| 0.1592        | 195.0  | 3315  | 0.2669          | 0.2813   | 0.5626        | 0.5626           | nan                 | 0.5626           | 0.0            | 0.5626      |
| 0.1592        | 196.0  | 3332  | 0.2656          | 0.3217   | 0.6434        | 0.6434           | nan                 | 0.6434           | 0.0            | 0.6434      |
| 0.1592        | 197.0  | 3349  | 0.3389          | 0.1936   | 0.3871        | 0.3871           | nan                 | 0.3871           | 0.0            | 0.3871      |
| 0.1592        | 198.0  | 3366  | 0.2633          | 0.2050   | 0.4099        | 0.4099           | nan                 | 0.4099           | 0.0            | 0.4099      |
| 0.1592        | 199.0  | 3383  | 0.3457          | 0.0964   | 0.1928        | 0.1928           | nan                 | 0.1928           | 0.0            | 0.1928      |
| 0.1576        | 200.0  | 3400  | 0.2908          | 0.1821   | 0.3642        | 0.3642           | nan                 | 0.3642           | 0.0            | 0.3642      |
| 0.1576        | 201.0  | 3417  | 0.2671          | 0.3178   | 0.6357        | 0.6357           | nan                 | 0.6357           | 0.0            | 0.6357      |
| 0.1576        | 202.0  | 3434  | 0.3280          | 0.1998   | 0.3996        | 0.3996           | nan                 | 0.3996           | 0.0            | 0.3996      |
| 0.1576        | 203.0  | 3451  | 0.2785          | 0.2141   | 0.4282        | 0.4282           | nan                 | 0.4282           | 0.0            | 0.4282      |
| 0.1576        | 204.0  | 3468  | 0.2971          | 0.2845   | 0.5689        | 0.5689           | nan                 | 0.5689           | 0.0            | 0.5689      |
| 0.1576        | 205.0  | 3485  | 0.2968          | 0.2329   | 0.4657        | 0.4657           | nan                 | 0.4657           | 0.0            | 0.4657      |
| 0.157         | 206.0  | 3502  | 0.3060          | 0.2464   | 0.4929        | 0.4929           | nan                 | 0.4929           | 0.0            | 0.4929      |
| 0.157         | 207.0  | 3519  | 0.2595          | 0.2686   | 0.5372        | 0.5372           | nan                 | 0.5372           | 0.0            | 0.5372      |
| 0.157         | 208.0  | 3536  | 0.2698          | 0.3214   | 0.6428        | 0.6428           | nan                 | 0.6428           | 0.0            | 0.6428      |
| 0.157         | 209.0  | 3553  | 0.2948          | 0.2280   | 0.4559        | 0.4559           | nan                 | 0.4559           | 0.0            | 0.4559      |
| 0.157         | 210.0  | 3570  | 0.2980          | 0.2176   | 0.4352        | 0.4352           | nan                 | 0.4352           | 0.0            | 0.4352      |
| 0.157         | 211.0  | 3587  | 0.2861          | 0.2187   | 0.4373        | 0.4373           | nan                 | 0.4373           | 0.0            | 0.4373      |
| 0.1434        | 212.0  | 3604  | 0.3446          | 0.2353   | 0.4707        | 0.4707           | nan                 | 0.4707           | 0.0            | 0.4707      |
| 0.1434        | 213.0  | 3621  | 0.3187          | 0.2485   | 0.4969        | 0.4969           | nan                 | 0.4969           | 0.0            | 0.4969      |
| 0.1434        | 214.0  | 3638  | 0.3061          | 0.1583   | 0.3166        | 0.3166           | nan                 | 0.3166           | 0.0            | 0.3166      |
| 0.1434        | 215.0  | 3655  | 0.2549          | 0.2670   | 0.5340        | 0.5340           | nan                 | 0.5340           | 0.0            | 0.5340      |
| 0.1434        | 216.0  | 3672  | 0.3060          | 0.1895   | 0.3789        | 0.3789           | nan                 | 0.3789           | 0.0            | 0.3789      |
| 0.1434        | 217.0  | 3689  | 0.3153          | 0.2082   | 0.4164        | 0.4164           | nan                 | 0.4164           | 0.0            | 0.4164      |
| 0.1451        | 218.0  | 3706  | 0.3294          | 0.1930   | 0.3861        | 0.3861           | nan                 | 0.3861           | 0.0            | 0.3861      |
| 0.1451        | 219.0  | 3723  | 0.3456          | 0.1969   | 0.3937        | 0.3937           | nan                 | 0.3937           | 0.0            | 0.3937      |
| 0.1451        | 220.0  | 3740  | 0.3473          | 0.2066   | 0.4131        | 0.4131           | nan                 | 0.4131           | 0.0            | 0.4131      |
| 0.1451        | 221.0  | 3757  | 0.3622          | 0.1527   | 0.3054        | 0.3054           | nan                 | 0.3054           | 0.0            | 0.3054      |
| 0.1451        | 222.0  | 3774  | 0.2897          | 0.2220   | 0.4440        | 0.4440           | nan                 | 0.4440           | 0.0            | 0.4440      |
| 0.1451        | 223.0  | 3791  | 0.2994          | 0.2304   | 0.4608        | 0.4608           | nan                 | 0.4608           | 0.0            | 0.4608      |
| 0.1375        | 224.0  | 3808  | 0.3409          | 0.2108   | 0.4217        | 0.4217           | nan                 | 0.4217           | 0.0            | 0.4217      |
| 0.1375        | 225.0  | 3825  | 0.2812          | 0.2281   | 0.4563        | 0.4563           | nan                 | 0.4563           | 0.0            | 0.4563      |
| 0.1375        | 226.0  | 3842  | 0.3334          | 0.1589   | 0.3177        | 0.3177           | nan                 | 0.3177           | 0.0            | 0.3177      |
| 0.1375        | 227.0  | 3859  | 0.3048          | 0.1709   | 0.3418        | 0.3418           | nan                 | 0.3418           | 0.0            | 0.3418      |
| 0.1375        | 228.0  | 3876  | 0.2630          | 0.2817   | 0.5634        | 0.5634           | nan                 | 0.5634           | 0.0            | 0.5634      |
| 0.1375        | 229.0  | 3893  | 0.2691          | 0.2624   | 0.5248        | 0.5248           | nan                 | 0.5248           | 0.0            | 0.5248      |
| 0.1399        | 230.0  | 3910  | 0.3146          | 0.2119   | 0.4238        | 0.4238           | nan                 | 0.4238           | 0.0            | 0.4238      |
| 0.1399        | 231.0  | 3927  | 0.3266          | 0.2281   | 0.4562        | 0.4562           | nan                 | 0.4562           | 0.0            | 0.4562      |
| 0.1399        | 232.0  | 3944  | 0.2803          | 0.2128   | 0.4257        | 0.4257           | nan                 | 0.4257           | 0.0            | 0.4257      |
| 0.1399        | 233.0  | 3961  | 0.3186          | 0.1755   | 0.3510        | 0.3510           | nan                 | 0.3510           | 0.0            | 0.3510      |
| 0.1399        | 234.0  | 3978  | 0.3260          | 0.2842   | 0.5684        | 0.5684           | nan                 | 0.5684           | 0.0            | 0.5684      |
| 0.1399        | 235.0  | 3995  | 0.2499          | 0.2933   | 0.5865        | 0.5865           | nan                 | 0.5865           | 0.0            | 0.5865      |
| 0.1383        | 236.0  | 4012  | 0.2513          | 0.3022   | 0.6045        | 0.6045           | nan                 | 0.6045           | 0.0            | 0.6045      |
| 0.1383        | 237.0  | 4029  | 0.2540          | 0.2647   | 0.5294        | 0.5294           | nan                 | 0.5294           | 0.0            | 0.5294      |
| 0.1383        | 238.0  | 4046  | 0.2556          | 0.2910   | 0.5819        | 0.5819           | nan                 | 0.5819           | 0.0            | 0.5819      |
| 0.1383        | 239.0  | 4063  | 0.3014          | 0.2602   | 0.5204        | 0.5204           | nan                 | 0.5204           | 0.0            | 0.5204      |
| 0.1383        | 240.0  | 4080  | 0.3226          | 0.2828   | 0.5657        | 0.5657           | nan                 | 0.5657           | 0.0            | 0.5657      |
| 0.1383        | 241.0  | 4097  | 0.3104          | 0.2216   | 0.4433        | 0.4433           | nan                 | 0.4433           | 0.0            | 0.4433      |
| 0.1402        | 242.0  | 4114  | 0.3064          | 0.2022   | 0.4043        | 0.4043           | nan                 | 0.4043           | 0.0            | 0.4043      |
| 0.1402        | 243.0  | 4131  | 0.3102          | 0.2474   | 0.4948        | 0.4948           | nan                 | 0.4948           | 0.0            | 0.4948      |
