transformers tensorboard safetensors segformer vision image-segmentation generated_from_trainer dataset:kelp_data base_model:nvidia/mit-b0 license:other endpoints_compatible region:us
---
license: other
base_model: nvidia/mit-b0
tags:
- vision
- image-segmentation
- generated_from_trainer
datasets:
- kelp_data
model-index:
- name: segformer-b0-finetuned-kelp-segments-jan-18-10am
  results: []
---

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# segformer-b0-finetuned-kelp-segments-jan-18-10am

This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the samitizerxu/kelp_data dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0197
- Mean Iou: 0.1778
- Mean Accuracy: 0.3556
- Overall Accuracy: 0.3556
- Accuracy Not Kelp: nan
- Accuracy Kelp: 0.3556
- Iou Not Kelp: 0.0
- Iou Kelp: 0.3556

## 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: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 30

### Training results

| Training Loss | Epoch | Step  | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Not Kelp | Accuracy Kelp | Iou Not Kelp | Iou Kelp |
|:-------------:|:-----:|:-----:|:---------------:|:--------:|:-------------:|:----------------:|:-----------------:|:-------------:|:------------:|:--------:|
| 0.3836        | 0.05  | 30    | 0.3933          | 0.0106   | 0.0212        | 0.0212           | nan               | 0.0212        | 0.0          | 0.0212   |
| 0.2552        | 0.1   | 60    | 0.2404          | 0.0002   | 0.0003        | 0.0003           | nan               | 0.0003        | 0.0          | 0.0003   |
| 0.2144        | 0.14  | 90    | 0.1817          | 0.0001   | 0.0002        | 0.0002           | nan               | 0.0002        | 0.0          | 0.0002   |
| 0.1172        | 0.19  | 120   | 0.1304          | 0.0      | 0.0           | 0.0              | nan               | 0.0           | 0.0          | 0.0      |
| 0.1404        | 0.24  | 150   | 0.0930          | 0.0      | 0.0           | 0.0              | nan               | 0.0           | 0.0          | 0.0      |
| 0.0919        | 0.29  | 180   | 0.0742          | 0.0      | 0.0           | 0.0              | nan               | 0.0           | 0.0          | 0.0      |
| 0.0715        | 0.34  | 210   | 0.0656          | 0.0      | 0.0           | 0.0              | nan               | 0.0           | 0.0          | 0.0      |
| 0.0676        | 0.38  | 240   | 0.0538          | 0.0      | 0.0           | 0.0              | nan               | 0.0           | 0.0          | 0.0      |
| 0.05          | 0.43  | 270   | 0.0552          | 0.0      | 0.0           | 0.0              | nan               | 0.0           | 0.0          | 0.0      |
| 0.046         | 0.48  | 300   | 0.0514          | 0.0      | 0.0           | 0.0              | nan               | 0.0           | 0.0          | 0.0      |
| 0.0584        | 0.53  | 330   | 0.0481          | 0.0      | 0.0           | 0.0              | nan               | 0.0           | 0.0          | 0.0      |
| 0.0653        | 0.58  | 360   | 0.0470          | 0.0      | 0.0           | 0.0              | nan               | 0.0           | 0.0          | 0.0      |
| 0.0285        | 0.62  | 390   | 0.0421          | 0.0      | 0.0           | 0.0              | nan               | 0.0           | 0.0          | 0.0      |
| 0.0739        | 0.67  | 420   | 0.0418          | 0.0      | 0.0           | 0.0              | nan               | 0.0           | 0.0          | 0.0      |
| 0.0493        | 0.72  | 450   | 0.0397          | 0.0      | 0.0           | 0.0              | nan               | 0.0           | 0.0          | 0.0      |
| 0.0267        | 0.77  | 480   | 0.0396          | 0.0      | 0.0           | 0.0              | nan               | 0.0           | 0.0          | 0.0      |
| 0.0483        | 0.82  | 510   | 0.0377          | 0.0      | 0.0           | 0.0              | nan               | 0.0           | 0.0          | 0.0      |
| 0.0332        | 0.86  | 540   | 0.0382          | 0.0      | 0.0           | 0.0              | nan               | 0.0           | 0.0          | 0.0      |
| 0.0322        | 0.91  | 570   | 0.0344          | 0.0      | 0.0           | 0.0              | nan               | 0.0           | 0.0          | 0.0      |
| 0.0428        | 0.96  | 600   | 0.0338          | 0.0      | 0.0           | 0.0              | nan               | 0.0           | 0.0          | 0.0      |
| 0.0343        | 1.01  | 630   | 0.0319          | 0.0      | 0.0           | 0.0              | nan               | 0.0           | 0.0          | 0.0      |
| 0.031         | 1.06  | 660   | 0.0327          | 0.0      | 0.0           | 0.0              | nan               | 0.0           | 0.0          | 0.0      |
| 0.0194        | 1.1   | 690   | 0.0328          | 0.0000   | 0.0000        | 0.0000           | nan               | 0.0000        | 0.0          | 0.0000   |
| 0.0451        | 1.15  | 720   | 0.0347          | 0.0012   | 0.0025        | 0.0025           | nan               | 0.0025        | 0.0          | 0.0025   |
| 0.0571        | 1.2   | 750   | 0.0299          | 0.0006   | 0.0013        | 0.0013           | nan               | 0.0013        | 0.0          | 0.0013   |
| 0.0572        | 1.25  | 780   | 0.0301          | 0.0086   | 0.0172        | 0.0172           | nan               | 0.0172        | 0.0          | 0.0172   |
| 0.0563        | 1.3   | 810   | 0.0292          | 0.0072   | 0.0143        | 0.0143           | nan               | 0.0143        | 0.0          | 0.0143   |
| 0.0183        | 1.34  | 840   | 0.0294          | 0.0005   | 0.0010        | 0.0010           | nan               | 0.0010        | 0.0          | 0.0010   |
| 0.0145        | 1.39  | 870   | 0.0336          | 0.0140   | 0.0281        | 0.0281           | nan               | 0.0281        | 0.0          | 0.0281   |
| 0.0275        | 1.44  | 900   | 0.0276          | 0.0015   | 0.0029        | 0.0029           | nan               | 0.0029        | 0.0          | 0.0029   |
| 0.0445        | 1.49  | 930   | 0.0259          | 0.0083   | 0.0166        | 0.0166           | nan               | 0.0166        | 0.0          | 0.0166   |
| 0.0101        | 1.54  | 960   | 0.0255          | 0.0462   | 0.0923        | 0.0923           | nan               | 0.0923        | 0.0          | 0.0923   |
| 0.0245        | 1.58  | 990   | 0.0253          | 0.0062   | 0.0124        | 0.0124           | nan               | 0.0124        | 0.0          | 0.0124   |
| 0.0146        | 1.63  | 1020  | 0.0270          | 0.0003   | 0.0006        | 0.0006           | nan               | 0.0006        | 0.0          | 0.0006   |
| 0.0244        | 1.68  | 1050  | 0.0268          | 0.0000   | 0.0001        | 0.0001           | nan               | 0.0001        | 0.0          | 0.0001   |
| 0.0338        | 1.73  | 1080  | 0.0254          | 0.0022   | 0.0045        | 0.0045           | nan               | 0.0045        | 0.0          | 0.0045   |
| 0.0232        | 1.78  | 1110  | 0.0255          | 0.0001   | 0.0002        | 0.0002           | nan               | 0.0002        | 0.0          | 0.0002   |
| 0.0176        | 1.82  | 1140  | 0.0268          | 0.0009   | 0.0017        | 0.0017           | nan               | 0.0017        | 0.0          | 0.0017   |
| 0.0127        | 1.87  | 1170  | 0.0249          | 0.0095   | 0.0191        | 0.0191           | nan               | 0.0191        | 0.0          | 0.0191   |
| 0.0327        | 1.92  | 1200  | 0.0238          | 0.0437   | 0.0874        | 0.0874           | nan               | 0.0874        | 0.0          | 0.0874   |
| 0.0375        | 1.97  | 1230  | 0.0246          | 0.0066   | 0.0133        | 0.0133           | nan               | 0.0133        | 0.0          | 0.0133   |
| 0.017         | 2.02  | 1260  | 0.0245          | 0.0085   | 0.0169        | 0.0169           | nan               | 0.0169        | 0.0          | 0.0169   |
| 0.0224        | 2.06  | 1290  | 0.0251          | 0.0028   | 0.0057        | 0.0057           | nan               | 0.0057        | 0.0          | 0.0057   |
| 0.0174        | 2.11  | 1320  | 0.0240          | 0.0687   | 0.1374        | 0.1374           | nan               | 0.1374        | 0.0          | 0.1374   |
| 0.0194        | 2.16  | 1350  | 0.0239          | 0.0193   | 0.0386        | 0.0386           | nan               | 0.0386        | 0.0          | 0.0386   |
| 0.1479        | 2.21  | 1380  | 0.0244          | 0.0073   | 0.0147        | 0.0147           | nan               | 0.0147        | 0.0          | 0.0147   |
| 0.0161        | 2.26  | 1410  | 0.0229          | 0.0586   | 0.1173        | 0.1173           | nan               | 0.1173        | 0.0          | 0.1173   |
| 0.0385        | 2.3   | 1440  | 0.0231          | 0.0295   | 0.0590        | 0.0590           | nan               | 0.0590        | 0.0          | 0.0590   |
| 0.0611        | 2.35  | 1470  | 0.0235          | 0.0199   | 0.0399        | 0.0399           | nan               | 0.0399        | 0.0          | 0.0399   |
| 0.0204        | 2.4   | 1500  | 0.0225          | 0.0497   | 0.0994        | 0.0994           | nan               | 0.0994        | 0.0          | 0.0994   |
| 0.0329        | 2.45  | 1530  | 0.0230          | 0.0164   | 0.0327        | 0.0327           | nan               | 0.0327        | 0.0          | 0.0327   |
| 0.025         | 2.5   | 1560  | 0.0224          | 0.0518   | 0.1036        | 0.1036           | nan               | 0.1036        | 0.0          | 0.1036   |
| 0.0104        | 2.54  | 1590  | 0.0228          | 0.0244   | 0.0488        | 0.0488           | nan               | 0.0488        | 0.0          | 0.0488   |
| 0.0096        | 2.59  | 1620  | 0.0233          | 0.1242   | 0.2483        | 0.2483           | nan               | 0.2483        | 0.0          | 0.2483   |
| 0.005         | 2.64  | 1650  | 0.0221          | 0.0206   | 0.0411        | 0.0411           | nan               | 0.0411        | 0.0          | 0.0411   |
| 0.0264        | 2.69  | 1680  | 0.0236          | 0.1290   | 0.2581        | 0.2581           | nan               | 0.2581        | 0.0          | 0.2581   |
| 0.0117        | 2.74  | 1710  | 0.0215          | 0.0665   | 0.1330        | 0.1330           | nan               | 0.1330        | 0.0          | 0.1330   |
| 0.0096        | 2.78  | 1740  | 0.0229          | 0.0154   | 0.0307        | 0.0307           | nan               | 0.0307        | 0.0          | 0.0307   |
| 0.0176        | 2.83  | 1770  | 0.0222          | 0.0348   | 0.0696        | 0.0696           | nan               | 0.0696        | 0.0          | 0.0696   |
| 0.0108        | 2.88  | 1800  | 0.0219          | 0.0528   | 0.1056        | 0.1056           | nan               | 0.1056        | 0.0          | 0.1056   |
| 0.0189        | 2.93  | 1830  | 0.0217          | 0.0405   | 0.0811        | 0.0811           | nan               | 0.0811        | 0.0          | 0.0811   |
| 0.0288        | 2.98  | 1860  | 0.0218          | 0.0392   | 0.0784        | 0.0784           | nan               | 0.0784        | 0.0          | 0.0784   |
| 0.0067        | 3.02  | 1890  | 0.0213          | 0.0399   | 0.0799        | 0.0799           | nan               | 0.0799        | 0.0          | 0.0799   |
| 0.0104        | 3.07  | 1920  | 0.0225          | 0.0948   | 0.1896        | 0.1896           | nan               | 0.1896        | 0.0          | 0.1896   |
| 0.0115        | 3.12  | 1950  | 0.0214          | 0.0755   | 0.1510        | 0.1510           | nan               | 0.1510        | 0.0          | 0.1510   |
| 0.0076        | 3.17  | 1980  | 0.0222          | 0.0823   | 0.1646        | 0.1646           | nan               | 0.1646        | 0.0          | 0.1646   |
| 0.0444        | 3.22  | 2010  | 0.0213          | 0.0394   | 0.0788        | 0.0788           | nan               | 0.0788        | 0.0          | 0.0788   |
| 0.021         | 3.26  | 2040  | 0.0220          | 0.0392   | 0.0784        | 0.0784           | nan               | 0.0784        | 0.0          | 0.0784   |
| 0.0188        | 3.31  | 2070  | 0.0217          | 0.1194   | 0.2388        | 0.2388           | nan               | 0.2388        | 0.0          | 0.2388   |
| 0.0235        | 3.36  | 2100  | 0.0208          | 0.0560   | 0.1119        | 0.1119           | nan               | 0.1119        | 0.0          | 0.1119   |
| 0.0112        | 3.41  | 2130  | 0.0214          | 0.0459   | 0.0918        | 0.0918           | nan               | 0.0918        | 0.0          | 0.0918   |
