---
license: other
base_model: nvidia/mit-b1
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b0-finetuned-autolamella-mega-1
  results: []
---

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

# segformer-b0-finetuned-autolamella-mega-1

This model is a fine-tuned version of [nvidia/mit-b1](https://huggingface.co/nvidia/mit-b1) on the patrickcleeve/autolamella dataset.
It achieves the following results on the evaluation set:
- Loss: 0.1093
- Mean Iou: 0.7759
- Mean Accuracy: 0.9403
- Overall Accuracy: 0.9638
- Accuracy Background: nan
- Accuracy Lamella: 0.9007
- Accuracy Manipulator: 0.9887
- Accuracy Landing Post: 0.9619
- Accuracy Copper Adapter: 0.8594
- Accuracy Volume Block: 0.9905
- Iou Background: 0.0
- Iou Lamella: 0.8989
- Iou Manipulator: 0.9883
- Iou Landing Post: 0.9592
- Iou Copper Adapter: 0.8204
- Iou Volume Block: 0.9887

## 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: 2
- eval_batch_size: 2
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 50

### Training results

| Training Loss | Epoch | Step  | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Background | Accuracy Lamella | Accuracy Manipulator | Accuracy Landing Post | Accuracy Copper Adapter | Accuracy Volume Block | Iou Background | Iou Lamella | Iou Manipulator | Iou Landing Post | Iou Copper Adapter | Iou Volume Block |
|:-------------:|:-----:|:-----:|:---------------:|:--------:|:-------------:|:----------------:|:-------------------:|:----------------:|:--------------------:|:---------------------:|:-----------------------:|:---------------------:|:--------------:|:-----------:|:---------------:|:----------------:|:------------------:|:----------------:|
| 1.2527        | 0.03  | 20    | 1.6486          | 0.3170   | 0.4266        | 0.7768           | nan                 | 0.1842           | 0.3192               | 0.9521                | 0.0201                  | 0.6572                | 0.0            | 0.1403      | 0.2935          | 0.8391           | 0.0017             | 0.6274           |
| 1.4802        | 0.06  | 40    | 1.1300          | 0.3274   | 0.4249        | 0.7985           | nan                 | 0.0085           | 0.3343               | 0.9689                | 0.0107                  | 0.8022                | 0.0            | 0.0085      | 0.3087          | 0.8808           | 0.0060             | 0.7601           |
| 1.2266        | 0.09  | 60    | 1.0512          | 0.3922   | 0.5078        | 0.8552           | nan                 | 0.1594           | 0.4731               | 0.9865                | 0.0020                  | 0.9179                | 0.0            | 0.1534      | 0.4588          | 0.9031           | 0.0019             | 0.8359           |
| 1.0268        | 0.12  | 80    | 0.8069          | 0.3839   | 0.4948        | 0.8484           | nan                 | 0.0322           | 0.5521               | 0.9866                | 0.0045                  | 0.8987                | 0.0            | 0.0321      | 0.5232          | 0.9046           | 0.0044             | 0.8391           |
| 0.6265        | 0.15  | 100   | 0.6359          | 0.3146   | 0.4406        | 0.7053           | nan                 | 0.0114           | 0.4855               | 0.7694                | 0.0                     | 0.9368                | 0.0            | 0.0113      | 0.3457          | 0.7637           | 0.0                | 0.7669           |
| 0.8715        | 0.18  | 120   | 0.5561          | 0.3426   | 0.4389        | 0.8129           | nan                 | 0.0392           | 0.2682               | 0.9654                | 0.0                     | 0.9216                | 0.0            | 0.0389      | 0.2611          | 0.9150           | 0.0                | 0.8408           |
| 0.8471        | 0.21  | 140   | 0.5105          | 0.3653   | 0.4626        | 0.8157           | nan                 | 0.0425           | 0.5522               | 0.9753                | 0.0                     | 0.7430                | 0.0            | 0.0424      | 0.5201          | 0.9044           | 0.0                | 0.7248           |
| 0.6123        | 0.24  | 160   | 0.5490          | 0.3815   | 0.4811        | 0.8001           | nan                 | 0.0178           | 0.6658               | 0.9247                | 0.0                     | 0.7970                | 0.0            | 0.0178      | 0.6333          | 0.8582           | 0.0                | 0.7796           |
| 0.3638        | 0.27  | 180   | 0.3881          | 0.3721   | 0.4826        | 0.8037           | nan                 | 0.0335           | 0.5522               | 0.9141                | 0.0                     | 0.9132                | 0.0            | 0.0330      | 0.4310          | 0.9012           | 0.0                | 0.8673           |
| 0.4143        | 0.3   | 200   | 0.3391          | 0.4389   | 0.5583        | 0.8544           | nan                 | 0.0417           | 0.8968               | 0.9430                | 0.0                     | 0.9103                | 0.0            | 0.0416      | 0.7972          | 0.9186           | 0.0                | 0.8758           |
| 0.6603        | 0.33  | 220   | 0.3806          | 0.3699   | 0.4644        | 0.7982           | nan                 | 0.1042           | 0.4627               | 0.9324                | 0.0                     | 0.8226                | 0.0            | 0.0995      | 0.4099          | 0.8924           | 0.0                | 0.8175           |
| 0.5301        | 0.36  | 240   | 0.2807          | 0.4122   | 0.5132        | 0.8419           | nan                 | 0.0064           | 0.7135               | 0.9607                | 0.0                     | 0.8856                | 0.0            | 0.0064      | 0.7005          | 0.9143           | 0.0                | 0.8522           |
| 0.7067        | 0.4   | 260   | 0.2813          | 0.3809   | 0.4650        | 0.7622           | nan                 | 0.0090           | 0.6835               | 0.8755                | 0.0                     | 0.7572                | 0.0            | 0.0090      | 0.6729          | 0.8512           | 0.0                | 0.7525           |
| 0.4755        | 0.43  | 280   | 0.2660          | 0.4674   | 0.5757        | 0.8847           | nan                 | 0.0668           | 0.8940               | 0.9793                | 0.0                     | 0.9382                | 0.0            | 0.0666      | 0.8797          | 0.9416           | 0.0                | 0.9167           |
| 0.2597        | 0.46  | 300   | 0.2884          | 0.4567   | 0.5635        | 0.8666           | nan                 | 0.0811           | 0.8556               | 0.9594                | 0.0                     | 0.9214                | 0.0            | 0.0809      | 0.8387          | 0.9283           | 0.0                | 0.8921           |
| 0.2758        | 0.49  | 320   | 0.2767          | 0.4790   | 0.5943        | 0.8679           | nan                 | 0.1638           | 0.9315               | 0.9348                | 0.0                     | 0.9413                | 0.0            | 0.1627      | 0.8939          | 0.9270           | 0.0                | 0.8906           |
| 0.2459        | 0.52  | 340   | 0.2725          | 0.4248   | 0.5247        | 0.8624           | nan                 | 0.0701           | 0.6290               | 0.9805                | 0.0                     | 0.9441                | 0.0            | 0.0701      | 0.6249          | 0.9458           | 0.0                | 0.9080           |
| 0.2263        | 0.55  | 360   | 0.2482          | 0.4815   | 0.5942        | 0.8775           | nan                 | 0.1745           | 0.9283               | 0.9561                | 0.0                     | 0.9120                | 0.0            | 0.1744      | 0.8926          | 0.9332           | 0.0                | 0.8890           |
| 0.288         | 0.58  | 380   | 0.2804          | 0.4584   | 0.5780        | 0.8628           | nan                 | 0.1330           | 0.8889               | 0.9406                | 0.0                     | 0.9274                | 0.0            | 0.1329      | 0.7964          | 0.9194           | 0.0                | 0.9019           |
| 0.578         | 0.61  | 400   | 0.2636          | 0.4282   | 0.5245        | 0.8541           | nan                 | 0.1474           | 0.5775               | 0.9691                | 0.0                     | 0.9284                | 0.0            | 0.1456      | 0.5752          | 0.9402           | 0.0                | 0.9081           |
| 0.2049        | 0.64  | 420   | 0.2160          | 0.4591   | 0.5788        | 0.8636           | nan                 | 0.1550           | 0.8735               | 0.9422                | 0.0                     | 0.9232                | 0.0            | 0.1548      | 0.7726          | 0.9301           | 0.0                | 0.8968           |
| 0.5474        | 0.67  | 440   | 0.2174          | 0.4928   | 0.6053        | 0.9009           | nan                 | 0.2862           | 0.7978               | 0.9837                | 0.0                     | 0.9586                | 0.0            | 0.2860      | 0.7813          | 0.9619           | 0.0                | 0.9276           |
| 0.2837        | 0.7   | 460   | 0.2199          | 0.4800   | 0.5832        | 0.8594           | nan                 | 0.2672           | 0.8019               | 0.9338                | 0.0                     | 0.9133                | 0.0            | 0.2663      | 0.7997          | 0.9123           | 0.0                | 0.9014           |
| 0.1499        | 0.73  | 480   | 0.2261          | 0.4383   | 0.5410        | 0.8731           | nan                 | 0.0422           | 0.7405               | 0.9871                | 0.0                     | 0.9352                | 0.0            | 0.0422      | 0.7382          | 0.9400           | 0.0                | 0.9096           |
| 0.1966        | 0.76  | 500   | 0.2679          | 0.4673   | 0.5807        | 0.7464           | nan                 | 0.2930           | 0.9278               | 0.7289                | 0.0                     | 0.9537                | 0.0            | 0.2920      | 0.8975          | 0.7284           | 0.0                | 0.8857           |
| 0.3873        | 0.79  | 520   | 0.1985          | 0.4916   | 0.6048        | 0.8831           | nan                 | 0.3590           | 0.8219               | 0.9641                | 0.0                     | 0.8788                | 0.0            | 0.3582      | 0.7929          | 0.9394           | 0.0                | 0.8594           |
| 0.1302        | 0.82  | 540   | 0.1941          | 0.4842   | 0.5878        | 0.8487           | nan                 | 0.3363           | 0.8127               | 0.9172                | 0.0                     | 0.8729                | 0.0            | 0.3278      | 0.7982          | 0.9115           | 0.0                | 0.8676           |
| 0.1616        | 0.85  | 560   | 0.2724          | 0.4580   | 0.5628        | 0.8653           | nan                 | 0.1150           | 0.8012               | 0.9552                | 0.0                     | 0.9427                | 0.0            | 0.1146      | 0.7711          | 0.9397           | 0.0                | 0.9229           |
| 0.3048        | 0.88  | 580   | 0.1716          | 0.5584   | 0.6813        | 0.9265           | nan                 | 0.5214           | 0.9419               | 0.9676                | 0.0                     | 0.9753                | 0.0            | 0.5169      | 0.9278          | 0.9601           | 0.0                | 0.9455           |
| 0.1334        | 0.91  | 600   | 0.2024          | 0.4590   | 0.5883        | 0.8743           | nan                 | 0.1276           | 0.9102               | 0.9488                | 0.0                     | 0.9549                | 0.0            | 0.1276      | 0.7659          | 0.9391           | 0.0                | 0.9217           |
| 0.1046        | 0.94  | 620   | 0.1660          | 0.5005   | 0.6103        | 0.8949           | nan                 | 0.3735           | 0.7597               | 0.9715                | 0.0                     | 0.9468                | 0.0            | 0.3706      | 0.7414          | 0.9636           | 0.0                | 0.9276           |
| 0.2272        | 0.97  | 640   | 0.1468          | 0.5288   | 0.6458        | 0.9152           | nan                 | 0.4501           | 0.8505               | 0.9793                | 0.0                     | 0.9492                | 0.0            | 0.4494      | 0.8377          | 0.9672           | 0.0                | 0.9186           |
| 0.1821        | 1.0   | 660   | 0.1745          | 0.5084   | 0.6387        | 0.9061           | nan                 | 0.3862           | 0.8940               | 0.9687                | 0.0                     | 0.9443                | 0.0            | 0.3837      | 0.7819          | 0.9581           | 0.0                | 0.9267           |
| 0.1816        | 1.03  | 680   | 0.1703          | 0.5279   | 0.6432        | 0.8739           | nan                 | 0.4636           | 0.9002               | 0.9085                | 0.0                     | 0.9437                | 0.0            | 0.4623      | 0.8828          | 0.9016           | 0.0                | 0.9206           |
| 0.0829        | 1.06  | 700   | 0.1797          | 0.5339   | 0.6516        | 0.9153           | nan                 | 0.3797           | 0.9622               | 0.9749                | 0.0                     | 0.9413                | 0.0            | 0.3793      | 0.9453          | 0.9577           | 0.0                | 0.9209           |
| 0.1193        | 1.09  | 720   | 0.1669          | 0.5220   | 0.6383        | 0.8869           | nan                 | 0.4406           | 0.8549               | 0.9327                | 0.0                     | 0.9635                | 0.0            | 0.4390      | 0.8452          | 0.9212           | 0.0                | 0.9267           |
| 0.3561        | 1.12  | 740   | 0.1557          | 0.5316   | 0.6491        | 0.9210           | nan                 | 0.3822           | 0.9334               | 0.9869                | 0.0                     | 0.9432                | 0.0            | 0.3815      | 0.9186          | 0.9668           | 0.0                | 0.9226           |
| 0.5291        | 1.16  | 760   | 0.1342          | 0.5491   | 0.6713        | 0.9155           | nan                 | 0.5357           | 0.9099               | 0.9597                | 0.0                     | 0.9511                | 0.0            | 0.5328      | 0.8999          | 0.9526           | 0.0                | 0.9095           |
| 0.0577        | 1.19  | 780   | 0.1612          | 0.5192   | 0.6373        | 0.9117           | nan                 | 0.4093           | 0.8324               | 0.9769                | 0.0                     | 0.9680                | 0.0            | 0.4088      | 0.8260          | 0.9676           | 0.0                | 0.9131           |
| 0.3877        | 1.22  | 800   | 0.1581          | 0.5506   | 0.6711        | 0.9347           | nan                 | 0.4504           | 0.9609               | 0.9930                | 0.0                     | 0.9513                | 0.0            | 0.4502      | 0.9486          | 0.9735           | 0.0                | 0.9312           |
| 0.0783        | 1.25  | 820   | 0.1376          | 0.5507   | 0.6722        | 0.9254           | nan                 | 0.4829           | 0.9503               | 0.9759                | 0.0                     | 0.9520                | 0.0            | 0.4815      | 0.9290          | 0.9668           | 0.0                | 0.9270           |
| 0.1087        | 1.28  | 840   | 0.1762          | 0.5085   | 0.6183        | 0.9078           | nan                 | 0.3234           | 0.8596               | 0.9917                | 0.0                     | 0.9166                | 0.0            | 0.3226      | 0.8572          | 0.9712           | 0.0                | 0.9001           |
| 0.0414        | 1.31  | 860   | 0.1472          | 0.5428   | 0.6747        | 0.9031           | nan                 | 0.4939           | 0.9765               | 0.9312                | 0.0                     | 0.9721                | 0.0            | 0.4922      | 0.9111          | 0.9285           | 0.0                | 0.9253           |
| 0.1103        | 1.34  | 880   | 0.1347          | 0.5679   | 0.6895        | 0.9410           | nan                 | 0.5339           | 0.9704               | 0.9900                | 0.0                     | 0.9532                | 0.0            | 0.5333      | 0.9597          | 0.9754           | 0.0                | 0.9392           |
| 0.1542        | 1.37  | 900   | 0.2812          | 0.5174   | 0.6292        | 0.9193           | nan                 | 0.4087           | 0.7742               | 0.9973                | 0.0                     | 0.9659                | 0.0            | 0.4064      | 0.7729          | 0.9749           | 0.0                | 0.9502           |
| 0.1547        | 1.4   | 920   | 0.1599          | 0.5410   | 0.6637        | 0.8910           | nan                 | 0.5183           | 0.9268               | 0.9219                | 0.0                     | 0.9512                | 0.0            | 0.5131      | 0.8898          | 0.9143           | 0.0                | 0.9287           |
| 0.3449        | 1.43  | 940   | 0.1319          | 0.5417   | 0.6713        | 0.9061           | nan                 | 0.4682           | 0.9642               | 0.9372                | 0.0                     | 0.9868                | 0.0            | 0.4661      | 0.9378          | 0.9352           | 0.0                | 0.9114           |
| 0.156         | 1.46  | 960   | 0.1276          | 0.5657   | 0.6971        | 0.9314           | nan                 | 0.5870           | 0.9599               | 0.9641                | 0.0                     | 0.9745                | 0.0            | 0.5851      | 0.8998          | 0.9597           | 0.0                | 0.9496           |
| 0.3673        | 1.49  | 980   | 0.1790          | 0.5699   | 0.6970        | 0.9418           | nan                 | 0.6259           | 0.9736               | 0.9948                | 0.0                     | 0.8908                | 0.0            | 0.6212      | 0.9521          | 0.9566           | 0.0                | 0.8896           |
| 0.1194        | 1.52  | 1000  | 0.1292          | 0.5428   | 0.6593        | 0.9199           | nan                 | 0.4437           | 0.9212               | 0.9755                | 0.0                     | 0.9559                | 0.0            | 0.4418      | 0.9107          | 0.9662           | 0.0                | 0.9383           |
| 0.0602        | 1.55  | 1020  | 0.1223          | 0.5737   | 0.6988        | 0.9451           | nan                 | 0.5885           | 0.9523               | 0.9888                | 0.0                     | 0.9642                | 0.0            | 0.5855      | 0.9350          | 0.9770           | 0.0                | 0.9444           |
| 0.0559        | 1.58  | 1040  | 0.1565          | 0.5505   | 0.6802        | 0.9245           | nan                 | 0.5189           | 0.9582               | 0.9675                | 0.0                     | 0.9562                | 0.0            | 0.5149      | 0.8863          | 0.9590           | 0.0                | 0.9429           |
| 0.1513        | 1.61  | 1060  | 0.1506          | 0.6004   | 0.7288        | 0.9621           | nan                 | 0.7103           | 0.9773               | 0.9965                | 0.0                     | 0.9596                | 0.0            | 0.7093      | 0.9746          | 0.9771           | 0.0                | 0.9416           |
| 0.3221        | 1.64  | 1080  | 0.1172          | 0.5750   | 0.6963        | 0.9437           | nan                 | 0.5651           | 0.9592               | 0.9872                | 0.0                     | 0.9701                | 0.0            | 0.5643      | 0.9573          | 0.9764           | 0.0                | 0.9521           |
| 0.0505        | 1.67  | 1100  | 0.1275          | 0.5807   | 0.7069        | 0.9492           | nan                 | 0.6079           | 0.9564               | 0.9870                | 0.0                     | 0.9833                | 0.0            | 0.6066      | 0.9552          | 0.9805           | 0.0                | 0.9418           |
| 0.133         | 1.7   | 1120  | 0.1521          | 0.5907   | 0.7159        | 0.9571           | nan                 | 0.6502           | 0.9752               | 0.9980                | 0.0                     | 0.9559                | 0.0            | 0.6496      | 0.9723          | 0.9772           | 0.0                | 0.9452           |
| 0.1053        | 1.73  | 1140  | 0.1184          | 0.5747   | 0.6983        | 0.9338           | nan                 | 0.5656           | 0.9779               | 0.9663                | 0.0                     | 0.9817                | 0.0            | 0.5636      | 0.9654          | 0.9619           | 0.0                | 0.9575           |
| 0.0971        | 1.76  | 1160  | 0.1181          | 0.5871   | 0.7105        | 0.9414           | nan                 | 0.6508           | 0.9622               | 0.9729                | 0.0                     | 0.9667                | 0.0            | 0.6451      | 0.9555          | 0.9682           | 0.0                | 0.9538           |
| 0.0701        | 1.79  | 1180  | 0.1120          | 0.5896   | 0.7148        | 0.9459           | nan                 | 0.6198           | 0.9783               | 0.9776                | 0.0166                  | 0.9815                | 0.0            | 0.6190      | 0.9748          | 0.9653           | 0.0166             | 0.9617           |
| 0.2152        | 1.82  | 1200  | 0.1225          | 0.5692   | 0.6877        | 0.9321           | nan                 | 0.5404           | 0.9546               | 0.9732                | 0.0                     | 0.9705                | 0.0            | 0.5322      | 0.9527          | 0.9676           | 0.0                | 0.9626           |
| 0.1078        | 1.85  | 1220  | 0.1175          | 0.6046   | 0.7299        | 0.9605           | nan                 | 0.7129           | 0.9724               | 0.9909                | 0.0                     | 0.9734                | 0.0            | 0.7080      | 0.9712          | 0.9813           | 0.0                | 0.9671           |
| 0.0627        | 1.88  | 1240  | 0.1140          | 0.5727   | 0.6943        | 0.9367           | nan                 | 0.5397           | 0.9789               | 0.9748                | 0.0                     | 0.9782                | 0.0            | 0.5385      | 0.9683          | 0.9669           | 0.0                | 0.9622           |
| 0.126         | 1.91  | 1260  | 0.0935          | 0.6014   | 0.7275        | 0.9453           | nan                 | 0.7251           | 0.9659               | 0.9649                | 0.0001                  | 0.9812                | 0.0            | 0.7233      | 0.9611          | 0.9558           | 0.0001             | 0.9679           |
| 0.0335        | 1.95  | 1280  | 0.1121          | 0.5840   | 0.7127        | 0.9447           | nan                 | 0.6183           | 0.9854               | 0.9741                | 0.0                     | 0.9856                | 0.0            | 0.6176      | 0.9545          | 0.9654           | 0.0                | 0.9666           |
| 0.2148        | 1.98  | 1300  | 0.1126          | 0.5611   | 0.6802        | 0.9328           | nan                 | 0.5266           | 0.9611               | 0.9864                | 0.0                     | 0.9267                | 0.0            | 0.5262      | 0.9527          | 0.9619           | 0.0                | 0.9258           |
| 0.055         | 2.01  | 1320  | 0.1313          | 0.5699   | 0.6899        | 0.9414           | nan                 | 0.5433           | 0.9490               | 0.9883                | 0.0                     | 0.9687                | 0.0            | 0.5419      | 0.9477          | 0.9739           | 0.0                | 0.9560           |
| 0.0483        | 2.04  | 1340  | 0.1286          | 0.5424   | 0.6581        | 0.8946           | nan                 | 0.4797           | 0.9231               | 0.9320                | 0.0                     | 0.9555                | 0.0            | 0.4786      | 0.9229          | 0.9236           | 0.0                | 0.9296           |