| 0.1402        | 244.0  | 4148  | 0.3111          | 0.1980   | 0.3959        | 0.3959           | nan                 | 0.3959           | 0.0            | 0.3959      |
| 0.1402        | 245.0  | 4165  | 0.2855          | 0.1529   | 0.3058        | 0.3058           | nan                 | 0.3058           | 0.0            | 0.3058      |
| 0.1402        | 246.0  | 4182  | 0.3074          | 0.2577   | 0.5153        | 0.5153           | nan                 | 0.5153           | 0.0            | 0.5153      |
| 0.1402        | 247.0  | 4199  | 0.3092          | 0.2768   | 0.5536        | 0.5536           | nan                 | 0.5536           | 0.0            | 0.5536      |
| 0.1264        | 248.0  | 4216  | 0.3088          | 0.1942   | 0.3884        | 0.3884           | nan                 | 0.3884           | 0.0            | 0.3884      |
| 0.1264        | 249.0  | 4233  | 0.2747          | 0.1947   | 0.3893        | 0.3893           | nan                 | 0.3893           | 0.0            | 0.3893      |
| 0.1264        | 250.0  | 4250  | 0.2704          | 0.2057   | 0.4113        | 0.4113           | nan                 | 0.4113           | 0.0            | 0.4113      |
| 0.1264        | 251.0  | 4267  | 0.2978          | 0.1714   | 0.3429        | 0.3429           | nan                 | 0.3429           | 0.0            | 0.3429      |
| 0.1264        | 252.0  | 4284  | 0.2956          | 0.2498   | 0.4996        | 0.4996           | nan                 | 0.4996           | 0.0            | 0.4996      |
| 0.1353        | 253.0  | 4301  | 0.2768          | 0.2896   | 0.5792        | 0.5792           | nan                 | 0.5792           | 0.0            | 0.5792      |
| 0.1353        | 254.0  | 4318  | 0.2869          | 0.2312   | 0.4623        | 0.4623           | nan                 | 0.4623           | 0.0            | 0.4623      |
| 0.1353        | 255.0  | 4335  | 0.2842          | 0.1583   | 0.3166        | 0.3166           | nan                 | 0.3166           | 0.0            | 0.3166      |
| 0.1353        | 256.0  | 4352  | 0.3431          | 0.2210   | 0.4420        | 0.4420           | nan                 | 0.4420           | 0.0            | 0.4420      |
| 0.1353        | 257.0  | 4369  | 0.3069          | 0.2283   | 0.4566        | 0.4566           | nan                 | 0.4566           | 0.0            | 0.4566      |
| 0.1353        | 258.0  | 4386  | 0.2795          | 0.2780   | 0.5561        | 0.5561           | nan                 | 0.5561           | 0.0            | 0.5561      |
| 0.1265        | 259.0  | 4403  | 0.3347          | 0.2459   | 0.4918        | 0.4918           | nan                 | 0.4918           | 0.0            | 0.4918      |
| 0.1265        | 260.0  | 4420  | 0.3672          | 0.2193   | 0.4387        | 0.4387           | nan                 | 0.4387           | 0.0            | 0.4387      |
| 0.1265        | 261.0  | 4437  | 0.3719          | 0.1405   | 0.2811        | 0.2811           | nan                 | 0.2811           | 0.0            | 0.2811      |
| 0.1265        | 262.0  | 4454  | 0.3195          | 0.2337   | 0.4674        | 0.4674           | nan                 | 0.4674           | 0.0            | 0.4674      |
| 0.1265        | 263.0  | 4471  | 0.3230          | 0.2314   | 0.4629        | 0.4629           | nan                 | 0.4629           | 0.0            | 0.4629      |
| 0.1265        | 264.0  | 4488  | 0.3368          | 0.1698   | 0.3396        | 0.3396           | nan                 | 0.3396           | 0.0            | 0.3396      |
| 0.1332        | 265.0  | 4505  | 0.3739          | 0.1499   | 0.2997        | 0.2997           | nan                 | 0.2997           | 0.0            | 0.2997      |
| 0.1332        | 266.0  | 4522  | 0.3427          | 0.1565   | 0.3130        | 0.3130           | nan                 | 0.3130           | 0.0            | 0.3130      |
| 0.1332        | 267.0  | 4539  | 0.3554          | 0.2425   | 0.4849        | 0.4849           | nan                 | 0.4849           | 0.0            | 0.4849      |
| 0.1332        | 268.0  | 4556  | 0.3735          | 0.2991   | 0.5982        | 0.5982           | nan                 | 0.5982           | 0.0            | 0.5982      |
| 0.1332        | 269.0  | 4573  | 0.4082          | 0.1446   | 0.2891        | 0.2891           | nan                 | 0.2891           | 0.0            | 0.2891      |
| 0.1332        | 270.0  | 4590  | 0.3387          | 0.2346   | 0.4692        | 0.4692           | nan                 | 0.4692           | 0.0            | 0.4692      |
| 0.123         | 271.0  | 4607  | 0.3917          | 0.1890   | 0.3780        | 0.3780           | nan                 | 0.3780           | 0.0            | 0.3780      |
| 0.123         | 272.0  | 4624  | 0.2797          | 0.2426   | 0.4851        | 0.4851           | nan                 | 0.4851           | 0.0            | 0.4851      |
| 0.123         | 273.0  | 4641  | 0.2865          | 0.2182   | 0.4364        | 0.4364           | nan                 | 0.4364           | 0.0            | 0.4364      |
| 0.123         | 274.0  | 4658  | 0.3293          | 0.2521   | 0.5043        | 0.5043           | nan                 | 0.5043           | 0.0            | 0.5043      |
| 0.123         | 275.0  | 4675  | 0.3107          | 0.2503   | 0.5007        | 0.5007           | nan                 | 0.5007           | 0.0            | 0.5007      |
| 0.123         | 276.0  | 4692  | 0.3368          | 0.2822   | 0.5643        | 0.5643           | nan                 | 0.5643           | 0.0            | 0.5643      |
| 0.1286        | 277.0  | 4709  | 0.2964          | 0.3203   | 0.6407        | 0.6407           | nan                 | 0.6407           | 0.0            | 0.6407      |
| 0.1286        | 278.0  | 4726  | 0.3057          | 0.2225   | 0.4450        | 0.4450           | nan                 | 0.4450           | 0.0            | 0.4450      |
| 0.1286        | 279.0  | 4743  | 0.2776          | 0.2709   | 0.5419        | 0.5419           | nan                 | 0.5419           | 0.0            | 0.5419      |
| 0.1286        | 280.0  | 4760  | 0.3269          | 0.2786   | 0.5572        | 0.5572           | nan                 | 0.5572           | 0.0            | 0.5572      |
| 0.1286        | 281.0  | 4777  | 0.3058          | 0.2262   | 0.4524        | 0.4524           | nan                 | 0.4524           | 0.0            | 0.4524      |
| 0.1286        | 282.0  | 4794  | 0.3323          | 0.1948   | 0.3895        | 0.3895           | nan                 | 0.3895           | 0.0            | 0.3895      |
| 0.1342        | 283.0  | 4811  | 0.3188          | 0.2706   | 0.5412        | 0.5412           | nan                 | 0.5412           | 0.0            | 0.5412      |
| 0.1342        | 284.0  | 4828  | 0.3092          | 0.2618   | 0.5237        | 0.5237           | nan                 | 0.5237           | 0.0            | 0.5237      |
| 0.1342        | 285.0  | 4845  | 0.3399          | 0.2109   | 0.4218        | 0.4218           | nan                 | 0.4218           | 0.0            | 0.4218      |
| 0.1342        | 286.0  | 4862  | 0.3178          | 0.2207   | 0.4414        | 0.4414           | nan                 | 0.4414           | 0.0            | 0.4414      |
| 0.1342        | 287.0  | 4879  | 0.3436          | 0.2178   | 0.4355        | 0.4355           | nan                 | 0.4355           | 0.0            | 0.4355      |
| 0.1342        | 288.0  | 4896  | 0.3030          | 0.2447   | 0.4894        | 0.4894           | nan                 | 0.4894           | 0.0            | 0.4894      |
| 0.1185        | 289.0  | 4913  | 0.3302          | 0.2330   | 0.4661        | 0.4661           | nan                 | 0.4661           | 0.0            | 0.4661      |
| 0.1185        | 290.0  | 4930  | 0.3160          | 0.2552   | 0.5104        | 0.5104           | nan                 | 0.5104           | 0.0            | 0.5104      |
| 0.1185        | 291.0  | 4947  | 0.3155          | 0.2848   | 0.5695        | 0.5695           | nan                 | 0.5695           | 0.0            | 0.5695      |
| 0.1185        | 292.0  | 4964  | 0.3424          | 0.1753   | 0.3506        | 0.3506           | nan                 | 0.3506           | 0.0            | 0.3506      |
| 0.1185        | 293.0  | 4981  | 0.3149          | 0.2005   | 0.4009        | 0.4009           | nan                 | 0.4009           | 0.0            | 0.4009      |