| 0.0109        | 3.46  | 2160  | 0.0211          | 0.0464   | 0.0928        | 0.0928           | nan               | 0.0928        | 0.0          | 0.0928   |
| 0.0136        | 3.5   | 2190  | 0.0230          | 0.0174   | 0.0348        | 0.0348           | nan               | 0.0348        | 0.0          | 0.0348   |
| 0.0194        | 3.55  | 2220  | 0.0217          | 0.0851   | 0.1702        | 0.1702           | nan               | 0.1702        | 0.0          | 0.1702   |
| 0.0117        | 3.6   | 2250  | 0.0216          | 0.0295   | 0.0589        | 0.0589           | nan               | 0.0589        | 0.0          | 0.0589   |
| 0.0079        | 3.65  | 2280  | 0.0211          | 0.0368   | 0.0735        | 0.0735           | nan               | 0.0735        | 0.0          | 0.0735   |
| 0.0074        | 3.7   | 2310  | 0.0212          | 0.0861   | 0.1722        | 0.1722           | nan               | 0.1722        | 0.0          | 0.1722   |
| 0.0467        | 3.74  | 2340  | 0.0209          | 0.0643   | 0.1286        | 0.1286           | nan               | 0.1286        | 0.0          | 0.1286   |
| 0.0526        | 3.79  | 2370  | 0.0212          | 0.1275   | 0.2551        | 0.2551           | nan               | 0.2551        | 0.0          | 0.2551   |
| 0.01          | 3.84  | 2400  | 0.0213          | 0.0363   | 0.0725        | 0.0725           | nan               | 0.0725        | 0.0          | 0.0725   |
| 0.0426        | 3.89  | 2430  | 0.0212          | 0.1367   | 0.2733        | 0.2733           | nan               | 0.2733        | 0.0          | 0.2733   |
| 0.0335        | 3.94  | 2460  | 0.0220          | 0.0235   | 0.0470        | 0.0470           | nan               | 0.0470        | 0.0          | 0.0470   |
| 0.014         | 3.98  | 2490  | 0.0219          | 0.0870   | 0.1740        | 0.1740           | nan               | 0.1740        | 0.0          | 0.1740   |
| 0.022         | 4.03  | 2520  | 0.0212          | 0.0388   | 0.0775        | 0.0775           | nan               | 0.0775        | 0.0          | 0.0775   |
| 0.0038        | 4.08  | 2550  | 0.0211          | 0.0691   | 0.1382        | 0.1382           | nan               | 0.1382        | 0.0          | 0.1382   |
| 0.0164        | 4.13  | 2580  | 0.0210          | 0.0848   | 0.1697        | 0.1697           | nan               | 0.1697        | 0.0          | 0.1697   |
| 0.0121        | 4.18  | 2610  | 0.0215          | 0.0824   | 0.1648        | 0.1648           | nan               | 0.1648        | 0.0          | 0.1648   |
| 0.0271        | 4.22  | 2640  | 0.0211          | 0.0877   | 0.1754        | 0.1754           | nan               | 0.1754        | 0.0          | 0.1754   |
| 0.0046        | 4.27  | 2670  | 0.0200          | 0.0812   | 0.1625        | 0.1625           | nan               | 0.1625        | 0.0          | 0.1625   |
| 0.02          | 4.32  | 2700  | 0.0214          | 0.0500   | 0.1000        | 0.1000           | nan               | 0.1000        | 0.0          | 0.1000   |
| 0.0148        | 4.37  | 2730  | 0.0204          | 0.0550   | 0.1100        | 0.1100           | nan               | 0.1100        | 0.0          | 0.1100   |
| 0.0103        | 4.42  | 2760  | 0.0211          | 0.1222   | 0.2444        | 0.2444           | nan               | 0.2444        | 0.0          | 0.2444   |
| 0.0687        | 4.46  | 2790  | 0.0212          | 0.1351   | 0.2703        | 0.2703           | nan               | 0.2703        | 0.0          | 0.2703   |
| 0.0186        | 4.51  | 2820  | 0.0244          | 0.1186   | 0.2373        | 0.2373           | nan               | 0.2373        | 0.0          | 0.2373   |
| 0.0174        | 4.56  | 2850  | 0.0205          | 0.0487   | 0.0974        | 0.0974           | nan               | 0.0974        | 0.0          | 0.0974   |
| 0.018         | 4.61  | 2880  | 0.0204          | 0.1213   | 0.2426        | 0.2426           | nan               | 0.2426        | 0.0          | 0.2426   |
| 0.0224        | 4.66  | 2910  | 0.0201          | 0.1220   | 0.2439        | 0.2439           | nan               | 0.2439        | 0.0          | 0.2439   |
| 0.0262        | 4.7   | 2940  | 0.0202          | 0.0943   | 0.1885        | 0.1885           | nan               | 0.1885        | 0.0          | 0.1885   |
| 0.0215        | 4.75  | 2970  | 0.0197          | 0.1166   | 0.2333        | 0.2333           | nan               | 0.2333        | 0.0          | 0.2333   |
| 0.0159        | 4.8   | 3000  | 0.0203          | 0.1080   | 0.2159        | 0.2159           | nan               | 0.2159        | 0.0          | 0.2159   |
| 0.018         | 4.85  | 3030  | 0.0200          | 0.1138   | 0.2276        | 0.2276           | nan               | 0.2276        | 0.0          | 0.2276   |
| 0.0112        | 4.9   | 3060  | 0.0198          | 0.0830   | 0.1661        | 0.1661           | nan               | 0.1661        | 0.0          | 0.1661   |
| 0.0038        | 4.94  | 3090  | 0.0198          | 0.0605   | 0.1211        | 0.1211           | nan               | 0.1211        | 0.0          | 0.1211   |
| 0.0076        | 4.99  | 3120  | 0.0193          | 0.1283   | 0.2566        | 0.2566           | nan               | 0.2566        | 0.0          | 0.2566   |
| 0.0076        | 5.04  | 3150  | 0.0196          | 0.1245   | 0.2491        | 0.2491           | nan               | 0.2491        | 0.0          | 0.2491   |
| 0.0145        | 5.09  | 3180  | 0.0205          | 0.1699   | 0.3398        | 0.3398           | nan               | 0.3398        | 0.0          | 0.3398   |
| 0.0079        | 5.14  | 3210  | 0.0199          | 0.1323   | 0.2646        | 0.2646           | nan               | 0.2646        | 0.0          | 0.2646   |
| 0.0144        | 5.18  | 3240  | 0.0207          | 0.1465   | 0.2931        | 0.2931           | nan               | 0.2931        | 0.0          | 0.2931   |
| 0.0114        | 5.23  | 3270  | 0.0194          | 0.1094   | 0.2188        | 0.2188           | nan               | 0.2188        | 0.0          | 0.2188   |
| 0.0255        | 5.28  | 3300  | 0.0209          | 0.1864   | 0.3728        | 0.3728           | nan               | 0.3728        | 0.0          | 0.3728   |
| 0.0214        | 5.33  | 3330  | 0.0197          | 0.0679   | 0.1357        | 0.1357           | nan               | 0.1357        | 0.0          | 0.1357   |
| 0.0124        | 5.38  | 3360  | 0.0191          | 0.0968   | 0.1936        | 0.1936           | nan               | 0.1936        | 0.0          | 0.1936   |
| 0.0301        | 5.42  | 3390  | 0.0199          | 0.0622   | 0.1244        | 0.1244           | nan               | 0.1244        | 0.0          | 0.1244   |
| 0.0042        | 5.47  | 3420  | 0.0197          | 0.1157   | 0.2313        | 0.2313           | nan               | 0.2313        | 0.0          | 0.2313   |
| 0.0254        | 5.52  | 3450  | 0.0201          | 0.1449   | 0.2899        | 0.2899           | nan               | 0.2899        | 0.0          | 0.2899   |
| 0.0112        | 5.57  | 3480  | 0.0230          | 0.2090   | 0.4179        | 0.4179           | nan               | 0.4179        | 0.0          | 0.4179   |
| 0.0064        | 5.62  | 3510  | 0.0195          | 0.1100   | 0.2199        | 0.2199           | nan               | 0.2199        | 0.0          | 0.2199   |
| 0.0177        | 5.66  | 3540  | 0.0200          | 0.1095   | 0.2190        | 0.2190           | nan               | 0.2190        | 0.0          | 0.2190   |
| 0.0204        | 5.71  | 3570  | 0.0193          | 0.1370   | 0.2741        | 0.2741           | nan               | 0.2741        | 0.0          | 0.2741   |
| 0.0101        | 5.76  | 3600  | 0.0200          | 0.1715   | 0.3430        | 0.3430           | nan               | 0.3430        | 0.0          | 0.3430   |
| 0.0179        | 5.81  | 3630  | 0.0198          | 0.1837   | 0.3674        | 0.3674           | nan               | 0.3674        | 0.0          | 0.3674   |
| 0.0398        | 5.86  | 3660  | 0.0219          | 0.1870   | 0.3741        | 0.3741           | nan               | 0.3741        | 0.0          | 0.3741   |
| 0.006         | 5.9   | 3690  | 0.0206          | 0.0590   | 0.1179        | 0.1179           | nan               | 0.1179        | 0.0          | 0.1179   |
| 0.0328        | 5.95  | 3720  | 0.0193          | 0.1281   | 0.2562        | 0.2562           | nan               | 0.2562        | 0.0          | 0.2562   |
| 0.0184        | 6.0   | 3750  | 0.0192          | 0.0955   | 0.1910        | 0.1910           | nan               | 0.1910        | 0.0          | 0.1910   |
| 0.018         | 6.05  | 3780  | 0.0192          | 0.1283   | 0.2566        | 0.2566           | nan               | 0.2566        | 0.0          | 0.2566   |
| 0.0074        | 6.1   | 3810  | 0.0214          | 0.0403   | 0.0805        | 0.0805           | nan               | 0.0805        | 0.0          | 0.0805   |
| 0.0098        | 6.14  | 3840  | 0.0200          | 0.0928   | 0.1855        | 0.1855           | nan               | 0.1855        | 0.0          | 0.1855   |
| 0.0154        | 6.19  | 3870  | 0.0190          | 0.1304   | 0.2609        | 0.2609           | nan               | 0.2609        | 0.0          | 0.2609   |
| 0.0197        | 6.24  | 3900  | 0.0189          | 0.1300   | 0.2601        | 0.2601           | nan               | 0.2601        | 0.0          | 0.2601   |
| 0.0063        | 6.29  | 3930  | 0.0191          | 0.1352   | 0.2704        | 0.2704           | nan               | 0.2704        | 0.0          | 0.2704   |
| 0.0215        | 6.34  | 3960  | 0.0195          | 0.1572   | 0.3144        | 0.3144           | nan               | 0.3144        | 0.0          | 0.3144   |
| 0.021         | 6.38  | 3990  | 0.0188          | 0.1590   | 0.3179        | 0.3179           | nan               | 0.3179        | 0.0          | 0.3179   |
| 0.0193        | 6.43  | 4020  | 0.0195          | 0.1676   | 0.3352        | 0.3352           | nan               | 0.3352        | 0.0          | 0.3352   |
| 0.0174        | 6.48  | 4050  | 0.0202          | 0.1943   | 0.3886        | 0.3886           | nan               | 0.3886        | 0.0          | 0.3886   |
| 0.0097        | 6.53  | 4080  | 0.0196          | 0.0611   | 0.1223        | 0.1223           | nan               | 0.1223        | 0.0          | 0.1223   |
| 0.0043        | 6.58  | 4110  | 0.0196          | 0.0700   | 0.1399        | 0.1399           | nan               | 0.1399        | 0.0          | 0.1399   |
| 0.0121        | 6.62  | 4140  | 0.0190          | 0.1047   | 0.2093        | 0.2093           | nan               | 0.2093        | 0.0          | 0.2093   |
| 0.0053        | 6.67  | 4170  | 0.0190          | 0.1374   | 0.2748        | 0.2748           | nan               | 0.2748        | 0.0          | 0.2748   |
| 0.0234        | 6.72  | 4200  | 0.0197          | 0.1250   | 0.2500        | 0.2500           | nan               | 0.2500        | 0.0          | 0.2500   |
| 0.0164        | 6.77  | 4230  | 0.0187          | 0.0911   | 0.1822        | 0.1822           | nan               | 0.1822        | 0.0          | 0.1822   |
| 0.0139        | 6.82  | 4260  | 0.0190          | 0.1242   | 0.2485        | 0.2485           | nan               | 0.2485        | 0.0          | 0.2485   |
| 0.0431        | 6.86  | 4290  | 0.0194          | 0.1405   | 0.2809        | 0.2809           | nan               | 0.2809        | 0.0          | 0.2809   |
| 0.0082        | 6.91  | 4320  | 0.0189          | 0.1354   | 0.2707        | 0.2707           | nan               | 0.2707        | 0.0          | 0.2707   |
| 0.0095        | 6.96  | 4350  | 0.0193          | 0.1231   | 0.2462        | 0.2462           | nan               | 0.2462        | 0.0          | 0.2462   |
| 0.0062        | 7.01  | 4380  | 0.0195          | 0.1617   | 0.3233        | 0.3233           | nan               | 0.3233        | 0.0          | 0.3233   |
| 0.0067        | 7.06  | 4410  | 0.0206          | 0.1945   | 0.3890        | 0.3890           | nan               | 0.3890        | 0.0          | 0.3890   |
| 0.0193        | 7.1   | 4440  | 0.0193          | 0.1563   | 0.3126        | 0.3126           | nan               | 0.3126        | 0.0          | 0.3126   |
| 0.0482        | 7.15  | 4470  | 0.0197          | 0.1142   | 0.2284        | 0.2284           | nan               | 0.2284        | 0.0          | 0.2284   |
| 0.6577        | 7.2   | 4500  | 0.0188          | 0.1033   | 0.2066        | 0.2066           | nan               | 0.2066        | 0.0          | 0.2066   |
| 0.0251        | 7.25  | 4530  | 0.0201          | 0.0845   | 0.1689        | 0.1689           | nan               | 0.1689        | 0.0          | 0.1689   |