| 0.0553        | 2.07  | 1360  | 0.1064          | 0.6083   | 0.7361        | 0.9621           | nan                 | 0.7358           | 0.9725               | 0.9873                | 0.0                     | 0.9849                | 0.0            | 0.7346      | 0.9701          | 0.9808           | 0.0                | 0.9645           |
| 0.0304        | 2.1   | 1380  | 0.1138          | 0.5809   | 0.7027        | 0.9403           | nan                 | 0.6015           | 0.9634               | 0.9758                | 0.0                     | 0.9729                | 0.0            | 0.6010      | 0.9611          | 0.9656           | 0.0                | 0.9577           |
| 0.0546        | 2.13  | 1400  | 0.1134          | 0.6106   | 0.7425        | 0.9662           | nan                 | 0.7687           | 0.9803               | 0.9919                | 0.0006                  | 0.9709                | 0.0            | 0.7650      | 0.9667          | 0.9825           | 0.0006             | 0.9487           |
| 0.0695        | 2.16  | 1420  | 0.1182          | 0.6024   | 0.7303        | 0.9620           | nan                 | 0.7120           | 0.9792               | 0.9942                | 0.0                     | 0.9662                | 0.0            | 0.7112      | 0.9758          | 0.9811           | 0.0                | 0.9460           |
| 0.0223        | 2.19  | 1440  | 0.1149          | 0.5812   | 0.7039        | 0.9452           | nan                 | 0.6525           | 0.9292               | 0.9875                | 0.0                     | 0.9501                | 0.0            | 0.6514      | 0.9283          | 0.9645           | 0.0                | 0.9430           |
| 0.1745        | 2.22  | 1460  | 0.1391          | 0.5577   | 0.6804        | 0.8994           | nan                 | 0.6005           | 0.8947               | 0.9193                | 0.0                     | 0.9873                | 0.0            | 0.5998      | 0.8918          | 0.9038           | 0.0                | 0.9506           |
| 0.2004        | 2.25  | 1480  | 0.1139          | 0.6062   | 0.7323        | 0.9547           | nan                 | 0.7562           | 0.9582               | 0.9800                | 0.0                     | 0.9671                | 0.0            | 0.7519      | 0.9538          | 0.9720           | 0.0                | 0.9596           |
| 0.0222        | 2.28  | 1500  | 0.1064          | 0.5881   | 0.7127        | 0.9480           | nan                 | 0.6233           | 0.9782               | 0.9806                | 0.0                     | 0.9813                | 0.0            | 0.6196      | 0.9766          | 0.9760           | 0.0                | 0.9563           |
| 0.0627        | 2.31  | 1520  | 0.1011          | 0.5953   | 0.7181        | 0.9535           | nan                 | 0.6641           | 0.9707               | 0.9882                | 0.0                     | 0.9677                | 0.0            | 0.6633      | 0.9696          | 0.9759           | 0.0                | 0.9629           |
| 0.0336        | 2.34  | 1540  | 0.1487          | 0.5850   | 0.7079        | 0.9449           | nan                 | 0.6521           | 0.9273               | 0.9794                | 0.0                     | 0.9805                | 0.0            | 0.6441      | 0.9240          | 0.9708           | 0.0                | 0.9714           |
| 0.0467        | 2.37  | 1560  | 0.1204          | 0.5912   | 0.7181        | 0.9419           | nan                 | 0.6610           | 0.9862               | 0.9664                | 0.0                     | 0.9767                | 0.0            | 0.6558      | 0.9608          | 0.9622           | 0.0                | 0.9685           |
| 0.0366        | 2.4   | 1580  | 0.0868          | 0.5880   | 0.7093        | 0.9405           | nan                 | 0.6588           | 0.9429               | 0.9714                | 0.0                     | 0.9732                | 0.0            | 0.6540      | 0.9422          | 0.9641           | 0.0                | 0.9678           |
| 0.1011        | 2.43  | 1600  | 0.0955          | 0.6218   | 0.7523        | 0.9616           | nan                 | 0.7450           | 0.9826               | 0.9823                | 0.0610                  | 0.9907                | 0.0            | 0.7417      | 0.9803          | 0.9780           | 0.0610             | 0.9697           |
| 0.3434        | 2.46  | 1620  | 0.0978          | 0.5998   | 0.7233        | 0.9528           | nan                 | 0.6731           | 0.9833               | 0.9836                | 0.0063                  | 0.9700                | 0.0            | 0.6712      | 0.9785          | 0.9763           | 0.0063             | 0.9668           |
| 0.0322        | 2.49  | 1640  | 0.1120          | 0.5957   | 0.7196        | 0.9564           | nan                 | 0.6661           | 0.9601               | 0.9914                | 0.0030                  | 0.9774                | 0.0            | 0.6593      | 0.9556          | 0.9838           | 0.0030             | 0.9726           |
| 0.0438        | 2.52  | 1660  | 0.0885          | 0.6118   | 0.7392        | 0.9578           | nan                 | 0.7901           | 0.9511               | 0.9792                | 0.0                     | 0.9755                | 0.0            | 0.7893      | 0.9462          | 0.9702           | 0.0                | 0.9652           |
| 0.0302        | 2.55  | 1680  | 0.2676          | 0.5419   | 0.6570        | 0.9050           | nan                 | 0.5335           | 0.9043               | 0.9616                | 0.0                     | 0.8855                | 0.0            | 0.5310      | 0.9032          | 0.9320           | 0.0                | 0.8854           |
| 0.1708        | 2.58  | 1700  | 0.1117          | 0.5912   | 0.7149        | 0.9549           | nan                 | 0.6212           | 0.9770               | 0.9904                | 0.0                     | 0.9861                | 0.0            | 0.6206      | 0.9742          | 0.9827           | 0.0                | 0.9699           |
| 0.0599        | 2.61  | 1720  | 0.1063          | 0.6197   | 0.7480        | 0.9696           | nan                 | 0.7955           | 0.9691               | 0.9919                | 0.0                     | 0.9834                | 0.0            | 0.7913      | 0.9674          | 0.9848           | 0.0                | 0.9746           |
| 0.0452        | 2.64  | 1740  | 0.0969          | 0.6122   | 0.7428        | 0.9523           | nan                 | 0.7627           | 0.9860               | 0.9675                | 0.0152                  | 0.9824                | 0.0            | 0.7604      | 0.9723          | 0.9629           | 0.0152             | 0.9626           |
| 0.1081        | 2.67  | 1760  | 0.0848          | 0.6071   | 0.7323        | 0.9449           | nan                 | 0.7084           | 0.9824               | 0.9637                | 0.0244                  | 0.9824                | 0.0            | 0.7064      | 0.9807          | 0.9572           | 0.0244             | 0.9740           |
| 0.0286        | 2.71  | 1780  | 0.1049          | 0.5778   | 0.6982        | 0.9224           | nan                 | 0.5778           | 0.9738               | 0.9478                | 0.0104                  | 0.9812                | 0.0            | 0.5755      | 0.9722          | 0.9432           | 0.0104             | 0.9656           |
| 0.032         | 2.74  | 1800  | 0.1092          | 0.5963   | 0.7203        | 0.9485           | nan                 | 0.6168           | 0.9618               | 0.9860                | 0.0619                  | 0.9748                | 0.0            | 0.6158      | 0.9606          | 0.9761           | 0.0619             | 0.9633           |
| 0.212         | 2.77  | 1820  | 0.1036          | 0.5711   | 0.6896        | 0.9352           | nan                 | 0.5991           | 0.8986               | 0.9774                | 0.0                     | 0.9730                | 0.0            | 0.5982      | 0.8980          | 0.9643           | 0.0                | 0.9662           |
| 0.0941        | 2.8   | 1840  | 0.0930          | 0.6062   | 0.7314        | 0.9512           | nan                 | 0.7371           | 0.9719               | 0.9731                | 0.0                     | 0.9749                | 0.0            | 0.7340      | 0.9674          | 0.9662           | 0.0                | 0.9697           |
| 0.0484        | 2.83  | 1860  | 0.1310          | 0.5975   | 0.7214        | 0.9531           | nan                 | 0.6611           | 0.9152               | 0.9953                | 0.0666                  | 0.9686                | 0.0            | 0.6578      | 0.9147          | 0.9802           | 0.0665             | 0.9661           |
| 0.1025        | 2.86  | 1880  | 0.0860          | 0.6173   | 0.7460        | 0.9500           | nan                 | 0.8279           | 0.9675               | 0.9608                | 0.0018                  | 0.9720                | 0.0            | 0.8236      | 0.9595          | 0.9544           | 0.0018             | 0.9647           |
| 0.0573        | 2.89  | 1900  | 0.0832          | 0.5975   | 0.7229        | 0.9432           | nan                 | 0.7106           | 0.9545               | 0.9643                | 0.0009                  | 0.9842                | 0.0            | 0.7097      | 0.9517          | 0.9576           | 0.0009             | 0.9649           |
| 0.0416        | 2.92  | 1920  | 0.0926          | 0.5987   | 0.7247        | 0.9469           | nan                 | 0.6610           | 0.9858               | 0.9714                | 0.0186                  | 0.9866                | 0.0            | 0.6603      | 0.9791          | 0.9662           | 0.0185             | 0.9681           |
| 0.0323        | 2.95  | 1940  | 0.0890          | 0.6333   | 0.7635        | 0.9617           | nan                 | 0.8144           | 0.9842               | 0.9753                | 0.0611                  | 0.9825                | 0.0            | 0.8124      | 0.9813          | 0.9683           | 0.0610             | 0.9770           |
| 0.0234        | 2.98  | 1960  | 0.0984          | 0.6140   | 0.7405        | 0.9654           | nan                 | 0.7341           | 0.9827               | 0.9925                | 0.0135                  | 0.9796                | 0.0            | 0.7318      | 0.9798          | 0.9847           | 0.0135             | 0.9741           |
| 0.0371        | 3.01  | 1980  | 0.0935          | 0.6338   | 0.7638        | 0.9630           | nan                 | 0.7854           | 0.9815               | 0.9824                | 0.0911                  | 0.9785                | 0.0            | 0.7837      | 0.9806          | 0.9750           | 0.0908             | 0.9728           |
| 0.1032        | 3.04  | 2000  | 0.0885          | 0.6304   | 0.7603        | 0.9497           | nan                 | 0.7823           | 0.9813               | 0.9595                | 0.0888                  | 0.9897                | 0.0            | 0.7803      | 0.9804          | 0.9549           | 0.0886             | 0.9782           |
| 0.0925        | 3.07  | 2020  | 0.0869          | 0.6261   | 0.7559        | 0.9477           | nan                 | 0.7427           | 0.9797               | 0.9620                | 0.1062                  | 0.9891                | 0.0            | 0.7407      | 0.9790          | 0.9566           | 0.1059             | 0.9746           |
| 0.034         | 3.1   | 2040  | 0.0931          | 0.6202   | 0.7510        | 0.9581           | nan                 | 0.7304           | 0.9531               | 0.9827                | 0.0974                  | 0.9913                | 0.0            | 0.7282      | 0.9525          | 0.9774           | 0.0970             | 0.9664           |
| 0.0384        | 3.13  | 2060  | 0.1055          | 0.5889   | 0.7111        | 0.9368           | nan                 | 0.5877           | 0.9291               | 0.9761                | 0.0869                  | 0.9758                | 0.0            | 0.5870      | 0.9267          | 0.9688           | 0.0867             | 0.9641           |
| 0.0476        | 3.16  | 2080  | 0.0875          | 0.6173   | 0.7456        | 0.9496           | nan                 | 0.6957           | 0.9840               | 0.9718                | 0.0925                  | 0.9840                | 0.0            | 0.6944      | 0.9785          | 0.9664           | 0.0924             | 0.9719           |
| 0.0634        | 3.19  | 2100  | 0.0867          | 0.6159   | 0.7424        | 0.9524           | nan                 | 0.6623           | 0.9780               | 0.9819                | 0.1085                  | 0.9816                | 0.0            | 0.6596      | 0.9768          | 0.9746           | 0.1083             | 0.9759           |
| 0.0364        | 3.22  | 2120  | 0.1000          | 0.6152   | 0.7422        | 0.8984           | nan                 | 0.7568           | 0.9726               | 0.8854                | 0.1066                  | 0.9894                | 0.0            | 0.7542      | 0.9719          | 0.8825           | 0.1060             | 0.9764           |
| 0.0356        | 3.25  | 2140  | 0.1001          | 0.6118   | 0.7393        | 0.9527           | nan                 | 0.7141           | 0.9591               | 0.9863                | 0.0863                  | 0.9509                | 0.0            | 0.7126      | 0.9582          | 0.9663           | 0.0858             | 0.9482           |
| 0.0386        | 3.28  | 2160  | 0.1070          | 0.6033   | 0.7267        | 0.9125           | nan                 | 0.6980           | 0.9630               | 0.9258                | 0.0950                  | 0.9517                | 0.0            | 0.6955      | 0.9624          | 0.9187           | 0.0944             | 0.9489           |
| 0.0492        | 3.31  | 2180  | 0.0987          | 0.6332   | 0.7650        | 0.9657           | nan                 | 0.7543           | 0.9849               | 0.9901                | 0.1174                  | 0.9782                | 0.0            | 0.7540      | 0.9824          | 0.9781           | 0.1171             | 0.9680           |
| 0.0222        | 3.34  | 2200  | 0.1015          | 0.5979   | 0.7221        | 0.9459           | nan                 | 0.5999           | 0.9838               | 0.9807                | 0.0699                  | 0.9763                | 0.0            | 0.5991      | 0.9775          | 0.9732           | 0.0695             | 0.9680           |
| 0.0812        | 3.37  | 2220  | 0.1246          | 0.6217   | 0.7504        | 0.9621           | nan                 | 0.6822           | 0.9871               | 0.9954                | 0.1159                  | 0.9713                | 0.0            | 0.6814      | 0.9858          | 0.9807           | 0.1155             | 0.9669           |
| 0.0169        | 3.4   | 2240  | 0.0863          | 0.6268   | 0.7570        | 0.9457           | nan                 | 0.7373           | 0.9724               | 0.9605                | 0.1251                  | 0.9896                | 0.0            | 0.7360      | 0.9708          | 0.9566           | 0.1242             | 0.9734           |
| 0.0839        | 3.43  | 2260  | 0.0865          | 0.6355   | 0.7680        | 0.9624           | nan                 | 0.7623           | 0.9866               | 0.9813                | 0.1225                  | 0.9874                | 0.0            | 0.7617      | 0.9840          | 0.9750           | 0.1214             | 0.9708           |
| 0.0457        | 3.47  | 2280  | 0.1031          | 0.6324   | 0.7639        | 0.9664           | nan                 | 0.7824           | 0.9430               | 0.9911                | 0.1161                  | 0.9867                | 0.0            | 0.7809      | 0.9417          | 0.9828           | 0.1154             | 0.9738           |
| 0.1058        | 3.5   | 2300  | 0.0792          | 0.6348   | 0.7655        | 0.9397           | nan                 | 0.7698           | 0.9881               | 0.9478                | 0.1442                  | 0.9774                | 0.0            | 0.7656      | 0.9837          | 0.9430           | 0.1436             | 0.9727           |
| 0.0139        | 3.53  | 2320  | 0.0809          | 0.6391   | 0.7720        | 0.9669           | nan                 | 0.8067           | 0.9793               | 0.9838                | 0.1036                  | 0.9864                | 0.0            | 0.8017      | 0.9789          | 0.9779           | 0.1032             | 0.9728           |
| 0.084         | 3.56  | 2340  | 0.0859          | 0.6247   | 0.7532        | 0.9634           | nan                 | 0.7636           | 0.9827               | 0.9864                | 0.0573                  | 0.9761                | 0.0            | 0.7618      | 0.9793          | 0.9811           | 0.0573             | 0.9685           |
| 0.0454        | 3.59  | 2360  | 0.0789          | 0.6046   | 0.7312        | 0.9310           | nan                 | 0.7388           | 0.9789               | 0.9407                | 0.0218                  | 0.9758                | 0.0            | 0.7368      | 0.9678          | 0.9377           | 0.0218             | 0.9635           |
| 0.0499        | 3.62  | 2380  | 0.0842          | 0.6611   | 0.7983        | 0.9715           | nan                 | 0.8102           | 0.9860               | 0.9902                | 0.2232                  | 0.9816                | 0.0            | 0.8091      | 0.9841          | 0.9820           | 0.2200             | 0.9716           |
| 0.0942        | 3.65  | 2400  | 0.0809          | 0.6383   | 0.7727        | 0.9492           | nan                 | 0.7884           | 0.9874               | 0.9580                | 0.1440                  | 0.9856                | 0.0            | 0.7861      | 0.9860          | 0.9543           | 0.1423             | 0.9613           |
| 0.0252        | 3.68  | 2420  | 0.0783          | 0.6442   | 0.7771        | 0.9611           | nan                 | 0.7687           | 0.9853               | 0.9816                | 0.1740                  | 0.9757                | 0.0            | 0.7671      | 0.9844          | 0.9728           | 0.1726             | 0.9683           |
| 0.0157        | 3.71  | 2440  | 0.0763          | 0.6498   | 0.7837        | 0.9582           | nan                 | 0.8072           | 0.9708               | 0.9746                | 0.1926                  | 0.9735                | 0.0            | 0.8025      | 0.9704          | 0.9664           | 0.1904             | 0.9693           |
| 0.0267        | 3.74  | 2460  | 0.0886          | 0.6137   | 0.7403        | 0.9208           | nan                 | 0.6563           | 0.9858               | 0.9327                | 0.1441                  | 0.9829                | 0.0            | 0.6533      | 0.9835          | 0.9287           | 0.1432             | 0.9733           |
| 0.0253        | 3.77  | 2480  | 0.0836          | 0.6382   | 0.7726        | 0.9686           | nan                 | 0.7831           | 0.9885               | 0.9867                | 0.1130                  | 0.9918                | 0.0            | 0.7781      | 0.9808          | 0.9827           | 0.1126             | 0.9748           |
| 0.0748        | 3.8   | 2500  | 0.0867          | 0.6178   | 0.7516        | 0.9418           | nan                 | 0.6956           | 0.9855               | 0.9576                | 0.1281                  | 0.9911                | 0.0            | 0.6930      | 0.9611          | 0.9543           | 0.1270             | 0.9712           |
| 0.0737        | 3.83  | 2520  | 0.0926          | 0.6279   | 0.7574        | 0.9630           | nan                 | 0.6967           | 0.9875               | 0.9931                | 0.1314                  | 0.9780                | 0.0            | 0.6954      | 0.9849          | 0.9828           | 0.1306             | 0.9739           |
| 0.0214        | 3.86  | 2540  | 0.0932          | 0.6268   | 0.7559        | 0.9598           | nan                 | 0.6910           | 0.9872               | 0.9876                | 0.1307                  | 0.9831                | 0.0            | 0.6887      | 0.9862          | 0.9795           | 0.1297             | 0.9769           |
| 0.0343        | 3.89  | 2560  | 0.0813          | 0.6451   | 0.7812        | 0.9631           | nan                 | 0.7836           | 0.9880               | 0.9794                | 0.1679                  | 0.9870                | 0.0            | 0.7731      | 0.9768          | 0.9749           | 0.1658             | 0.9797           |
| 0.0594        | 3.92  | 2580  | 0.0712          | 0.6395   | 0.7708        | 0.9570           | nan                 | 0.7592           | 0.9834               | 0.9746                | 0.1527                  | 0.9842                | 0.0            | 0.7561      | 0.9822          | 0.9696           | 0.1506             | 0.9784           |
| 0.0725        | 3.95  | 2600  | 0.0724          | 0.6389   | 0.7705        | 0.9445           | nan                 | 0.7634           | 0.9822               | 0.9534                | 0.1630                  | 0.9906                | 0.0            | 0.7595      | 0.9813          | 0.9498           | 0.1619             | 0.9813           |
| 0.0785        | 3.98  | 2620  | 0.0894          | 0.6344   | 0.7652        | 0.9556           | nan                 | 0.6914           | 0.9851               | 0.9838                | 0.1924                  | 0.9732                | 0.0            | 0.6891      | 0.9837          | 0.9738           | 0.1917             | 0.9682           |
| 0.0275        | 4.01  | 2640  | 0.0788          | 0.6376   | 0.7683        | 0.9357           | nan                 | 0.7520           | 0.9870               | 0.9432                | 0.1780                  | 0.9812                | 0.0            | 0.7504      | 0.9857          | 0.9397           | 0.1763             | 0.9735           |
| 0.0225        | 4.04  | 2660  | 0.0705          | 0.6594   | 0.7948        | 0.9592           | nan                 | 0.8123           | 0.9876               | 0.9706                | 0.2207                  | 0.9827                | 0.0            | 0.8091      | 0.9860          | 0.9663           | 0.2176             | 0.9772           |
| 0.1612        | 4.07  | 2680  | 0.0699          | 0.6666   | 0.8050        | 0.9567           | nan                 | 0.8118           | 0.9856               | 0.9667                | 0.2771                  | 0.9841                | 0.0            | 0.8062      | 0.9839          | 0.9627           | 0.2709             | 0.9758           |
| 0.1545        | 4.1   | 2700  | 0.0785          | 0.6343   | 0.7646        | 0.9516           | nan                 | 0.7502           | 0.9776               | 0.9698                | 0.1466                  | 0.9786                | 0.0            | 0.7485      | 0.9760          | 0.9617           | 0.1458             | 0.9738           |
| 0.0696        | 4.13  | 2720  | 0.0834          | 0.6381   | 0.7693        | 0.9527           | nan                 | 0.7669           | 0.9879               | 0.9696                | 0.1503                  | 0.9719                | 0.0            | 0.7616      | 0.9868          | 0.9628           | 0.1495             | 0.9678           |
| 0.015         | 4.16  | 2740  | 0.0847          | 0.6319   | 0.7624        | 0.9556           | nan                 | 0.7502           | 0.9823               | 0.9785                | 0.1345                  | 0.9665                | 0.0            | 0.7450      | 0.9817          | 0.9688           | 0.1340             | 0.9616           |
| 0.1205        | 4.19  | 2760  | 0.0929          | 0.6300   | 0.7606        | 0.9359           | nan                 | 0.6742           | 0.9772               | 0.9569                | 0.2218                  | 0.9731                | 0.0            | 0.6692      | 0.9757          | 0.9503           | 0.2205             | 0.9643           |
| 0.0191        | 4.22  | 2780  | 0.0805          | 0.6697   | 0.8088        | 0.9522           | nan                 | 0.7758           | 0.9891               | 0.9687                | 0.3459                  | 0.9646                | 0.0            | 0.7745      | 0.9832          | 0.9583           | 0.3407             | 0.9616           |