| 0.1185        | 294.0  | 4998  | 0.2866          | 0.1823   | 0.3645        | 0.3645           | nan                 | 0.3645           | 0.0            | 0.3645      |
| 0.1155        | 295.0  | 5015  | 0.3073          | 0.2477   | 0.4953        | 0.4953           | nan                 | 0.4953           | 0.0            | 0.4953      |
| 0.1155        | 296.0  | 5032  | 0.2826          | 0.2851   | 0.5702        | 0.5702           | nan                 | 0.5702           | 0.0            | 0.5702      |
| 0.1155        | 297.0  | 5049  | 0.2784          | 0.2746   | 0.5492        | 0.5492           | nan                 | 0.5492           | 0.0            | 0.5492      |
| 0.1155        | 298.0  | 5066  | 0.2835          | 0.2276   | 0.4551        | 0.4551           | nan                 | 0.4551           | 0.0            | 0.4551      |
| 0.1155        | 299.0  | 5083  | 0.2785          | 0.2320   | 0.4641        | 0.4641           | nan                 | 0.4641           | 0.0            | 0.4641      |
| 0.1086        | 300.0  | 5100  | 0.3382          | 0.2130   | 0.4259        | 0.4259           | nan                 | 0.4259           | 0.0            | 0.4259      |
| 0.1086        | 301.0  | 5117  | 0.3075          | 0.2475   | 0.4949        | 0.4949           | nan                 | 0.4949           | 0.0            | 0.4949      |
| 0.1086        | 302.0  | 5134  | 0.3114          | 0.2302   | 0.4604        | 0.4604           | nan                 | 0.4604           | 0.0            | 0.4604      |
| 0.1086        | 303.0  | 5151  | 0.3028          | 0.2192   | 0.4384        | 0.4384           | nan                 | 0.4384           | 0.0            | 0.4384      |
| 0.1086        | 304.0  | 5168  | 0.3387          | 0.2281   | 0.4563        | 0.4563           | nan                 | 0.4563           | 0.0            | 0.4563      |
| 0.1086        | 305.0  | 5185  | 0.3048          | 0.2010   | 0.4021        | 0.4021           | nan                 | 0.4021           | 0.0            | 0.4021      |
| 0.1108        | 306.0  | 5202  | 0.3149          | 0.2389   | 0.4779        | 0.4779           | nan                 | 0.4779           | 0.0            | 0.4779      |
| 0.1108        | 307.0  | 5219  | 0.3372          | 0.2117   | 0.4233        | 0.4233           | nan                 | 0.4233           | 0.0            | 0.4233      |
| 0.1108        | 308.0  | 5236  | 0.2856          | 0.2314   | 0.4627        | 0.4627           | nan                 | 0.4627           | 0.0            | 0.4627      |
| 0.1108        | 309.0  | 5253  | 0.3475          | 0.2169   | 0.4337        | 0.4337           | nan                 | 0.4337           | 0.0            | 0.4337      |
| 0.1108        | 310.0  | 5270  | 0.2847          | 0.2735   | 0.5471        | 0.5471           | nan                 | 0.5471           | 0.0            | 0.5471      |
| 0.1108        | 311.0  | 5287  | 0.3160          | 0.2465   | 0.4929        | 0.4929           | nan                 | 0.4929           | 0.0            | 0.4929      |
| 0.1057        | 312.0  | 5304  | 0.3221          | 0.1669   | 0.3337        | 0.3337           | nan                 | 0.3337           | 0.0            | 0.3337      |
| 0.1057        | 313.0  | 5321  | 0.2865          | 0.2380   | 0.4761        | 0.4761           | nan                 | 0.4761           | 0.0            | 0.4761      |
| 0.1057        | 314.0  | 5338  | 0.2941          | 0.1994   | 0.3988        | 0.3988           | nan                 | 0.3988           | 0.0            | 0.3988      |
| 0.1057        | 315.0  | 5355  | 0.3057          | 0.2386   | 0.4773        | 0.4773           | nan                 | 0.4773           | 0.0            | 0.4773      |
| 0.1057        | 316.0  | 5372  | 0.3448          | 0.3188   | 0.6377        | 0.6377           | nan                 | 0.6377           | 0.0            | 0.6377      |
| 0.1057        | 317.0  | 5389  | 0.3322          | 0.3283   | 0.6566        | 0.6566           | nan                 | 0.6566           | 0.0            | 0.6566      |
| 0.1126        | 318.0  | 5406  | 0.3195          | 0.3041   | 0.6082        | 0.6082           | nan                 | 0.6082           | 0.0            | 0.6082      |
| 0.1126        | 319.0  | 5423  | 0.3731          | 0.2464   | 0.4928        | 0.4928           | nan                 | 0.4928           | 0.0            | 0.4928      |
| 0.1126        | 320.0  | 5440  | 0.3376          | 0.2583   | 0.5165        | 0.5165           | nan                 | 0.5165           | 0.0            | 0.5165      |
| 0.1126        | 321.0  | 5457  | 0.3280          | 0.2596   | 0.5192        | 0.5192           | nan                 | 0.5192           | 0.0            | 0.5192      |
| 0.1126        | 322.0  | 5474  | 0.3378          | 0.2432   | 0.4865        | 0.4865           | nan                 | 0.4865           | 0.0            | 0.4865      |
| 0.1126        | 323.0  | 5491  | 0.3289          | 0.2212   | 0.4424        | 0.4424           | nan                 | 0.4424           | 0.0            | 0.4424      |
| 0.1052        | 324.0  | 5508  | 0.3356          | 0.2276   | 0.4553        | 0.4553           | nan                 | 0.4553           | 0.0            | 0.4553      |
| 0.1052        | 325.0  | 5525  | 0.3581          | 0.2064   | 0.4128        | 0.4128           | nan                 | 0.4128           | 0.0            | 0.4128      |
| 0.1052        | 326.0  | 5542  | 0.3888          | 0.2091   | 0.4182        | 0.4182           | nan                 | 0.4182           | 0.0            | 0.4182      |
| 0.1052        | 327.0  | 5559  | 0.2944          | 0.2585   | 0.5170        | 0.5170           | nan                 | 0.5170           | 0.0            | 0.5170      |
| 0.1052        | 328.0  | 5576  | 0.3205          | 0.3316   | 0.6633        | 0.6633           | nan                 | 0.6633           | 0.0            | 0.6633      |
| 0.1052        | 329.0  | 5593  | 0.3094          | 0.2570   | 0.5141        | 0.5141           | nan                 | 0.5141           | 0.0            | 0.5141      |
| 0.1142        | 330.0  | 5610  | 0.3010          | 0.2488   | 0.4975        | 0.4975           | nan                 | 0.4975           | 0.0            | 0.4975      |
| 0.1142        | 331.0  | 5627  | 0.2785          | 0.3096   | 0.6192        | 0.6192           | nan                 | 0.6192           | 0.0            | 0.6192      |
| 0.1142        | 332.0  | 5644  | 0.2901          | 0.2839   | 0.5678        | 0.5678           | nan                 | 0.5678           | 0.0            | 0.5678      |
| 0.1142        | 333.0  | 5661  | 0.3115          | 0.2706   | 0.5413        | 0.5413           | nan                 | 0.5413           | 0.0            | 0.5413      |
| 0.1142        | 334.0  | 5678  | 0.3212          | 0.2647   | 0.5294        | 0.5294           | nan                 | 0.5294           | 0.0            | 0.5294      |
| 0.1142        | 335.0  | 5695  | 0.3294          | 0.2717   | 0.5435        | 0.5435           | nan                 | 0.5435           | 0.0            | 0.5435      |
| 0.1063        | 336.0  | 5712  | 0.3051          | 0.3183   | 0.6366        | 0.6366           | nan                 | 0.6366           | 0.0            | 0.6366      |
| 0.1063        | 337.0  | 5729  | 0.3402          | 0.3140   | 0.6280        | 0.6280           | nan                 | 0.6280           | 0.0            | 0.6280      |
| 0.1063        | 338.0  | 5746  | 0.3494          | 0.3213   | 0.6426        | 0.6426           | nan                 | 0.6426           | 0.0            | 0.6426      |
| 0.1063        | 339.0  | 5763  | 0.3103          | 0.2701   | 0.5403        | 0.5403           | nan                 | 0.5403           | 0.0            | 0.5403      |
| 0.1063        | 340.0  | 5780  | 0.3303          | 0.2739   | 0.5477        | 0.5477           | nan                 | 0.5477           | 0.0            | 0.5477      |
| 0.1063        | 341.0  | 5797  | 0.3450          | 0.2713   | 0.5427        | 0.5427           | nan                 | 0.5427           | 0.0            | 0.5427      |
| 0.1089        | 342.0  | 5814  | 0.3221          | 0.2198   | 0.4395        | 0.4395           | nan                 | 0.4395           | 0.0            | 0.4395      |