| 0.0059        | 7.3   | 4560  | 0.0191          | 0.1534   | 0.3068        | 0.3068           | nan               | 0.3068        | 0.0          | 0.3068   |
| 0.0103        | 7.34  | 4590  | 0.0192          | 0.1793   | 0.3586        | 0.3586           | nan               | 0.3586        | 0.0          | 0.3586   |
| 0.0115        | 7.39  | 4620  | 0.0191          | 0.1000   | 0.2001        | 0.2001           | nan               | 0.2001        | 0.0          | 0.2001   |
| 0.0096        | 7.44  | 4650  | 0.0194          | 0.0976   | 0.1952        | 0.1952           | nan               | 0.1952        | 0.0          | 0.1952   |
| 0.0223        | 7.49  | 4680  | 0.0185          | 0.1023   | 0.2046        | 0.2046           | nan               | 0.2046        | 0.0          | 0.2046   |
| 0.0228        | 7.54  | 4710  | 0.0190          | 0.1669   | 0.3339        | 0.3339           | nan               | 0.3339        | 0.0          | 0.3339   |
| 0.0449        | 7.58  | 4740  | 0.0183          | 0.1302   | 0.2603        | 0.2603           | nan               | 0.2603        | 0.0          | 0.2603   |
| 0.0224        | 7.63  | 4770  | 0.0193          | 0.1061   | 0.2122        | 0.2122           | nan               | 0.2122        | 0.0          | 0.2122   |
| 0.0161        | 7.68  | 4800  | 0.0188          | 0.1251   | 0.2502        | 0.2502           | nan               | 0.2502        | 0.0          | 0.2502   |
| 0.0106        | 7.73  | 4830  | 0.0194          | 0.1002   | 0.2005        | 0.2005           | nan               | 0.2005        | 0.0          | 0.2005   |
| 0.0163        | 7.78  | 4860  | 0.0186          | 0.1264   | 0.2528        | 0.2528           | nan               | 0.2528        | 0.0          | 0.2528   |
| 0.0087        | 7.82  | 4890  | 0.0184          | 0.1355   | 0.2709        | 0.2709           | nan               | 0.2709        | 0.0          | 0.2709   |
| 0.0247        | 7.87  | 4920  | 0.0195          | 0.2030   | 0.4060        | 0.4060           | nan               | 0.4060        | 0.0          | 0.4060   |
| 0.0239        | 7.92  | 4950  | 0.0188          | 0.1153   | 0.2306        | 0.2306           | nan               | 0.2306        | 0.0          | 0.2306   |
| 0.0149        | 7.97  | 4980  | 0.0192          | 0.1265   | 0.2531        | 0.2531           | nan               | 0.2531        | 0.0          | 0.2531   |
| 0.0121        | 8.02  | 5010  | 0.0191          | 0.1640   | 0.3280        | 0.3280           | nan               | 0.3280        | 0.0          | 0.3280   |
| 0.0157        | 8.06  | 5040  | 0.0192          | 0.1459   | 0.2917        | 0.2917           | nan               | 0.2917        | 0.0          | 0.2917   |
| 0.0321        | 8.11  | 5070  | 0.0194          | 0.1636   | 0.3273        | 0.3273           | nan               | 0.3273        | 0.0          | 0.3273   |
| 0.0228        | 8.16  | 5100  | 0.0185          | 0.1471   | 0.2943        | 0.2943           | nan               | 0.2943        | 0.0          | 0.2943   |
| 0.0027        | 8.21  | 5130  | 0.0185          | 0.1940   | 0.3881        | 0.3881           | nan               | 0.3881        | 0.0          | 0.3881   |
| 0.0332        | 8.26  | 5160  | 0.0183          | 0.1219   | 0.2439        | 0.2439           | nan               | 0.2439        | 0.0          | 0.2439   |
| 0.0099        | 8.3   | 5190  | 0.0183          | 0.1310   | 0.2621        | 0.2621           | nan               | 0.2621        | 0.0          | 0.2621   |
| 0.0202        | 8.35  | 5220  | 0.0186          | 0.1128   | 0.2257        | 0.2257           | nan               | 0.2257        | 0.0          | 0.2257   |
| 0.0121        | 8.4   | 5250  | 0.0192          | 0.1444   | 0.2888        | 0.2888           | nan               | 0.2888        | 0.0          | 0.2888   |
| 0.0058        | 8.45  | 5280  | 0.0201          | 0.0798   | 0.1597        | 0.1597           | nan               | 0.1597        | 0.0          | 0.1597   |
| 0.014         | 8.5   | 5310  | 0.0186          | 0.1456   | 0.2912        | 0.2912           | nan               | 0.2912        | 0.0          | 0.2912   |
| 0.0325        | 8.54  | 5340  | 0.0201          | 0.2215   | 0.4430        | 0.4430           | nan               | 0.4430        | 0.0          | 0.4430   |
| 0.0084        | 8.59  | 5370  | 0.0192          | 0.1044   | 0.2087        | 0.2087           | nan               | 0.2087        | 0.0          | 0.2087   |
| 0.0125        | 8.64  | 5400  | 0.0185          | 0.1414   | 0.2828        | 0.2828           | nan               | 0.2828        | 0.0          | 0.2828   |
| 0.0246        | 8.69  | 5430  | 0.0188          | 0.1482   | 0.2965        | 0.2965           | nan               | 0.2965        | 0.0          | 0.2965   |
| 0.0306        | 8.74  | 5460  | 0.0193          | 0.1833   | 0.3667        | 0.3667           | nan               | 0.3667        | 0.0          | 0.3667   |
| 0.0145        | 8.78  | 5490  | 0.0186          | 0.1594   | 0.3189        | 0.3189           | nan               | 0.3189        | 0.0          | 0.3189   |
| 0.0149        | 8.83  | 5520  | 0.0204          | 0.2578   | 0.5157        | 0.5157           | nan               | 0.5157        | 0.0          | 0.5157   |
| 0.0095        | 8.88  | 5550  | 0.0185          | 0.1725   | 0.3450        | 0.3450           | nan               | 0.3450        | 0.0          | 0.3450   |
| 0.0157        | 8.93  | 5580  | 0.0189          | 0.1450   | 0.2901        | 0.2901           | nan               | 0.2901        | 0.0          | 0.2901   |
| 0.0135        | 8.98  | 5610  | 0.0190          | 0.1688   | 0.3376        | 0.3376           | nan               | 0.3376        | 0.0          | 0.3376   |
| 0.0099        | 9.02  | 5640  | 0.0212          | 0.2304   | 0.4608        | 0.4608           | nan               | 0.4608        | 0.0          | 0.4608   |
| 0.0232        | 9.07  | 5670  | 0.0191          | 0.2030   | 0.4059        | 0.4059           | nan               | 0.4059        | 0.0          | 0.4059   |
| 0.0163        | 9.12  | 5700  | 0.0187          | 0.1628   | 0.3255        | 0.3255           | nan               | 0.3255        | 0.0          | 0.3255   |
| 0.8412        | 9.17  | 5730  | 0.0186          | 0.1743   | 0.3486        | 0.3486           | nan               | 0.3486        | 0.0          | 0.3486   |
| 0.0189        | 9.22  | 5760  | 0.0192          | 0.1287   | 0.2573        | 0.2573           | nan               | 0.2573        | 0.0          | 0.2573   |
| 0.0148        | 9.26  | 5790  | 0.0182          | 0.1526   | 0.3051        | 0.3051           | nan               | 0.3051        | 0.0          | 0.3051   |
| 0.0211        | 9.31  | 5820  | 0.0198          | 0.2222   | 0.4444        | 0.4444           | nan               | 0.4444        | 0.0          | 0.4444   |
| 0.0185        | 9.36  | 5850  | 0.0197          | 0.2170   | 0.4341        | 0.4341           | nan               | 0.4341        | 0.0          | 0.4341   |
| 0.0098        | 9.41  | 5880  | 0.0182          | 0.1784   | 0.3568        | 0.3568           | nan               | 0.3568        | 0.0          | 0.3568   |
| 0.0135        | 9.46  | 5910  | 0.0183          | 0.1618   | 0.3236        | 0.3236           | nan               | 0.3236        | 0.0          | 0.3236   |
| 0.0123        | 9.5   | 5940  | 0.0186          | 0.1752   | 0.3505        | 0.3505           | nan               | 0.3505        | 0.0          | 0.3505   |
| 0.0105        | 9.55  | 5970  | 0.0188          | 0.1955   | 0.3910        | 0.3910           | nan               | 0.3910        | 0.0          | 0.3910   |
| 0.0147        | 9.6   | 6000  | 0.0182          | 0.1437   | 0.2874        | 0.2874           | nan               | 0.2874        | 0.0          | 0.2874   |
| 0.0181        | 9.65  | 6030  | 0.0181          | 0.1288   | 0.2577        | 0.2577           | nan               | 0.2577        | 0.0          | 0.2577   |
| 0.0153        | 9.7   | 6060  | 0.0185          | 0.1794   | 0.3588        | 0.3588           | nan               | 0.3588        | 0.0          | 0.3588   |
| 0.0331        | 9.74  | 6090  | 0.0191          | 0.1037   | 0.2074        | 0.2074           | nan               | 0.2074        | 0.0          | 0.2074   |
| 0.0105        | 9.79  | 6120  | 0.0187          | 0.1807   | 0.3613        | 0.3613           | nan               | 0.3613        | 0.0          | 0.3613   |
| 0.0212        | 9.84  | 6150  | 0.0186          | 0.1652   | 0.3304        | 0.3304           | nan               | 0.3304        | 0.0          | 0.3304   |
| 0.0191        | 9.89  | 6180  | 0.0191          | 0.1921   | 0.3842        | 0.3842           | nan               | 0.3842        | 0.0          | 0.3842   |
| 0.0163        | 9.94  | 6210  | 0.0191          | 0.1893   | 0.3787        | 0.3787           | nan               | 0.3787        | 0.0          | 0.3787   |
| 0.054         | 9.98  | 6240  | 0.0190          | 0.1888   | 0.3777        | 0.3777           | nan               | 0.3777        | 0.0          | 0.3777   |
| 0.0095        | 10.03 | 6270  | 0.0193          | 0.1441   | 0.2881        | 0.2881           | nan               | 0.2881        | 0.0          | 0.2881   |
| 0.0146        | 10.08 | 6300  | 0.0194          | 0.1614   | 0.3228        | 0.3228           | nan               | 0.3228        | 0.0          | 0.3228   |
| 0.0189        | 10.13 | 6330  | 0.0189          | 0.1799   | 0.3598        | 0.3598           | nan               | 0.3598        | 0.0          | 0.3598   |
| 0.01          | 10.18 | 6360  | 0.0184          | 0.2016   | 0.4032        | 0.4032           | nan               | 0.4032        | 0.0          | 0.4032   |
| 0.0165        | 10.22 | 6390  | 0.0183          | 0.1727   | 0.3453        | 0.3453           | nan               | 0.3453        | 0.0          | 0.3453   |
| 0.0114        | 10.27 | 6420  | 0.0189          | 0.1329   | 0.2657        | 0.2657           | nan               | 0.2657        | 0.0          | 0.2657   |
| 0.017         | 10.32 | 6450  | 0.0186          | 0.1636   | 0.3272        | 0.3272           | nan               | 0.3272        | 0.0          | 0.3272   |
| 0.0109        | 10.37 | 6480  | 0.0184          | 0.1718   | 0.3436        | 0.3436           | nan               | 0.3436        | 0.0          | 0.3436   |
| 0.0044        | 10.42 | 6510  | 0.0188          | 0.1326   | 0.2652        | 0.2652           | nan               | 0.2652        | 0.0          | 0.2652   |
| 0.0126        | 10.46 | 6540  | 0.0188          | 0.1786   | 0.3573        | 0.3573           | nan               | 0.3573        | 0.0          | 0.3573   |
| 0.0044        | 10.51 | 6570  | 0.0191          | 0.1379   | 0.2758        | 0.2758           | nan               | 0.2758        | 0.0          | 0.2758   |
| 0.0218        | 10.56 | 6600  | 0.0188          | 0.2023   | 0.4046        | 0.4046           | nan               | 0.4046        | 0.0          | 0.4046   |
| 0.0124        | 10.61 | 6630  | 0.0189          | 0.1895   | 0.3791        | 0.3791           | nan               | 0.3791        | 0.0          | 0.3791   |
| 0.0056        | 10.66 | 6660  | 0.0189          | 0.1573   | 0.3145        | 0.3145           | nan               | 0.3145        | 0.0          | 0.3145   |
| 0.0055        | 10.7  | 6690  | 0.0187          | 0.1269   | 0.2538        | 0.2538           | nan               | 0.2538        | 0.0          | 0.2538   |
| 0.0023        | 10.75 | 6720  | 0.0185          | 0.1908   | 0.3815        | 0.3815           | nan               | 0.3815        | 0.0          | 0.3815   |
| 0.0517        | 10.8  | 6750  | 0.0181          | 0.1342   | 0.2684        | 0.2684           | nan               | 0.2684        | 0.0          | 0.2684   |
| 0.032         | 10.85 | 6780  | 0.0188          | 0.1179   | 0.2359        | 0.2359           | nan               | 0.2359        | 0.0          | 0.2359   |
| 0.0111        | 10.9  | 6810  | 0.0185          | 0.1195   | 0.2391        | 0.2391           | nan               | 0.2391        | 0.0          | 0.2391   |
| 0.0354        | 10.94 | 6840  | 0.0184          | 0.1911   | 0.3822        | 0.3822           | nan               | 0.3822        | 0.0          | 0.3822   |
| 0.0051        | 10.99 | 6870  | 0.0190          | 0.1151   | 0.2302        | 0.2302           | nan               | 0.2302        | 0.0          | 0.2302   |
| 0.0104        | 11.04 | 6900  | 0.0181          | 0.1562   | 0.3123        | 0.3123           | nan               | 0.3123        | 0.0          | 0.3123   |