| 0.1073        | 4.26  | 2800  | 0.0962          | 0.6677   | 0.8062        | 0.9606           | nan                 | 0.7500           | 0.9893               | 0.9839                | 0.3385                  | 0.9691                | 0.0            | 0.7481      | 0.9871          | 0.9724           | 0.3333             | 0.9654           |
| 0.1843        | 4.29  | 2820  | 0.0850          | 0.6733   | 0.8153        | 0.9238           | nan                 | 0.7967           | 0.9874               | 0.9179                | 0.3917                  | 0.9826                | 0.0            | 0.7850      | 0.9831          | 0.9143           | 0.3834             | 0.9742           |
| 0.0283        | 4.32  | 2840  | 0.0794          | 0.6831   | 0.8253        | 0.9529           | nan                 | 0.7801           | 0.9887               | 0.9668                | 0.4175                  | 0.9735                | 0.0            | 0.7779      | 0.9872          | 0.9592           | 0.4041             | 0.9700           |
| 0.1662        | 4.35  | 2860  | 0.0802          | 0.6829   | 0.8251        | 0.9381           | nan                 | 0.7989           | 0.9834               | 0.9408                | 0.4230                  | 0.9792                | 0.0            | 0.7960      | 0.9830          | 0.9354           | 0.4107             | 0.9724           |
| 0.0798        | 4.38  | 2880  | 0.0928          | 0.6731   | 0.8126        | 0.9570           | nan                 | 0.7153           | 0.9832               | 0.9826                | 0.4094                  | 0.9726                | 0.0            | 0.7146      | 0.9819          | 0.9721           | 0.4013             | 0.9684           |
| 0.0293        | 4.41  | 2900  | 0.0868          | 0.6864   | 0.8292        | 0.9413           | nan                 | 0.8306           | 0.9845               | 0.9419                | 0.4109                  | 0.9780                | 0.0            | 0.8277      | 0.9837          | 0.9353           | 0.4053             | 0.9664           |
| 0.0272        | 4.44  | 2920  | 0.0839          | 0.6595   | 0.7984        | 0.9444           | nan                 | 0.7503           | 0.9868               | 0.9537                | 0.3101                  | 0.9910                | 0.0            | 0.7492      | 0.9761          | 0.9506           | 0.3062             | 0.9750           |
| 0.0472        | 4.47  | 2940  | 0.0816          | 0.6601   | 0.7960        | 0.9450           | nan                 | 0.7306           | 0.9802               | 0.9595                | 0.3242                  | 0.9854                | 0.0            | 0.7281      | 0.9774          | 0.9551           | 0.3201             | 0.9796           |
| 0.0247        | 4.5   | 2960  | 0.0864          | 0.6717   | 0.8103        | 0.9696           | nan                 | 0.8235           | 0.9854               | 0.9862                | 0.2775                  | 0.9787                | 0.0            | 0.8225      | 0.9805          | 0.9768           | 0.2749             | 0.9758           |
| 0.067         | 4.53  | 2980  | 0.0932          | 0.6956   | 0.8402        | 0.9702           | nan                 | 0.8272           | 0.9896               | 0.9866                | 0.4221                  | 0.9755                | 0.0            | 0.8224      | 0.9868          | 0.9780           | 0.4139             | 0.9728           |
| 0.0811        | 4.56  | 3000  | 0.0976          | 0.6616   | 0.7986        | 0.9364           | nan                 | 0.6353           | 0.9883               | 0.9567                | 0.4244                  | 0.9884                | 0.0            | 0.6329      | 0.9847          | 0.9532           | 0.4153             | 0.9838           |
| 0.0272        | 4.59  | 3020  | 0.1047          | 0.6533   | 0.7876        | 0.9517           | nan                 | 0.6439           | 0.9783               | 0.9814                | 0.3490                  | 0.9853                | 0.0            | 0.6421      | 0.9779          | 0.9752           | 0.3444             | 0.9800           |
| 0.0249        | 4.62  | 3040  | 0.0886          | 0.6915   | 0.8340        | 0.9707           | nan                 | 0.7889           | 0.9853               | 0.9902                | 0.4197                  | 0.9860                | 0.0            | 0.7876      | 0.9845          | 0.9814           | 0.4167             | 0.9787           |
| 0.027         | 4.65  | 3060  | 0.0836          | 0.6959   | 0.8398        | 0.9640           | nan                 | 0.8063           | 0.9858               | 0.9771                | 0.4419                  | 0.9878                | 0.0            | 0.8037      | 0.9845          | 0.9711           | 0.4342             | 0.9821           |
| 0.022         | 4.68  | 3080  | 0.0788          | 0.6845   | 0.8272        | 0.9606           | nan                 | 0.7788           | 0.9716               | 0.9786                | 0.4231                  | 0.9838                | 0.0            | 0.7753      | 0.9707          | 0.9701           | 0.4108             | 0.9803           |
| 0.0704        | 4.71  | 3100  | 0.0808          | 0.7098   | 0.8619        | 0.9701           | nan                 | 0.8095           | 0.9866               | 0.9869                | 0.5444                  | 0.9822                | 0.0            | 0.8072      | 0.9845          | 0.9790           | 0.5079             | 0.9805           |
| 0.0123        | 4.74  | 3120  | 0.0727          | 0.7262   | 0.8883        | 0.9704           | nan                 | 0.8666           | 0.9894               | 0.9763                | 0.6152                  | 0.9941                | 0.0            | 0.8603      | 0.9856          | 0.9735           | 0.5573             | 0.9806           |
| 0.1596        | 4.77  | 3140  | 0.0704          | 0.7139   | 0.8684        | 0.9658           | nan                 | 0.8159           | 0.9901               | 0.9786                | 0.5734                  | 0.9840                | 0.0            | 0.8138      | 0.9853          | 0.9730           | 0.5313             | 0.9802           |
| 0.0502        | 4.8   | 3160  | 0.0729          | 0.6942   | 0.8384        | 0.9642           | nan                 | 0.8098           | 0.9870               | 0.9754                | 0.4267                  | 0.9931                | 0.0            | 0.8089      | 0.9849          | 0.9708           | 0.4220             | 0.9789           |
| 0.0519        | 4.83  | 3180  | 0.0662          | 0.7006   | 0.8462        | 0.9596           | nan                 | 0.8389           | 0.9874               | 0.9662                | 0.4521                  | 0.9863                | 0.0            | 0.8329      | 0.9864          | 0.9628           | 0.4403             | 0.9810           |
| 0.0189        | 4.86  | 3200  | 0.0702          | 0.6888   | 0.8309        | 0.9600           | nan                 | 0.7973           | 0.9864               | 0.9773                | 0.4258                  | 0.9675                | 0.0            | 0.7917      | 0.9842          | 0.9731           | 0.4197             | 0.9643           |
| 0.0281        | 4.89  | 3220  | 0.0739          | 0.6857   | 0.8272        | 0.9413           | nan                 | 0.8411           | 0.9859               | 0.9403                | 0.3906                  | 0.9781                | 0.0            | 0.8390      | 0.9839          | 0.9371           | 0.3850             | 0.9689           |
| 0.0886        | 4.92  | 3240  | 0.0916          | 0.6644   | 0.8014        | 0.9250           | nan                 | 0.7829           | 0.9845               | 0.9248                | 0.3421                  | 0.9725                | 0.0            | 0.7770      | 0.9842          | 0.9224           | 0.3392             | 0.9639           |
| 0.027         | 4.95  | 3260  | 0.0738          | 0.6997   | 0.8439        | 0.9691           | nan                 | 0.8640           | 0.9892               | 0.9784                | 0.4060                  | 0.9820                | 0.0            | 0.8625      | 0.9885          | 0.9728           | 0.4005             | 0.9737           |
| 0.0974        | 4.98  | 3280  | 0.0714          | 0.6930   | 0.8351        | 0.9437           | nan                 | 0.8303           | 0.9858               | 0.9457                | 0.4374                  | 0.9765                | 0.0            | 0.8272      | 0.9854          | 0.9414           | 0.4315             | 0.9723           |
| 0.0417        | 5.02  | 3300  | 0.0728          | 0.6671   | 0.8035        | 0.9428           | nan                 | 0.7635           | 0.9887               | 0.9527                | 0.3352                  | 0.9773                | 0.0            | 0.7614      | 0.9881          | 0.9483           | 0.3333             | 0.9716           |
| 0.0162        | 5.05  | 3320  | 0.0759          | 0.6691   | 0.8077        | 0.9497           | nan                 | 0.8593           | 0.9851               | 0.9501                | 0.2609                  | 0.9831                | 0.0            | 0.8530      | 0.9847          | 0.9473           | 0.2587             | 0.9711           |
| 0.0765        | 5.08  | 3340  | 0.0722          | 0.7197   | 0.8690        | 0.9683           | nan                 | 0.8217           | 0.9866               | 0.9832                | 0.5735                  | 0.9798                | 0.0            | 0.8187      | 0.9862          | 0.9781           | 0.5603             | 0.9746           |
| 0.0316        | 5.11  | 3360  | 0.0786          | 0.7246   | 0.8756        | 0.9671           | nan                 | 0.8002           | 0.9890               | 0.9829                | 0.6235                  | 0.9826                | 0.0            | 0.7989      | 0.9868          | 0.9758           | 0.6096             | 0.9765           |
| 0.1062        | 5.14  | 3380  | 0.0697          | 0.7433   | 0.9021        | 0.9717           | nan                 | 0.8472           | 0.9887               | 0.9841                | 0.7097                  | 0.9809                | 0.0            | 0.8422      | 0.9842          | 0.9773           | 0.6787             | 0.9775           |
| 0.0819        | 5.17  | 3400  | 0.0676          | 0.7089   | 0.8568        | 0.9506           | nan                 | 0.8007           | 0.9792               | 0.9581                | 0.5599                  | 0.9862                | 0.0            | 0.7990      | 0.9780          | 0.9539           | 0.5410             | 0.9815           |
| 0.0168        | 5.2   | 3420  | 0.0756          | 0.7211   | 0.8722        | 0.9770           | nan                 | 0.8762           | 0.9833               | 0.9880                | 0.5263                  | 0.9871                | 0.0            | 0.8728      | 0.9826          | 0.9838           | 0.5078             | 0.9798           |
| 0.0315        | 5.23  | 3440  | 0.0739          | 0.6949   | 0.8391        | 0.9598           | nan                 | 0.8005           | 0.9783               | 0.9734                | 0.4594                  | 0.9839                | 0.0            | 0.7984      | 0.9778          | 0.9689           | 0.4518             | 0.9724           |
| 0.0965        | 5.26  | 3460  | 0.0690          | 0.7091   | 0.8554        | 0.9584           | nan                 | 0.8076           | 0.9746               | 0.9698                | 0.5380                  | 0.9870                | 0.0            | 0.8066      | 0.9738          | 0.9633           | 0.5305             | 0.9801           |
| 0.0235        | 5.29  | 3480  | 0.0683          | 0.7116   | 0.8597        | 0.9630           | nan                 | 0.8126           | 0.9889               | 0.9755                | 0.5397                  | 0.9816                | 0.0            | 0.8112      | 0.9851          | 0.9705           | 0.5245             | 0.9786           |
| 0.0784        | 5.32  | 3500  | 0.0696          | 0.7068   | 0.8567        | 0.9577           | nan                 | 0.7699           | 0.9841               | 0.9724                | 0.5708                  | 0.9861                | 0.0            | 0.7678      | 0.9834          | 0.9684           | 0.5387             | 0.9827           |
| 0.0159        | 5.35  | 3520  | 0.0802          | 0.7283   | 0.8792        | 0.9717           | nan                 | 0.8091           | 0.9873               | 0.9882                | 0.6258                  | 0.9858                | 0.0            | 0.8080      | 0.9868          | 0.9820           | 0.6102             | 0.9830           |
| 0.0155        | 5.38  | 3540  | 0.0834          | 0.6937   | 0.8369        | 0.9319           | nan                 | 0.8041           | 0.9870               | 0.9310                | 0.4867                  | 0.9756                | 0.0            | 0.8004      | 0.9828          | 0.9288           | 0.4785             | 0.9720           |
| 0.0181        | 5.41  | 3560  | 0.0794          | 0.6877   | 0.8287        | 0.9539           | nan                 | 0.7424           | 0.9884               | 0.9702                | 0.4572                  | 0.9852                | 0.0            | 0.7414      | 0.9878          | 0.9648           | 0.4515             | 0.9805           |
| 0.0112        | 5.44  | 3580  | 0.0705          | 0.7095   | 0.8611        | 0.9584           | nan                 | 0.7961           | 0.9880               | 0.9684                | 0.5630                  | 0.9902                | 0.0            | 0.7941      | 0.9872          | 0.9646           | 0.5272             | 0.9838           |
| 0.0113        | 5.47  | 3600  | 0.0656          | 0.7343   | 0.8960        | 0.9664           | nan                 | 0.8426           | 0.9856               | 0.9776                | 0.6957                  | 0.9787                | 0.0            | 0.8412      | 0.9840          | 0.9707           | 0.6339             | 0.9762           |
| 0.0385        | 5.5   | 3620  | 0.0630          | 0.7200   | 0.8719        | 0.9608           | nan                 | 0.7988           | 0.9769               | 0.9743                | 0.6236                  | 0.9859                | 0.0            | 0.7974      | 0.9761          | 0.9696           | 0.5937             | 0.9830           |
| 0.0334        | 5.53  | 3640  | 0.0678          | 0.7381   | 0.8922        | 0.9623           | nan                 | 0.8445           | 0.9888               | 0.9683                | 0.6715                  | 0.9878                | 0.0            | 0.8423      | 0.9883          | 0.9646           | 0.6513             | 0.9819           |
| 0.0153        | 5.56  | 3660  | 0.0685          | 0.7185   | 0.8687        | 0.9623           | nan                 | 0.8049           | 0.9884               | 0.9736                | 0.5884                  | 0.9884                | 0.0            | 0.8032      | 0.9868          | 0.9694           | 0.5681             | 0.9835           |
| 0.122         | 5.59  | 3680  | 0.0682          | 0.7390   | 0.8953        | 0.9726           | nan                 | 0.8488           | 0.9890               | 0.9828                | 0.6655                  | 0.9902                | 0.0            | 0.8466      | 0.9875          | 0.9785           | 0.6371             | 0.9841           |
| 0.0265        | 5.62  | 3700  | 0.0695          | 0.7087   | 0.8564        | 0.9578           | nan                 | 0.7950           | 0.9858               | 0.9689                | 0.5452                  | 0.9869                | 0.0            | 0.7927      | 0.9854          | 0.9650           | 0.5267             | 0.9824           |
| 0.0713        | 5.65  | 3720  | 0.0750          | 0.7141   | 0.8649        | 0.9662           | nan                 | 0.8273           | 0.9872               | 0.9804                | 0.5546                  | 0.9750                | 0.0            | 0.8241      | 0.9864          | 0.9741           | 0.5270             | 0.9731           |
| 0.0632        | 5.68  | 3740  | 0.0637          | 0.7152   | 0.8659        | 0.9616           | nan                 | 0.8245           | 0.9884               | 0.9714                | 0.5615                  | 0.9835                | 0.0            | 0.8212      | 0.9857          | 0.9680           | 0.5401             | 0.9760           |
| 0.0239        | 5.71  | 3760  | 0.0759          | 0.7308   | 0.8936        | 0.9698           | nan                 | 0.7919           | 0.9842               | 0.9883                | 0.7200                  | 0.9836                | 0.0            | 0.7883      | 0.9837          | 0.9820           | 0.6491             | 0.9815           |
| 0.0185        | 5.74  | 3780  | 0.0679          | 0.7232   | 0.8763        | 0.9626           | nan                 | 0.7876           | 0.9884               | 0.9762                | 0.6405                  | 0.9888                | 0.0            | 0.7849      | 0.9868          | 0.9717           | 0.6128             | 0.9831           |
| 0.1536        | 5.78  | 3800  | 0.0721          | 0.7203   | 0.8718        | 0.9358           | nan                 | 0.8358           | 0.9651               | 0.9350                | 0.6462                  | 0.9770                | 0.0            | 0.8339      | 0.9647          | 0.9294           | 0.6194             | 0.9747           |
| 0.0293        | 5.81  | 3820  | 0.0697          | 0.7142   | 0.8624        | 0.9633           | nan                 | 0.8004           | 0.9702               | 0.9796                | 0.5783                  | 0.9835                | 0.0            | 0.7991      | 0.9694          | 0.9732           | 0.5636             | 0.9802           |
| 0.0704        | 5.84  | 3840  | 0.0692          | 0.7087   | 0.8563        | 0.9605           | nan                 | 0.8008           | 0.9858               | 0.9709                | 0.5313                  | 0.9929                | 0.0            | 0.7992      | 0.9847          | 0.9668           | 0.5172             | 0.9845           |
| 0.0183        | 5.87  | 3860  | 0.0748          | 0.7172   | 0.8655        | 0.9654           | nan                 | 0.7800           | 0.9874               | 0.9830                | 0.5934                  | 0.9837                | 0.0            | 0.7792      | 0.9860          | 0.9766           | 0.5807             | 0.9806           |
| 0.0375        | 5.9   | 3880  | 0.0828          | 0.7438   | 0.9004        | 0.9777           | nan                 | 0.8701           | 0.9906               | 0.9882                | 0.6645                  | 0.9884                | 0.0            | 0.8680      | 0.9894          | 0.9825           | 0.6388             | 0.9840           |
| 0.1463        | 5.93  | 3900  | 0.0687          | 0.7085   | 0.8581        | 0.9533           | nan                 | 0.7959           | 0.9731               | 0.9642                | 0.5728                  | 0.9848                | 0.0            | 0.7932      | 0.9725          | 0.9598           | 0.5451             | 0.9804           |
| 0.0217        | 5.96  | 3920  | 0.0706          | 0.7123   | 0.8641        | 0.9495           | nan                 | 0.7628           | 0.9901               | 0.9585                | 0.6178                  | 0.9911                | 0.0            | 0.7597      | 0.9772          | 0.9560           | 0.5959             | 0.9850           |
| 0.0472        | 5.99  | 3940  | 0.0680          | 0.7308   | 0.8825        | 0.9694           | nan                 | 0.8450           | 0.9869               | 0.9786                | 0.6106                  | 0.9916                | 0.0            | 0.8439      | 0.9858          | 0.9739           | 0.5954             | 0.9857           |
| 0.021         | 6.02  | 3960  | 0.0687          | 0.7138   | 0.8620        | 0.9641           | nan                 | 0.7902           | 0.9869               | 0.9782                | 0.5647                  | 0.9900                | 0.0            | 0.7892      | 0.9853          | 0.9732           | 0.5495             | 0.9857           |
| 0.0176        | 6.05  | 3980  | 0.0727          | 0.7017   | 0.8467        | 0.9500           | nan                 | 0.8165           | 0.9858               | 0.9549                | 0.4912                  | 0.9848                | 0.0            | 0.8145      | 0.9852          | 0.9510           | 0.4791             | 0.9806           |
| 0.0577        | 6.08  | 4000  | 0.0765          | 0.6954   | 0.8397        | 0.9423           | nan                 | 0.8025           | 0.9864               | 0.9456                | 0.4821                  | 0.9819                | 0.0            | 0.8003      | 0.9856          | 0.9419           | 0.4658             | 0.9791           |
| 0.0531        | 6.11  | 4020  | 0.0787          | 0.7053   | 0.8543        | 0.9610           | nan                 | 0.7607           | 0.9780               | 0.9776                | 0.5611                  | 0.9939                | 0.0            | 0.7595      | 0.9770          | 0.9715           | 0.5418             | 0.9821           |
| 0.0783        | 6.14  | 4040  | 0.0749          | 0.6987   | 0.8445        | 0.9463           | nan                 | 0.8236           | 0.9772               | 0.9479                | 0.4823                  | 0.9914                | 0.0            | 0.8222      | 0.9764          | 0.9430           | 0.4746             | 0.9762           |
| 0.0134        | 6.17  | 4060  | 0.0722          | 0.6950   | 0.8391        | 0.9615           | nan                 | 0.8364           | 0.9829               | 0.9690                | 0.4165                  | 0.9907                | 0.0            | 0.8351      | 0.9812          | 0.9639           | 0.4097             | 0.9799           |
| 0.0472        | 6.2   | 4080  | 0.0688          | 0.6990   | 0.8434        | 0.9490           | nan                 | 0.8265           | 0.9904               | 0.9500                | 0.4596                  | 0.9904                | 0.0            | 0.8248      | 0.9877          | 0.9467           | 0.4526             | 0.9821           |
| 0.0625        | 6.23  | 4100  | 0.0673          | 0.7176   | 0.8671        | 0.9702           | nan                 | 0.8320           | 0.9892               | 0.9813                | 0.5410                  | 0.9920                | 0.0            | 0.8299      | 0.9869          | 0.9772           | 0.5279             | 0.9839           |
| 0.0434        | 6.26  | 4120  | 0.0670          | 0.7145   | 0.8709        | 0.9497           | nan                 | 0.7854           | 0.9819               | 0.9585                | 0.6442                  | 0.9848                | 0.0            | 0.7826      | 0.9812          | 0.9554           | 0.5879             | 0.9799           |
| 0.0695        | 6.29  | 4140  | 0.0661          | 0.7417   | 0.9021        | 0.9607           | nan                 | 0.8588           | 0.9904               | 0.9659                | 0.7161                  | 0.9792                | 0.0            | 0.8571      | 0.9889          | 0.9608           | 0.6665             | 0.9772           |
| 0.1032        | 6.32  | 4160  | 0.0639          | 0.7387   | 0.8980        | 0.9637           | nan                 | 0.8107           | 0.9854               | 0.9751                | 0.7306                  | 0.9881                | 0.0            | 0.8091      | 0.9849          | 0.9702           | 0.6826             | 0.9856           |
| 0.3381        | 6.35  | 4180  | 0.0680          | 0.7171   | 0.8677        | 0.9582           | nan                 | 0.7939           | 0.9850               | 0.9706                | 0.6061                  | 0.9828                | 0.0            | 0.7926      | 0.9838          | 0.9636           | 0.5812             | 0.9813           |
| 0.0185        | 6.38  | 4200  | 0.0764          | 0.7362   | 0.8919        | 0.9724           | nan                 | 0.8219           | 0.9904               | 0.9864                | 0.6725                  | 0.9884                | 0.0            | 0.8212      | 0.9877          | 0.9788           | 0.6440             | 0.9856           |
| 0.1073        | 6.41  | 4220  | 0.0651          | 0.7425   | 0.8997        | 0.9661           | nan                 | 0.8294           | 0.9880               | 0.9758                | 0.7158                  | 0.9892                | 0.0            | 0.8274      | 0.9862          | 0.9704           | 0.6850             | 0.9858           |