| 0.1089        | 343.0  | 5831  | 0.3165          | 0.2196   | 0.4392        | 0.4392           | nan                 | 0.4392           | 0.0            | 0.4392      |
| 0.1089        | 344.0  | 5848  | 0.2821          | 0.2608   | 0.5215        | 0.5215           | nan                 | 0.5215           | 0.0            | 0.5215      |
| 0.1089        | 345.0  | 5865  | 0.3345          | 0.2263   | 0.4526        | 0.4526           | nan                 | 0.4526           | 0.0            | 0.4526      |
| 0.1089        | 346.0  | 5882  | 0.3331          | 0.2634   | 0.5268        | 0.5268           | nan                 | 0.5268           | 0.0            | 0.5268      |
| 0.1089        | 347.0  | 5899  | 0.3652          | 0.2050   | 0.4100        | 0.4100           | nan                 | 0.4100           | 0.0            | 0.4100      |
| 0.1017        | 348.0  | 5916  | 0.3536          | 0.2773   | 0.5545        | 0.5545           | nan                 | 0.5545           | 0.0            | 0.5545      |
| 0.1017        | 349.0  | 5933  | 0.3475          | 0.2537   | 0.5074        | 0.5074           | nan                 | 0.5074           | 0.0            | 0.5074      |
| 0.1017        | 350.0  | 5950  | 0.3083          | 0.2509   | 0.5017        | 0.5017           | nan                 | 0.5017           | 0.0            | 0.5017      |
| 0.1017        | 351.0  | 5967  | 0.3326          | 0.2295   | 0.4591        | 0.4591           | nan                 | 0.4591           | 0.0            | 0.4591      |
| 0.1017        | 352.0  | 5984  | 0.3370          | 0.2605   | 0.5211        | 0.5211           | nan                 | 0.5211           | 0.0            | 0.5211      |
| 0.104         | 353.0  | 6001  | 0.3741          | 0.2052   | 0.4105        | 0.4105           | nan                 | 0.4105           | 0.0            | 0.4105      |
| 0.104         | 354.0  | 6018  | 0.3634          | 0.2085   | 0.4171        | 0.4171           | nan                 | 0.4171           | 0.0            | 0.4171      |
| 0.104         | 355.0  | 6035  | 0.3489          | 0.2023   | 0.4046        | 0.4046           | nan                 | 0.4046           | 0.0            | 0.4046      |
| 0.104         | 356.0  | 6052  | 0.2929          | 0.2366   | 0.4732        | 0.4732           | nan                 | 0.4732           | 0.0            | 0.4732      |
| 0.104         | 357.0  | 6069  | 0.3392          | 0.2094   | 0.4189        | 0.4189           | nan                 | 0.4189           | 0.0            | 0.4189      |
| 0.104         | 358.0  | 6086  | 0.3402          | 0.2586   | 0.5171        | 0.5171           | nan                 | 0.5171           | 0.0            | 0.5171      |
| 0.1134        | 359.0  | 6103  | 0.3932          | 0.2579   | 0.5158        | 0.5158           | nan                 | 0.5158           | 0.0            | 0.5158      |
| 0.1134        | 360.0  | 6120  | 0.3449          | 0.1964   | 0.3927        | 0.3927           | nan                 | 0.3927           | 0.0            | 0.3927      |
| 0.1134        | 361.0  | 6137  | 0.3696          | 0.2064   | 0.4129        | 0.4129           | nan                 | 0.4129           | 0.0            | 0.4129      |
| 0.1134        | 362.0  | 6154  | 0.3233          | 0.2580   | 0.5161        | 0.5161           | nan                 | 0.5161           | 0.0            | 0.5161      |
| 0.1134        | 363.0  | 6171  | 0.3534          | 0.2198   | 0.4397        | 0.4397           | nan                 | 0.4397           | 0.0            | 0.4397      |
| 0.1134        | 364.0  | 6188  | 0.3496          | 0.2227   | 0.4454        | 0.4454           | nan                 | 0.4454           | 0.0            | 0.4454      |
| 0.095         | 365.0  | 6205  | 0.3790          | 0.2197   | 0.4394        | 0.4394           | nan                 | 0.4394           | 0.0            | 0.4394      |
| 0.095         | 366.0  | 6222  | 0.3637          | 0.2113   | 0.4226        | 0.4226           | nan                 | 0.4226           | 0.0            | 0.4226      |
| 0.095         | 367.0  | 6239  | 0.3542          | 0.1868   | 0.3737        | 0.3737           | nan                 | 0.3737           | 0.0            | 0.3737      |
| 0.095         | 368.0  | 6256  | 0.3863          | 0.1832   | 0.3665        | 0.3665           | nan                 | 0.3665           | 0.0            | 0.3665      |
| 0.095         | 369.0  | 6273  | 0.4385          | 0.1725   | 0.3450        | 0.3450           | nan                 | 0.3450           | 0.0            | 0.3450      |
| 0.095         | 370.0  | 6290  | 0.3768          | 0.2094   | 0.4188        | 0.4188           | nan                 | 0.4188           | 0.0            | 0.4188      |
| 0.0978        | 371.0  | 6307  | 0.3984          | 0.2020   | 0.4040        | 0.4040           | nan                 | 0.4040           | 0.0            | 0.4040      |
| 0.0978        | 372.0  | 6324  | 0.4003          | 0.1617   | 0.3235        | 0.3235           | nan                 | 0.3235           | 0.0            | 0.3235      |
| 0.0978        | 373.0  | 6341  | 0.4096          | 0.1809   | 0.3617        | 0.3617           | nan                 | 0.3617           | 0.0            | 0.3617      |
| 0.0978        | 374.0  | 6358  | 0.3877          | 0.1881   | 0.3761        | 0.3761           | nan                 | 0.3761           | 0.0            | 0.3761      |
| 0.0978        | 375.0  | 6375  | 0.3916          | 0.1847   | 0.3693        | 0.3693           | nan                 | 0.3693           | 0.0            | 0.3693      |
| 0.0978        | 376.0  | 6392  | 0.3927          | 0.2166   | 0.4333        | 0.4333           | nan                 | 0.4333           | 0.0            | 0.4333      |
| 0.0984        | 377.0  | 6409  | 0.3971          | 0.2125   | 0.4249        | 0.4249           | nan                 | 0.4249           | 0.0            | 0.4249      |
| 0.0984        | 378.0  | 6426  | 0.4498          | 0.2409   | 0.4818        | 0.4818           | nan                 | 0.4818           | 0.0            | 0.4818      |
| 0.0984        | 379.0  | 6443  | 0.3608          | 0.2359   | 0.4717        | 0.4717           | nan                 | 0.4717           | 0.0            | 0.4717      |
| 0.0984        | 380.0  | 6460  | 0.3597          | 0.2397   | 0.4795        | 0.4795           | nan                 | 0.4795           | 0.0            | 0.4795      |
| 0.0984        | 381.0  | 6477  | 0.3511          | 0.2054   | 0.4108        | 0.4108           | nan                 | 0.4108           | 0.0            | 0.4108      |
| 0.0984        | 382.0  | 6494  | 0.3313          | 0.2543   | 0.5086        | 0.5086           | nan                 | 0.5086           | 0.0            | 0.5086      |
| 0.0943        | 383.0  | 6511  | 0.3519          | 0.2088   | 0.4177        | 0.4177           | nan                 | 0.4177           | 0.0            | 0.4177      |
| 0.0943        | 384.0  | 6528  | 0.3501          | 0.2063   | 0.4126        | 0.4126           | nan                 | 0.4126           | 0.0            | 0.4126      |
| 0.0943        | 385.0  | 6545  | 0.3406          | 0.2113   | 0.4226        | 0.4226           | nan                 | 0.4226           | 0.0            | 0.4226      |
| 0.0943        | 386.0  | 6562  | 0.3312          | 0.1876   | 0.3753        | 0.3753           | nan                 | 0.3753           | 0.0            | 0.3753      |
| 0.0943        | 387.0  | 6579  | 0.3351          | 0.1975   | 0.3950        | 0.3950           | nan                 | 0.3950           | 0.0            | 0.3950      |
| 0.0943        | 388.0  | 6596  | 0.3731          | 0.2719   | 0.5439        | 0.5439           | nan                 | 0.5439           | 0.0            | 0.5439      |
| 0.099         | 389.0  | 6613  | 0.3885          | 0.2709   | 0.5418        | 0.5418           | nan                 | 0.5418           | 0.0            | 0.5418      |
| 0.099         | 390.0  | 6630  | 0.3283          | 0.2604   | 0.5207        | 0.5207           | nan                 | 0.5207           | 0.0            | 0.5207      |
| 0.099         | 391.0  | 6647  | 0.3204          | 0.2522   | 0.5044        | 0.5044           | nan                 | 0.5044           | 0.0            | 0.5044      |
| 0.099         | 392.0  | 6664  | 0.3274          | 0.2671   | 0.5343        | 0.5343           | nan                 | 0.5343           | 0.0            | 0.5343      |