| 0.0145        | 11.09 | 6930  | 0.0184          | 0.1641   | 0.3282        | 0.3282           | nan               | 0.3282        | 0.0          | 0.3282   |
| 0.022         | 11.14 | 6960  | 0.0192          | 0.1011   | 0.2023        | 0.2023           | nan               | 0.2023        | 0.0          | 0.2023   |
| 0.014         | 11.18 | 6990  | 0.0190          | 0.0986   | 0.1972        | 0.1972           | nan               | 0.1972        | 0.0          | 0.1972   |
| 0.0195        | 11.23 | 7020  | 0.0193          | 0.1969   | 0.3937        | 0.3937           | nan               | 0.3937        | 0.0          | 0.3937   |
| 0.0084        | 11.28 | 7050  | 0.0182          | 0.1592   | 0.3184        | 0.3184           | nan               | 0.3184        | 0.0          | 0.3184   |
| 0.0099        | 11.33 | 7080  | 0.0191          | 0.1812   | 0.3624        | 0.3624           | nan               | 0.3624        | 0.0          | 0.3624   |
| 0.0165        | 11.38 | 7110  | 0.0198          | 0.1032   | 0.2063        | 0.2063           | nan               | 0.2063        | 0.0          | 0.2063   |
| 0.0175        | 11.42 | 7140  | 0.0195          | 0.1435   | 0.2870        | 0.2870           | nan               | 0.2870        | 0.0          | 0.2870   |
| 0.0146        | 11.47 | 7170  | 0.0187          | 0.1509   | 0.3018        | 0.3018           | nan               | 0.3018        | 0.0          | 0.3018   |
| 0.0106        | 11.52 | 7200  | 0.0186          | 0.1504   | 0.3007        | 0.3007           | nan               | 0.3007        | 0.0          | 0.3007   |
| 0.0195        | 11.57 | 7230  | 0.0188          | 0.1333   | 0.2667        | 0.2667           | nan               | 0.2667        | 0.0          | 0.2667   |
| 0.0162        | 11.62 | 7260  | 0.0188          | 0.1397   | 0.2794        | 0.2794           | nan               | 0.2794        | 0.0          | 0.2794   |
| 0.0198        | 11.66 | 7290  | 0.0184          | 0.1546   | 0.3093        | 0.3093           | nan               | 0.3093        | 0.0          | 0.3093   |
| 0.0161        | 11.71 | 7320  | 0.0199          | 0.2356   | 0.4712        | 0.4712           | nan               | 0.4712        | 0.0          | 0.4712   |
| 0.0252        | 11.76 | 7350  | 0.0198          | 0.1594   | 0.3187        | 0.3187           | nan               | 0.3187        | 0.0          | 0.3187   |
| 0.0122        | 11.81 | 7380  | 0.0195          | 0.1640   | 0.3279        | 0.3279           | nan               | 0.3279        | 0.0          | 0.3279   |
| 0.0045        | 11.86 | 7410  | 0.0196          | 0.1362   | 0.2724        | 0.2724           | nan               | 0.2724        | 0.0          | 0.2724   |
| 0.0154        | 11.9  | 7440  | 0.0192          | 0.1514   | 0.3028        | 0.3028           | nan               | 0.3028        | 0.0          | 0.3028   |
| 0.0153        | 11.95 | 7470  | 0.0189          | 0.1134   | 0.2269        | 0.2269           | nan               | 0.2269        | 0.0          | 0.2269   |
| 0.015         | 12.0  | 7500  | 0.0189          | 0.1524   | 0.3049        | 0.3049           | nan               | 0.3049        | 0.0          | 0.3049   |
| 0.011         | 12.05 | 7530  | 0.0190          | 0.1358   | 0.2716        | 0.2716           | nan               | 0.2716        | 0.0          | 0.2716   |
| 0.0105        | 12.1  | 7560  | 0.0192          | 0.1099   | 0.2198        | 0.2198           | nan               | 0.2198        | 0.0          | 0.2198   |
| 0.0028        | 12.14 | 7590  | 0.0186          | 0.1551   | 0.3102        | 0.3102           | nan               | 0.3102        | 0.0          | 0.3102   |
| 0.0088        | 12.19 | 7620  | 0.0182          | 0.1527   | 0.3054        | 0.3054           | nan               | 0.3054        | 0.0          | 0.3054   |
| 0.0122        | 12.24 | 7650  | 0.0191          | 0.2037   | 0.4074        | 0.4074           | nan               | 0.4074        | 0.0          | 0.4074   |
| 0.0188        | 12.29 | 7680  | 0.0191          | 0.1690   | 0.3380        | 0.3380           | nan               | 0.3380        | 0.0          | 0.3380   |
| 0.0108        | 12.34 | 7710  | 0.0197          | 0.1367   | 0.2735        | 0.2735           | nan               | 0.2735        | 0.0          | 0.2735   |
| 0.0054        | 12.38 | 7740  | 0.0190          | 0.1659   | 0.3319        | 0.3319           | nan               | 0.3319        | 0.0          | 0.3319   |
| 0.0105        | 12.43 | 7770  | 0.0190          | 0.1749   | 0.3499        | 0.3499           | nan               | 0.3499        | 0.0          | 0.3499   |
| 0.0131        | 12.48 | 7800  | 0.0194          | 0.1994   | 0.3987        | 0.3987           | nan               | 0.3987        | 0.0          | 0.3987   |
| 0.0127        | 12.53 | 7830  | 0.0192          | 0.2064   | 0.4128        | 0.4128           | nan               | 0.4128        | 0.0          | 0.4128   |
| 0.014         | 12.58 | 7860  | 0.0187          | 0.1686   | 0.3372        | 0.3372           | nan               | 0.3372        | 0.0          | 0.3372   |
| 0.0086        | 12.62 | 7890  | 0.0192          | 0.1871   | 0.3742        | 0.3742           | nan               | 0.3742        | 0.0          | 0.3742   |
| 0.0089        | 12.67 | 7920  | 0.0187          | 0.1386   | 0.2772        | 0.2772           | nan               | 0.2772        | 0.0          | 0.2772   |
| 0.0055        | 12.72 | 7950  | 0.0187          | 0.1513   | 0.3026        | 0.3026           | nan               | 0.3026        | 0.0          | 0.3026   |
| 0.0118        | 12.77 | 7980  | 0.0186          | 0.1484   | 0.2968        | 0.2968           | nan               | 0.2968        | 0.0          | 0.2968   |
| 0.0059        | 12.82 | 8010  | 0.0185          | 0.1568   | 0.3137        | 0.3137           | nan               | 0.3137        | 0.0          | 0.3137   |
| 0.0103        | 12.86 | 8040  | 0.0182          | 0.1728   | 0.3456        | 0.3456           | nan               | 0.3456        | 0.0          | 0.3456   |
| 0.0085        | 12.91 | 8070  | 0.0187          | 0.1903   | 0.3806        | 0.3806           | nan               | 0.3806        | 0.0          | 0.3806   |
| 0.0145        | 12.96 | 8100  | 0.0185          | 0.1887   | 0.3773        | 0.3773           | nan               | 0.3773        | 0.0          | 0.3773   |
| 0.0064        | 13.01 | 8130  | 0.0191          | 0.1963   | 0.3925        | 0.3925           | nan               | 0.3925        | 0.0          | 0.3925   |
| 0.0066        | 13.06 | 8160  | 0.0186          | 0.1888   | 0.3777        | 0.3777           | nan               | 0.3777        | 0.0          | 0.3777   |
| 0.0139        | 13.1  | 8190  | 0.0183          | 0.1427   | 0.2854        | 0.2854           | nan               | 0.2854        | 0.0          | 0.2854   |
| 0.0179        | 13.15 | 8220  | 0.0185          | 0.1460   | 0.2921        | 0.2921           | nan               | 0.2921        | 0.0          | 0.2921   |
| 0.0108        | 13.2  | 8250  | 0.0190          | 0.1738   | 0.3476        | 0.3476           | nan               | 0.3476        | 0.0          | 0.3476   |
| 0.0112        | 13.25 | 8280  | 0.0196          | 0.2183   | 0.4365        | 0.4365           | nan               | 0.4365        | 0.0          | 0.4365   |
| 0.0409        | 13.3  | 8310  | 0.0191          | 0.1923   | 0.3846        | 0.3846           | nan               | 0.3846        | 0.0          | 0.3846   |
| 0.0145        | 13.34 | 8340  | 0.0194          | 0.1946   | 0.3892        | 0.3892           | nan               | 0.3892        | 0.0          | 0.3892   |
| 0.0077        | 13.39 | 8370  | 0.0195          | 0.2010   | 0.4020        | 0.4020           | nan               | 0.4020        | 0.0          | 0.4020   |
| 0.0108        | 13.44 | 8400  | 0.0194          | 0.1367   | 0.2734        | 0.2734           | nan               | 0.2734        | 0.0          | 0.2734   |
| 0.0161        | 13.49 | 8430  | 0.0187          | 0.1856   | 0.3711        | 0.3711           | nan               | 0.3711        | 0.0          | 0.3711   |
| 0.0101        | 13.54 | 8460  | 0.0185          | 0.1812   | 0.3623        | 0.3623           | nan               | 0.3623        | 0.0          | 0.3623   |
| 0.0181        | 13.58 | 8490  | 0.0192          | 0.1788   | 0.3576        | 0.3576           | nan               | 0.3576        | 0.0          | 0.3576   |
| 0.0092        | 13.63 | 8520  | 0.0188          | 0.1516   | 0.3032        | 0.3032           | nan               | 0.3032        | 0.0          | 0.3032   |
| 0.028         | 13.68 | 8550  | 0.0187          | 0.1690   | 0.3379        | 0.3379           | nan               | 0.3379        | 0.0          | 0.3379   |
| 0.0176        | 13.73 | 8580  | 0.0185          | 0.1724   | 0.3447        | 0.3447           | nan               | 0.3447        | 0.0          | 0.3447   |
| 0.0075        | 13.78 | 8610  | 0.0184          | 0.1768   | 0.3537        | 0.3537           | nan               | 0.3537        | 0.0          | 0.3537   |
| 0.0108        | 13.82 | 8640  | 0.0194          | 0.1717   | 0.3433        | 0.3433           | nan               | 0.3433        | 0.0          | 0.3433   |
| 0.0209        | 13.87 | 8670  | 0.0192          | 0.1636   | 0.3271        | 0.3271           | nan               | 0.3271        | 0.0          | 0.3271   |
| 0.0088        | 13.92 | 8700  | 0.0193          | 0.2096   | 0.4192        | 0.4192           | nan               | 0.4192        | 0.0          | 0.4192   |
| 0.0099        | 13.97 | 8730  | 0.0189          | 0.1995   | 0.3990        | 0.3990           | nan               | 0.3990        | 0.0          | 0.3990   |
| 0.015         | 14.02 | 8760  | 0.0186          | 0.1647   | 0.3295        | 0.3295           | nan               | 0.3295        | 0.0          | 0.3295   |
| 0.011         | 14.06 | 8790  | 0.0189          | 0.1676   | 0.3353        | 0.3353           | nan               | 0.3353        | 0.0          | 0.3353   |
| 0.0081        | 14.11 | 8820  | 0.0194          | 0.1419   | 0.2839        | 0.2839           | nan               | 0.2839        | 0.0          | 0.2839   |
| 0.0164        | 14.16 | 8850  | 0.0187          | 0.1627   | 0.3254        | 0.3254           | nan               | 0.3254        | 0.0          | 0.3254   |
| 0.009         | 14.21 | 8880  | 0.0183          | 0.1909   | 0.3817        | 0.3817           | nan               | 0.3817        | 0.0          | 0.3817   |
| 0.0135        | 14.26 | 8910  | 0.0186          | 0.1640   | 0.3280        | 0.3280           | nan               | 0.3280        | 0.0          | 0.3280   |
| 0.0286        | 14.3  | 8940  | 0.0188          | 0.1691   | 0.3383        | 0.3383           | nan               | 0.3383        | 0.0          | 0.3383   |
| 0.0036        | 14.35 | 8970  | 0.0189          | 0.1616   | 0.3231        | 0.3231           | nan               | 0.3231        | 0.0          | 0.3231   |
| 0.0115        | 14.4  | 9000  | 0.0193          | 0.1359   | 0.2718        | 0.2718           | nan               | 0.2718        | 0.0          | 0.2718   |
| 0.0107        | 14.45 | 9030  | 0.0189          | 0.1498   | 0.2996        | 0.2996           | nan               | 0.2996        | 0.0          | 0.2996   |
| 0.0217        | 14.5  | 9060  | 0.0194          | 0.1486   | 0.2972        | 0.2972           | nan               | 0.2972        | 0.0          | 0.2972   |
| 0.0109        | 14.54 | 9090  | 0.0194          | 0.1554   | 0.3109        | 0.3109           | nan               | 0.3109        | 0.0          | 0.3109   |
| 0.0104        | 14.59 | 9120  | 0.0195          | 0.1661   | 0.3321        | 0.3321           | nan               | 0.3321        | 0.0          | 0.3321   |
| 0.0096        | 14.64 | 9150  | 0.0187          | 0.1850   | 0.3700        | 0.3700           | nan               | 0.3700        | 0.0          | 0.3700   |
| 0.018         | 14.69 | 9180  | 0.0188          | 0.1923   | 0.3847        | 0.3847           | nan               | 0.3847        | 0.0          | 0.3847   |
| 0.0072        | 14.74 | 9210  | 0.0185          | 0.1775   | 0.3551        | 0.3551           | nan               | 0.3551        | 0.0          | 0.3551   |
| 0.0106        | 14.78 | 9240  | 0.0186          | 0.1570   | 0.3140        | 0.3140           | nan               | 0.3140        | 0.0          | 0.3140   |
| 0.0209        | 14.83 | 9270  | 0.0190          | 0.1936   | 0.3872        | 0.3872           | nan               | 0.3872        | 0.0          | 0.3872   |