| 0.0492        | 6.44  | 4240  | 0.0685          | 0.7217   | 0.8727        | 0.9527           | nan                 | 0.8079           | 0.9874               | 0.9590                | 0.6228                  | 0.9865                | 0.0            | 0.8058      | 0.9865          | 0.9551           | 0.5998             | 0.9832           |
| 0.0649        | 6.47  | 4260  | 0.0671          | 0.7030   | 0.8485        | 0.9581           | nan                 | 0.8114           | 0.9892               | 0.9669                | 0.4877                  | 0.9873                | 0.0            | 0.8097      | 0.9872          | 0.9637           | 0.4770             | 0.9805           |
| 0.1434        | 6.5   | 4280  | 0.0622          | 0.7230   | 0.8769        | 0.9633           | nan                 | 0.8467           | 0.9886               | 0.9708                | 0.5944                  | 0.9841                | 0.0            | 0.8436      | 0.9880          | 0.9671           | 0.5577             | 0.9815           |
| 0.0419        | 6.53  | 4300  | 0.0714          | 0.7493   | 0.9086        | 0.9689           | nan                 | 0.8108           | 0.9858               | 0.9822                | 0.7732                  | 0.9908                | 0.0            | 0.8085      | 0.9849          | 0.9775           | 0.7381             | 0.9867           |
| 0.1831        | 6.57  | 4320  | 0.0731          | 0.7552   | 0.9175        | 0.9744           | nan                 | 0.8462           | 0.9915               | 0.9860                | 0.7760                  | 0.9875                | 0.0            | 0.8449      | 0.9888          | 0.9801           | 0.7348             | 0.9825           |
| 0.008         | 6.6   | 4340  | 0.0700          | 0.7448   | 0.9035        | 0.9591           | nan                 | 0.8241           | 0.9898               | 0.9662                | 0.7514                  | 0.9860                | 0.0            | 0.8229      | 0.9892          | 0.9605           | 0.7151             | 0.9811           |
| 0.0067        | 6.63  | 4360  | 0.0690          | 0.7302   | 0.8828        | 0.9550           | nan                 | 0.8332           | 0.9874               | 0.9598                | 0.6496                  | 0.9840                | 0.0            | 0.8318      | 0.9871          | 0.9549           | 0.6274             | 0.9799           |
| 0.0193        | 6.66  | 4380  | 0.0711          | 0.7126   | 0.8603        | 0.9456           | nan                 | 0.8100           | 0.9909               | 0.9476                | 0.5665                  | 0.9863                | 0.0            | 0.8088      | 0.9896          | 0.9435           | 0.5536             | 0.9804           |
| 0.0257        | 6.69  | 4400  | 0.0813          | 0.7250   | 0.8774        | 0.9692           | nan                 | 0.8068           | 0.9885               | 0.9851                | 0.6233                  | 0.9833                | 0.0            | 0.8062      | 0.9878          | 0.9777           | 0.5990             | 0.9791           |
| 0.0243        | 6.72  | 4420  | 0.0677          | 0.7485   | 0.9082        | 0.9702           | nan                 | 0.8560           | 0.9907               | 0.9774                | 0.7248                  | 0.9920                | 0.0            | 0.8527      | 0.9896          | 0.9742           | 0.6900             | 0.9847           |
| 0.0663        | 6.75  | 4440  | 0.0652          | 0.7428   | 0.9034        | 0.9599           | nan                 | 0.8564           | 0.9915               | 0.9633                | 0.7209                  | 0.9850                | 0.0            | 0.8549      | 0.9898          | 0.9589           | 0.6718             | 0.9816           |
| 0.0302        | 6.78  | 4460  | 0.0752          | 0.7442   | 0.9066        | 0.9705           | nan                 | 0.8371           | 0.9916               | 0.9820                | 0.7376                  | 0.9849                | 0.0            | 0.8352      | 0.9878          | 0.9772           | 0.6830             | 0.9820           |
| 0.037         | 6.81  | 4480  | 0.0673          | 0.7442   | 0.9085        | 0.9609           | nan                 | 0.8301           | 0.9881               | 0.9675                | 0.7675                  | 0.9891                | 0.0            | 0.8269      | 0.9874          | 0.9645           | 0.7038             | 0.9825           |
| 0.0135        | 6.84  | 4500  | 0.0770          | 0.7039   | 0.8535        | 0.9553           | nan                 | 0.7198           | 0.9860               | 0.9760                | 0.6039                  | 0.9817                | 0.0            | 0.7190      | 0.9853          | 0.9699           | 0.5712             | 0.9778           |
| 0.0152        | 6.87  | 4520  | 0.0693          | 0.7343   | 0.8885        | 0.9508           | nan                 | 0.8599           | 0.9885               | 0.9469                | 0.6524                  | 0.9949                | 0.0            | 0.8568      | 0.9876          | 0.9446           | 0.6332             | 0.9839           |
| 0.0256        | 6.9   | 4540  | 0.0679          | 0.7199   | 0.8829        | 0.9716           | nan                 | 0.8710           | 0.9907               | 0.9798                | 0.5883                  | 0.9847                | 0.0            | 0.8663      | 0.9896          | 0.9761           | 0.5056             | 0.9820           |
| 0.0127        | 6.93  | 4560  | 0.0684          | 0.7157   | 0.8741        | 0.9676           | nan                 | 0.8704           | 0.9915               | 0.9738                | 0.5496                  | 0.9851                | 0.0            | 0.8671      | 0.9904          | 0.9698           | 0.4851             | 0.9821           |
| 0.018         | 6.96  | 4580  | 0.0717          | 0.7074   | 0.8558        | 0.9509           | nan                 | 0.8332           | 0.9890               | 0.9529                | 0.5163                  | 0.9875                | 0.0            | 0.8301      | 0.9883          | 0.9492           | 0.4921             | 0.9849           |
| 0.0127        | 6.99  | 4600  | 0.0883          | 0.6888   | 0.8329        | 0.9722           | nan                 | 0.8126           | 0.9817               | 0.9920                | 0.3997                  | 0.9784                | 0.0            | 0.8115      | 0.9812          | 0.9825           | 0.3809             | 0.9768           |
| 0.0119        | 7.02  | 4620  | 0.0622          | 0.7135   | 0.8650        | 0.9679           | nan                 | 0.8510           | 0.9914               | 0.9756                | 0.5170                  | 0.9898                | 0.0            | 0.8487      | 0.9899          | 0.9718           | 0.4872             | 0.9837           |
| 0.0127        | 7.05  | 4640  | 0.0682          | 0.7172   | 0.8763        | 0.9701           | nan                 | 0.8290           | 0.9906               | 0.9812                | 0.5887                  | 0.9918                | 0.0            | 0.8263      | 0.9898          | 0.9772           | 0.5243             | 0.9858           |
| 0.0369        | 7.08  | 4660  | 0.0689          | 0.7068   | 0.8618        | 0.9584           | nan                 | 0.8124           | 0.9908               | 0.9674                | 0.5534                  | 0.9850                | 0.0            | 0.8101      | 0.9861          | 0.9640           | 0.4983             | 0.9823           |
| 0.0088        | 7.11  | 4680  | 0.0739          | 0.7225   | 0.8767        | 0.9567           | nan                 | 0.8719           | 0.9911               | 0.9560                | 0.5762                  | 0.9881                | 0.0            | 0.8692      | 0.9889          | 0.9532           | 0.5398             | 0.9841           |
| 0.0074        | 7.14  | 4700  | 0.0718          | 0.7225   | 0.8799        | 0.9571           | nan                 | 0.8739           | 0.9919               | 0.9548                | 0.5856                  | 0.9932                | 0.0            | 0.8709      | 0.9908          | 0.9527           | 0.5408             | 0.9801           |
| 0.1149        | 7.17  | 4720  | 0.0693          | 0.7331   | 0.8954        | 0.9753           | nan                 | 0.8635           | 0.9891               | 0.9853                | 0.6493                  | 0.9896                | 0.0            | 0.8610      | 0.9885          | 0.9806           | 0.5847             | 0.9839           |
| 0.0146        | 7.2   | 4740  | 0.0624          | 0.7342   | 0.9004        | 0.9597           | nan                 | 0.8726           | 0.9899               | 0.9592                | 0.6875                  | 0.9925                | 0.0            | 0.8697      | 0.9879          | 0.9567           | 0.6060             | 0.9850           |
| 0.0131        | 7.23  | 4760  | 0.0840          | 0.7020   | 0.8531        | 0.9206           | nan                 | 0.8190           | 0.9878               | 0.9081                | 0.5629                  | 0.9878                | 0.0            | 0.8155      | 0.9833          | 0.9066           | 0.5260             | 0.9806           |
| 0.0081        | 7.26  | 4780  | 0.0665          | 0.7535   | 0.9158        | 0.9626           | nan                 | 0.8695           | 0.9916               | 0.9662                | 0.7692                  | 0.9826                | 0.0            | 0.8675      | 0.9894          | 0.9615           | 0.7227             | 0.9797           |
| 0.0074        | 7.29  | 4800  | 0.0679          | 0.7427   | 0.9001        | 0.9575           | nan                 | 0.8089           | 0.9909               | 0.9658                | 0.7503                  | 0.9847                | 0.0            | 0.8079      | 0.9901          | 0.9619           | 0.7152             | 0.9813           |
| 0.014         | 7.33  | 4820  | 0.0706          | 0.7304   | 0.8849        | 0.9475           | nan                 | 0.8013           | 0.9873               | 0.9509                | 0.6951                  | 0.9897                | 0.0            | 0.8004      | 0.9866          | 0.9477           | 0.6638             | 0.9839           |
| 0.0457        | 7.36  | 4840  | 0.0701          | 0.7606   | 0.9302        | 0.9749           | nan                 | 0.8568           | 0.9895               | 0.9852                | 0.8309                  | 0.9885                | 0.0            | 0.8559      | 0.9890          | 0.9787           | 0.7553             | 0.9851           |
| 0.0045        | 7.39  | 4860  | 0.0656          | 0.7382   | 0.8949        | 0.9455           | nan                 | 0.8402           | 0.9844               | 0.9435                | 0.7182                  | 0.9880                | 0.0            | 0.8370      | 0.9840          | 0.9411           | 0.6844             | 0.9829           |
| 0.0181        | 7.42  | 4880  | 0.0701          | 0.7358   | 0.8925        | 0.9599           | nan                 | 0.8303           | 0.9919               | 0.9654                | 0.6848                  | 0.9903                | 0.0            | 0.8266      | 0.9901          | 0.9631           | 0.6514             | 0.9838           |
| 0.0246        | 7.45  | 4900  | 0.0683          | 0.7253   | 0.8791        | 0.9539           | nan                 | 0.8139           | 0.9893               | 0.9590                | 0.6436                  | 0.9896                | 0.0            | 0.8117      | 0.9879          | 0.9566           | 0.6120             | 0.9834           |
| 0.0293        | 7.48  | 4920  | 0.0674          | 0.7600   | 0.9258        | 0.9614           | nan                 | 0.8887           | 0.9895               | 0.9598                | 0.7999                  | 0.9910                | 0.0            | 0.8859      | 0.9883          | 0.9569           | 0.7437             | 0.9854           |
| 0.0079        | 7.51  | 4940  | 0.0696          | 0.7430   | 0.9047        | 0.9611           | nan                 | 0.8572           | 0.9911               | 0.9640                | 0.7222                  | 0.9891                | 0.0            | 0.8544      | 0.9900          | 0.9609           | 0.6698             | 0.9827           |
| 0.021         | 7.54  | 4960  | 0.0879          | 0.7035   | 0.8535        | 0.9242           | nan                 | 0.7430           | 0.9885               | 0.9234                | 0.6251                  | 0.9874                | 0.0            | 0.7402      | 0.9878          | 0.9220           | 0.5894             | 0.9819           |
| 0.0405        | 7.57  | 4980  | 0.0683          | 0.7227   | 0.8790        | 0.9585           | nan                 | 0.8119           | 0.9893               | 0.9678                | 0.6425                  | 0.9836                | 0.0            | 0.8094      | 0.9884          | 0.9646           | 0.5931             | 0.9809           |
| 0.0092        | 7.6   | 5000  | 0.0679          | 0.7429   | 0.9028        | 0.9535           | nan                 | 0.8186           | 0.9896               | 0.9577                | 0.7598                  | 0.9886                | 0.0            | 0.8146      | 0.9884          | 0.9552           | 0.7151             | 0.9840           |
| 0.0661        | 7.63  | 5020  | 0.0727          | 0.7475   | 0.9057        | 0.9525           | nan                 | 0.8446           | 0.9897               | 0.9526                | 0.7533                  | 0.9884                | 0.0            | 0.8417      | 0.9891          | 0.9487           | 0.7191             | 0.9862           |
| 0.0571        | 7.66  | 5040  | 0.0711          | 0.7127   | 0.8632        | 0.9437           | nan                 | 0.8012           | 0.9881               | 0.9452                | 0.5912                  | 0.9902                | 0.0            | 0.7982      | 0.9867          | 0.9433           | 0.5680             | 0.9801           |
| 0.0167        | 7.69  | 5060  | 0.0657          | 0.7328   | 0.8891        | 0.9618           | nan                 | 0.8208           | 0.9919               | 0.9712                | 0.6777                  | 0.9840                | 0.0            | 0.8193      | 0.9906          | 0.9666           | 0.6394             | 0.9807           |
| 0.0177        | 7.72  | 5080  | 0.0632          | 0.7547   | 0.9186        | 0.9683           | nan                 | 0.8555           | 0.9858               | 0.9765                | 0.7890                  | 0.9861                | 0.0            | 0.8521      | 0.9822          | 0.9735           | 0.7363             | 0.9840           |
| 0.0395        | 7.75  | 5100  | 0.0654          | 0.7436   | 0.9043        | 0.9599           | nan                 | 0.8707           | 0.9896               | 0.9619                | 0.7154                  | 0.9837                | 0.0            | 0.8651      | 0.9748          | 0.9587           | 0.6816             | 0.9815           |
| 0.0105        | 7.78  | 5120  | 0.0704          | 0.7440   | 0.9006        | 0.9652           | nan                 | 0.8369           | 0.9855               | 0.9753                | 0.7224                  | 0.9831                | 0.0            | 0.8365      | 0.9845          | 0.9681           | 0.6959             | 0.9792           |
| 0.028         | 7.81  | 5140  | 0.0669          | 0.7405   | 0.8942        | 0.9531           | nan                 | 0.8406           | 0.9880               | 0.9561                | 0.7039                  | 0.9827                | 0.0            | 0.8392      | 0.9871          | 0.9517           | 0.6861             | 0.9789           |
| 0.0123        | 7.84  | 5160  | 0.0629          | 0.7537   | 0.9104        | 0.9712           | nan                 | 0.8683           | 0.9857               | 0.9790                | 0.7311                  | 0.9880                | 0.0            | 0.8655      | 0.9849          | 0.9740           | 0.7131             | 0.9847           |
| 0.1105        | 7.87  | 5180  | 0.0620          | 0.7500   | 0.9060        | 0.9637           | nan                 | 0.8553           | 0.9835               | 0.9699                | 0.7350                  | 0.9864                | 0.0            | 0.8530      | 0.9828          | 0.9645           | 0.7165             | 0.9832           |
| 0.0185        | 7.9   | 5200  | 0.0616          | 0.7443   | 0.9005        | 0.9605           | nan                 | 0.8452           | 0.9886               | 0.9645                | 0.7133                  | 0.9910                | 0.0            | 0.8425      | 0.9873          | 0.9614           | 0.6903             | 0.9843           |
| 0.0388        | 7.93  | 5220  | 0.0685          | 0.7312   | 0.8839        | 0.9503           | nan                 | 0.8831           | 0.9906               | 0.9444                | 0.6120                  | 0.9894                | 0.0            | 0.8788      | 0.9896          | 0.9422           | 0.5938             | 0.9830           |
| 0.0139        | 7.96  | 5240  | 0.0650          | 0.7378   | 0.8953        | 0.9610           | nan                 | 0.8572           | 0.9889               | 0.9657                | 0.6812                  | 0.9836                | 0.0            | 0.8543      | 0.9880          | 0.9626           | 0.6405             | 0.9813           |
| 0.0272        | 7.99  | 5260  | 0.0696          | 0.7558   | 0.9198        | 0.9711           | nan                 | 0.8473           | 0.9916               | 0.9805                | 0.7912                  | 0.9882                | 0.0            | 0.8460      | 0.9904          | 0.9763           | 0.7373             | 0.9850           |
| 0.0149        | 8.02  | 5280  | 0.0769          | 0.7485   | 0.9121        | 0.9572           | nan                 | 0.7868           | 0.9877               | 0.9678                | 0.8309                  | 0.9873                | 0.0            | 0.7854      | 0.9870          | 0.9641           | 0.7700             | 0.9848           |
| 0.1279        | 8.05  | 5300  | 0.0664          | 0.7604   | 0.9233        | 0.9645           | nan                 | 0.8571           | 0.9885               | 0.9691                | 0.8126                  | 0.9894                | 0.0            | 0.8538      | 0.9873          | 0.9666           | 0.7690             | 0.9855           |
| 0.0176        | 8.09  | 5320  | 0.0720          | 0.7377   | 0.8927        | 0.9493           | nan                 | 0.8015           | 0.9889               | 0.9524                | 0.7274                  | 0.9931                | 0.0            | 0.8001      | 0.9878          | 0.9500           | 0.7040             | 0.9846           |
| 0.0263        | 8.12  | 5340  | 0.0697          | 0.7422   | 0.8982        | 0.9615           | nan                 | 0.8225           | 0.9906               | 0.9680                | 0.7162                  | 0.9937                | 0.0            | 0.8203      | 0.9896          | 0.9655           | 0.6913             | 0.9863           |
| 0.0102        | 8.15  | 5360  | 0.0688          | 0.7369   | 0.8925        | 0.9545           | nan                 | 0.8032           | 0.9878               | 0.9606                | 0.7185                  | 0.9924                | 0.0            | 0.8008      | 0.9871          | 0.9579           | 0.6895             | 0.9862           |
| 0.0142        | 8.18  | 5380  | 0.0638          | 0.7560   | 0.9183        | 0.9647           | nan                 | 0.8576           | 0.9871               | 0.9693                | 0.7862                  | 0.9913                | 0.0            | 0.8550      | 0.9865          | 0.9652           | 0.7433             | 0.9861           |
| 0.0085        | 8.21  | 5400  | 0.0709          | 0.7526   | 0.9152        | 0.9593           | nan                 | 0.8203           | 0.9899               | 0.9659                | 0.8107                  | 0.9891                | 0.0            | 0.8161      | 0.9887          | 0.9632           | 0.7637             | 0.9839           |
| 0.012         | 8.24  | 5420  | 0.0676          | 0.7453   | 0.9151        | 0.9632           | nan                 | 0.8369           | 0.9874               | 0.9712                | 0.7949                  | 0.9849                | 0.0            | 0.8331      | 0.9867          | 0.9687           | 0.7015             | 0.9821           |
| 0.0222        | 8.27  | 5440  | 0.0738          | 0.7398   | 0.9058        | 0.9477           | nan                 | 0.7953           | 0.9902               | 0.9520                | 0.8048                  | 0.9867                | 0.0            | 0.7942      | 0.9893          | 0.9491           | 0.7218             | 0.9841           |
| 0.0132        | 8.3   | 5460  | 0.0795          | 0.7245   | 0.8809        | 0.9397           | nan                 | 0.8018           | 0.9899               | 0.9413                | 0.6926                  | 0.9789                | 0.0            | 0.7952      | 0.9888          | 0.9388           | 0.6547             | 0.9694           |
| 0.0355        | 8.33  | 5480  | 0.0859          | 0.7433   | 0.9053        | 0.9673           | nan                 | 0.8011           | 0.9880               | 0.9845                | 0.7767                  | 0.9762                | 0.0            | 0.7928      | 0.9874          | 0.9806           | 0.7276             | 0.9715           |
| 0.0097        | 8.36  | 5500  | 0.0681          | 0.7349   | 0.8926        | 0.9621           | nan                 | 0.8594           | 0.9904               | 0.9700                | 0.6720                  | 0.9712                | 0.0            | 0.8494      | 0.9898          | 0.9669           | 0.6338             | 0.9693           |
| 0.0111        | 8.39  | 5520  | 0.0756          | 0.7338   | 0.8931        | 0.9594           | nan                 | 0.8183           | 0.9905               | 0.9689                | 0.7073                  | 0.9804                | 0.0            | 0.8123      | 0.9896          | 0.9657           | 0.6602             | 0.9751           |
| 0.01          | 8.42  | 5540  | 0.0656          | 0.7524   | 0.9152        | 0.9660           | nan                 | 0.8737           | 0.9836               | 0.9704                | 0.7596                  | 0.9887                | 0.0            | 0.8638      | 0.9835          | 0.9674           | 0.7172             | 0.9824           |
| 0.0119        | 8.45  | 5560  | 0.0703          | 0.7376   | 0.8967        | 0.9595           | nan                 | 0.8151           | 0.9902               | 0.9681                | 0.7247                  | 0.9855                | 0.0            | 0.8097      | 0.9899          | 0.9633           | 0.6810             | 0.9820           |
| 0.0697        | 8.48  | 5580  | 0.0703          | 0.7244   | 0.8795        | 0.9535           | nan                 | 0.8057           | 0.9887               | 0.9617                | 0.6607                  | 0.9808                | 0.0            | 0.8027      | 0.9884          | 0.9577           | 0.6191             | 0.9782           |
| 0.0159        | 8.51  | 5600  | 0.0650          | 0.7437   | 0.9079        | 0.9630           | nan                 | 0.8316           | 0.9876               | 0.9707                | 0.7606                  | 0.9889                | 0.0            | 0.8283      | 0.9872          | 0.9672           | 0.6933             | 0.9865           |
| 0.0138        | 8.54  | 5620  | 0.0724          | 0.7496   | 0.9128        | 0.9668           | nan                 | 0.8537           | 0.9910               | 0.9722                | 0.7542                  | 0.9927                | 0.0            | 0.8525      | 0.9892          | 0.9683           | 0.6982             | 0.9893           |
| 0.0504        | 8.57  | 5640  | 0.0650          | 0.7435   | 0.9087        | 0.9654           | nan                 | 0.8545           | 0.9869               | 0.9716                | 0.7418                  | 0.9885                | 0.0            | 0.8508      | 0.9855          | 0.9687           | 0.6696             | 0.9866           |
| 0.0043        | 8.6   | 5660  | 0.0677          | 0.7500   | 0.9122        | 0.9710           | nan                 | 0.8775           | 0.9875               | 0.9774                | 0.7311                  | 0.9877                | 0.0            | 0.8741      | 0.9873          | 0.9738           | 0.6788             | 0.9860           |