| 0.099         | 393.0  | 6681  | 0.3562          | 0.2213   | 0.4425        | 0.4425           | nan                 | 0.4425           | 0.0            | 0.4425      |
| 0.099         | 394.0  | 6698  | 0.3706          | 0.1986   | 0.3972        | 0.3972           | nan                 | 0.3972           | 0.0            | 0.3972      |
| 0.0874        | 395.0  | 6715  | 0.3670          | 0.2161   | 0.4321        | 0.4321           | nan                 | 0.4321           | 0.0            | 0.4321      |
| 0.0874        | 396.0  | 6732  | 0.3479          | 0.2137   | 0.4275        | 0.4275           | nan                 | 0.4275           | 0.0            | 0.4275      |
| 0.0874        | 397.0  | 6749  | 0.3781          | 0.2451   | 0.4903        | 0.4903           | nan                 | 0.4903           | 0.0            | 0.4903      |
| 0.0874        | 398.0  | 6766  | 0.3686          | 0.2861   | 0.5722        | 0.5722           | nan                 | 0.5722           | 0.0            | 0.5722      |
| 0.0874        | 399.0  | 6783  | 0.3383          | 0.2897   | 0.5793        | 0.5793           | nan                 | 0.5793           | 0.0            | 0.5793      |
| 0.0907        | 400.0  | 6800  | 0.3416          | 0.2652   | 0.5303        | 0.5303           | nan                 | 0.5303           | 0.0            | 0.5303      |
| 0.0907        | 401.0  | 6817  | 0.3749          | 0.2289   | 0.4578        | 0.4578           | nan                 | 0.4578           | 0.0            | 0.4578      |
| 0.0907        | 402.0  | 6834  | 0.3458          | 0.2497   | 0.4995        | 0.4995           | nan                 | 0.4995           | 0.0            | 0.4995      |
| 0.0907        | 403.0  | 6851  | 0.2953          | 0.2823   | 0.5647        | 0.5647           | nan                 | 0.5647           | 0.0            | 0.5647      |
| 0.0907        | 404.0  | 6868  | 0.3352          | 0.2758   | 0.5516        | 0.5516           | nan                 | 0.5516           | 0.0            | 0.5516      |
| 0.0907        | 405.0  | 6885  | 0.3655          | 0.2114   | 0.4228        | 0.4228           | nan                 | 0.4228           | 0.0            | 0.4228      |
| 0.0925        | 406.0  | 6902  | 0.3325          | 0.2657   | 0.5314        | 0.5314           | nan                 | 0.5314           | 0.0            | 0.5314      |
| 0.0925        | 407.0  | 6919  | 0.3898          | 0.2643   | 0.5287        | 0.5287           | nan                 | 0.5287           | 0.0            | 0.5287      |
| 0.0925        | 408.0  | 6936  | 0.3499          | 0.2491   | 0.4982        | 0.4982           | nan                 | 0.4982           | 0.0            | 0.4982      |
| 0.0925        | 409.0  | 6953  | 0.3659          | 0.2789   | 0.5577        | 0.5577           | nan                 | 0.5577           | 0.0            | 0.5577      |
| 0.0925        | 410.0  | 6970  | 0.3335          | 0.2884   | 0.5768        | 0.5768           | nan                 | 0.5768           | 0.0            | 0.5768      |
| 0.0925        | 411.0  | 6987  | 0.3725          | 0.1968   | 0.3935        | 0.3935           | nan                 | 0.3935           | 0.0            | 0.3935      |
| 0.0943        | 412.0  | 7004  | 0.3445          | 0.2012   | 0.4024        | 0.4024           | nan                 | 0.4024           | 0.0            | 0.4024      |
| 0.0943        | 413.0  | 7021  | 0.3357          | 0.2144   | 0.4289        | 0.4289           | nan                 | 0.4289           | 0.0            | 0.4289      |
| 0.0943        | 414.0  | 7038  | 0.3668          | 0.2234   | 0.4468        | 0.4468           | nan                 | 0.4468           | 0.0            | 0.4468      |
| 0.0943        | 415.0  | 7055  | 0.3483          | 0.2310   | 0.4621        | 0.4621           | nan                 | 0.4621           | 0.0            | 0.4621      |
| 0.0943        | 416.0  | 7072  | 0.3575          | 0.2463   | 0.4926        | 0.4926           | nan                 | 0.4926           | 0.0            | 0.4926      |
| 0.0943        | 417.0  | 7089  | 0.3679          | 0.2115   | 0.4231        | 0.4231           | nan                 | 0.4231           | 0.0            | 0.4231      |
| 0.0904        | 418.0  | 7106  | 0.3634          | 0.2563   | 0.5125        | 0.5125           | nan                 | 0.5125           | 0.0            | 0.5125      |
| 0.0904        | 419.0  | 7123  | 0.3436          | 0.2722   | 0.5443        | 0.5443           | nan                 | 0.5443           | 0.0            | 0.5443      |
| 0.0904        | 420.0  | 7140  | 0.3241          | 0.2610   | 0.5220        | 0.5220           | nan                 | 0.5220           | 0.0            | 0.5220      |
| 0.0904        | 421.0  | 7157  | 0.3161          | 0.2367   | 0.4734        | 0.4734           | nan                 | 0.4734           | 0.0            | 0.4734      |
| 0.0904        | 422.0  | 7174  | 0.3597          | 0.2154   | 0.4308        | 0.4308           | nan                 | 0.4308           | 0.0            | 0.4308      |
| 0.0904        | 423.0  | 7191  | 0.3371          | 0.2788   | 0.5575        | 0.5575           | nan                 | 0.5575           | 0.0            | 0.5575      |
| 0.1055        | 424.0  | 7208  | 0.3336          | 0.2762   | 0.5524        | 0.5524           | nan                 | 0.5524           | 0.0            | 0.5524      |
| 0.1055        | 425.0  | 7225  | 0.3756          | 0.2457   | 0.4914        | 0.4914           | nan                 | 0.4914           | 0.0            | 0.4914      |
| 0.1055        | 426.0  | 7242  | 0.3696          | 0.2374   | 0.4749        | 0.4749           | nan                 | 0.4749           | 0.0            | 0.4749      |
| 0.1055        | 427.0  | 7259  | 0.3654          | 0.2831   | 0.5662        | 0.5662           | nan                 | 0.5662           | 0.0            | 0.5662      |
| 0.1055        | 428.0  | 7276  | 0.3561          | 0.3225   | 0.6450        | 0.6450           | nan                 | 0.6450           | 0.0            | 0.6450      |
| 0.1055        | 429.0  | 7293  | 0.3965          | 0.2826   | 0.5652        | 0.5652           | nan                 | 0.5652           | 0.0            | 0.5652      |
| 0.0842        | 430.0  | 7310  | 0.3737          | 0.3040   | 0.6080        | 0.6080           | nan                 | 0.6080           | 0.0            | 0.6080      |
| 0.0842        | 431.0  | 7327  | 0.3352          | 0.3056   | 0.6112        | 0.6112           | nan                 | 0.6112           | 0.0            | 0.6112      |
| 0.0842        | 432.0  | 7344  | 0.3637          | 0.3011   | 0.6023        | 0.6023           | nan                 | 0.6023           | 0.0            | 0.6023      |
| 0.0842        | 433.0  | 7361  | 0.3789          | 0.2549   | 0.5099        | 0.5099           | nan                 | 0.5099           | 0.0            | 0.5099      |
| 0.0842        | 434.0  | 7378  | 0.3848          | 0.2818   | 0.5637        | 0.5637           | nan                 | 0.5637           | 0.0            | 0.5637      |
| 0.0842        | 435.0  | 7395  | 0.3876          | 0.2531   | 0.5061        | 0.5061           | nan                 | 0.5061           | 0.0            | 0.5061      |
| 0.0844        | 436.0  | 7412  | 0.3706          | 0.2448   | 0.4895        | 0.4895           | nan                 | 0.4895           | 0.0            | 0.4895      |
| 0.0844        | 437.0  | 7429  | 0.3831          | 0.2653   | 0.5305        | 0.5305           | nan                 | 0.5305           | 0.0            | 0.5305      |
| 0.0844        | 438.0  | 7446  | 0.4013          | 0.2521   | 0.5043        | 0.5043           | nan                 | 0.5043           | 0.0            | 0.5043      |
| 0.0844        | 439.0  | 7463  | 0.3930          | 0.2564   | 0.5128        | 0.5128           | nan                 | 0.5128           | 0.0            | 0.5128      |
| 0.0844        | 440.0  | 7480  | 0.4135          | 0.1929   | 0.3857        | 0.3857           | nan                 | 0.3857           | 0.0            | 0.3857      |
| 0.0844        | 441.0  | 7497  | 0.3991          | 0.2036   | 0.4071        | 0.4071           | nan                 | 0.4071           | 0.0            | 0.4071      |