| 0.0174        | 14.88 | 9300  | 0.0186          | 0.1920   | 0.3840        | 0.3840           | nan               | 0.3840        | 0.0          | 0.3840   |
| 0.0109        | 14.93 | 9330  | 0.0184          | 0.1680   | 0.3361        | 0.3361           | nan               | 0.3361        | 0.0          | 0.3361   |
| 0.019         | 14.98 | 9360  | 0.0189          | 0.1962   | 0.3924        | 0.3924           | nan               | 0.3924        | 0.0          | 0.3924   |
| 0.0162        | 15.02 | 9390  | 0.0195          | 0.1523   | 0.3045        | 0.3045           | nan               | 0.3045        | 0.0          | 0.3045   |
| 0.013         | 15.07 | 9420  | 0.0191          | 0.1530   | 0.3059        | 0.3059           | nan               | 0.3059        | 0.0          | 0.3059   |
| 0.0091        | 15.12 | 9450  | 0.0189          | 0.1871   | 0.3743        | 0.3743           | nan               | 0.3743        | 0.0          | 0.3743   |
| 0.0022        | 15.17 | 9480  | 0.0195          | 0.1568   | 0.3136        | 0.3136           | nan               | 0.3136        | 0.0          | 0.3136   |
| 0.0092        | 15.22 | 9510  | 0.0189          | 0.2056   | 0.4112        | 0.4112           | nan               | 0.4112        | 0.0          | 0.4112   |
| 0.0269        | 15.26 | 9540  | 0.0189          | 0.1692   | 0.3383        | 0.3383           | nan               | 0.3383        | 0.0          | 0.3383   |
| 0.0194        | 15.31 | 9570  | 0.0191          | 0.1744   | 0.3489        | 0.3489           | nan               | 0.3489        | 0.0          | 0.3489   |
| 0.0063        | 15.36 | 9600  | 0.0186          | 0.1757   | 0.3513        | 0.3513           | nan               | 0.3513        | 0.0          | 0.3513   |
| 0.0283        | 15.41 | 9630  | 0.0191          | 0.1858   | 0.3715        | 0.3715           | nan               | 0.3715        | 0.0          | 0.3715   |
| 0.0051        | 15.46 | 9660  | 0.0196          | 0.1602   | 0.3203        | 0.3203           | nan               | 0.3203        | 0.0          | 0.3203   |
| 0.003         | 15.5  | 9690  | 0.0195          | 0.1377   | 0.2753        | 0.2753           | nan               | 0.2753        | 0.0          | 0.2753   |
| 0.0149        | 15.55 | 9720  | 0.0189          | 0.1799   | 0.3597        | 0.3597           | nan               | 0.3597        | 0.0          | 0.3597   |
| 0.0169        | 15.6  | 9750  | 0.0189          | 0.1772   | 0.3544        | 0.3544           | nan               | 0.3544        | 0.0          | 0.3544   |
| 0.0125        | 15.65 | 9780  | 0.0193          | 0.1436   | 0.2872        | 0.2872           | nan               | 0.2872        | 0.0          | 0.2872   |
| 0.0115        | 15.7  | 9810  | 0.0192          | 0.1560   | 0.3121        | 0.3121           | nan               | 0.3121        | 0.0          | 0.3121   |
| 0.0081        | 15.74 | 9840  | 0.0186          | 0.1693   | 0.3386        | 0.3386           | nan               | 0.3386        | 0.0          | 0.3386   |
| 0.0183        | 15.79 | 9870  | 0.0192          | 0.1414   | 0.2828        | 0.2828           | nan               | 0.2828        | 0.0          | 0.2828   |
| 0.0128        | 15.84 | 9900  | 0.0189          | 0.1484   | 0.2967        | 0.2967           | nan               | 0.2967        | 0.0          | 0.2967   |
| 0.0071        | 15.89 | 9930  | 0.0192          | 0.1309   | 0.2618        | 0.2618           | nan               | 0.2618        | 0.0          | 0.2618   |
| 0.0112        | 15.94 | 9960  | 0.0194          | 0.1479   | 0.2957        | 0.2957           | nan               | 0.2957        | 0.0          | 0.2957   |
| 0.002         | 15.98 | 9990  | 0.0191          | 0.1575   | 0.3150        | 0.3150           | nan               | 0.3150        | 0.0          | 0.3150   |
| 0.0201        | 16.03 | 10020 | 0.0194          | 0.1302   | 0.2604        | 0.2604           | nan               | 0.2604        | 0.0          | 0.2604   |
| 0.0078        | 16.08 | 10050 | 0.0193          | 0.1424   | 0.2848        | 0.2848           | nan               | 0.2848        | 0.0          | 0.2848   |
| 0.0288        | 16.13 | 10080 | 0.0195          | 0.1624   | 0.3247        | 0.3247           | nan               | 0.3247        | 0.0          | 0.3247   |
| 0.0229        | 16.18 | 10110 | 0.0188          | 0.1687   | 0.3373        | 0.3373           | nan               | 0.3373        | 0.0          | 0.3373   |
| 0.0124        | 16.22 | 10140 | 0.0185          | 0.1783   | 0.3565        | 0.3565           | nan               | 0.3565        | 0.0          | 0.3565   |
| 0.0098        | 16.27 | 10170 | 0.0190          | 0.1657   | 0.3314        | 0.3314           | nan               | 0.3314        | 0.0          | 0.3314   |
| 0.0117        | 16.32 | 10200 | 0.0190          | 0.1537   | 0.3073        | 0.3073           | nan               | 0.3073        | 0.0          | 0.3073   |
| 0.0104        | 16.37 | 10230 | 0.0185          | 0.1686   | 0.3371        | 0.3371           | nan               | 0.3371        | 0.0          | 0.3371   |
| 0.0131        | 16.42 | 10260 | 0.0191          | 0.1377   | 0.2754        | 0.2754           | nan               | 0.2754        | 0.0          | 0.2754   |
| 0.0087        | 16.46 | 10290 | 0.0191          | 0.1500   | 0.3000        | 0.3000           | nan               | 0.3000        | 0.0          | 0.3000   |
| 0.0023        | 16.51 | 10320 | 0.0190          | 0.1774   | 0.3548        | 0.3548           | nan               | 0.3548        | 0.0          | 0.3548   |
| 0.0132        | 16.56 | 10350 | 0.0189          | 0.1788   | 0.3576        | 0.3576           | nan               | 0.3576        | 0.0          | 0.3576   |
| 0.0061        | 16.61 | 10380 | 0.0193          | 0.1672   | 0.3344        | 0.3344           | nan               | 0.3344        | 0.0          | 0.3344   |
| 0.0054        | 16.66 | 10410 | 0.0188          | 0.1780   | 0.3561        | 0.3561           | nan               | 0.3561        | 0.0          | 0.3561   |
| 0.0228        | 16.7  | 10440 | 0.0188          | 0.1652   | 0.3303        | 0.3303           | nan               | 0.3303        | 0.0          | 0.3303   |
| 0.0195        | 16.75 | 10470 | 0.0191          | 0.1583   | 0.3166        | 0.3166           | nan               | 0.3166        | 0.0          | 0.3166   |
| 0.019         | 16.8  | 10500 | 0.0193          | 0.1583   | 0.3166        | 0.3166           | nan               | 0.3166        | 0.0          | 0.3166   |
| 0.0219        | 16.85 | 10530 | 0.0187          | 0.1671   | 0.3342        | 0.3342           | nan               | 0.3342        | 0.0          | 0.3342   |
| 0.0146        | 16.9  | 10560 | 0.0189          | 0.2074   | 0.4148        | 0.4148           | nan               | 0.4148        | 0.0          | 0.4148   |
| 0.0124        | 16.94 | 10590 | 0.0192          | 0.1798   | 0.3597        | 0.3597           | nan               | 0.3597        | 0.0          | 0.3597   |
| 0.0266        | 16.99 | 10620 | 0.0187          | 0.1631   | 0.3262        | 0.3262           | nan               | 0.3262        | 0.0          | 0.3262   |
| 0.0066        | 17.04 | 10650 | 0.0194          | 0.1399   | 0.2799        | 0.2799           | nan               | 0.2799        | 0.0          | 0.2799   |
| 0.0044        | 17.09 | 10680 | 0.0188          | 0.1624   | 0.3248        | 0.3248           | nan               | 0.3248        | 0.0          | 0.3248   |
| 0.0031        | 17.14 | 10710 | 0.0193          | 0.1989   | 0.3979        | 0.3979           | nan               | 0.3979        | 0.0          | 0.3979   |
| 0.0056        | 17.18 | 10740 | 0.0188          | 0.1898   | 0.3795        | 0.3795           | nan               | 0.3795        | 0.0          | 0.3795   |
| 0.0037        | 17.23 | 10770 | 0.0189          | 0.1557   | 0.3114        | 0.3114           | nan               | 0.3114        | 0.0          | 0.3114   |
| 0.0052        | 17.28 | 10800 | 0.0194          | 0.1391   | 0.2781        | 0.2781           | nan               | 0.2781        | 0.0          | 0.2781   |
| 0.0151        | 17.33 | 10830 | 0.0191          | 0.1553   | 0.3106        | 0.3106           | nan               | 0.3106        | 0.0          | 0.3106   |
| 0.0096        | 17.38 | 10860 | 0.0190          | 0.1524   | 0.3047        | 0.3047           | nan               | 0.3047        | 0.0          | 0.3047   |
| 0.008         | 17.42 | 10890 | 0.0186          | 0.1667   | 0.3335        | 0.3335           | nan               | 0.3335        | 0.0          | 0.3335   |
| 0.013         | 17.47 | 10920 | 0.0186          | 0.1708   | 0.3416        | 0.3416           | nan               | 0.3416        | 0.0          | 0.3416   |
| 0.0067        | 17.52 | 10950 | 0.0184          | 0.1808   | 0.3616        | 0.3616           | nan               | 0.3616        | 0.0          | 0.3616   |
| 0.0101        | 17.57 | 10980 | 0.0187          | 0.1626   | 0.3252        | 0.3252           | nan               | 0.3252        | 0.0          | 0.3252   |
| 0.0168        | 17.62 | 11010 | 0.0188          | 0.1724   | 0.3447        | 0.3447           | nan               | 0.3447        | 0.0          | 0.3447   |
| 0.0056        | 17.66 | 11040 | 0.0191          | 0.1582   | 0.3165        | 0.3165           | nan               | 0.3165        | 0.0          | 0.3165   |
| 0.0062        | 17.71 | 11070 | 0.0194          | 0.1439   | 0.2877        | 0.2877           | nan               | 0.2877        | 0.0          | 0.2877   |
| 0.0035        | 17.76 | 11100 | 0.0189          | 0.1584   | 0.3168        | 0.3168           | nan               | 0.3168        | 0.0          | 0.3168   |
| 0.0198        | 17.81 | 11130 | 0.0191          | 0.1671   | 0.3343        | 0.3343           | nan               | 0.3343        | 0.0          | 0.3343   |
| 0.0018        | 17.86 | 11160 | 0.0195          | 0.1473   | 0.2945        | 0.2945           | nan               | 0.2945        | 0.0          | 0.2945   |
| 0.0083        | 17.9  | 11190 | 0.0189          | 0.1866   | 0.3732        | 0.3732           | nan               | 0.3732        | 0.0          | 0.3732   |
| 0.0122        | 17.95 | 11220 | 0.0192          | 0.1647   | 0.3294        | 0.3294           | nan               | 0.3294        | 0.0          | 0.3294   |
| 0.0099        | 18.0  | 11250 | 0.0192          | 0.1858   | 0.3716        | 0.3716           | nan               | 0.3716        | 0.0          | 0.3716   |
| 0.0129        | 18.05 | 11280 | 0.0191          | 0.1828   | 0.3656        | 0.3656           | nan               | 0.3656        | 0.0          | 0.3656   |
| 0.026         | 18.1  | 11310 | 0.0195          | 0.1661   | 0.3322        | 0.3322           | nan               | 0.3322        | 0.0          | 0.3322   |
| 0.0353        | 18.14 | 11340 | 0.0196          | 0.1703   | 0.3407        | 0.3407           | nan               | 0.3407        | 0.0          | 0.3407   |
| 0.0104        | 18.19 | 11370 | 0.0196          | 0.1764   | 0.3528        | 0.3528           | nan               | 0.3528        | 0.0          | 0.3528   |
| 0.0184        | 18.24 | 11400 | 0.0196          | 0.1441   | 0.2881        | 0.2881           | nan               | 0.2881        | 0.0          | 0.2881   |
| 0.0071        | 18.29 | 11430 | 0.0193          | 0.1693   | 0.3385        | 0.3385           | nan               | 0.3385        | 0.0          | 0.3385   |
| 0.0359        | 18.34 | 11460 | 0.0194          | 0.1994   | 0.3988        | 0.3988           | nan               | 0.3988        | 0.0          | 0.3988   |
| 0.0338        | 18.38 | 11490 | 0.0199          | 0.1578   | 0.3156        | 0.3156           | nan               | 0.3156        | 0.0          | 0.3156   |
| 0.0137        | 18.43 | 11520 | 0.0196          | 0.1741   | 0.3481        | 0.3481           | nan               | 0.3481        | 0.0          | 0.3481   |
| 0.0098        | 18.48 | 11550 | 0.0193          | 0.1641   | 0.3281        | 0.3281           | nan               | 0.3281        | 0.0          | 0.3281   |
| 0.013         | 18.53 | 11580 | 0.0193          | 0.1508   | 0.3016        | 0.3016           | nan               | 0.3016        | 0.0          | 0.3016   |
| 0.008         | 18.58 | 11610 | 0.0192          | 0.1758   | 0.3517        | 0.3517           | nan               | 0.3517        | 0.0          | 0.3517   |
| 0.0089        | 18.62 | 11640 | 0.0193          | 0.1511   | 0.3023        | 0.3023           | nan               | 0.3023        | 0.0          | 0.3023   |