| 0.0717        | 8.63  | 5680  | 0.0666          | 0.7445   | 0.9087        | 0.9592           | nan                 | 0.8400           | 0.9895               | 0.9639                | 0.7626                  | 0.9875                | 0.0            | 0.8369      | 0.9884          | 0.9612           | 0.6946             | 0.9857           |
| 0.0314        | 8.66  | 5700  | 0.0648          | 0.7228   | 0.8784        | 0.9548           | nan                 | 0.8567           | 0.9889               | 0.9566                | 0.6065                  | 0.9833                | 0.0            | 0.8541      | 0.9875          | 0.9543           | 0.5593             | 0.9814           |
| 0.0205        | 8.69  | 5720  | 0.0672          | 0.7481   | 0.9080        | 0.9721           | nan                 | 0.8851           | 0.9884               | 0.9772                | 0.6982                  | 0.9909                | 0.0            | 0.8840      | 0.9878          | 0.9732           | 0.6561             | 0.9878           |
| 0.0329        | 8.72  | 5740  | 0.0657          | 0.7507   | 0.9130        | 0.9731           | nan                 | 0.8708           | 0.9873               | 0.9810                | 0.7361                  | 0.9895                | 0.0            | 0.8690      | 0.9871          | 0.9766           | 0.6845             | 0.9873           |
| 0.0854        | 8.75  | 5760  | 0.0651          | 0.7445   | 0.9011        | 0.9701           | nan                 | 0.8909           | 0.9895               | 0.9734                | 0.6616                  | 0.9902                | 0.0            | 0.8880      | 0.9892          | 0.9705           | 0.6318             | 0.9876           |
| 0.0074        | 8.78  | 5780  | 0.0675          | 0.7355   | 0.8880        | 0.9711           | nan                 | 0.8810           | 0.9913               | 0.9762                | 0.6013                  | 0.9902                | 0.0            | 0.8793      | 0.9907          | 0.9724           | 0.5837             | 0.9867           |
| 0.0183        | 8.81  | 5800  | 0.0660          | 0.7243   | 0.8751        | 0.9627           | nan                 | 0.8422           | 0.9900               | 0.9695                | 0.5870                  | 0.9870                | 0.0            | 0.8396      | 0.9891          | 0.9663           | 0.5673             | 0.9836           |
| 0.1138        | 8.84  | 5820  | 0.0656          | 0.7345   | 0.8879        | 0.9617           | nan                 | 0.8889           | 0.9869               | 0.9628                | 0.6160                  | 0.9851                | 0.0            | 0.8860      | 0.9864          | 0.9597           | 0.5922             | 0.9827           |
| 0.02          | 8.88  | 5840  | 0.0682          | 0.7414   | 0.9007        | 0.9603           | nan                 | 0.8486           | 0.9894               | 0.9648                | 0.7143                  | 0.9867                | 0.0            | 0.8469      | 0.9882          | 0.9616           | 0.6684             | 0.9832           |
| 0.0623        | 8.91  | 5860  | 0.0706          | 0.7276   | 0.8838        | 0.9481           | nan                 | 0.8353           | 0.9859               | 0.9489                | 0.6641                  | 0.9849                | 0.0            | 0.8333      | 0.9853          | 0.9460           | 0.6191             | 0.9820           |
| 0.01          | 8.94  | 5880  | 0.0656          | 0.7457   | 0.9036        | 0.9625           | nan                 | 0.8347           | 0.9871               | 0.9694                | 0.7371                  | 0.9894                | 0.0            | 0.8334      | 0.9865          | 0.9654           | 0.7036             | 0.9854           |
| 0.0128        | 8.97  | 5900  | 0.0707          | 0.7375   | 0.8901        | 0.9676           | nan                 | 0.8420           | 0.9872               | 0.9766                | 0.6554                  | 0.9893                | 0.0            | 0.8405      | 0.9866          | 0.9728           | 0.6420             | 0.9829           |
| 0.0239        | 9.0   | 5920  | 0.0710          | 0.7221   | 0.8774        | 0.9478           | nan                 | 0.8490           | 0.9613               | 0.9490                | 0.6385                  | 0.9891                | 0.0            | 0.8443      | 0.9610          | 0.9438           | 0.5989             | 0.9847           |
| 0.0094        | 9.03  | 5940  | 0.0699          | 0.7516   | 0.9229        | 0.9744           | nan                 | 0.8456           | 0.9842               | 0.9860                | 0.8074                  | 0.9915                | 0.0            | 0.8423      | 0.9837          | 0.9821           | 0.7136             | 0.9879           |
| 0.0513        | 9.06  | 5960  | 0.0648          | 0.7477   | 0.9182        | 0.9653           | nan                 | 0.8555           | 0.9895               | 0.9720                | 0.7905                  | 0.9835                | 0.0            | 0.8518      | 0.9879          | 0.9687           | 0.6954             | 0.9823           |
| 0.0625        | 9.09  | 5980  | 0.0737          | 0.7348   | 0.8959        | 0.9529           | nan                 | 0.8481           | 0.9381               | 0.9606                | 0.7463                  | 0.9866                | 0.0            | 0.8471      | 0.9376          | 0.9502           | 0.6897             | 0.9844           |
| 0.0106        | 9.12  | 6000  | 0.0751          | 0.7516   | 0.9162        | 0.9688           | nan                 | 0.8708           | 0.9643               | 0.9776                | 0.7794                  | 0.9891                | 0.0            | 0.8686      | 0.9638          | 0.9700           | 0.7207             | 0.9868           |
| 0.0067        | 9.15  | 6020  | 0.0685          | 0.7409   | 0.9044        | 0.9561           | nan                 | 0.8508           | 0.9908               | 0.9557                | 0.7302                  | 0.9946                | 0.0            | 0.8479      | 0.9871          | 0.9535           | 0.6719             | 0.9850           |
| 0.0326        | 9.18  | 6040  | 0.0699          | 0.7341   | 0.8937        | 0.9613           | nan                 | 0.8095           | 0.9915               | 0.9693                | 0.7039                  | 0.9942                | 0.0            | 0.8075      | 0.9906          | 0.9665           | 0.6540             | 0.9863           |
| 0.0068        | 9.21  | 6060  | 0.0665          | 0.7439   | 0.9055        | 0.9611           | nan                 | 0.8600           | 0.9907               | 0.9648                | 0.7276                  | 0.9844                | 0.0            | 0.8577      | 0.9902          | 0.9616           | 0.6722             | 0.9820           |
| 0.0672        | 9.24  | 6080  | 0.0674          | 0.7311   | 0.8875        | 0.9612           | nan                 | 0.8394           | 0.9872               | 0.9682                | 0.6575                  | 0.9853                | 0.0            | 0.8374      | 0.9869          | 0.9648           | 0.6147             | 0.9829           |
| 0.0284        | 9.27  | 6100  | 0.0638          | 0.7444   | 0.9059        | 0.9649           | nan                 | 0.8656           | 0.9922               | 0.9683                | 0.7130                  | 0.9903                | 0.0            | 0.8635      | 0.9906          | 0.9651           | 0.6600             | 0.9869           |
| 0.0446        | 9.3   | 6120  | 0.0646          | 0.7518   | 0.9153        | 0.9615           | nan                 | 0.8933           | 0.9889               | 0.9598                | 0.7446                  | 0.9901                | 0.0            | 0.8906      | 0.9880          | 0.9572           | 0.6894             | 0.9859           |
| 0.0484        | 9.33  | 6140  | 0.0637          | 0.7498   | 0.9108        | 0.9623           | nan                 | 0.8759           | 0.9917               | 0.9624                | 0.7315                  | 0.9926                | 0.0            | 0.8731      | 0.9903          | 0.9600           | 0.6894             | 0.9859           |
| 0.0297        | 9.36  | 6160  | 0.0652          | 0.7384   | 0.8965        | 0.9596           | nan                 | 0.8568           | 0.9896               | 0.9634                | 0.6887                  | 0.9840                | 0.0            | 0.8544      | 0.9884          | 0.9604           | 0.6459             | 0.9812           |
| 0.0097        | 9.39  | 6180  | 0.0685          | 0.7324   | 0.8951        | 0.9568           | nan                 | 0.8286           | 0.9870               | 0.9630                | 0.7129                  | 0.9841                | 0.0            | 0.8254      | 0.9847          | 0.9606           | 0.6427             | 0.9811           |
| 0.0439        | 9.42  | 6200  | 0.0778          | 0.7255   | 0.8778        | 0.9508           | nan                 | 0.7756           | 0.9846               | 0.9603                | 0.6813                  | 0.9873                | 0.0            | 0.7722      | 0.9806          | 0.9574           | 0.6599             | 0.9831           |
| 0.0451        | 9.45  | 6220  | 0.0790          | 0.7431   | 0.8977        | 0.9389           | nan                 | 0.8400           | 0.9886               | 0.9315                | 0.7356                  | 0.9928                | 0.0            | 0.8368      | 0.9865          | 0.9291           | 0.7183             | 0.9879           |
| 0.0146        | 9.48  | 6240  | 0.0696          | 0.7540   | 0.9133        | 0.9697           | nan                 | 0.8862           | 0.9896               | 0.9742                | 0.7300                  | 0.9865                | 0.0            | 0.8834      | 0.9880          | 0.9697           | 0.6986             | 0.9845           |
| 0.0464        | 9.51  | 6260  | 0.0656          | 0.7497   | 0.9095        | 0.9595           | nan                 | 0.8501           | 0.9868               | 0.9628                | 0.7588                  | 0.9892                | 0.0            | 0.8477      | 0.9851          | 0.9596           | 0.7191             | 0.9865           |
| 0.018         | 9.54  | 6280  | 0.0712          | 0.7526   | 0.9109        | 0.9654           | nan                 | 0.8467           | 0.9885               | 0.9718                | 0.7567                  | 0.9908                | 0.0            | 0.8451      | 0.9857          | 0.9674           | 0.7310             | 0.9863           |
| 0.0106        | 9.57  | 6300  | 0.0646          | 0.7477   | 0.9062        | 0.9616           | nan                 | 0.8357           | 0.9867               | 0.9676                | 0.7496                  | 0.9913                | 0.0            | 0.8335      | 0.9841          | 0.9642           | 0.7184             | 0.9860           |
| 0.0075        | 9.6   | 6320  | 0.0671          | 0.7301   | 0.8861        | 0.9549           | nan                 | 0.8150           | 0.9904               | 0.9604                | 0.6759                  | 0.9886                | 0.0            | 0.8123      | 0.9883          | 0.9578           | 0.6394             | 0.9826           |
| 0.0144        | 9.64  | 6340  | 0.0607          | 0.7632   | 0.9267        | 0.9626           | nan                 | 0.8801           | 0.9896               | 0.9620                | 0.8081                  | 0.9938                | 0.0            | 0.8777      | 0.9877          | 0.9594           | 0.7673             | 0.9870           |
| 0.0052        | 9.67  | 6360  | 0.0676          | 0.7435   | 0.8995        | 0.9445           | nan                 | 0.8020           | 0.9766               | 0.9473                | 0.7809                  | 0.9906                | 0.0            | 0.8013      | 0.9760          | 0.9426           | 0.7564             | 0.9845           |
| 0.1188        | 9.7   | 6380  | 0.0631          | 0.7640   | 0.9294        | 0.9644           | nan                 | 0.8511           | 0.9884               | 0.9697                | 0.8478                  | 0.9899                | 0.0            | 0.8489      | 0.9878          | 0.9659           | 0.7942             | 0.9871           |
| 0.0243        | 9.73  | 6400  | 0.0621          | 0.7645   | 0.9280        | 0.9653           | nan                 | 0.8629           | 0.9886               | 0.9701                | 0.8309                  | 0.9873                | 0.0            | 0.8605      | 0.9880          | 0.9663           | 0.7871             | 0.9851           |
| 0.0136        | 9.76  | 6420  | 0.0597          | 0.7609   | 0.9231        | 0.9670           | nan                 | 0.8627           | 0.9859               | 0.9725                | 0.8045                  | 0.9900                | 0.0            | 0.8615      | 0.9852          | 0.9680           | 0.7635             | 0.9874           |
| 0.0365        | 9.79  | 6440  | 0.0621          | 0.7586   | 0.9203        | 0.9716           | nan                 | 0.8800           | 0.9803               | 0.9788                | 0.7746                  | 0.9876                | 0.0            | 0.8795      | 0.9799          | 0.9724           | 0.7344             | 0.9855           |
| 0.0136        | 9.82  | 6460  | 0.0645          | 0.7547   | 0.9207        | 0.9571           | nan                 | 0.8698           | 0.9786               | 0.9598                | 0.8146                  | 0.9806                | 0.0            | 0.8691      | 0.9783          | 0.9534           | 0.7475             | 0.9800           |
| 0.0172        | 9.85  | 6480  | 0.0642          | 0.7594   | 0.9308        | 0.9651           | nan                 | 0.8397           | 0.9837               | 0.9728                | 0.8681                  | 0.9897                | 0.0            | 0.8384      | 0.9832          | 0.9679           | 0.7793             | 0.9878           |
| 0.0181        | 9.88  | 6500  | 0.0646          | 0.7405   | 0.8984        | 0.9521           | nan                 | 0.8292           | 0.9889               | 0.9536                | 0.7294                  | 0.9907                | 0.0            | 0.8270      | 0.9873          | 0.9509           | 0.6900             | 0.9875           |
| 0.0107        | 9.91  | 6520  | 0.0623          | 0.7499   | 0.9074        | 0.9582           | nan                 | 0.8654           | 0.9892               | 0.9586                | 0.7348                  | 0.9892                | 0.0            | 0.8637      | 0.9857          | 0.9555           | 0.7072             | 0.9873           |
| 0.0838        | 9.94  | 6540  | 0.0692          | 0.7429   | 0.8997        | 0.9643           | nan                 | 0.8217           | 0.9886               | 0.9752                | 0.7292                  | 0.9839                | 0.0            | 0.8200      | 0.9846          | 0.9713           | 0.6987             | 0.9827           |
| 0.0467        | 9.97  | 6560  | 0.0645          | 0.7583   | 0.9160        | 0.9708           | nan                 | 0.8424           | 0.9912               | 0.9803                | 0.7761                  | 0.9900                | 0.0            | 0.8418      | 0.9891          | 0.9757           | 0.7555             | 0.9880           |
| 0.0087        | 10.0  | 6580  | 0.0616          | 0.7494   | 0.9045        | 0.9597           | nan                 | 0.8822           | 0.9910               | 0.9583                | 0.7006                  | 0.9903                | 0.0            | 0.8806      | 0.9890          | 0.9551           | 0.6844             | 0.9872           |
| 0.0126        | 10.03 | 6600  | 0.0612          | 0.7561   | 0.9149        | 0.9691           | nan                 | 0.8814           | 0.9892               | 0.9727                | 0.7395                  | 0.9918                | 0.0            | 0.8786      | 0.9882          | 0.9691           | 0.7112             | 0.9893           |
| 0.0161        | 10.06 | 6620  | 0.0661          | 0.7549   | 0.9155        | 0.9713           | nan                 | 0.8664           | 0.9896               | 0.9784                | 0.7536                  | 0.9897                | 0.0            | 0.8649      | 0.9887          | 0.9743           | 0.7138             | 0.9878           |
| 0.0111        | 10.09 | 6640  | 0.0678          | 0.7461   | 0.9004        | 0.9550           | nan                 | 0.8370           | 0.9897               | 0.9567                | 0.7270                  | 0.9917                | 0.0            | 0.8365      | 0.9883          | 0.9533           | 0.7097             | 0.9887           |
| 0.0088        | 10.12 | 6660  | 0.0668          | 0.7621   | 0.9189        | 0.9697           | nan                 | 0.8699           | 0.9885               | 0.9751                | 0.7695                  | 0.9915                | 0.0            | 0.8692      | 0.9879          | 0.9705           | 0.7568             | 0.9884           |
| 0.0154        | 10.15 | 6680  | 0.0668          | 0.7559   | 0.9119        | 0.9669           | nan                 | 0.8406           | 0.9893               | 0.9752                | 0.7655                  | 0.9887                | 0.0            | 0.8403      | 0.9884          | 0.9699           | 0.7507             | 0.9861           |
| 0.015         | 10.18 | 6700  | 0.0655          | 0.7574   | 0.9131        | 0.9634           | nan                 | 0.8614           | 0.9891               | 0.9670                | 0.7585                  | 0.9896                | 0.0            | 0.8602      | 0.9886          | 0.9631           | 0.7455             | 0.9870           |
| 0.0476        | 10.21 | 6720  | 0.0653          | 0.7506   | 0.9059        | 0.9653           | nan                 | 0.8361           | 0.9902               | 0.9736                | 0.7416                  | 0.9878                | 0.0            | 0.8353      | 0.9892          | 0.9691           | 0.7245             | 0.9857           |
| 0.0039        | 10.24 | 6740  | 0.0644          | 0.7635   | 0.9227        | 0.9652           | nan                 | 0.8746           | 0.9885               | 0.9675                | 0.7917                  | 0.9912                | 0.0            | 0.8732      | 0.9879          | 0.9638           | 0.7680             | 0.9878           |
| 0.0155        | 10.27 | 6760  | 0.0667          | 0.7498   | 0.9061        | 0.9606           | nan                 | 0.8296           | 0.9837               | 0.9679                | 0.7609                  | 0.9887                | 0.0            | 0.8289      | 0.9833          | 0.9624           | 0.7378             | 0.9861           |
| 0.0106        | 10.3  | 6780  | 0.0661          | 0.7600   | 0.9191        | 0.9656           | nan                 | 0.8412           | 0.9833               | 0.9733                | 0.8063                  | 0.9913                | 0.0            | 0.8393      | 0.9830          | 0.9692           | 0.7812             | 0.9870           |
| 0.0109        | 10.33 | 6800  | 0.0662          | 0.7656   | 0.9250        | 0.9580           | nan                 | 0.8740           | 0.9882               | 0.9569                | 0.8157                  | 0.9901                | 0.0            | 0.8712      | 0.9875          | 0.9540           | 0.7943             | 0.9866           |
| 0.0127        | 10.36 | 6820  | 0.0685          | 0.7619   | 0.9204        | 0.9645           | nan                 | 0.8795           | 0.9885               | 0.9674                | 0.7810                  | 0.9856                | 0.0            | 0.8782      | 0.9880          | 0.9628           | 0.7588             | 0.9834           |
| 0.005         | 10.4  | 6840  | 0.0712          | 0.7623   | 0.9221        | 0.9524           | nan                 | 0.8759           | 0.9883               | 0.9469                | 0.8048                  | 0.9945                | 0.0            | 0.8732      | 0.9878          | 0.9442           | 0.7808             | 0.9878           |
| 0.0199        | 10.43 | 6860  | 0.0677          | 0.7718   | 0.9375        | 0.9690           | nan                 | 0.8814           | 0.9869               | 0.9721                | 0.8541                  | 0.9929                | 0.0            | 0.8787      | 0.9866          | 0.9683           | 0.8075             | 0.9894           |
| 0.06          | 10.46 | 6880  | 0.0703          | 0.7397   | 0.8973        | 0.9585           | nan                 | 0.8391           | 0.9863               | 0.9634                | 0.7095                  | 0.9880                | 0.0            | 0.8365      | 0.9860          | 0.9604           | 0.6708             | 0.9845           |
| 0.0159        | 10.49 | 6900  | 0.0707          | 0.7612   | 0.9229        | 0.9718           | nan                 | 0.8748           | 0.9862               | 0.9785                | 0.7860                  | 0.9890                | 0.0            | 0.8731      | 0.9859          | 0.9746           | 0.7475             | 0.9861           |
| 0.014         | 10.52 | 6920  | 0.0650          | 0.7555   | 0.9151        | 0.9638           | nan                 | 0.8886           | 0.9839               | 0.9650                | 0.7495                  | 0.9885                | 0.0            | 0.8851      | 0.9836          | 0.9622           | 0.7166             | 0.9855           |
| 0.0464        | 10.55 | 6940  | 0.0638          | 0.7583   | 0.9184        | 0.9678           | nan                 | 0.8821           | 0.9915               | 0.9711                | 0.7595                  | 0.9880                | 0.0            | 0.8803      | 0.9902          | 0.9675           | 0.7258             | 0.9859           |
| 0.0087        | 10.58 | 6960  | 0.0680          | 0.7439   | 0.8987        | 0.9543           | nan                 | 0.8910           | 0.9883               | 0.9505                | 0.6781                  | 0.9856                | 0.0            | 0.8876      | 0.9879          | 0.9479           | 0.6563             | 0.9835           |
| 0.006         | 10.61 | 6980  | 0.0659          | 0.7431   | 0.8998        | 0.9700           | nan                 | 0.9017           | 0.9788               | 0.9745                | 0.6581                  | 0.9860                | 0.0            | 0.8985      | 0.9785          | 0.9693           | 0.6284             | 0.9836           |
| 0.0118        | 10.64 | 7000  | 0.0669          | 0.7405   | 0.9196        | 0.9678           | nan                 | 0.8772           | 0.9796               | 0.9743                | 0.7829                  | 0.9842                | 0.0            | 0.8748      | 0.9790          | 0.9689           | 0.6377             | 0.9823           |
| 0.0287        | 10.67 | 7020  | 0.0682          | 0.7491   | 0.9221        | 0.9645           | nan                 | 0.8862           | 0.9857               | 0.9662                | 0.7844                  | 0.9880                | 0.0            | 0.8837      | 0.9851          | 0.9625           | 0.6778             | 0.9854           |
| 0.0166        | 10.7  | 7040  | 0.0731          | 0.7436   | 0.9051        | 0.9625           | nan                 | 0.8151           | 0.9875               | 0.9721                | 0.7617                  | 0.9891                | 0.0            | 0.8143      | 0.9869          | 0.9679           | 0.7099             | 0.9825           |
| 0.016         | 10.73 | 7060  | 0.0991          | 0.7256   | 0.8784        | 0.9280           | nan                 | 0.8064           | 0.9897               | 0.9210                | 0.6889                  | 0.9858                | 0.0            | 0.8039      | 0.9889          | 0.9186           | 0.6632             | 0.9792           |
| 0.0179        | 10.76 | 7080  | 0.0692          | 0.7550   | 0.9164        | 0.9693           | nan                 | 0.8462           | 0.9901               | 0.9780                | 0.7786                  | 0.9889                | 0.0            | 0.8442      | 0.9892          | 0.9745           | 0.7376             | 0.9845           |
| 0.0077        | 10.79 | 7100  | 0.0670          | 0.7596   | 0.9206        | 0.9602           | nan                 | 0.8918           | 0.9866               | 0.9585                | 0.7768                  | 0.9891                | 0.0            | 0.8881      | 0.9860          | 0.9561           | 0.7428             | 0.9843           |