| 0.0884        | 442.0  | 7514  | 0.3784          | 0.2301   | 0.4602        | 0.4602           | nan                 | 0.4602           | 0.0            | 0.4602      |
| 0.0884        | 443.0  | 7531  | 0.3696          | 0.2323   | 0.4646        | 0.4646           | nan                 | 0.4646           | 0.0            | 0.4646      |
| 0.0884        | 444.0  | 7548  | 0.3381          | 0.2252   | 0.4503        | 0.4503           | nan                 | 0.4503           | 0.0            | 0.4503      |
| 0.0884        | 445.0  | 7565  | 0.3488          | 0.2561   | 0.5123        | 0.5123           | nan                 | 0.5123           | 0.0            | 0.5123      |
| 0.0884        | 446.0  | 7582  | 0.3498          | 0.2385   | 0.4769        | 0.4769           | nan                 | 0.4769           | 0.0            | 0.4769      |
| 0.0884        | 447.0  | 7599  | 0.3467          | 0.2180   | 0.4360        | 0.4360           | nan                 | 0.4360           | 0.0            | 0.4360      |
| 0.0907        | 448.0  | 7616  | 0.3617          | 0.2325   | 0.4651        | 0.4651           | nan                 | 0.4651           | 0.0            | 0.4651      |
| 0.0907        | 449.0  | 7633  | 0.3944          | 0.2280   | 0.4560        | 0.4560           | nan                 | 0.4560           | 0.0            | 0.4560      |
| 0.0907        | 450.0  | 7650  | 0.3546          | 0.2369   | 0.4737        | 0.4737           | nan                 | 0.4737           | 0.0            | 0.4737      |
| 0.0907        | 451.0  | 7667  | 0.3740          | 0.2307   | 0.4613        | 0.4613           | nan                 | 0.4613           | 0.0            | 0.4613      |
| 0.0907        | 452.0  | 7684  | 0.3700          | 0.2491   | 0.4983        | 0.4983           | nan                 | 0.4983           | 0.0            | 0.4983      |
| 0.0896        | 453.0  | 7701  | 0.3522          | 0.2169   | 0.4337        | 0.4337           | nan                 | 0.4337           | 0.0            | 0.4337      |
| 0.0896        | 454.0  | 7718  | 0.3551          | 0.2395   | 0.4789        | 0.4789           | nan                 | 0.4789           | 0.0            | 0.4789      |
| 0.0896        | 455.0  | 7735  | 0.3214          | 0.2615   | 0.5229        | 0.5229           | nan                 | 0.5229           | 0.0            | 0.5229      |
| 0.0896        | 456.0  | 7752  | 0.3467          | 0.2601   | 0.5201        | 0.5201           | nan                 | 0.5201           | 0.0            | 0.5201      |
| 0.0896        | 457.0  | 7769  | 0.3460          | 0.2042   | 0.4084        | 0.4084           | nan                 | 0.4084           | 0.0            | 0.4084      |
| 0.0896        | 458.0  | 7786  | 0.3685          | 0.2662   | 0.5324        | 0.5324           | nan                 | 0.5324           | 0.0            | 0.5324      |
| 0.0814        | 459.0  | 7803  | 0.3503          | 0.2748   | 0.5495        | 0.5495           | nan                 | 0.5495           | 0.0            | 0.5495      |
| 0.0814        | 460.0  | 7820  | 0.3514          | 0.2664   | 0.5328        | 0.5328           | nan                 | 0.5328           | 0.0            | 0.5328      |
| 0.0814        | 461.0  | 7837  | 0.3727          | 0.2692   | 0.5384        | 0.5384           | nan                 | 0.5384           | 0.0            | 0.5384      |
| 0.0814        | 462.0  | 7854  | 0.3955          | 0.2350   | 0.4700        | 0.4700           | nan                 | 0.4700           | 0.0            | 0.4700      |
| 0.0814        | 463.0  | 7871  | 0.3406          | 0.3009   | 0.6019        | 0.6019           | nan                 | 0.6019           | 0.0            | 0.6019      |
| 0.0814        | 464.0  | 7888  | 0.3286          | 0.3000   | 0.6000        | 0.6000           | nan                 | 0.6000           | 0.0            | 0.6000      |
| 0.0828        | 465.0  | 7905  | 0.3352          | 0.2450   | 0.4899        | 0.4899           | nan                 | 0.4899           | 0.0            | 0.4899      |
| 0.0828        | 466.0  | 7922  | 0.3308          | 0.2478   | 0.4955        | 0.4955           | nan                 | 0.4955           | 0.0            | 0.4955      |
| 0.0828        | 467.0  | 7939  | 0.3504          | 0.2583   | 0.5166        | 0.5166           | nan                 | 0.5166           | 0.0            | 0.5166      |
| 0.0828        | 468.0  | 7956  | 0.3495          | 0.2439   | 0.4878        | 0.4878           | nan                 | 0.4878           | 0.0            | 0.4878      |
| 0.0828        | 469.0  | 7973  | 0.3270          | 0.2575   | 0.5151        | 0.5151           | nan                 | 0.5151           | 0.0            | 0.5151      |
| 0.0828        | 470.0  | 7990  | 0.3162          | 0.2682   | 0.5363        | 0.5363           | nan                 | 0.5363           | 0.0            | 0.5363      |
| 0.0847        | 471.0  | 8007  | 0.3190          | 0.2600   | 0.5199        | 0.5199           | nan                 | 0.5199           | 0.0            | 0.5199      |
| 0.0847        | 472.0  | 8024  | 0.3314          | 0.2501   | 0.5001        | 0.5001           | nan                 | 0.5001           | 0.0            | 0.5001      |
| 0.0847        | 473.0  | 8041  | 0.3123          | 0.2604   | 0.5208        | 0.5208           | nan                 | 0.5208           | 0.0            | 0.5208      |
| 0.0847        | 474.0  | 8058  | 0.3236          | 0.2500   | 0.5000        | 0.5000           | nan                 | 0.5000           | 0.0            | 0.5000      |
| 0.0847        | 475.0  | 8075  | 0.3337          | 0.2576   | 0.5152        | 0.5152           | nan                 | 0.5152           | 0.0            | 0.5152      |
| 0.0847        | 476.0  | 8092  | 0.3308          | 0.2850   | 0.5700        | 0.5700           | nan                 | 0.5700           | 0.0            | 0.5700      |
| 0.0938        | 477.0  | 8109  | 0.3191          | 0.2726   | 0.5452        | 0.5452           | nan                 | 0.5452           | 0.0            | 0.5452      |
| 0.0938        | 478.0  | 8126  | 0.3754          | 0.2844   | 0.5689        | 0.5689           | nan                 | 0.5689           | 0.0            | 0.5689      |
| 0.0938        | 479.0  | 8143  | 0.3594          | 0.2665   | 0.5329        | 0.5329           | nan                 | 0.5329           | 0.0            | 0.5329      |
| 0.0938        | 480.0  | 8160  | 0.3281          | 0.2636   | 0.5272        | 0.5272           | nan                 | 0.5272           | 0.0            | 0.5272      |
| 0.0938        | 481.0  | 8177  | 0.3644          | 0.2490   | 0.4980        | 0.4980           | nan                 | 0.4980           | 0.0            | 0.4980      |
| 0.0938        | 482.0  | 8194  | 0.3689          | 0.2474   | 0.4947        | 0.4947           | nan                 | 0.4947           | 0.0            | 0.4947      |
| 0.0836        | 483.0  | 8211  | 0.3564          | 0.2570   | 0.5139        | 0.5139           | nan                 | 0.5139           | 0.0            | 0.5139      |
| 0.0836        | 484.0  | 8228  | 0.3426          | 0.2515   | 0.5029        | 0.5029           | nan                 | 0.5029           | 0.0            | 0.5029      |
| 0.0836        | 485.0  | 8245  | 0.3730          | 0.2589   | 0.5179        | 0.5179           | nan                 | 0.5179           | 0.0            | 0.5179      |
| 0.0836        | 486.0  | 8262  | 0.3089          | 0.2762   | 0.5525        | 0.5525           | nan                 | 0.5525           | 0.0            | 0.5525      |
| 0.0836        | 487.0  | 8279  | 0.3603          | 0.2585   | 0.5170        | 0.5170           | nan                 | 0.5170           | 0.0            | 0.5170      |
| 0.0836        | 488.0  | 8296  | 0.3869          | 0.2644   | 0.5288        | 0.5288           | nan                 | 0.5288           | 0.0            | 0.5288      |
| 0.084         | 489.0  | 8313  | 0.3580          | 0.3061   | 0.6122        | 0.6122           | nan                 | 0.6122           | 0.0            | 0.6122      |
| 0.084         | 490.0  | 8330  | 0.3653          | 0.3005   | 0.6011        | 0.6011           | nan                 | 0.6011           | 0.0            | 0.6011      |
| 0.084         | 491.0  | 8347  | 0.3704          | 0.2812   | 0.5624        | 0.5624           | nan                 | 0.5624           | 0.0            | 0.5624      |