| 0.0176        | 18.67 | 11670 | 0.0190          | 0.1646   | 0.3292        | 0.3292           | nan               | 0.3292        | 0.0          | 0.3292   |
| 0.0091        | 18.72 | 11700 | 0.0193          | 0.1514   | 0.3028        | 0.3028           | nan               | 0.3028        | 0.0          | 0.3028   |
| 0.0075        | 18.77 | 11730 | 0.0190          | 0.1644   | 0.3288        | 0.3288           | nan               | 0.3288        | 0.0          | 0.3288   |
| 0.0057        | 18.82 | 11760 | 0.0191          | 0.1789   | 0.3577        | 0.3577           | nan               | 0.3577        | 0.0          | 0.3577   |
| 0.0063        | 18.86 | 11790 | 0.0188          | 0.1874   | 0.3749        | 0.3749           | nan               | 0.3749        | 0.0          | 0.3749   |
| 0.0119        | 18.91 | 11820 | 0.0197          | 0.1316   | 0.2632        | 0.2632           | nan               | 0.2632        | 0.0          | 0.2632   |
| 0.0068        | 18.96 | 11850 | 0.0192          | 0.1963   | 0.3927        | 0.3927           | nan               | 0.3927        | 0.0          | 0.3927   |
| 0.0179        | 19.01 | 11880 | 0.0194          | 0.1603   | 0.3206        | 0.3206           | nan               | 0.3206        | 0.0          | 0.3206   |
| 0.0107        | 19.06 | 11910 | 0.0194          | 0.1469   | 0.2939        | 0.2939           | nan               | 0.2939        | 0.0          | 0.2939   |
| 0.0131        | 19.1  | 11940 | 0.0197          | 0.1692   | 0.3385        | 0.3385           | nan               | 0.3385        | 0.0          | 0.3385   |
| 0.0093        | 19.15 | 11970 | 0.0198          | 0.1533   | 0.3067        | 0.3067           | nan               | 0.3067        | 0.0          | 0.3067   |
| 0.0022        | 19.2  | 12000 | 0.0191          | 0.1794   | 0.3588        | 0.3588           | nan               | 0.3588        | 0.0          | 0.3588   |
| 0.0095        | 19.25 | 12030 | 0.0192          | 0.1663   | 0.3327        | 0.3327           | nan               | 0.3327        | 0.0          | 0.3327   |
| 0.0129        | 19.3  | 12060 | 0.0188          | 0.1776   | 0.3553        | 0.3553           | nan               | 0.3553        | 0.0          | 0.3553   |
| 0.0132        | 19.34 | 12090 | 0.0192          | 0.1745   | 0.3491        | 0.3491           | nan               | 0.3491        | 0.0          | 0.3491   |
| 0.0114        | 19.39 | 12120 | 0.0191          | 0.1755   | 0.3510        | 0.3510           | nan               | 0.3510        | 0.0          | 0.3510   |
| 0.0117        | 19.44 | 12150 | 0.0195          | 0.1568   | 0.3135        | 0.3135           | nan               | 0.3135        | 0.0          | 0.3135   |
| 0.0152        | 19.49 | 12180 | 0.0195          | 0.1631   | 0.3263        | 0.3263           | nan               | 0.3263        | 0.0          | 0.3263   |
| 0.0102        | 19.54 | 12210 | 0.0196          | 0.1699   | 0.3398        | 0.3398           | nan               | 0.3398        | 0.0          | 0.3398   |
| 0.0424        | 19.58 | 12240 | 0.0192          | 0.1833   | 0.3665        | 0.3665           | nan               | 0.3665        | 0.0          | 0.3665   |
| 0.0051        | 19.63 | 12270 | 0.0194          | 0.1720   | 0.3439        | 0.3439           | nan               | 0.3439        | 0.0          | 0.3439   |
| 0.0087        | 19.68 | 12300 | 0.0195          | 0.1760   | 0.3520        | 0.3520           | nan               | 0.3520        | 0.0          | 0.3520   |
| 0.0116        | 19.73 | 12330 | 0.0196          | 0.1535   | 0.3069        | 0.3069           | nan               | 0.3069        | 0.0          | 0.3069   |
| 0.0159        | 19.78 | 12360 | 0.0193          | 0.1547   | 0.3095        | 0.3095           | nan               | 0.3095        | 0.0          | 0.3095   |
| 0.0155        | 19.82 | 12390 | 0.0197          | 0.1531   | 0.3061        | 0.3061           | nan               | 0.3061        | 0.0          | 0.3061   |
| 0.0193        | 19.87 | 12420 | 0.0199          | 0.1677   | 0.3355        | 0.3355           | nan               | 0.3355        | 0.0          | 0.3355   |
| 0.0045        | 19.92 | 12450 | 0.0197          | 0.1755   | 0.3510        | 0.3510           | nan               | 0.3510        | 0.0          | 0.3510   |
| 0.015         | 19.97 | 12480 | 0.0192          | 0.1873   | 0.3747        | 0.3747           | nan               | 0.3747        | 0.0          | 0.3747   |
| 0.0124        | 20.02 | 12510 | 0.0198          | 0.1526   | 0.3053        | 0.3053           | nan               | 0.3053        | 0.0          | 0.3053   |
| 0.009         | 20.06 | 12540 | 0.0192          | 0.1834   | 0.3668        | 0.3668           | nan               | 0.3668        | 0.0          | 0.3668   |
| 0.0152        | 20.11 | 12570 | 0.0197          | 0.1663   | 0.3327        | 0.3327           | nan               | 0.3327        | 0.0          | 0.3327   |
| 0.0089        | 20.16 | 12600 | 0.0195          | 0.1823   | 0.3647        | 0.3647           | nan               | 0.3647        | 0.0          | 0.3647   |
| 0.0057        | 20.21 | 12630 | 0.0196          | 0.1693   | 0.3385        | 0.3385           | nan               | 0.3385        | 0.0          | 0.3385   |
| 0.0091        | 20.26 | 12660 | 0.0194          | 0.1911   | 0.3821        | 0.3821           | nan               | 0.3821        | 0.0          | 0.3821   |
| 0.0094        | 20.3  | 12690 | 0.0197          | 0.1814   | 0.3628        | 0.3628           | nan               | 0.3628        | 0.0          | 0.3628   |
| 0.0132        | 20.35 | 12720 | 0.0192          | 0.1724   | 0.3447        | 0.3447           | nan               | 0.3447        | 0.0          | 0.3447   |
| 0.0136        | 20.4  | 12750 | 0.0189          | 0.1840   | 0.3679        | 0.3679           | nan               | 0.3679        | 0.0          | 0.3679   |
| 0.004         | 20.45 | 12780 | 0.0191          | 0.1719   | 0.3437        | 0.3437           | nan               | 0.3437        | 0.0          | 0.3437   |
| 0.001         | 20.5  | 12810 | 0.0191          | 0.1773   | 0.3545        | 0.3545           | nan               | 0.3545        | 0.0          | 0.3545   |
| 0.0148        | 20.54 | 12840 | 0.0193          | 0.1675   | 0.3351        | 0.3351           | nan               | 0.3351        | 0.0          | 0.3351   |
| 0.0136        | 20.59 | 12870 | 0.0191          | 0.1812   | 0.3624        | 0.3624           | nan               | 0.3624        | 0.0          | 0.3624   |
| 0.01          | 20.64 | 12900 | 0.0192          | 0.1713   | 0.3426        | 0.3426           | nan               | 0.3426        | 0.0          | 0.3426   |
| 0.0071        | 20.69 | 12930 | 0.0193          | 0.1588   | 0.3175        | 0.3175           | nan               | 0.3175        | 0.0          | 0.3175   |
| 0.0176        | 20.74 | 12960 | 0.0192          | 0.1752   | 0.3504        | 0.3504           | nan               | 0.3504        | 0.0          | 0.3504   |
| 0.0122        | 20.78 | 12990 | 0.0195          | 0.1603   | 0.3205        | 0.3205           | nan               | 0.3205        | 0.0          | 0.3205   |
| 0.0087        | 20.83 | 13020 | 0.0196          | 0.1670   | 0.3340        | 0.3340           | nan               | 0.3340        | 0.0          | 0.3340   |
| 0.0118        | 20.88 | 13050 | 0.0190          | 0.1727   | 0.3454        | 0.3454           | nan               | 0.3454        | 0.0          | 0.3454   |
| 0.0112        | 20.93 | 13080 | 0.0192          | 0.1669   | 0.3337        | 0.3337           | nan               | 0.3337        | 0.0          | 0.3337   |
| 0.0195        | 20.98 | 13110 | 0.0191          | 0.1936   | 0.3872        | 0.3872           | nan               | 0.3872        | 0.0          | 0.3872   |
| 0.0171        | 21.02 | 13140 | 0.0196          | 0.1571   | 0.3142        | 0.3142           | nan               | 0.3142        | 0.0          | 0.3142   |
| 0.0062        | 21.07 | 13170 | 0.0192          | 0.1928   | 0.3856        | 0.3856           | nan               | 0.3856        | 0.0          | 0.3856   |
| 0.016         | 21.12 | 13200 | 0.0194          | 0.1548   | 0.3095        | 0.3095           | nan               | 0.3095        | 0.0          | 0.3095   |
| 0.0103        | 21.17 | 13230 | 0.0198          | 0.1855   | 0.3710        | 0.3710           | nan               | 0.3710        | 0.0          | 0.3710   |
| 0.0127        | 21.22 | 13260 | 0.0196          | 0.1760   | 0.3521        | 0.3521           | nan               | 0.3521        | 0.0          | 0.3521   |
| 0.0076        | 21.26 | 13290 | 0.0193          | 0.1732   | 0.3463        | 0.3463           | nan               | 0.3463        | 0.0          | 0.3463   |
| 0.0178        | 21.31 | 13320 | 0.0196          | 0.1751   | 0.3503        | 0.3503           | nan               | 0.3503        | 0.0          | 0.3503   |
| 0.0127        | 21.36 | 13350 | 0.0200          | 0.1527   | 0.3055        | 0.3055           | nan               | 0.3055        | 0.0          | 0.3055   |
| 0.0128        | 21.41 | 13380 | 0.0197          | 0.1580   | 0.3159        | 0.3159           | nan               | 0.3159        | 0.0          | 0.3159   |
| 0.0081        | 21.46 | 13410 | 0.0190          | 0.1721   | 0.3443        | 0.3443           | nan               | 0.3443        | 0.0          | 0.3443   |
| 0.0159        | 21.5  | 13440 | 0.0193          | 0.1633   | 0.3267        | 0.3267           | nan               | 0.3267        | 0.0          | 0.3267   |
| 0.0084        | 21.55 | 13470 | 0.0195          | 0.1530   | 0.3060        | 0.3060           | nan               | 0.3060        | 0.0          | 0.3060   |
| 0.0227        | 21.6  | 13500 | 0.0192          | 0.1608   | 0.3217        | 0.3217           | nan               | 0.3217        | 0.0          | 0.3217   |
| 0.0086        | 21.65 | 13530 | 0.0200          | 0.1520   | 0.3039        | 0.3039           | nan               | 0.3039        | 0.0          | 0.3039   |
| 0.0087        | 21.7  | 13560 | 0.0196          | 0.1685   | 0.3370        | 0.3370           | nan               | 0.3370        | 0.0          | 0.3370   |
| 0.005         | 21.74 | 13590 | 0.0192          | 0.1762   | 0.3523        | 0.3523           | nan               | 0.3523        | 0.0          | 0.3523   |
| 0.0072        | 21.79 | 13620 | 0.0196          | 0.1577   | 0.3153        | 0.3153           | nan               | 0.3153        | 0.0          | 0.3153   |
| 0.0158        | 21.84 | 13650 | 0.0194          | 0.1881   | 0.3762        | 0.3762           | nan               | 0.3762        | 0.0          | 0.3762   |
| 0.0149        | 21.89 | 13680 | 0.0195          | 0.1565   | 0.3130        | 0.3130           | nan               | 0.3130        | 0.0          | 0.3130   |
| 0.0028        | 21.94 | 13710 | 0.0190          | 0.1885   | 0.3770        | 0.3770           | nan               | 0.3770        | 0.0          | 0.3770   |
| 0.0054        | 21.98 | 13740 | 0.0192          | 0.1741   | 0.3481        | 0.3481           | nan               | 0.3481        | 0.0          | 0.3481   |
| 0.0117        | 22.03 | 13770 | 0.0191          | 0.1779   | 0.3559        | 0.3559           | nan               | 0.3559        | 0.0          | 0.3559   |
| 0.008         | 22.08 | 13800 | 0.0195          | 0.1800   | 0.3601        | 0.3601           | nan               | 0.3601        | 0.0          | 0.3601   |
| 0.0072        | 22.13 | 13830 | 0.0193          | 0.1631   | 0.3263        | 0.3263           | nan               | 0.3263        | 0.0          | 0.3263   |
| 0.0101        | 22.18 | 13860 | 0.0193          | 0.1646   | 0.3292        | 0.3292           | nan               | 0.3292        | 0.0          | 0.3292   |
| 0.0054        | 22.22 | 13890 | 0.0195          | 0.1703   | 0.3405        | 0.3405           | nan               | 0.3405        | 0.0          | 0.3405   |
| 0.0091        | 22.27 | 13920 | 0.0197          | 0.1656   | 0.3312        | 0.3312           | nan               | 0.3312        | 0.0          | 0.3312   |
| 0.0137        | 22.32 | 13950 | 0.0193          | 0.1817   | 0.3635        | 0.3635           | nan               | 0.3635        | 0.0          | 0.3635   |
| 0.011         | 22.37 | 13980 | 0.0194          | 0.1695   | 0.3391        | 0.3391           | nan               | 0.3391        | 0.0          | 0.3391   |
| 0.0141        | 22.42 | 14010 | 0.0193          | 0.1778   | 0.3556        | 0.3556           | nan               | 0.3556        | 0.0          | 0.3556   |