| 0.0112        | 10.82 | 7120  | 0.0693          | 0.7644   | 0.9251        | 0.9636           | nan                 | 0.8650           | 0.9903               | 0.9676                | 0.8171                  | 0.9852                | 0.0            | 0.8627      | 0.9894          | 0.9637           | 0.7881             | 0.9822           |
| 0.0155        | 10.85 | 7140  | 0.0699          | 0.7529   | 0.9152        | 0.9600           | nan                 | 0.8590           | 0.9885               | 0.9612                | 0.7741                  | 0.9930                | 0.0            | 0.8561      | 0.9879          | 0.9586           | 0.7248             | 0.9899           |
| 0.0059        | 10.88 | 7160  | 0.0705          | 0.7589   | 0.9240        | 0.9607           | nan                 | 0.8536           | 0.9883               | 0.9634                | 0.8234                  | 0.9912                | 0.0            | 0.8524      | 0.9876          | 0.9602           | 0.7641             | 0.9889           |
| 0.028         | 10.91 | 7180  | 0.0686          | 0.7524   | 0.9147        | 0.9594           | nan                 | 0.8608           | 0.9875               | 0.9602                | 0.7718                  | 0.9932                | 0.0            | 0.8594      | 0.9871          | 0.9572           | 0.7210             | 0.9894           |
| 0.0815        | 10.94 | 7200  | 0.0766          | 0.7287   | 0.8840        | 0.9618           | nan                 | 0.8513           | 0.9880               | 0.9667                | 0.6254                  | 0.9886                | 0.0            | 0.8498      | 0.9877          | 0.9622           | 0.5872             | 0.9853           |
| 0.0813        | 10.97 | 7220  | 0.0855          | 0.7351   | 0.8909        | 0.9459           | nan                 | 0.8290           | 0.9904               | 0.9434                | 0.6985                  | 0.9934                | 0.0            | 0.8273      | 0.9895          | 0.9408           | 0.6647             | 0.9882           |
| 0.0117        | 11.0  | 7240  | 0.0727          | 0.7328   | 0.8895        | 0.9555           | nan                 | 0.8390           | 0.9602               | 0.9634                | 0.7008                  | 0.9841                | 0.0            | 0.8377      | 0.9600          | 0.9558           | 0.6605             | 0.9828           |
| 0.0168        | 11.03 | 7260  | 0.0748          | 0.7289   | 0.8816        | 0.9592           | nan                 | 0.8302           | 0.9896               | 0.9666                | 0.6383                  | 0.9834                | 0.0            | 0.8290      | 0.9889          | 0.9623           | 0.6122             | 0.9813           |
| 0.0097        | 11.06 | 7280  | 0.0691          | 0.7500   | 0.9085        | 0.9706           | nan                 | 0.8841           | 0.9877               | 0.9754                | 0.7056                  | 0.9895                | 0.0            | 0.8815      | 0.9871          | 0.9722           | 0.6738             | 0.9856           |
| 0.0101        | 11.09 | 7300  | 0.0689          | 0.7496   | 0.9072        | 0.9627           | nan                 | 0.8520           | 0.9886               | 0.9683                | 0.7415                  | 0.9858                | 0.0            | 0.8504      | 0.9875          | 0.9643           | 0.7128             | 0.9825           |
| 0.014         | 11.12 | 7320  | 0.0714          | 0.7501   | 0.9080        | 0.9535           | nan                 | 0.8442           | 0.9873               | 0.9542                | 0.7641                  | 0.9900                | 0.0            | 0.8422      | 0.9867          | 0.9510           | 0.7354             | 0.9854           |
| 0.0121        | 11.16 | 7340  | 0.0661          | 0.7504   | 0.9090        | 0.9602           | nan                 | 0.8403           | 0.9875               | 0.9644                | 0.7606                  | 0.9923                | 0.0            | 0.8387      | 0.9869          | 0.9614           | 0.7295             | 0.9859           |
| 0.0093        | 11.19 | 7360  | 0.0644          | 0.7460   | 0.9029        | 0.9564           | nan                 | 0.8555           | 0.9889               | 0.9575                | 0.7241                  | 0.9883                | 0.0            | 0.8533      | 0.9881          | 0.9542           | 0.6937             | 0.9864           |
| 0.0878        | 11.22 | 7380  | 0.0650          | 0.7491   | 0.9127        | 0.9586           | nan                 | 0.8538           | 0.9907               | 0.9599                | 0.7672                  | 0.9917                | 0.0            | 0.8514      | 0.9845          | 0.9569           | 0.7128             | 0.9891           |
| 0.0143        | 11.25 | 7400  | 0.0641          | 0.7577   | 0.9251        | 0.9683           | nan                 | 0.8780           | 0.9907               | 0.9717                | 0.7941                  | 0.9907                | 0.0            | 0.8764      | 0.9888          | 0.9683           | 0.7247             | 0.9882           |
| 0.0481        | 11.28 | 7420  | 0.0676          | 0.7634   | 0.9317        | 0.9571           | nan                 | 0.8657           | 0.9907               | 0.9570                | 0.8589                  | 0.9863                | 0.0            | 0.8632      | 0.9891          | 0.9538           | 0.7897             | 0.9848           |
| 0.008         | 11.31 | 7440  | 0.0630          | 0.7590   | 0.9218        | 0.9647           | nan                 | 0.8862           | 0.9887               | 0.9662                | 0.7802                  | 0.9878                | 0.0            | 0.8839      | 0.9882          | 0.9629           | 0.7331             | 0.9859           |
| 0.0058        | 11.34 | 7460  | 0.0677          | 0.7681   | 0.9314        | 0.9720           | nan                 | 0.8974           | 0.9902               | 0.9755                | 0.8056                  | 0.9881                | 0.0            | 0.8951      | 0.9890          | 0.9719           | 0.7668             | 0.9857           |
| 0.0471        | 11.37 | 7480  | 0.0707          | 0.7555   | 0.9158        | 0.9574           | nan                 | 0.8331           | 0.9911               | 0.9602                | 0.8014                  | 0.9930                | 0.0            | 0.8313      | 0.9873          | 0.9574           | 0.7697             | 0.9876           |
| 0.0135        | 11.4  | 7500  | 0.0693          | 0.7559   | 0.9184        | 0.9705           | nan                 | 0.8781           | 0.9890               | 0.9762                | 0.7614                  | 0.9875                | 0.0            | 0.8761      | 0.9874          | 0.9718           | 0.7142             | 0.9856           |
| 0.0391        | 11.43 | 7520  | 0.0678          | 0.7522   | 0.9126        | 0.9592           | nan                 | 0.8535           | 0.9884               | 0.9614                | 0.7694                  | 0.9906                | 0.0            | 0.8516      | 0.9866          | 0.9579           | 0.7298             | 0.9875           |
| 0.0065        | 11.46 | 7540  | 0.0716          | 0.7512   | 0.9092        | 0.9659           | nan                 | 0.8589           | 0.9862               | 0.9726                | 0.7427                  | 0.9857                | 0.0            | 0.8576      | 0.9855          | 0.9674           | 0.7126             | 0.9841           |
| 0.0092        | 11.49 | 7560  | 0.0741          | 0.7439   | 0.9048        | 0.9573           | nan                 | 0.8414           | 0.9583               | 0.9657                | 0.7734                  | 0.9854                | 0.0            | 0.8400      | 0.9577          | 0.9579           | 0.7241             | 0.9838           |
| 0.0385        | 11.52 | 7580  | 0.0737          | 0.7420   | 0.9030        | 0.9626           | nan                 | 0.8331           | 0.9621               | 0.9735                | 0.7575                  | 0.9887                | 0.0            | 0.8315      | 0.9610          | 0.9658           | 0.7076             | 0.9863           |
| 0.006         | 11.55 | 7600  | 0.0711          | 0.7432   | 0.9018        | 0.9550           | nan                 | 0.8607           | 0.9605               | 0.9582                | 0.7397                  | 0.9898                | 0.0            | 0.8595      | 0.9601          | 0.9514           | 0.7011             | 0.9870           |
| 0.0065        | 11.58 | 7620  | 0.0711          | 0.7464   | 0.9063        | 0.9564           | nan                 | 0.8332           | 0.9820               | 0.9601                | 0.7635                  | 0.9928                | 0.0            | 0.8313      | 0.9814          | 0.9574           | 0.7197             | 0.9886           |
| 0.006         | 11.61 | 7640  | 0.0722          | 0.7488   | 0.9084        | 0.9591           | nan                 | 0.8555           | 0.9879               | 0.9609                | 0.7461                  | 0.9917                | 0.0            | 0.8467      | 0.9872          | 0.9590           | 0.7121             | 0.9879           |
| 0.0081        | 11.64 | 7660  | 0.0754          | 0.7450   | 0.9005        | 0.9635           | nan                 | 0.8619           | 0.9856               | 0.9673                | 0.6963                  | 0.9914                | 0.0            | 0.8596      | 0.9850          | 0.9641           | 0.6736             | 0.9875           |
| 0.1254        | 11.67 | 7680  | 0.0726          | 0.7206   | 0.8695        | 0.9558           | nan                 | 0.8396           | 0.9826               | 0.9593                | 0.5752                  | 0.9909                | 0.0            | 0.8371      | 0.9822          | 0.9564           | 0.5630             | 0.9849           |
| 0.0137        | 11.7  | 7700  | 0.0714          | 0.7329   | 0.8843        | 0.9659           | nan                 | 0.8800           | 0.9877               | 0.9699                | 0.5972                  | 0.9865                | 0.0            | 0.8763      | 0.9871          | 0.9669           | 0.5834             | 0.9836           |
| 0.0141        | 11.73 | 7720  | 0.0706          | 0.7355   | 0.8873        | 0.9533           | nan                 | 0.8345           | 0.9845               | 0.9564                | 0.6732                  | 0.9878                | 0.0            | 0.8317      | 0.9842          | 0.9537           | 0.6578             | 0.9853           |
| 0.0274        | 11.76 | 7740  | 0.0687          | 0.7537   | 0.9105        | 0.9688           | nan                 | 0.8543           | 0.9885               | 0.9764                | 0.7437                  | 0.9894                | 0.0            | 0.8520      | 0.9877          | 0.9735           | 0.7219             | 0.9871           |
| 0.0046        | 11.79 | 7760  | 0.0655          | 0.7498   | 0.9072        | 0.9663           | nan                 | 0.8528           | 0.9868               | 0.9742                | 0.7375                  | 0.9846                | 0.0            | 0.8512      | 0.9862          | 0.9701           | 0.7078             | 0.9835           |
| 0.0076        | 11.82 | 7780  | 0.0649          | 0.7596   | 0.9186        | 0.9612           | nan                 | 0.8504           | 0.9879               | 0.9644                | 0.7979                  | 0.9924                | 0.0            | 0.8483      | 0.9874          | 0.9610           | 0.7736             | 0.9870           |
| 0.0075        | 11.85 | 7800  | 0.0655          | 0.7541   | 0.9124        | 0.9629           | nan                 | 0.8432           | 0.9896               | 0.9689                | 0.7727                  | 0.9878                | 0.0            | 0.8417      | 0.9888          | 0.9646           | 0.7451             | 0.9845           |
| 0.0275        | 11.88 | 7820  | 0.0661          | 0.7449   | 0.8999        | 0.9672           | nan                 | 0.8623           | 0.9905               | 0.9738                | 0.6878                  | 0.9854                | 0.0            | 0.8602      | 0.9899          | 0.9698           | 0.6664             | 0.9831           |
| 0.0159        | 11.91 | 7840  | 0.0621          | 0.7555   | 0.9167        | 0.9650           | nan                 | 0.8792           | 0.9859               | 0.9677                | 0.7614                  | 0.9892                | 0.0            | 0.8754      | 0.9856          | 0.9647           | 0.7201             | 0.9869           |
| 1.2278        | 11.95 | 7860  | 0.0638          | 0.7653   | 0.9304        | 0.9620           | nan                 | 0.8717           | 0.9868               | 0.9638                | 0.8408                  | 0.9889                | 0.0            | 0.8678      | 0.9864          | 0.9612           | 0.7898             | 0.9867           |
| 0.0139        | 11.98 | 7880  | 0.0673          | 0.7745   | 0.9360        | 0.9690           | nan                 | 0.8866           | 0.9903               | 0.9713                | 0.8397                  | 0.9919                | 0.0            | 0.8838      | 0.9894          | 0.9685           | 0.8155             | 0.9896           |
| 0.0418        | 12.01 | 7900  | 0.0669          | 0.7568   | 0.9135        | 0.9634           | nan                 | 0.8467           | 0.9886               | 0.9675                | 0.7693                  | 0.9952                | 0.0            | 0.8443      | 0.9881          | 0.9648           | 0.7548             | 0.9887           |
| 0.0657        | 12.04 | 7920  | 0.0612          | 0.7545   | 0.9150        | 0.9639           | nan                 | 0.8656           | 0.9892               | 0.9663                | 0.7608                  | 0.9928                | 0.0            | 0.8612      | 0.9889          | 0.9638           | 0.7236             | 0.9893           |
| 0.0149        | 12.07 | 7940  | 0.0640          | 0.7596   | 0.9200        | 0.9584           | nan                 | 0.8544           | 0.9892               | 0.9595                | 0.8054                  | 0.9916                | 0.0            | 0.8525      | 0.9887          | 0.9566           | 0.7724             | 0.9874           |
| 0.0114        | 12.1  | 7960  | 0.0628          | 0.7508   | 0.9140        | 0.9693           | nan                 | 0.8899           | 0.9899               | 0.9718                | 0.7270                  | 0.9916                | 0.0            | 0.8870      | 0.9894          | 0.9684           | 0.6715             | 0.9887           |
| 0.0084        | 12.13 | 7980  | 0.0671          | 0.7358   | 0.8921        | 0.9639           | nan                 | 0.8671           | 0.9868               | 0.9672                | 0.6480                  | 0.9913                | 0.0            | 0.8650      | 0.9863          | 0.9642           | 0.6115             | 0.9880           |
| 0.0147        | 12.16 | 8000  | 0.0677          | 0.7496   | 0.9077        | 0.9642           | nan                 | 0.8920           | 0.9878               | 0.9645                | 0.7046                  | 0.9898                | 0.0            | 0.8893      | 0.9872          | 0.9614           | 0.6724             | 0.9876           |
| 0.0786        | 12.19 | 8020  | 0.0700          | 0.7516   | 0.9093        | 0.9585           | nan                 | 0.8695           | 0.9901               | 0.9579                | 0.7374                  | 0.9915                | 0.0            | 0.8670      | 0.9895          | 0.9552           | 0.7097             | 0.9880           |
| 0.0638        | 12.22 | 8040  | 0.0689          | 0.7496   | 0.9067        | 0.9693           | nan                 | 0.8671           | 0.9897               | 0.9753                | 0.7118                  | 0.9896                | 0.0            | 0.8653      | 0.9893          | 0.9710           | 0.6855             | 0.9863           |
| 0.0181        | 12.25 | 8060  | 0.0640          | 0.7660   | 0.9297        | 0.9681           | nan                 | 0.8746           | 0.9856               | 0.9722                | 0.8242                  | 0.9917                | 0.0            | 0.8720      | 0.9854          | 0.9688           | 0.7823             | 0.9876           |
| 0.0316        | 12.28 | 8080  | 0.0644          | 0.7596   | 0.9273        | 0.9595           | nan                 | 0.8949           | 0.9906               | 0.9568                | 0.8063                  | 0.9877                | 0.0            | 0.8906      | 0.9902          | 0.9540           | 0.7380             | 0.9848           |
| 0.0173        | 12.31 | 8100  | 0.0655          | 0.7377   | 0.8957        | 0.9589           | nan                 | 0.8554           | 0.9877               | 0.9630                | 0.6890                  | 0.9831                | 0.0            | 0.8539      | 0.9875          | 0.9596           | 0.6440             | 0.9810           |
| 0.1049        | 12.34 | 8120  | 0.0653          | 0.7627   | 0.9262        | 0.9713           | nan                 | 0.8778           | 0.9906               | 0.9766                | 0.7964                  | 0.9898                | 0.0            | 0.8760      | 0.9901          | 0.9730           | 0.7497             | 0.9872           |
| 0.0211        | 12.37 | 8140  | 0.0638          | 0.7591   | 0.9170        | 0.9601           | nan                 | 0.8882           | 0.9889               | 0.9572                | 0.7565                  | 0.9943                | 0.0            | 0.8860      | 0.9879          | 0.9549           | 0.7386             | 0.9874           |
| 0.0749        | 12.4  | 8160  | 0.0640          | 0.7554   | 0.9124        | 0.9671           | nan                 | 0.8627           | 0.9910               | 0.9707                | 0.7418                  | 0.9957                | 0.0            | 0.8614      | 0.9900          | 0.9674           | 0.7246             | 0.9890           |
| 0.0148        | 12.43 | 8180  | 0.0696          | 0.7515   | 0.9120        | 0.9521           | nan                 | 0.8691           | 0.9909               | 0.9477                | 0.7600                  | 0.9924                | 0.0            | 0.8666      | 0.9903          | 0.9454           | 0.7180             | 0.9888           |
| 0.0465        | 12.46 | 8200  | 0.0715          | 0.7681   | 0.9361        | 0.9726           | nan                 | 0.8943           | 0.9900               | 0.9760                | 0.8288                  | 0.9914                | 0.0            | 0.8929      | 0.9894          | 0.9718           | 0.7663             | 0.9884           |
| 0.0397        | 12.49 | 8220  | 0.0734          | 0.7684   | 0.9332        | 0.9563           | nan                 | 0.8833           | 0.9878               | 0.9526                | 0.8504                  | 0.9919                | 0.0            | 0.8814      | 0.9857          | 0.9498           | 0.8055             | 0.9877           |
| 0.0182        | 12.52 | 8240  | 0.0778          | 0.7610   | 0.9224        | 0.9593           | nan                 | 0.8673           | 0.9740               | 0.9616                | 0.8183                  | 0.9907                | 0.0            | 0.8659      | 0.9737          | 0.9560           | 0.7827             | 0.9874           |
| 0.0419        | 12.55 | 8260  | 0.0714          | 0.7573   | 0.9185        | 0.9638           | nan                 | 0.8873           | 0.9890               | 0.9639                | 0.7616                  | 0.9907                | 0.0            | 0.8850      | 0.9886          | 0.9608           | 0.7218             | 0.9873           |
| 0.0078        | 12.58 | 8280  | 0.0729          | 0.7498   | 0.9086        | 0.9540           | nan                 | 0.8498           | 0.9900               | 0.9533                | 0.7575                  | 0.9924                | 0.0            | 0.8473      | 0.9892          | 0.9509           | 0.7240             | 0.9873           |
| 0.0078        | 12.61 | 8300  | 0.0729          | 0.7606   | 0.9216        | 0.9663           | nan                 | 0.8691           | 0.9909               | 0.9695                | 0.7862                  | 0.9922                | 0.0            | 0.8681      | 0.9902          | 0.9653           | 0.7520             | 0.9881           |
| 0.0058        | 12.64 | 8320  | 0.0660          | 0.7532   | 0.9109        | 0.9647           | nan                 | 0.8809           | 0.9881               | 0.9668                | 0.7294                  | 0.9892                | 0.0            | 0.8798      | 0.9877          | 0.9628           | 0.7023             | 0.9865           |
| 0.0084        | 12.67 | 8340  | 0.0644          | 0.7463   | 0.9021        | 0.9685           | nan                 | 0.8781           | 0.9897               | 0.9722                | 0.6787                  | 0.9921                | 0.0            | 0.8763      | 0.9893          | 0.9684           | 0.6546             | 0.9893           |
| 0.0183        | 12.71 | 8360  | 0.0700          | 0.7411   | 0.8966        | 0.9620           | nan                 | 0.8794           | 0.9860               | 0.9617                | 0.6607                  | 0.9954                | 0.0            | 0.8767      | 0.9857          | 0.9588           | 0.6386             | 0.9871           |
| 0.0057        | 12.74 | 8380  | 0.0758          | 0.7345   | 0.8886        | 0.9525           | nan                 | 0.8612           | 0.9884               | 0.9492                | 0.6487                  | 0.9954                | 0.0            | 0.8587      | 0.9881          | 0.9466           | 0.6270             | 0.9867           |
| 0.0163        | 12.77 | 8400  | 0.0705          | 0.7382   | 0.8926        | 0.9630           | nan                 | 0.8541           | 0.9906               | 0.9673                | 0.6609                  | 0.9900                | 0.0            | 0.8522      | 0.9901          | 0.9632           | 0.6359             | 0.9881           |
| 0.0647        | 12.8  | 8420  | 0.0663          | 0.7454   | 0.9016        | 0.9636           | nan                 | 0.8724           | 0.9886               | 0.9658                | 0.6903                  | 0.9908                | 0.0            | 0.8703      | 0.9882          | 0.9621           | 0.6632             | 0.9885           |
| 0.0701        | 12.83 | 8440  | 0.0681          | 0.7485   | 0.9051        | 0.9611           | nan                 | 0.8382           | 0.9892               | 0.9658                | 0.7399                  | 0.9923                | 0.0            | 0.8364      | 0.9887          | 0.9623           | 0.7148             | 0.9889           |
| 0.0083        | 12.86 | 8460  | 0.0707          | 0.7657   | 0.9277        | 0.9652           | nan                 | 0.8375           | 0.9885               | 0.9719                | 0.8481                  | 0.9925                | 0.0            | 0.8366      | 0.9880          | 0.9661           | 0.8151             | 0.9883           |
| 0.0603        | 12.89 | 8480  | 0.0695          | 0.7677   | 0.9315        | 0.9558           | nan                 | 0.8471           | 0.9876               | 0.9573                | 0.8766                  | 0.9888                | 0.0            | 0.8449      | 0.9869          | 0.9535           | 0.8351             | 0.9859           |
| 0.009         | 12.92 | 8500  | 0.0678          | 0.7717   | 0.9357        | 0.9672           | nan                 | 0.8729           | 0.9888               | 0.9711                | 0.8563                  | 0.9895                | 0.0            | 0.8709      | 0.9884          | 0.9666           | 0.8171             | 0.9872           |
| 0.0161        | 12.95 | 8520  | 0.0721          | 0.7593   | 0.9230        | 0.9513           | nan                 | 0.8642           | 0.9856               | 0.9485                | 0.8278                  | 0.9893                | 0.0            | 0.8611      | 0.9849          | 0.9451           | 0.7784             | 0.9866           |
| 0.0347        | 12.98 | 8540  | 0.0720          | 0.7473   | 0.9050        | 0.9580           | nan                 | 0.8355           | 0.9915               | 0.9617                | 0.7464                  | 0.9900                | 0.0            | 0.8331      | 0.9899          | 0.9586           | 0.7160             | 0.9864           |