| 0.084         | 492.0  | 8364  | 0.3690          | 0.2653   | 0.5307        | 0.5307           | nan                 | 0.5307           | 0.0            | 0.5307      |
| 0.084         | 493.0  | 8381  | 0.3673          | 0.2952   | 0.5903        | 0.5903           | nan                 | 0.5903           | 0.0            | 0.5903      |
| 0.084         | 494.0  | 8398  | 0.3436          | 0.2838   | 0.5676        | 0.5676           | nan                 | 0.5676           | 0.0            | 0.5676      |
| 0.0833        | 495.0  | 8415  | 0.3535          | 0.2592   | 0.5183        | 0.5183           | nan                 | 0.5183           | 0.0            | 0.5183      |
| 0.0833        | 496.0  | 8432  | 0.3632          | 0.2692   | 0.5385        | 0.5385           | nan                 | 0.5385           | 0.0            | 0.5385      |
| 0.0833        | 497.0  | 8449  | 0.3466          | 0.2909   | 0.5818        | 0.5818           | nan                 | 0.5818           | 0.0            | 0.5818      |
| 0.0833        | 498.0  | 8466  | 0.3553          | 0.2708   | 0.5416        | 0.5416           | nan                 | 0.5416           | 0.0            | 0.5416      |
| 0.0833        | 499.0  | 8483  | 0.3358          | 0.2858   | 0.5717        | 0.5717           | nan                 | 0.5717           | 0.0            | 0.5717      |
| 0.0791        | 500.0  | 8500  | 0.3496          | 0.2650   | 0.5300        | 0.5300           | nan                 | 0.5300           | 0.0            | 0.5300      |
| 0.0791        | 501.0  | 8517  | 0.3649          | 0.2567   | 0.5135        | 0.5135           | nan                 | 0.5135           | 0.0            | 0.5135      |
| 0.0791        | 502.0  | 8534  | 0.3446          | 0.2483   | 0.4965        | 0.4965           | nan                 | 0.4965           | 0.0            | 0.4965      |
| 0.0791        | 503.0  | 8551  | 0.3633          | 0.2259   | 0.4518        | 0.4518           | nan                 | 0.4518           | 0.0            | 0.4518      |
| 0.0791        | 504.0  | 8568  | 0.3571          | 0.2809   | 0.5619        | 0.5619           | nan                 | 0.5619           | 0.0            | 0.5619      |
| 0.0791        | 505.0  | 8585  | 0.3436          | 0.2700   | 0.5399        | 0.5399           | nan                 | 0.5399           | 0.0            | 0.5399      |
| 0.0805        | 506.0  | 8602  | 0.3635          | 0.2737   | 0.5474        | 0.5474           | nan                 | 0.5474           | 0.0            | 0.5474      |
| 0.0805        | 507.0  | 8619  | 0.3632          | 0.2814   | 0.5627        | 0.5627           | nan                 | 0.5627           | 0.0            | 0.5627      |
| 0.0805        | 508.0  | 8636  | 0.3579          | 0.2621   | 0.5241        | 0.5241           | nan                 | 0.5241           | 0.0            | 0.5241      |
| 0.0805        | 509.0  | 8653  | 0.3555          | 0.2374   | 0.4749        | 0.4749           | nan                 | 0.4749           | 0.0            | 0.4749      |
| 0.0805        | 510.0  | 8670  | 0.3801          | 0.2286   | 0.4572        | 0.4572           | nan                 | 0.4572           | 0.0            | 0.4572      |
| 0.0805        | 511.0  | 8687  | 0.3766          | 0.2305   | 0.4611        | 0.4611           | nan                 | 0.4611           | 0.0            | 0.4611      |
| 0.0886        | 512.0  | 8704  | 0.3611          | 0.2455   | 0.4910        | 0.4910           | nan                 | 0.4910           | 0.0            | 0.4910      |
| 0.0886        | 513.0  | 8721  | 0.3294          | 0.2780   | 0.5561        | 0.5561           | nan                 | 0.5561           | 0.0            | 0.5561      |
| 0.0886        | 514.0  | 8738  | 0.3435          | 0.2709   | 0.5419        | 0.5419           | nan                 | 0.5419           | 0.0            | 0.5419      |
| 0.0886        | 515.0  | 8755  | 0.3341          | 0.2910   | 0.5820        | 0.5820           | nan                 | 0.5820           | 0.0            | 0.5820      |
| 0.0886        | 516.0  | 8772  | 0.3458          | 0.3052   | 0.6105        | 0.6105           | nan                 | 0.6105           | 0.0            | 0.6105      |
| 0.0886        | 517.0  | 8789  | 0.3436          | 0.2547   | 0.5094        | 0.5094           | nan                 | 0.5094           | 0.0            | 0.5094      |
| 0.078         | 518.0  | 8806  | 0.3332          | 0.2843   | 0.5685        | 0.5685           | nan                 | 0.5685           | 0.0            | 0.5685      |
| 0.078         | 519.0  | 8823  | 0.3239          | 0.2773   | 0.5545        | 0.5545           | nan                 | 0.5545           | 0.0            | 0.5545      |
| 0.078         | 520.0  | 8840  | 0.3403          | 0.2812   | 0.5624        | 0.5624           | nan                 | 0.5624           | 0.0            | 0.5624      |
| 0.078         | 521.0  | 8857  | 0.3558          | 0.2756   | 0.5512        | 0.5512           | nan                 | 0.5512           | 0.0            | 0.5512      |
| 0.078         | 522.0  | 8874  | 0.3662          | 0.2827   | 0.5654        | 0.5654           | nan                 | 0.5654           | 0.0            | 0.5654      |
| 0.078         | 523.0  | 8891  | 0.3549          | 0.2933   | 0.5867        | 0.5867           | nan                 | 0.5867           | 0.0            | 0.5867      |
| 0.0899        | 524.0  | 8908  | 0.3591          | 0.2850   | 0.5701        | 0.5701           | nan                 | 0.5701           | 0.0            | 0.5701      |
| 0.0899        | 525.0  | 8925  | 0.3439          | 0.2626   | 0.5252        | 0.5252           | nan                 | 0.5252           | 0.0            | 0.5252      |
| 0.0899        | 526.0  | 8942  | 0.3307          | 0.2624   | 0.5248        | 0.5248           | nan                 | 0.5248           | 0.0            | 0.5248      |
| 0.0899        | 527.0  | 8959  | 0.3504          | 0.2809   | 0.5618        | 0.5618           | nan                 | 0.5618           | 0.0            | 0.5618      |
| 0.0899        | 528.0  | 8976  | 0.3344          | 0.2627   | 0.5255        | 0.5255           | nan                 | 0.5255           | 0.0            | 0.5255      |
| 0.0899        | 529.0  | 8993  | 0.3373          | 0.2792   | 0.5584        | 0.5584           | nan                 | 0.5584           | 0.0            | 0.5584      |
| 0.0741        | 530.0  | 9010  | 0.3338          | 0.2548   | 0.5096        | 0.5096           | nan                 | 0.5096           | 0.0            | 0.5096      |
| 0.0741        | 531.0  | 9027  | 0.3445          | 0.2620   | 0.5240        | 0.5240           | nan                 | 0.5240           | 0.0            | 0.5240      |
| 0.0741        | 532.0  | 9044  | 0.3617          | 0.2494   | 0.4988        | 0.4988           | nan                 | 0.4988           | 0.0            | 0.4988      |
| 0.0741        | 533.0  | 9061  | 0.3636          | 0.2597   | 0.5195        | 0.5195           | nan                 | 0.5195           | 0.0            | 0.5195      |
| 0.0741        | 534.0  | 9078  | 0.3494          | 0.2577   | 0.5155        | 0.5155           | nan                 | 0.5155           | 0.0            | 0.5155      |
| 0.0741        | 535.0  | 9095  | 0.3532          | 0.2741   | 0.5482        | 0.5482           | nan                 | 0.5482           | 0.0            | 0.5482      |
| 0.0835        | 536.0  | 9112  | 0.3463          | 0.2506   | 0.5012        | 0.5012           | nan                 | 0.5012           | 0.0            | 0.5012      |
| 0.0835        | 537.0  | 9129  | 0.3450          | 0.2367   | 0.4735        | 0.4735           | nan                 | 0.4735           | 0.0            | 0.4735      |
| 0.0835        | 538.0  | 9146  | 0.3114          | 0.2581   | 0.5161        | 0.5161           | nan                 | 0.5161           | 0.0            | 0.5161      |
| 0.0835        | 539.0  | 9163  | 0.3324          | 0.2625   | 0.5249        | 0.5249           | nan                 | 0.5249           | 0.0            | 0.5249      |
| 0.0835        | 540.0  | 9180  | 0.3429          | 0.2491   | 0.4983        | 0.4983           | nan                 | 0.4983           | 0.0            | 0.4983      |