| 0.0087        | 22.46 | 14040 | 0.0193          | 0.1806   | 0.3613        | 0.3613           | nan               | 0.3613        | 0.0          | 0.3613   |
| 0.037         | 22.51 | 14070 | 0.0189          | 0.1882   | 0.3764        | 0.3764           | nan               | 0.3764        | 0.0          | 0.3764   |
| 0.0815        | 22.56 | 14100 | 0.0193          | 0.1602   | 0.3204        | 0.3204           | nan               | 0.3204        | 0.0          | 0.3204   |
| 0.0132        | 22.61 | 14130 | 0.0195          | 0.1702   | 0.3403        | 0.3403           | nan               | 0.3403        | 0.0          | 0.3403   |
| 0.0042        | 22.66 | 14160 | 0.0191          | 0.1764   | 0.3528        | 0.3528           | nan               | 0.3528        | 0.0          | 0.3528   |
| 0.0057        | 22.7  | 14190 | 0.0190          | 0.1807   | 0.3614        | 0.3614           | nan               | 0.3614        | 0.0          | 0.3614   |
| 0.0199        | 22.75 | 14220 | 0.0194          | 0.1628   | 0.3257        | 0.3257           | nan               | 0.3257        | 0.0          | 0.3257   |
| 0.0103        | 22.8  | 14250 | 0.0200          | 0.1540   | 0.3080        | 0.3080           | nan               | 0.3080        | 0.0          | 0.3080   |
| 0.0087        | 22.85 | 14280 | 0.0192          | 0.1805   | 0.3610        | 0.3610           | nan               | 0.3610        | 0.0          | 0.3610   |
| 0.0082        | 22.9  | 14310 | 0.0194          | 0.1516   | 0.3032        | 0.3032           | nan               | 0.3032        | 0.0          | 0.3032   |
| 0.0186        | 22.94 | 14340 | 0.0194          | 0.1589   | 0.3177        | 0.3177           | nan               | 0.3177        | 0.0          | 0.3177   |
| 0.0034        | 22.99 | 14370 | 0.0190          | 0.1836   | 0.3671        | 0.3671           | nan               | 0.3671        | 0.0          | 0.3671   |
| 0.0031        | 23.04 | 14400 | 0.0191          | 0.1798   | 0.3596        | 0.3596           | nan               | 0.3596        | 0.0          | 0.3596   |
| 0.0171        | 23.09 | 14430 | 0.0195          | 0.1778   | 0.3556        | 0.3556           | nan               | 0.3556        | 0.0          | 0.3556   |
| 0.0073        | 23.14 | 14460 | 0.0192          | 0.1904   | 0.3808        | 0.3808           | nan               | 0.3808        | 0.0          | 0.3808   |
| 0.0026        | 23.18 | 14490 | 0.0196          | 0.1704   | 0.3407        | 0.3407           | nan               | 0.3407        | 0.0          | 0.3407   |
| 0.0067        | 23.23 | 14520 | 0.0192          | 0.1695   | 0.3391        | 0.3391           | nan               | 0.3391        | 0.0          | 0.3391   |
| 0.0183        | 23.28 | 14550 | 0.0192          | 0.1851   | 0.3703        | 0.3703           | nan               | 0.3703        | 0.0          | 0.3703   |
| 0.0025        | 23.33 | 14580 | 0.0193          | 0.1735   | 0.3470        | 0.3470           | nan               | 0.3470        | 0.0          | 0.3470   |
| 0.0055        | 23.38 | 14610 | 0.0194          | 0.1788   | 0.3576        | 0.3576           | nan               | 0.3576        | 0.0          | 0.3576   |
| 0.0018        | 23.42 | 14640 | 0.0193          | 0.1890   | 0.3780        | 0.3780           | nan               | 0.3780        | 0.0          | 0.3780   |
| 0.0044        | 23.47 | 14670 | 0.0194          | 0.1809   | 0.3617        | 0.3617           | nan               | 0.3617        | 0.0          | 0.3617   |
| 0.0209        | 23.52 | 14700 | 0.0197          | 0.1817   | 0.3633        | 0.3633           | nan               | 0.3633        | 0.0          | 0.3633   |
| 0.0116        | 23.57 | 14730 | 0.0193          | 0.1797   | 0.3594        | 0.3594           | nan               | 0.3594        | 0.0          | 0.3594   |
| 0.0134        | 23.62 | 14760 | 0.0193          | 0.1807   | 0.3614        | 0.3614           | nan               | 0.3614        | 0.0          | 0.3614   |
| 0.0067        | 23.66 | 14790 | 0.0194          | 0.1718   | 0.3436        | 0.3436           | nan               | 0.3436        | 0.0          | 0.3436   |
| 0.0057        | 23.71 | 14820 | 0.0194          | 0.1741   | 0.3482        | 0.3482           | nan               | 0.3482        | 0.0          | 0.3482   |
| 0.0034        | 23.76 | 14850 | 0.0193          | 0.1679   | 0.3358        | 0.3358           | nan               | 0.3358        | 0.0          | 0.3358   |
| 0.0176        | 23.81 | 14880 | 0.0191          | 0.2018   | 0.4035        | 0.4035           | nan               | 0.4035        | 0.0          | 0.4035   |
| 0.0071        | 23.86 | 14910 | 0.0192          | 0.1884   | 0.3768        | 0.3768           | nan               | 0.3768        | 0.0          | 0.3768   |
| 0.0065        | 23.9  | 14940 | 0.0193          | 0.1744   | 0.3488        | 0.3488           | nan               | 0.3488        | 0.0          | 0.3488   |
| 0.0188        | 23.95 | 14970 | 0.0199          | 0.1540   | 0.3080        | 0.3080           | nan               | 0.3080        | 0.0          | 0.3080   |
| 0.0014        | 24.0  | 15000 | 0.0194          | 0.2232   | 0.4464        | 0.4464           | nan               | 0.4464        | 0.0          | 0.4464   |
| 0.0192        | 24.05 | 15030 | 0.0194          | 0.1709   | 0.3418        | 0.3418           | nan               | 0.3418        | 0.0          | 0.3418   |
| 0.0064        | 24.1  | 15060 | 0.0193          | 0.1852   | 0.3704        | 0.3704           | nan               | 0.3704        | 0.0          | 0.3704   |
| 0.0067        | 24.14 | 15090 | 0.0194          | 0.1782   | 0.3563        | 0.3563           | nan               | 0.3563        | 0.0          | 0.3563   |
| 0.0153        | 24.19 | 15120 | 0.0196          | 0.1827   | 0.3654        | 0.3654           | nan               | 0.3654        | 0.0          | 0.3654   |
| 0.0072        | 24.24 | 15150 | 0.0196          | 0.1898   | 0.3797        | 0.3797           | nan               | 0.3797        | 0.0          | 0.3797   |
| 0.0217        | 24.29 | 15180 | 0.0194          | 0.1697   | 0.3394        | 0.3394           | nan               | 0.3394        | 0.0          | 0.3394   |
| 0.0098        | 24.34 | 15210 | 0.0191          | 0.1801   | 0.3602        | 0.3602           | nan               | 0.3602        | 0.0          | 0.3602   |
| 0.0031        | 24.38 | 15240 | 0.0191          | 0.1818   | 0.3636        | 0.3636           | nan               | 0.3636        | 0.0          | 0.3636   |
| 0.0064        | 24.43 | 15270 | 0.0195          | 0.1677   | 0.3354        | 0.3354           | nan               | 0.3354        | 0.0          | 0.3354   |
| 0.0135        | 24.48 | 15300 | 0.0193          | 0.1727   | 0.3455        | 0.3455           | nan               | 0.3455        | 0.0          | 0.3455   |
| 0.0048        | 24.53 | 15330 | 0.0193          | 0.1822   | 0.3643        | 0.3643           | nan               | 0.3643        | 0.0          | 0.3643   |
| 0.0155        | 24.58 | 15360 | 0.0199          | 0.1571   | 0.3142        | 0.3142           | nan               | 0.3142        | 0.0          | 0.3142   |
| 0.0034        | 24.62 | 15390 | 0.0196          | 0.1758   | 0.3517        | 0.3517           | nan               | 0.3517        | 0.0          | 0.3517   |
| 0.0057        | 24.67 | 15420 | 0.0192          | 0.1833   | 0.3667        | 0.3667           | nan               | 0.3667        | 0.0          | 0.3667   |
| 0.0176        | 24.72 | 15450 | 0.0193          | 0.1773   | 0.3545        | 0.3545           | nan               | 0.3545        | 0.0          | 0.3545   |
| 0.0095        | 24.77 | 15480 | 0.0194          | 0.1799   | 0.3599        | 0.3599           | nan               | 0.3599        | 0.0          | 0.3599   |
| 0.0166        | 24.82 | 15510 | 0.0191          | 0.1908   | 0.3815        | 0.3815           | nan               | 0.3815        | 0.0          | 0.3815   |
| 0.0172        | 24.86 | 15540 | 0.0192          | 0.1741   | 0.3482        | 0.3482           | nan               | 0.3482        | 0.0          | 0.3482   |
| 0.0111        | 24.91 | 15570 | 0.0192          | 0.1702   | 0.3403        | 0.3403           | nan               | 0.3403        | 0.0          | 0.3403   |
| 0.0075        | 24.96 | 15600 | 0.0196          | 0.1575   | 0.3150        | 0.3150           | nan               | 0.3150        | 0.0          | 0.3150   |
| 0.0095        | 25.01 | 15630 | 0.0193          | 0.1789   | 0.3579        | 0.3579           | nan               | 0.3579        | 0.0          | 0.3579   |
| 0.008         | 25.06 | 15660 | 0.0196          | 0.1579   | 0.3158        | 0.3158           | nan               | 0.3158        | 0.0          | 0.3158   |
| 0.0063        | 25.1  | 15690 | 0.0195          | 0.1660   | 0.3319        | 0.3319           | nan               | 0.3319        | 0.0          | 0.3319   |
| 0.0103        | 25.15 | 15720 | 0.0195          | 0.1689   | 0.3379        | 0.3379           | nan               | 0.3379        | 0.0          | 0.3379   |
| 0.0115        | 25.2  | 15750 | 0.0194          | 0.1729   | 0.3457        | 0.3457           | nan               | 0.3457        | 0.0          | 0.3457   |
| 0.0076        | 25.25 | 15780 | 0.0195          | 0.1731   | 0.3461        | 0.3461           | nan               | 0.3461        | 0.0          | 0.3461   |
| 0.0375        | 25.3  | 15810 | 0.0196          | 0.1754   | 0.3508        | 0.3508           | nan               | 0.3508        | 0.0          | 0.3508   |
| 0.0055        | 25.34 | 15840 | 0.0198          | 0.1738   | 0.3475        | 0.3475           | nan               | 0.3475        | 0.0          | 0.3475   |
| 0.0087        | 25.39 | 15870 | 0.0196          | 0.1677   | 0.3353        | 0.3353           | nan               | 0.3353        | 0.0          | 0.3353   |
| 0.0099        | 25.44 | 15900 | 0.0193          | 0.1882   | 0.3763        | 0.3763           | nan               | 0.3763        | 0.0          | 0.3763   |
| 0.0123        | 25.49 | 15930 | 0.0195          | 0.1744   | 0.3488        | 0.3488           | nan               | 0.3488        | 0.0          | 0.3488   |
| 0.0127        | 25.54 | 15960 | 0.0195          | 0.1818   | 0.3636        | 0.3636           | nan               | 0.3636        | 0.0          | 0.3636   |
| 0.0074        | 25.58 | 15990 | 0.0196          | 0.1656   | 0.3311        | 0.3311           | nan               | 0.3311        | 0.0          | 0.3311   |
| 0.0055        | 25.63 | 16020 | 0.0194          | 0.1756   | 0.3511        | 0.3511           | nan               | 0.3511        | 0.0          | 0.3511   |
| 0.0013        | 25.68 | 16050 | 0.0196          | 0.1834   | 0.3667        | 0.3667           | nan               | 0.3667        | 0.0          | 0.3667   |
| 0.0149        | 25.73 | 16080 | 0.0197          | 0.1668   | 0.3336        | 0.3336           | nan               | 0.3336        | 0.0          | 0.3336   |
| 0.0124        | 25.78 | 16110 | 0.0196          | 0.1748   | 0.3497        | 0.3497           | nan               | 0.3497        | 0.0          | 0.3497   |
| 0.0176        | 25.82 | 16140 | 0.0193          | 0.1926   | 0.3851        | 0.3851           | nan               | 0.3851        | 0.0          | 0.3851   |
| 0.002         | 25.87 | 16170 | 0.0196          | 0.1635   | 0.3270        | 0.3270           | nan               | 0.3270        | 0.0          | 0.3270   |
| 0.0074        | 25.92 | 16200 | 0.0195          | 0.1781   | 0.3562        | 0.3562           | nan               | 0.3562        | 0.0          | 0.3562   |
| 0.0103        | 25.97 | 16230 | 0.0192          | 0.1845   | 0.3689        | 0.3689           | nan               | 0.3689        | 0.0          | 0.3689   |
| 0.0209        | 26.02 | 16260 | 0.0195          | 0.1596   | 0.3193        | 0.3193           | nan               | 0.3193        | 0.0          | 0.3193   |
| 0.0499        | 26.06 | 16290 | 0.0196          | 0.1589   | 0.3178        | 0.3178           | nan               | 0.3178        | 0.0          | 0.3178   |
| 0.0123        | 26.11 | 16320 | 0.0196          | 0.1864   | 0.3728        | 0.3728           | nan               | 0.3728        | 0.0          | 0.3728   |
| 0.0067        | 26.16 | 16350 | 0.0198          | 0.1725   | 0.3451        | 0.3451           | nan               | 0.3451        | 0.0          | 0.3451   |
| 0.0081        | 26.21 | 16380 | 0.0194          | 0.1763   | 0.3527        | 0.3527           | nan               | 0.3527        | 0.0          | 0.3527   |