| 0.0677        | 13.01 | 8560  | 0.0651          | 0.7468   | 0.9065        | 0.9569           | nan                 | 0.8572           | 0.9912               | 0.9569                | 0.7355                  | 0.9914                | 0.0            | 0.8535      | 0.9894          | 0.9548           | 0.6961             | 0.9869           |
| 0.0078        | 13.04 | 8580  | 0.0655          | 0.7556   | 0.9182        | 0.9645           | nan                 | 0.8675           | 0.9914               | 0.9673                | 0.7748                  | 0.9903                | 0.0            | 0.8646      | 0.9903          | 0.9640           | 0.7277             | 0.9870           |
| 0.0096        | 13.07 | 8600  | 0.0682          | 0.7598   | 0.9220        | 0.9570           | nan                 | 0.8416           | 0.9866               | 0.9597                | 0.8314                  | 0.9906                | 0.0            | 0.8400      | 0.9858          | 0.9565           | 0.7895             | 0.9869           |
| 0.0522        | 13.1  | 8620  | 0.0675          | 0.7577   | 0.9203        | 0.9521           | nan                 | 0.8626           | 0.9884               | 0.9495                | 0.8115                  | 0.9893                | 0.0            | 0.8602      | 0.9854          | 0.9470           | 0.7679             | 0.9858           |
| 0.0203        | 13.13 | 8640  | 0.0656          | 0.7606   | 0.9247        | 0.9638           | nan                 | 0.8703           | 0.9880               | 0.9645                | 0.8036                  | 0.9974                | 0.0            | 0.8677      | 0.9853          | 0.9621           | 0.7625             | 0.9860           |
| 0.0034        | 13.16 | 8660  | 0.0643          | 0.7579   | 0.9202        | 0.9651           | nan                 | 0.8584           | 0.9855               | 0.9703                | 0.7973                  | 0.9897                | 0.0            | 0.8564      | 0.9844          | 0.9669           | 0.7529             | 0.9869           |
| 0.0106        | 13.19 | 8680  | 0.0635          | 0.7680   | 0.9328        | 0.9673           | nan                 | 0.8806           | 0.9906               | 0.9693                | 0.8315                  | 0.9922                | 0.0            | 0.8788      | 0.9893          | 0.9660           | 0.7874             | 0.9864           |
| 0.0035        | 13.22 | 8700  | 0.0704          | 0.7616   | 0.9273        | 0.9524           | nan                 | 0.8642           | 0.9877               | 0.9492                | 0.8438                  | 0.9917                | 0.0            | 0.8611      | 0.9870          | 0.9469           | 0.7886             | 0.9862           |
| 0.0135        | 13.25 | 8720  | 0.0685          | 0.7727   | 0.9389        | 0.9718           | nan                 | 0.8890           | 0.9906               | 0.9754                | 0.8485                  | 0.9913                | 0.0            | 0.8853      | 0.9898          | 0.9727           | 0.7995             | 0.9888           |
| 0.0183        | 13.28 | 8740  | 0.0655          | 0.7527   | 0.9109        | 0.9511           | nan                 | 0.8842           | 0.9889               | 0.9442                | 0.7440                  | 0.9933                | 0.0            | 0.8820      | 0.9881          | 0.9422           | 0.7163             | 0.9875           |
| 0.0098        | 13.31 | 8760  | 0.0664          | 0.7545   | 0.9130        | 0.9625           | nan                 | 0.8673           | 0.9886               | 0.9638                | 0.7515                  | 0.9937                | 0.0            | 0.8661      | 0.9879          | 0.9607           | 0.7230             | 0.9893           |
| 0.0417        | 13.34 | 8780  | 0.0649          | 0.7607   | 0.9226        | 0.9691           | nan                 | 0.8773           | 0.9906               | 0.9722                | 0.7788                  | 0.9942                | 0.0            | 0.8751      | 0.9894          | 0.9697           | 0.7406             | 0.9897           |
| 0.0186        | 13.37 | 8800  | 0.0741          | 0.7470   | 0.9051        | 0.9575           | nan                 | 0.8645           | 0.9869               | 0.9574                | 0.7253                  | 0.9916                | 0.0            | 0.8626      | 0.9865          | 0.9547           | 0.6894             | 0.9889           |
| 0.0241        | 13.4  | 8820  | 0.0723          | 0.7586   | 0.9194        | 0.9649           | nan                 | 0.8569           | 0.9892               | 0.9688                | 0.7888                  | 0.9933                | 0.0            | 0.8550      | 0.9886          | 0.9657           | 0.7522             | 0.9899           |
| 0.0036        | 13.43 | 8840  | 0.0656          | 0.7738   | 0.9401        | 0.9644           | nan                 | 0.8866           | 0.9894               | 0.9643                | 0.8686                  | 0.9917                | 0.0            | 0.8850      | 0.9889          | 0.9607           | 0.8192             | 0.9888           |
| 0.0208        | 13.47 | 8860  | 0.0689          | 0.7734   | 0.9405        | 0.9708           | nan                 | 0.8573           | 0.9895               | 0.9776                | 0.8855                  | 0.9927                | 0.0            | 0.8563      | 0.9889          | 0.9729           | 0.8326             | 0.9899           |
| 0.1381        | 13.5  | 8880  | 0.0661          | 0.7601   | 0.9220        | 0.9578           | nan                 | 0.8688           | 0.9895               | 0.9569                | 0.8040                  | 0.9908                | 0.0            | 0.8666      | 0.9888          | 0.9542           | 0.7626             | 0.9881           |
| 0.0096        | 13.53 | 8900  | 0.0678          | 0.7544   | 0.9139        | 0.9601           | nan                 | 0.8426           | 0.9891               | 0.9641                | 0.7837                  | 0.9902                | 0.0            | 0.8403      | 0.9885          | 0.9614           | 0.7489             | 0.9874           |
| 0.0087        | 13.56 | 8920  | 0.0705          | 0.7484   | 0.9079        | 0.9558           | nan                 | 0.8824           | 0.9900               | 0.9521                | 0.7235                  | 0.9915                | 0.0            | 0.8785      | 0.9891          | 0.9509           | 0.6841             | 0.9876           |
| 0.0166        | 13.59 | 8940  | 0.0718          | 0.7452   | 0.9026        | 0.9573           | nan                 | 0.8212           | 0.9880               | 0.9633                | 0.7516                  | 0.9889                | 0.0            | 0.8187      | 0.9871          | 0.9613           | 0.7177             | 0.9863           |
| 0.0084        | 13.62 | 8960  | 0.0722          | 0.7717   | 0.9336        | 0.9715           | nan                 | 0.8808           | 0.9869               | 0.9769                | 0.8337                  | 0.9899                | 0.0            | 0.8787      | 0.9864          | 0.9732           | 0.8049             | 0.9871           |
| 0.0139        | 13.65 | 8980  | 0.0653          | 0.7558   | 0.9143        | 0.9589           | nan                 | 0.8590           | 0.9867               | 0.9605                | 0.7751                  | 0.9903                | 0.0            | 0.8566      | 0.9861          | 0.9580           | 0.7468             | 0.9871           |
| 0.0024        | 13.68 | 9000  | 0.0668          | 0.7404   | 0.8947        | 0.9665           | nan                 | 0.8611           | 0.9892               | 0.9722                | 0.6620                  | 0.9891                | 0.0            | 0.8588      | 0.9888          | 0.9682           | 0.6404             | 0.9864           |
| 0.0137        | 13.71 | 9020  | 0.0661          | 0.7712   | 0.9376        | 0.9617           | nan                 | 0.8569           | 0.9871               | 0.9645                | 0.8885                  | 0.9910                | 0.0            | 0.8548      | 0.9867          | 0.9610           | 0.8358             | 0.9888           |
| 0.011         | 13.74 | 9040  | 0.0662          | 0.7714   | 0.9385        | 0.9641           | nan                 | 0.8533           | 0.9887               | 0.9684                | 0.8912                  | 0.9908                | 0.0            | 0.8512      | 0.9882          | 0.9647           | 0.8353             | 0.9888           |
| 0.0051        | 13.77 | 9060  | 0.0692          | 0.7740   | 0.9399        | 0.9640           | nan                 | 0.8602           | 0.9902               | 0.9668                | 0.8898                  | 0.9924                | 0.0            | 0.8583      | 0.9895          | 0.9633           | 0.8431             | 0.9896           |
| 0.0205        | 13.8  | 9080  | 0.0722          | 0.7683   | 0.9329        | 0.9624           | nan                 | 0.8312           | 0.9887               | 0.9689                | 0.8852                  | 0.9905                | 0.0            | 0.8291      | 0.9882          | 0.9652           | 0.8394             | 0.9880           |
| 0.0539        | 13.83 | 9100  | 0.0680          | 0.7709   | 0.9371        | 0.9561           | nan                 | 0.8656           | 0.9889               | 0.9540                | 0.8841                  | 0.9931                | 0.0            | 0.8622      | 0.9882          | 0.9518           | 0.8343             | 0.9890           |
| 0.008         | 13.86 | 9120  | 0.0695          | 0.7764   | 0.9415        | 0.9682           | nan                 | 0.8877           | 0.9893               | 0.9699                | 0.8689                  | 0.9917                | 0.0            | 0.8860      | 0.9887          | 0.9663           | 0.8285             | 0.9890           |
| 0.0497        | 13.89 | 9140  | 0.0680          | 0.7707   | 0.9341        | 0.9650           | nan                 | 0.8737           | 0.9857               | 0.9673                | 0.8514                  | 0.9922                | 0.0            | 0.8717      | 0.9853          | 0.9642           | 0.8141             | 0.9890           |
| 0.137         | 13.92 | 9160  | 0.0661          | 0.7708   | 0.9373        | 0.9634           | nan                 | 0.8703           | 0.9879               | 0.9651                | 0.8716                  | 0.9918                | 0.0            | 0.8673      | 0.9871          | 0.9622           | 0.8189             | 0.9891           |
| 0.0151        | 13.95 | 9180  | 0.0680          | 0.7653   | 0.9272        | 0.9581           | nan                 | 0.8647           | 0.9886               | 0.9574                | 0.8324                  | 0.9929                | 0.0            | 0.8621      | 0.9877          | 0.9548           | 0.7974             | 0.9895           |
| 0.0073        | 13.98 | 9200  | 0.0697          | 0.7721   | 0.9351        | 0.9608           | nan                 | 0.8841           | 0.9877               | 0.9596                | 0.8533                  | 0.9909                | 0.0            | 0.8815      | 0.9870          | 0.9565           | 0.8191             | 0.9882           |
| 0.0283        | 14.01 | 9220  | 0.0717          | 0.7655   | 0.9282        | 0.9527           | nan                 | 0.8607           | 0.9898               | 0.9500                | 0.8495                  | 0.9911                | 0.0            | 0.8574      | 0.9849          | 0.9481           | 0.8152             | 0.9877           |
| 0.0113        | 14.04 | 9240  | 0.0701          | 0.7642   | 0.9255        | 0.9590           | nan                 | 0.8475           | 0.9855               | 0.9621                | 0.8418                  | 0.9905                | 0.0            | 0.8453      | 0.9840          | 0.9594           | 0.8095             | 0.9873           |
| 0.014         | 14.07 | 9260  | 0.0694          | 0.7660   | 0.9272        | 0.9559           | nan                 | 0.8744           | 0.9873               | 0.9544                | 0.8328                  | 0.9870                | 0.0            | 0.8724      | 0.9869          | 0.9517           | 0.7997             | 0.9851           |
| 0.0111        | 14.1  | 9280  | 0.0693          | 0.7672   | 0.9269        | 0.9567           | nan                 | 0.8767           | 0.9891               | 0.9544                | 0.8244                  | 0.9898                | 0.0            | 0.8753      | 0.9885          | 0.9513           | 0.8004             | 0.9875           |
| 0.0052        | 14.13 | 9300  | 0.0922          | 0.7648   | 0.9287        | 0.9521           | nan                 | 0.8599           | 0.9884               | 0.9493                | 0.8553                  | 0.9906                | 0.0            | 0.8571      | 0.9877          | 0.9468           | 0.8090             | 0.9882           |
| 0.02          | 14.16 | 9320  | 0.0797          | 0.7683   | 0.9321        | 0.9583           | nan                 | 0.8706           | 0.9876               | 0.9572                | 0.8530                  | 0.9922                | 0.0            | 0.8681      | 0.9870          | 0.9546           | 0.8107             | 0.9892           |
| 0.0255        | 14.19 | 9340  | 0.0747          | 0.7673   | 0.9330        | 0.9545           | nan                 | 0.8749           | 0.9889               | 0.9503                | 0.8576                  | 0.9933                | 0.0            | 0.8725      | 0.9882          | 0.9476           | 0.8056             | 0.9901           |
| 0.0086        | 14.22 | 9360  | 0.0715          | 0.7692   | 0.9350        | 0.9667           | nan                 | 0.8565           | 0.9892               | 0.9717                | 0.8657                  | 0.9919                | 0.0            | 0.8545      | 0.9882          | 0.9682           | 0.8149             | 0.9895           |
| 0.0176        | 14.26 | 9380  | 0.0700          | 0.7679   | 0.9328        | 0.9612           | nan                 | 0.8660           | 0.9866               | 0.9624                | 0.8569                  | 0.9922                | 0.0            | 0.8632      | 0.9856          | 0.9595           | 0.8100             | 0.9894           |
| 0.0573        | 14.29 | 9400  | 0.0697          | 0.7644   | 0.9285        | 0.9589           | nan                 | 0.8414           | 0.9899               | 0.9618                | 0.8582                  | 0.9914                | 0.0            | 0.8390      | 0.9888          | 0.9587           | 0.8113             | 0.9888           |
| 0.0173        | 14.32 | 9420  | 0.0692          | 0.7661   | 0.9312        | 0.9631           | nan                 | 0.8511           | 0.9899               | 0.9683                | 0.8603                  | 0.9863                | 0.0            | 0.8494      | 0.9890          | 0.9643           | 0.8094             | 0.9847           |
| 0.0125        | 14.35 | 9440  | 0.0727          | 0.7667   | 0.9320        | 0.9565           | nan                 | 0.8573           | 0.9885               | 0.9562                | 0.8664                  | 0.9915                | 0.0            | 0.8539      | 0.9878          | 0.9537           | 0.8158             | 0.9891           |
| 0.01          | 14.38 | 9460  | 0.0720          | 0.7705   | 0.9317        | 0.9635           | nan                 | 0.8930           | 0.9891               | 0.9628                | 0.8241                  | 0.9895                | 0.0            | 0.8893      | 0.9886          | 0.9597           | 0.7983             | 0.9873           |
| 0.0101        | 14.41 | 9480  | 0.0766          | 0.7568   | 0.9146        | 0.9552           | nan                 | 0.8439           | 0.9891               | 0.9565                | 0.7938                  | 0.9898                | 0.0            | 0.8416      | 0.9885          | 0.9531           | 0.7706             | 0.9870           |
| 0.0306        | 14.44 | 9500  | 0.0730          | 0.7626   | 0.9219        | 0.9624           | nan                 | 0.8635           | 0.9883               | 0.9651                | 0.8029                  | 0.9899                | 0.0            | 0.8617      | 0.9878          | 0.9613           | 0.7776             | 0.9871           |
| 0.0145        | 14.47 | 9520  | 0.0683          | 0.7698   | 0.9366        | 0.9645           | nan                 | 0.8758           | 0.9894               | 0.9662                | 0.8612                  | 0.9903                | 0.0            | 0.8737      | 0.9889          | 0.9628           | 0.8053             | 0.9880           |
| 0.0115        | 14.5  | 9540  | 0.0695          | 0.7704   | 0.9329        | 0.9668           | nan                 | 0.8789           | 0.9905               | 0.9693                | 0.8356                  | 0.9902                | 0.0            | 0.8772      | 0.9898          | 0.9661           | 0.8019             | 0.9875           |
| 0.0336        | 14.53 | 9560  | 0.0771          | 0.7537   | 0.9120        | 0.9490           | nan                 | 0.8528           | 0.9888               | 0.9466                | 0.7844                  | 0.9874                | 0.0            | 0.8503      | 0.9881          | 0.9442           | 0.7545             | 0.9849           |
| 0.0067        | 14.56 | 9580  | 0.0728          | 0.7651   | 0.9271        | 0.9606           | nan                 | 0.8921           | 0.9897               | 0.9592                | 0.8081                  | 0.9864                | 0.0            | 0.8895      | 0.9893          | 0.9562           | 0.7714             | 0.9844           |
| 0.0072        | 14.59 | 9600  | 0.0730          | 0.7683   | 0.9326        | 0.9543           | nan                 | 0.8868           | 0.9898               | 0.9484                | 0.8449                  | 0.9932                | 0.0            | 0.8831      | 0.9892          | 0.9463           | 0.8020             | 0.9895           |
| 0.0053        | 14.62 | 9620  | 0.0684          | 0.7714   | 0.9335        | 0.9668           | nan                 | 0.8862           | 0.9913               | 0.9676                | 0.8298                  | 0.9926                | 0.0            | 0.8843      | 0.9903          | 0.9646           | 0.7996             | 0.9895           |
| 0.0118        | 14.65 | 9640  | 0.0681          | 0.7583   | 0.9182        | 0.9618           | nan                 | 0.8621           | 0.9886               | 0.9637                | 0.7842                  | 0.9925                | 0.0            | 0.8599      | 0.9880          | 0.9609           | 0.7522             | 0.9892           |
| 0.066         | 14.68 | 9660  | 0.0718          | 0.7619   | 0.9218        | 0.9577           | nan                 | 0.8520           | 0.9911               | 0.9583                | 0.8149                  | 0.9925                | 0.0            | 0.8494      | 0.9899          | 0.9555           | 0.7872             | 0.9894           |
| 0.022         | 14.71 | 9680  | 0.0706          | 0.7724   | 0.9360        | 0.9588           | nan                 | 0.9106           | 0.9881               | 0.9533                | 0.8381                  | 0.9900                | 0.0            | 0.9069      | 0.9873          | 0.9507           | 0.8015             | 0.9877           |
| 0.0291        | 14.74 | 9700  | 0.0675          | 0.7727   | 0.9408        | 0.9622           | nan                 | 0.8984           | 0.9911               | 0.9596                | 0.8650                  | 0.9900                | 0.0            | 0.8963      | 0.9900          | 0.9565           | 0.8051             | 0.9881           |
| 0.0117        | 14.77 | 9720  | 0.0683          | 0.7758   | 0.9423        | 0.9694           | nan                 | 0.9088           | 0.9895               | 0.9708                | 0.8577                  | 0.9848                | 0.0            | 0.9056      | 0.9887          | 0.9670           | 0.8099             | 0.9835           |
| 0.0031        | 14.8  | 9740  | 0.0690          | 0.7701   | 0.9341        | 0.9730           | nan                 | 0.8604           | 0.9889               | 0.9807                | 0.8472                  | 0.9931                | 0.0            | 0.8589      | 0.9880          | 0.9767           | 0.8068             | 0.9903           |
| 0.0378        | 14.83 | 9760  | 0.0649          | 0.7677   | 0.9327        | 0.9668           | nan                 | 0.8850           | 0.9862               | 0.9688                | 0.8320                  | 0.9914                | 0.0            | 0.8827      | 0.9858          | 0.9654           | 0.7836             | 0.9889           |
| 0.0231        | 14.86 | 9780  | 0.0704          | 0.7671   | 0.9301        | 0.9622           | nan                 | 0.8648           | 0.9889               | 0.9636                | 0.8403                  | 0.9932                | 0.0            | 0.8613      | 0.9884          | 0.9608           | 0.8019             | 0.9902           |
| 0.0073        | 14.89 | 9800  | 0.0728          | 0.7724   | 0.9369        | 0.9632           | nan                 | 0.8920           | 0.9862               | 0.9625                | 0.8530                  | 0.9909                | 0.0            | 0.8881      | 0.9861          | 0.9591           | 0.8124             | 0.9888           |
| 0.0035        | 14.92 | 9820  | 0.0749          | 0.7481   | 0.9046        | 0.9533           | nan                 | 0.8848           | 0.9877               | 0.9483                | 0.7109                  | 0.9914                | 0.0            | 0.8820      | 0.9874          | 0.9455           | 0.6855             | 0.9885           |
| 0.0109        | 14.95 | 9840  | 0.0723          | 0.7503   | 0.9067        | 0.9604           | nan                 | 0.8615           | 0.9886               | 0.9620                | 0.7300                  | 0.9913                | 0.0            | 0.8592      | 0.9880          | 0.9590           | 0.7074             | 0.9879           |
| 2.2231        | 14.98 | 9860  | 0.0685          | 0.7509   | 0.9079        | 0.9638           | nan                 | 0.8755           | 0.9882               | 0.9660                | 0.7200                  | 0.9901                | 0.0            | 0.8721      | 0.9878          | 0.9630           | 0.6950             | 0.9874           |
| 0.0253        | 15.02 | 9880  | 0.0783          | 0.7445   | 0.8996        | 0.9487           | nan                 | 0.8726           | 0.9899               | 0.9430                | 0.7022                  | 0.9900                | 0.0            | 0.8702      | 0.9879          | 0.9407           | 0.6811             | 0.9870           |
| 0.0075        | 15.05 | 9900  | 0.0771          | 0.7484   | 0.9037        | 0.9614           | nan                 | 0.8897           | 0.9889               | 0.9614                | 0.6928                  | 0.9857                | 0.0            | 0.8874      | 0.9885          | 0.9579           | 0.6734             | 0.9831           |
| 0.0237        | 15.08 | 9920  | 0.0724          | 0.7555   | 0.9134        | 0.9659           | nan                 | 0.8785           | 0.9886               | 0.9691                | 0.7430                  | 0.9880                | 0.0            | 0.8763      | 0.9881          | 0.9651           | 0.7177             | 0.9857           |
| 0.0137        | 15.11 | 9940  | 0.0671          | 0.7673   | 0.9275        | 0.9668           | nan                 | 0.8859           | 0.9891               | 0.9678                | 0.8009                  | 0.9940                | 0.0            | 0.8838      | 0.9886          | 0.9646           | 0.7775             | 0.9896           |
| 0.0061        | 15.14 | 9960  | 0.0696          | 0.7532   | 0.9116        | 0.9633           | nan                 | 0.8648           | 0.9888               | 0.9657                | 0.7463                  | 0.9924                | 0.0            | 0.8625      | 0.9883          | 0.9627           | 0.7166             | 0.9890           |
| 0.0119        | 15.17 | 9980  | 0.0700          | 0.7709   | 0.9352        | 0.9616           | nan                 | 0.9071           | 0.9892               | 0.9569                | 0.8294                  | 0.9936                | 0.0            | 0.9038      | 0.9887          | 0.9546           | 0.7886             | 0.9898           |