| 0.0835        | 541.0  | 9197  | 0.3674          | 0.2439   | 0.4878        | 0.4878           | nan                 | 0.4878           | 0.0            | 0.4878      |
| 0.0826        | 542.0  | 9214  | 0.3560          | 0.2634   | 0.5269        | 0.5269           | nan                 | 0.5269           | 0.0            | 0.5269      |
| 0.0826        | 543.0  | 9231  | 0.3472          | 0.2482   | 0.4964        | 0.4964           | nan                 | 0.4964           | 0.0            | 0.4964      |
| 0.0826        | 544.0  | 9248  | 0.3353          | 0.2471   | 0.4942        | 0.4942           | nan                 | 0.4942           | 0.0            | 0.4942      |
| 0.0826        | 545.0  | 9265  | 0.3208          | 0.2737   | 0.5473        | 0.5473           | nan                 | 0.5473           | 0.0            | 0.5473      |
| 0.0826        | 546.0  | 9282  | 0.3288          | 0.2426   | 0.4853        | 0.4853           | nan                 | 0.4853           | 0.0            | 0.4853      |
| 0.0826        | 547.0  | 9299  | 0.3433          | 0.2556   | 0.5113        | 0.5113           | nan                 | 0.5113           | 0.0            | 0.5113      |
| 0.0769        | 548.0  | 9316  | 0.3524          | 0.2531   | 0.5061        | 0.5061           | nan                 | 0.5061           | 0.0            | 0.5061      |
| 0.0769        | 549.0  | 9333  | 0.3563          | 0.2456   | 0.4913        | 0.4913           | nan                 | 0.4913           | 0.0            | 0.4913      |
| 0.0769        | 550.0  | 9350  | 0.3455          | 0.2576   | 0.5153        | 0.5153           | nan                 | 0.5153           | 0.0            | 0.5153      |
| 0.0769        | 551.0  | 9367  | 0.3521          | 0.2413   | 0.4826        | 0.4826           | nan                 | 0.4826           | 0.0            | 0.4826      |
| 0.0769        | 552.0  | 9384  | 0.3537          | 0.2483   | 0.4966        | 0.4966           | nan                 | 0.4966           | 0.0            | 0.4966      |
| 0.078         | 553.0  | 9401  | 0.3355          | 0.2570   | 0.5140        | 0.5140           | nan                 | 0.5140           | 0.0            | 0.5140      |
| 0.078         | 554.0  | 9418  | 0.3363          | 0.2596   | 0.5192        | 0.5192           | nan                 | 0.5192           | 0.0            | 0.5192      |
| 0.078         | 555.0  | 9435  | 0.3518          | 0.2753   | 0.5505        | 0.5505           | nan                 | 0.5505           | 0.0            | 0.5505      |
| 0.078         | 556.0  | 9452  | 0.3420          | 0.2624   | 0.5248        | 0.5248           | nan                 | 0.5248           | 0.0            | 0.5248      |
| 0.078         | 557.0  | 9469  | 0.3415          | 0.2463   | 0.4926        | 0.4926           | nan                 | 0.4926           | 0.0            | 0.4926      |
| 0.078         | 558.0  | 9486  | 0.3465          | 0.2613   | 0.5225        | 0.5225           | nan                 | 0.5225           | 0.0            | 0.5225      |
| 0.0803        | 559.0  | 9503  | 0.3406          | 0.2557   | 0.5114        | 0.5114           | nan                 | 0.5114           | 0.0            | 0.5114      |
| 0.0803        | 560.0  | 9520  | 0.3416          | 0.2771   | 0.5541        | 0.5541           | nan                 | 0.5541           | 0.0            | 0.5541      |
| 0.0803        | 561.0  | 9537  | 0.3511          | 0.2669   | 0.5338        | 0.5338           | nan                 | 0.5338           | 0.0            | 0.5338      |
| 0.0803        | 562.0  | 9554  | 0.3466          | 0.2768   | 0.5535        | 0.5535           | nan                 | 0.5535           | 0.0            | 0.5535      |
| 0.0803        | 563.0  | 9571  | 0.3369          | 0.2437   | 0.4875        | 0.4875           | nan                 | 0.4875           | 0.0            | 0.4875      |
| 0.0803        | 564.0  | 9588  | 0.3396          | 0.2721   | 0.5441        | 0.5441           | nan                 | 0.5441           | 0.0            | 0.5441      |
| 0.0775        | 565.0  | 9605  | 0.3232          | 0.2551   | 0.5101        | 0.5101           | nan                 | 0.5101           | 0.0            | 0.5101      |
| 0.0775        | 566.0  | 9622  | 0.3280          | 0.2567   | 0.5134        | 0.5134           | nan                 | 0.5134           | 0.0            | 0.5134      |
| 0.0775        | 567.0  | 9639  | 0.3357          | 0.2550   | 0.5101        | 0.5101           | nan                 | 0.5101           | 0.0            | 0.5101      |
| 0.0775        | 568.0  | 9656  | 0.3471          | 0.2672   | 0.5343        | 0.5343           | nan                 | 0.5343           | 0.0            | 0.5343      |
| 0.0775        | 569.0  | 9673  | 0.3331          | 0.2650   | 0.5300        | 0.5300           | nan                 | 0.5300           | 0.0            | 0.5300      |
| 0.0775        | 570.0  | 9690  | 0.3389          | 0.2718   | 0.5437        | 0.5437           | nan                 | 0.5437           | 0.0            | 0.5437      |
| 0.081         | 571.0  | 9707  | 0.3359          | 0.2721   | 0.5442        | 0.5442           | nan                 | 0.5442           | 0.0            | 0.5442      |
| 0.081         | 572.0  | 9724  | 0.3423          | 0.2729   | 0.5457        | 0.5457           | nan                 | 0.5457           | 0.0            | 0.5457      |
| 0.081         | 573.0  | 9741  | 0.3455          | 0.2748   | 0.5495        | 0.5495           | nan                 | 0.5495           | 0.0            | 0.5495      |
| 0.081         | 574.0  | 9758  | 0.3355          | 0.2735   | 0.5471        | 0.5471           | nan                 | 0.5471           | 0.0            | 0.5471      |
| 0.081         | 575.0  | 9775  | 0.3351          | 0.2773   | 0.5546        | 0.5546           | nan                 | 0.5546           | 0.0            | 0.5546      |
| 0.081         | 576.0  | 9792  | 0.3209          | 0.2690   | 0.5380        | 0.5380           | nan                 | 0.5380           | 0.0            | 0.5380      |
| 0.0724        | 577.0  | 9809  | 0.3193          | 0.2582   | 0.5164        | 0.5164           | nan                 | 0.5164           | 0.0            | 0.5164      |
| 0.0724        | 578.0  | 9826  | 0.3323          | 0.2732   | 0.5464        | 0.5464           | nan                 | 0.5464           | 0.0            | 0.5464      |
| 0.0724        | 579.0  | 9843  | 0.3369          | 0.2781   | 0.5562        | 0.5562           | nan                 | 0.5562           | 0.0            | 0.5562      |
| 0.0724        | 580.0  | 9860  | 0.3380          | 0.2843   | 0.5687        | 0.5687           | nan                 | 0.5687           | 0.0            | 0.5687      |
| 0.0724        | 581.0  | 9877  | 0.3448          | 0.2805   | 0.5610        | 0.5610           | nan                 | 0.5610           | 0.0            | 0.5610      |
| 0.0724        | 582.0  | 9894  | 0.3463          | 0.2795   | 0.5591        | 0.5591           | nan                 | 0.5591           | 0.0            | 0.5591      |
| 0.0766        | 583.0  | 9911  | 0.3505          | 0.2750   | 0.5499        | 0.5499           | nan                 | 0.5499           | 0.0            | 0.5499      |
| 0.0766        | 584.0  | 9928  | 0.3413          | 0.2733   | 0.5465        | 0.5465           | nan                 | 0.5465           | 0.0            | 0.5465      |
| 0.0766        | 585.0  | 9945  | 0.3359          | 0.2721   | 0.5441        | 0.5441           | nan                 | 0.5441           | 0.0            | 0.5441      |
| 0.0766        | 586.0  | 9962  | 0.3320          | 0.2709   | 0.5419        | 0.5419           | nan                 | 0.5419           | 0.0            | 0.5419      |
| 0.0766        | 587.0  | 9979  | 0.3506          | 0.2765   | 0.5530        | 0.5530           | nan                 | 0.5530           | 0.0            | 0.5530      |
| 0.0766        | 588.0  | 9996  | 0.3373          | 0.2785   | 0.5569        | 0.5569           | nan                 | 0.5569           | 0.0            | 0.5569      |
| 0.0735        | 588.24 | 10000 | 0.3313          | 0.2721   | 0.5443        | 0.5443           | nan                 | 0.5443           | 0.0            | 0.5443      |


### Framework versions

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