| 0.004         | 26.26 | 16410 | 0.0196          | 0.1746   | 0.3491        | 0.3491           | nan               | 0.3491        | 0.0          | 0.3491   |
| 0.0159        | 26.3  | 16440 | 0.0198          | 0.1775   | 0.3551        | 0.3551           | nan               | 0.3551        | 0.0          | 0.3551   |
| 0.0044        | 26.35 | 16470 | 0.0200          | 0.1773   | 0.3546        | 0.3546           | nan               | 0.3546        | 0.0          | 0.3546   |
| 0.006         | 26.4  | 16500 | 0.0197          | 0.1687   | 0.3373        | 0.3373           | nan               | 0.3373        | 0.0          | 0.3373   |
| 0.0115        | 26.45 | 16530 | 0.0196          | 0.1638   | 0.3277        | 0.3277           | nan               | 0.3277        | 0.0          | 0.3277   |
| 0.0166        | 26.5  | 16560 | 0.0196          | 0.1697   | 0.3394        | 0.3394           | nan               | 0.3394        | 0.0          | 0.3394   |
| 0.0113        | 26.54 | 16590 | 0.0198          | 0.1709   | 0.3419        | 0.3419           | nan               | 0.3419        | 0.0          | 0.3419   |
| 0.0092        | 26.59 | 16620 | 0.0197          | 0.1655   | 0.3310        | 0.3310           | nan               | 0.3310        | 0.0          | 0.3310   |
| 0.0028        | 26.64 | 16650 | 0.0193          | 0.1796   | 0.3592        | 0.3592           | nan               | 0.3592        | 0.0          | 0.3592   |
| 0.0057        | 26.69 | 16680 | 0.0197          | 0.1637   | 0.3275        | 0.3275           | nan               | 0.3275        | 0.0          | 0.3275   |
| 0.0041        | 26.74 | 16710 | 0.0194          | 0.1851   | 0.3701        | 0.3701           | nan               | 0.3701        | 0.0          | 0.3701   |
| 0.0157        | 26.78 | 16740 | 0.0196          | 0.1638   | 0.3277        | 0.3277           | nan               | 0.3277        | 0.0          | 0.3277   |
| 0.0061        | 26.83 | 16770 | 0.0194          | 0.1873   | 0.3747        | 0.3747           | nan               | 0.3747        | 0.0          | 0.3747   |
| 0.0068        | 26.88 | 16800 | 0.0196          | 0.1668   | 0.3337        | 0.3337           | nan               | 0.3337        | 0.0          | 0.3337   |
| 0.0113        | 26.93 | 16830 | 0.0195          | 0.1770   | 0.3540        | 0.3540           | nan               | 0.3540        | 0.0          | 0.3540   |
| 0.0054        | 26.98 | 16860 | 0.0196          | 0.1800   | 0.3599        | 0.3599           | nan               | 0.3599        | 0.0          | 0.3599   |
| 0.0091        | 27.02 | 16890 | 0.0196          | 0.1706   | 0.3413        | 0.3413           | nan               | 0.3413        | 0.0          | 0.3413   |
| 0.0071        | 27.07 | 16920 | 0.0195          | 0.1799   | 0.3598        | 0.3598           | nan               | 0.3598        | 0.0          | 0.3598   |
| 0.0205        | 27.12 | 16950 | 0.0196          | 0.1749   | 0.3499        | 0.3499           | nan               | 0.3499        | 0.0          | 0.3499   |
| 0.0092        | 27.17 | 16980 | 0.0198          | 0.1683   | 0.3366        | 0.3366           | nan               | 0.3366        | 0.0          | 0.3366   |
| 0.0074        | 27.22 | 17010 | 0.0197          | 0.1734   | 0.3468        | 0.3468           | nan               | 0.3468        | 0.0          | 0.3468   |
| 0.0182        | 27.26 | 17040 | 0.0197          | 0.1706   | 0.3412        | 0.3412           | nan               | 0.3412        | 0.0          | 0.3412   |
| 0.008         | 27.31 | 17070 | 0.0196          | 0.1755   | 0.3510        | 0.3510           | nan               | 0.3510        | 0.0          | 0.3510   |
| 0.0046        | 27.36 | 17100 | 0.0195          | 0.1864   | 0.3727        | 0.3727           | nan               | 0.3727        | 0.0          | 0.3727   |
| 0.0033        | 27.41 | 17130 | 0.0196          | 0.1913   | 0.3826        | 0.3826           | nan               | 0.3826        | 0.0          | 0.3826   |
| 0.0036        | 27.46 | 17160 | 0.0199          | 0.1749   | 0.3498        | 0.3498           | nan               | 0.3498        | 0.0          | 0.3498   |
| 0.0162        | 27.5  | 17190 | 0.0195          | 0.1833   | 0.3666        | 0.3666           | nan               | 0.3666        | 0.0          | 0.3666   |
| 0.0058        | 27.55 | 17220 | 0.0195          | 0.1798   | 0.3596        | 0.3596           | nan               | 0.3596        | 0.0          | 0.3596   |
| 0.0068        | 27.6  | 17250 | 0.0196          | 0.1746   | 0.3492        | 0.3492           | nan               | 0.3492        | 0.0          | 0.3492   |
| 0.0089        | 27.65 | 17280 | 0.0196          | 0.1827   | 0.3654        | 0.3654           | nan               | 0.3654        | 0.0          | 0.3654   |
| 0.014         | 27.7  | 17310 | 0.0198          | 0.1794   | 0.3589        | 0.3589           | nan               | 0.3589        | 0.0          | 0.3589   |
| 0.013         | 27.74 | 17340 | 0.0197          | 0.1886   | 0.3772        | 0.3772           | nan               | 0.3772        | 0.0          | 0.3772   |
| 0.005         | 27.79 | 17370 | 0.0196          | 0.1839   | 0.3678        | 0.3678           | nan               | 0.3678        | 0.0          | 0.3678   |
| 0.0043        | 27.84 | 17400 | 0.0197          | 0.1691   | 0.3381        | 0.3381           | nan               | 0.3381        | 0.0          | 0.3381   |
| 0.0095        | 27.89 | 17430 | 0.0197          | 0.1657   | 0.3314        | 0.3314           | nan               | 0.3314        | 0.0          | 0.3314   |
| 0.0061        | 27.94 | 17460 | 0.0196          | 0.1746   | 0.3492        | 0.3492           | nan               | 0.3492        | 0.0          | 0.3492   |
| 0.0049        | 27.98 | 17490 | 0.0198          | 0.1660   | 0.3321        | 0.3321           | nan               | 0.3321        | 0.0          | 0.3321   |
| 0.0116        | 28.03 | 17520 | 0.0196          | 0.1853   | 0.3707        | 0.3707           | nan               | 0.3707        | 0.0          | 0.3707   |
| 0.0172        | 28.08 | 17550 | 0.0196          | 0.1715   | 0.3430        | 0.3430           | nan               | 0.3430        | 0.0          | 0.3430   |
| 0.008         | 28.13 | 17580 | 0.0198          | 0.1725   | 0.3450        | 0.3450           | nan               | 0.3450        | 0.0          | 0.3450   |
| 0.0168        | 28.18 | 17610 | 0.0197          | 0.1784   | 0.3569        | 0.3569           | nan               | 0.3569        | 0.0          | 0.3569   |
| 0.01          | 28.22 | 17640 | 0.0199          | 0.1714   | 0.3427        | 0.3427           | nan               | 0.3427        | 0.0          | 0.3427   |
| 0.0263        | 28.27 | 17670 | 0.0197          | 0.1725   | 0.3450        | 0.3450           | nan               | 0.3450        | 0.0          | 0.3450   |
| 0.0035        | 28.32 | 17700 | 0.0197          | 0.1820   | 0.3640        | 0.3640           | nan               | 0.3640        | 0.0          | 0.3640   |
| 0.0192        | 28.37 | 17730 | 0.0201          | 0.1675   | 0.3350        | 0.3350           | nan               | 0.3350        | 0.0          | 0.3350   |
| 0.0174        | 28.42 | 17760 | 0.0198          | 0.1819   | 0.3638        | 0.3638           | nan               | 0.3638        | 0.0          | 0.3638   |
| 0.0049        | 28.46 | 17790 | 0.0195          | 0.1899   | 0.3797        | 0.3797           | nan               | 0.3797        | 0.0          | 0.3797   |
| 0.0134        | 28.51 | 17820 | 0.0196          | 0.1816   | 0.3632        | 0.3632           | nan               | 0.3632        | 0.0          | 0.3632   |
| 0.0056        | 28.56 | 17850 | 0.0195          | 0.1682   | 0.3365        | 0.3365           | nan               | 0.3365        | 0.0          | 0.3365   |
| 0.0017        | 28.61 | 17880 | 0.0195          | 0.1778   | 0.3555        | 0.3555           | nan               | 0.3555        | 0.0          | 0.3555   |
| 0.0129        | 28.66 | 17910 | 0.0198          | 0.1701   | 0.3401        | 0.3401           | nan               | 0.3401        | 0.0          | 0.3401   |
| 0.0039        | 28.7  | 17940 | 0.0197          | 0.1762   | 0.3523        | 0.3523           | nan               | 0.3523        | 0.0          | 0.3523   |
| 0.0089        | 28.75 | 17970 | 0.0197          | 0.1859   | 0.3717        | 0.3717           | nan               | 0.3717        | 0.0          | 0.3717   |
| 0.0017        | 28.8  | 18000 | 0.0196          | 0.1790   | 0.3579        | 0.3579           | nan               | 0.3579        | 0.0          | 0.3579   |
| 0.004         | 28.85 | 18030 | 0.0199          | 0.1749   | 0.3498        | 0.3498           | nan               | 0.3498        | 0.0          | 0.3498   |
| 0.0053        | 28.9  | 18060 | 0.0196          | 0.1767   | 0.3534        | 0.3534           | nan               | 0.3534        | 0.0          | 0.3534   |
| 0.0026        | 28.94 | 18090 | 0.0198          | 0.1740   | 0.3480        | 0.3480           | nan               | 0.3480        | 0.0          | 0.3480   |
| 0.0073        | 28.99 | 18120 | 0.0197          | 0.1784   | 0.3568        | 0.3568           | nan               | 0.3568        | 0.0          | 0.3568   |
| 0.0044        | 29.04 | 18150 | 0.0197          | 0.1825   | 0.3649        | 0.3649           | nan               | 0.3649        | 0.0          | 0.3649   |
| 0.0099        | 29.09 | 18180 | 0.0197          | 0.1771   | 0.3542        | 0.3542           | nan               | 0.3542        | 0.0          | 0.3542   |
| 0.0062        | 29.14 | 18210 | 0.0198          | 0.1785   | 0.3570        | 0.3570           | nan               | 0.3570        | 0.0          | 0.3570   |
| 0.0113        | 29.18 | 18240 | 0.0198          | 0.1730   | 0.3459        | 0.3459           | nan               | 0.3459        | 0.0          | 0.3459   |
| 0.0097        | 29.23 | 18270 | 0.0197          | 0.1728   | 0.3456        | 0.3456           | nan               | 0.3456        | 0.0          | 0.3456   |
| 0.0197        | 29.28 | 18300 | 0.0197          | 0.1799   | 0.3599        | 0.3599           | nan               | 0.3599        | 0.0          | 0.3599   |
| 0.0038        | 29.33 | 18330 | 0.0198          | 0.1745   | 0.3491        | 0.3491           | nan               | 0.3491        | 0.0          | 0.3491   |
| 0.0068        | 29.38 | 18360 | 0.0196          | 0.1750   | 0.3500        | 0.3500           | nan               | 0.3500        | 0.0          | 0.3500   |
| 0.0064        | 29.42 | 18390 | 0.0197          | 0.1793   | 0.3587        | 0.3587           | nan               | 0.3587        | 0.0          | 0.3587   |
| 0.002         | 29.47 | 18420 | 0.0196          | 0.1765   | 0.3531        | 0.3531           | nan               | 0.3531        | 0.0          | 0.3531   |
| 0.014         | 29.52 | 18450 | 0.0198          | 0.1732   | 0.3463        | 0.3463           | nan               | 0.3463        | 0.0          | 0.3463   |
| 0.0136        | 29.57 | 18480 | 0.0197          | 0.1743   | 0.3486        | 0.3486           | nan               | 0.3486        | 0.0          | 0.3486   |
| 0.0123        | 29.62 | 18510 | 0.0197          | 0.1785   | 0.3570        | 0.3570           | nan               | 0.3570        | 0.0          | 0.3570   |
| 0.0249        | 29.66 | 18540 | 0.0197          | 0.1726   | 0.3452        | 0.3452           | nan               | 0.3452        | 0.0          | 0.3452   |
| 0.0081        | 29.71 | 18570 | 0.0196          | 0.1818   | 0.3635        | 0.3635           | nan               | 0.3635        | 0.0          | 0.3635   |
| 0.0028        | 29.76 | 18600 | 0.0197          | 0.1826   | 0.3652        | 0.3652           | nan               | 0.3652        | 0.0          | 0.3652   |
| 0.0133        | 29.81 | 18630 | 0.0197          | 0.1751   | 0.3502        | 0.3502           | nan               | 0.3502        | 0.0          | 0.3502   |
| 0.0075        | 29.86 | 18660 | 0.0196          | 0.1764   | 0.3527        | 0.3527           | nan               | 0.3527        | 0.0          | 0.3527   |
| 0.0231        | 29.9  | 18690 | 0.0197          | 0.1734   | 0.3469        | 0.3469           | nan               | 0.3469        | 0.0          | 0.3469   |
| 0.0024        | 29.95 | 18720 | 0.0197          | 0.1766   | 0.3531        | 0.3531           | nan               | 0.3531        | 0.0          | 0.3531   |
| 0.0105        | 30.0  | 18750 | 0.0197          | 0.1778   | 0.3556        | 0.3556           | nan               | 0.3556        | 0.0          | 0.3556   |


### Framework versions

- Transformers 4.36.2
- Pytorch 2.1.2+cu121
- Datasets 2.16.1
- Tokenizers 0.15.0