| 0.0074        | 15.2  | 10000 | 0.0694          | 0.7713   | 0.9341        | 0.9653           | nan                 | 0.8911           | 0.9867               | 0.9652                | 0.8346                  | 0.9931                | 0.0            | 0.8892      | 0.9863          | 0.9624           | 0.8007             | 0.9894           |
| 0.0072        | 15.23 | 10020 | 0.0706          | 0.7764   | 0.9423        | 0.9660           | nan                 | 0.8924           | 0.9908               | 0.9654                | 0.8694                  | 0.9933                | 0.0            | 0.8903      | 0.9902          | 0.9626           | 0.8252             | 0.9898           |
| 0.0116        | 15.26 | 10040 | 0.0720          | 0.7742   | 0.9425        | 0.9642           | nan                 | 0.8893           | 0.9898               | 0.9633                | 0.8777                  | 0.9925                | 0.0            | 0.8871      | 0.9894          | 0.9606           | 0.8186             | 0.9896           |
| 0.1293        | 15.29 | 10060 | 0.0732          | 0.7704   | 0.9373        | 0.9602           | nan                 | 0.8596           | 0.9868               | 0.9619                | 0.8870                  | 0.9911                | 0.0            | 0.8570      | 0.9864          | 0.9588           | 0.8316             | 0.9889           |
| 0.0082        | 15.32 | 10080 | 0.0737          | 0.7678   | 0.9342        | 0.9661           | nan                 | 0.8297           | 0.9875               | 0.9745                | 0.8871                  | 0.9922                | 0.0            | 0.8281      | 0.9868          | 0.9710           | 0.8315             | 0.9893           |
| 0.0141        | 15.35 | 10100 | 0.0688          | 0.7774   | 0.9451        | 0.9675           | nan                 | 0.9120           | 0.9898               | 0.9674                | 0.8715                  | 0.9850                | 0.0            | 0.9079      | 0.9893          | 0.9641           | 0.8194             | 0.9836           |
| 0.0216        | 15.38 | 10120 | 0.0691          | 0.7688   | 0.9332        | 0.9641           | nan                 | 0.8523           | 0.9885               | 0.9687                | 0.8655                  | 0.9910                | 0.0            | 0.8496      | 0.9879          | 0.9657           | 0.8210             | 0.9884           |
| 0.0025        | 15.41 | 10140 | 0.0695          | 0.7701   | 0.9378        | 0.9558           | nan                 | 0.8837           | 0.9914               | 0.9505                | 0.8693                  | 0.9943                | 0.0            | 0.8795      | 0.9902          | 0.9484           | 0.8125             | 0.9900           |
| 0.0086        | 15.44 | 10160 | 0.0704          | 0.7558   | 0.9192        | 0.9528           | nan                 | 0.8435           | 0.9874               | 0.9537                | 0.8238                  | 0.9875                | 0.0            | 0.8421      | 0.9867          | 0.9505           | 0.7698             | 0.9858           |
| 0.0144        | 15.47 | 10180 | 0.0702          | 0.7667   | 0.9285        | 0.9617           | nan                 | 0.8672           | 0.9884               | 0.9629                | 0.8318                  | 0.9922                | 0.0            | 0.8658      | 0.9875          | 0.9595           | 0.7982             | 0.9894           |
| 0.0419        | 15.5  | 10200 | 0.0735          | 0.7678   | 0.9310        | 0.9516           | nan                 | 0.8937           | 0.9901               | 0.9430                | 0.8337                  | 0.9942                | 0.0            | 0.8898      | 0.9892          | 0.9411           | 0.7970             | 0.9895           |
| 0.0048        | 15.53 | 10220 | 0.0708          | 0.7614   | 0.9253        | 0.9630           | nan                 | 0.8622           | 0.9905               | 0.9664                | 0.8196                  | 0.9876                | 0.0            | 0.8613      | 0.9788          | 0.9625           | 0.7797             | 0.9858           |
| 0.0048        | 15.56 | 10240 | 0.0713          | 0.7605   | 0.9237        | 0.9582           | nan                 | 0.8895           | 0.9832               | 0.9558                | 0.7995                  | 0.9905                | 0.0            | 0.8847      | 0.9830          | 0.9532           | 0.7542             | 0.9881           |
| 0.0345        | 15.59 | 10260 | 0.0716          | 0.7679   | 0.9328        | 0.9650           | nan                 | 0.8750           | 0.9896               | 0.9667                | 0.8406                  | 0.9922                | 0.0            | 0.8726      | 0.9890          | 0.9637           | 0.7928             | 0.9895           |
| 0.1273        | 15.62 | 10280 | 0.0738          | 0.7582   | 0.9193        | 0.9593           | nan                 | 0.8740           | 0.9897               | 0.9584                | 0.7826                  | 0.9916                | 0.0            | 0.8719      | 0.9879          | 0.9553           | 0.7448             | 0.9891           |
| 0.0121        | 15.65 | 10300 | 0.0702          | 0.7687   | 0.9359        | 0.9627           | nan                 | 0.8849           | 0.9860               | 0.9623                | 0.8541                  | 0.9923                | 0.0            | 0.8815      | 0.9845          | 0.9597           | 0.7973             | 0.9894           |
| 0.019         | 15.68 | 10320 | 0.0739          | 0.7648   | 0.9277        | 0.9630           | nan                 | 0.8402           | 0.9884               | 0.9684                | 0.8498                  | 0.9916                | 0.0            | 0.8385      | 0.9870          | 0.9652           | 0.8098             | 0.9885           |
| 0.0132        | 15.71 | 10340 | 0.0774          | 0.7658   | 0.9272        | 0.9698           | nan                 | 0.8540           | 0.9883               | 0.9777                | 0.8263                  | 0.9894                | 0.0            | 0.8527      | 0.9876          | 0.9737           | 0.7951             | 0.9855           |
| 0.0233        | 15.74 | 10360 | 0.0706          | 0.7593   | 0.9202        | 0.9622           | nan                 | 0.8519           | 0.9904               | 0.9655                | 0.8020                  | 0.9914                | 0.0            | 0.8497      | 0.9897          | 0.9625           | 0.7659             | 0.9881           |
| 0.1128        | 15.78 | 10380 | 0.0710          | 0.7603   | 0.9212        | 0.9506           | nan                 | 0.8668           | 0.9899               | 0.9460                | 0.8124                  | 0.9910                | 0.0            | 0.8631      | 0.9892          | 0.9438           | 0.7790             | 0.9865           |
| 0.0417        | 15.81 | 10400 | 0.0687          | 0.7703   | 0.9349        | 0.9627           | nan                 | 0.8721           | 0.9895               | 0.9648                | 0.8611                  | 0.9869                | 0.0            | 0.8701      | 0.9886          | 0.9607           | 0.8172             | 0.9853           |
| 0.004         | 15.84 | 10420 | 0.0728          | 0.7659   | 0.9301        | 0.9522           | nan                 | 0.8624           | 0.9871               | 0.9485                | 0.8589                  | 0.9938                | 0.0            | 0.8596      | 0.9864          | 0.9461           | 0.8142             | 0.9894           |
| 0.0391        | 15.87 | 10440 | 0.0742          | 0.7705   | 0.9357        | 0.9677           | nan                 | 0.8598           | 0.9915               | 0.9724                | 0.8624                  | 0.9925                | 0.0            | 0.8579      | 0.9902          | 0.9689           | 0.8165             | 0.9897           |
| 0.0309        | 15.9  | 10460 | 0.0707          | 0.7689   | 0.9354        | 0.9572           | nan                 | 0.8706           | 0.9883               | 0.9562                | 0.8729                  | 0.9889                | 0.0            | 0.8675      | 0.9873          | 0.9535           | 0.8185             | 0.9866           |
| 0.0029        | 15.93 | 10480 | 0.0684          | 0.7738   | 0.9406        | 0.9679           | nan                 | 0.8857           | 0.9893               | 0.9710                | 0.8699                  | 0.9872                | 0.0            | 0.8838      | 0.9888          | 0.9668           | 0.8181             | 0.9852           |
| 0.0067        | 15.96 | 10500 | 0.0713          | 0.7674   | 0.9291        | 0.9658           | nan                 | 0.8611           | 0.9894               | 0.9707                | 0.8354                  | 0.9887                | 0.0            | 0.8594      | 0.9883          | 0.9670           | 0.8039             | 0.9860           |
| 1.2739        | 15.99 | 10520 | 0.0747          | 0.7621   | 0.9222        | 0.9628           | nan                 | 0.8330           | 0.9875               | 0.9697                | 0.8305                  | 0.9901                | 0.0            | 0.8310      | 0.9862          | 0.9665           | 0.8014             | 0.9874           |
| 0.0071        | 16.02 | 10540 | 0.0720          | 0.7647   | 0.9245        | 0.9579           | nan                 | 0.8584           | 0.9871               | 0.9594                | 0.8296                  | 0.9879                | 0.0            | 0.8565      | 0.9864          | 0.9563           | 0.8035             | 0.9856           |
| 0.0357        | 16.05 | 10560 | 0.0767          | 0.7625   | 0.9224        | 0.9636           | nan                 | 0.8386           | 0.9866               | 0.9704                | 0.8270                  | 0.9896                | 0.0            | 0.8374      | 0.9859          | 0.9661           | 0.7979             | 0.9876           |
| 0.0117        | 16.08 | 10580 | 0.0743          | 0.7551   | 0.9132        | 0.9623           | nan                 | 0.8645           | 0.9870               | 0.9646                | 0.7579                  | 0.9920                | 0.0            | 0.8627      | 0.9862          | 0.9609           | 0.7320             | 0.9889           |
| 0.0118        | 16.11 | 10600 | 0.0672          | 0.7551   | 0.9111        | 0.9692           | nan                 | 0.8996           | 0.9901               | 0.9703                | 0.7035                  | 0.9918                | 0.0            | 0.8971      | 0.9888          | 0.9669           | 0.6891             | 0.9889           |
| 0.0463        | 16.14 | 10620 | 0.0660          | 0.7431   | 0.8965        | 0.9636           | nan                 | 0.8683           | 0.9880               | 0.9662                | 0.6681                  | 0.9919                | 0.0            | 0.8662      | 0.9861          | 0.9634           | 0.6546             | 0.9885           |
| 0.0061        | 16.17 | 10640 | 0.0738          | 0.7584   | 0.9196        | 0.9580           | nan                 | 0.8858           | 0.9904               | 0.9542                | 0.7739                  | 0.9936                | 0.0            | 0.8830      | 0.9881          | 0.9518           | 0.7376             | 0.9900           |
| 0.0291        | 16.2  | 10660 | 0.0747          | 0.7453   | 0.9064        | 0.9604           | nan                 | 0.8539           | 0.9835               | 0.9646                | 0.7419                  | 0.9884                | 0.0            | 0.8518      | 0.9828          | 0.9610           | 0.6895             | 0.9866           |
| 0.0109        | 16.23 | 10680 | 0.0724          | 0.7647   | 0.9279        | 0.9615           | nan                 | 0.8781           | 0.9876               | 0.9617                | 0.8216                  | 0.9905                | 0.0            | 0.8765      | 0.9867          | 0.9581           | 0.7792             | 0.9877           |
| 0.0556        | 16.26 | 10700 | 0.0733          | 0.7600   | 0.9203        | 0.9641           | nan                 | 0.8837           | 0.9908               | 0.9666                | 0.7777                  | 0.9830                | 0.0            | 0.8815      | 0.9896          | 0.9630           | 0.7448             | 0.9813           |
| 0.0224        | 16.29 | 10720 | 0.0739          | 0.7518   | 0.9101        | 0.9573           | nan                 | 0.8618           | 0.9905               | 0.9562                | 0.7477                  | 0.9944                | 0.0            | 0.8598      | 0.9808          | 0.9545           | 0.7257             | 0.9902           |
| 0.0518        | 16.32 | 10740 | 0.0726          | 0.7546   | 0.9136        | 0.9603           | nan                 | 0.8858           | 0.9794               | 0.9599                | 0.7510                  | 0.9918                | 0.0            | 0.8826      | 0.9790          | 0.9567           | 0.7208             | 0.9888           |
| 0.0107        | 16.35 | 10760 | 0.0827          | 0.7464   | 0.9036        | 0.9585           | nan                 | 0.8664           | 0.9862               | 0.9590                | 0.7152                  | 0.9912                | 0.0            | 0.8648      | 0.9854          | 0.9558           | 0.6844             | 0.9883           |
| 0.0097        | 16.38 | 10780 | 0.0841          | 0.7526   | 0.9102        | 0.9553           | nan                 | 0.8913           | 0.9898               | 0.9495                | 0.7267                  | 0.9940                | 0.0            | 0.8891      | 0.9883          | 0.9469           | 0.7006             | 0.9907           |
| 0.0121        | 16.41 | 10800 | 0.0816          | 0.7471   | 0.9115        | 0.9519           | nan                 | 0.8510           | 0.9897               | 0.9501                | 0.7755                  | 0.9913                | 0.0            | 0.8493      | 0.9886          | 0.9474           | 0.7081             | 0.9891           |
| 0.0048        | 16.44 | 10820 | 0.0820          | 0.7571   | 0.9194        | 0.9570           | nan                 | 0.8797           | 0.9896               | 0.9542                | 0.7824                  | 0.9914                | 0.0            | 0.8775      | 0.9886          | 0.9510           | 0.7360             | 0.9893           |
| 0.0063        | 16.47 | 10840 | 0.0746          | 0.7679   | 0.9292        | 0.9642           | nan                 | 0.8835           | 0.9898               | 0.9643                | 0.8157                  | 0.9927                | 0.0            | 0.8821      | 0.9891          | 0.9612           | 0.7851             | 0.9898           |
| 0.0406        | 16.5  | 10860 | 0.0741          | 0.7713   | 0.9372        | 0.9638           | nan                 | 0.8790           | 0.9902               | 0.9646                | 0.8617                  | 0.9905                | 0.0            | 0.8770      | 0.9893          | 0.9616           | 0.8114             | 0.9885           |
| 0.0392        | 16.53 | 10880 | 0.0743          | 0.7671   | 0.9317        | 0.9647           | nan                 | 0.8697           | 0.9860               | 0.9673                | 0.8432                  | 0.9922                | 0.0            | 0.8674      | 0.9855          | 0.9643           | 0.7955             | 0.9898           |
| 0.0102        | 16.57 | 10900 | 0.0800          | 0.7547   | 0.9122        | 0.9556           | nan                 | 0.8663           | 0.9888               | 0.9545                | 0.7619                  | 0.9895                | 0.0            | 0.8648      | 0.9880          | 0.9516           | 0.7371             | 0.9865           |
| 0.0249        | 16.6  | 10920 | 0.0728          | 0.7700   | 0.9337        | 0.9607           | nan                 | 0.8722           | 0.9878               | 0.9611                | 0.8569                  | 0.9903                | 0.0            | 0.8707      | 0.9867          | 0.9577           | 0.8164             | 0.9884           |
| 0.044         | 16.63 | 10940 | 0.0726          | 0.7673   | 0.9314        | 0.9610           | nan                 | 0.8711           | 0.9876               | 0.9619                | 0.8467                  | 0.9895                | 0.0            | 0.8690      | 0.9864          | 0.9589           | 0.8018             | 0.9876           |
| 0.0087        | 16.66 | 10960 | 0.0778          | 0.7599   | 0.9226        | 0.9546           | nan                 | 0.8520           | 0.9900               | 0.9555                | 0.8300                  | 0.9856                | 0.0            | 0.8500      | 0.9885          | 0.9526           | 0.7839             | 0.9842           |
| 0.006         | 16.69 | 10980 | 0.0722          | 0.7695   | 0.9358        | 0.9618           | nan                 | 0.8993           | 0.9905               | 0.9592                | 0.8406                  | 0.9892                | 0.0            | 0.8967      | 0.9890          | 0.9567           | 0.7874             | 0.9873           |
| 0.0049        | 16.72 | 11000 | 0.0756          | 0.7642   | 0.9273        | 0.9620           | nan                 | 0.8801           | 0.9901               | 0.9614                | 0.8130                  | 0.9919                | 0.0            | 0.8782      | 0.9887          | 0.9590           | 0.7702             | 0.9891           |
| 0.0098        | 16.75 | 11020 | 0.0742          | 0.7569   | 0.9176        | 0.9616           | nan                 | 0.8736           | 0.9875               | 0.9632                | 0.7757                  | 0.9881                | 0.0            | 0.8721      | 0.9868          | 0.9601           | 0.7365             | 0.9861           |
| 0.028         | 16.78 | 11040 | 0.1066          | 0.7567   | 0.9192        | 0.9528           | nan                 | 0.8817           | 0.9881               | 0.9473                | 0.7864                  | 0.9927                | 0.0            | 0.8793      | 0.9874          | 0.9446           | 0.7391             | 0.9900           |
| 0.0101        | 16.81 | 11060 | 0.0816          | 0.7614   | 0.9240        | 0.9566           | nan                 | 0.8748           | 0.9874               | 0.9548                | 0.8128                  | 0.9901                | 0.0            | 0.8731      | 0.9868          | 0.9513           | 0.7693             | 0.9881           |
| 0.0096        | 16.84 | 11080 | 0.0780          | 0.7529   | 0.9127        | 0.9525           | nan                 | 0.8586           | 0.9888               | 0.9504                | 0.7753                  | 0.9905                | 0.0            | 0.8569      | 0.9881          | 0.9478           | 0.7363             | 0.9880           |
| 0.0061        | 16.87 | 11100 | 0.0746          | 0.7604   | 0.9211        | 0.9652           | nan                 | 0.8804           | 0.9885               | 0.9669                | 0.7786                  | 0.9910                | 0.0            | 0.8779      | 0.9877          | 0.9641           | 0.7448             | 0.9879           |
| 0.0107        | 16.9  | 11120 | 0.0797          | 0.7575   | 0.9191        | 0.9456           | nan                 | 0.8758           | 0.9885               | 0.9373                | 0.8028                  | 0.9912                | 0.0            | 0.8731      | 0.9878          | 0.9352           | 0.7603             | 0.9885           |
| 0.0534        | 16.93 | 11140 | 0.0743          | 0.7666   | 0.9300        | 0.9613           | nan                 | 0.8901           | 0.9899               | 0.9591                | 0.8190                  | 0.9917                | 0.0            | 0.8878      | 0.9891          | 0.9566           | 0.7767             | 0.9894           |
| 0.097         | 16.96 | 11160 | 0.0771          | 0.7642   | 0.9260        | 0.9500           | nan                 | 0.8910           | 0.9885               | 0.9427                | 0.8186                  | 0.9890                | 0.0            | 0.8886      | 0.9880          | 0.9404           | 0.7818             | 0.9866           |
| 0.0046        | 16.99 | 11180 | 0.0729          | 0.7731   | 0.9376        | 0.9717           | nan                 | 0.8709           | 0.9879               | 0.9782                | 0.8610                  | 0.9899                | 0.0            | 0.8692      | 0.9872          | 0.9746           | 0.8191             | 0.9882           |
| 0.0104        | 17.02 | 11200 | 0.0782          | 0.7650   | 0.9256        | 0.9692           | nan                 | 0.8614           | 0.9877               | 0.9771                | 0.8171                  | 0.9849                | 0.0            | 0.8597      | 0.9869          | 0.9723           | 0.7878             | 0.9835           |
| 0.0061        | 17.05 | 11220 | 0.0713          | 0.7677   | 0.9284        | 0.9595           | nan                 | 0.8838           | 0.9880               | 0.9581                | 0.8229                  | 0.9893                | 0.0            | 0.8813      | 0.9874          | 0.9551           | 0.7948             | 0.9873           |
| 0.0049        | 17.08 | 11240 | 0.0669          | 0.7741   | 0.9367        | 0.9639           | nan                 | 0.8929           | 0.9900               | 0.9630                | 0.8468                  | 0.9905                | 0.0            | 0.8895      | 0.9891          | 0.9605           | 0.8167             | 0.9886           |
| 0.014         | 17.11 | 11260 | 0.0669          | 0.7705   | 0.9337        | 0.9647           | nan                 | 0.8787           | 0.9873               | 0.9674                | 0.8479                  | 0.9870                | 0.0            | 0.8758      | 0.9865          | 0.9644           | 0.8108             | 0.9857           |
| 0.0026        | 17.14 | 11280 | 0.0681          | 0.7716   | 0.9361        | 0.9654           | nan                 | 0.8798           | 0.9904               | 0.9672                | 0.8537                  | 0.9894                | 0.0            | 0.8779      | 0.9897          | 0.9638           | 0.8101             | 0.9879           |
| 0.0844        | 17.17 | 11300 | 0.0708          | 0.7690   | 0.9320        | 0.9537           | nan                 | 0.8852           | 0.9903               | 0.9479                | 0.8442                  | 0.9923                | 0.0            | 0.8820      | 0.9896          | 0.9455           | 0.8072             | 0.9896           |
| 0.0351        | 17.2  | 11320 | 0.0717          | 0.7723   | 0.9357        | 0.9651           | nan                 | 0.8803           | 0.9920               | 0.9658                | 0.8486                  | 0.9919                | 0.0            | 0.8771      | 0.9911          | 0.9629           | 0.8133             | 0.9894           |
| 0.0082        | 17.23 | 11340 | 0.0697          | 0.7699   | 0.9336        | 0.9626           | nan                 | 0.8770           | 0.9907               | 0.9633                | 0.8475                  | 0.9896                | 0.0            | 0.8744      | 0.9900          | 0.9604           | 0.8072             | 0.9876           |
| 0.0567        | 17.26 | 11360 | 0.0714          | 0.7693   | 0.9327        | 0.9595           | nan                 | 0.8872           | 0.9886               | 0.9563                | 0.8374                  | 0.9938                | 0.0            | 0.8847      | 0.9880          | 0.9542           | 0.7986             | 0.9905           |
| 0.0157        | 17.29 | 11380 | 0.0717          | 0.7682   | 0.9304        | 0.9568           | nan                 | 0.8978           | 0.9877               | 0.9515                | 0.8230                  | 0.9920                | 0.0            | 0.8949      | 0.9871          | 0.9495           | 0.7888             | 0.9891           |
| 0.0621        | 17.33 | 11400 | 0.0707          | 0.7689   | 0.9336        | 0.9630           | nan                 | 0.8811           | 0.9924               | 0.9628                | 0.8411                  | 0.9906                | 0.0            | 0.8782      | 0.9915          | 0.9600           | 0.7951             | 0.9888           |
| 0.0061        | 17.36 | 11420 | 0.0741          | 0.7725   | 0.9390        | 0.9649           | nan                 | 0.8878           | 0.9886               | 0.9645                | 0.8602                  | 0.9940                | 0.0            | 0.8844      | 0.9880          | 0.9619           | 0.8106             | 0.9900           |
| 0.004         | 17.39 | 11440 | 0.0752          | 0.7700   | 0.9424        | 0.9623           | nan                 | 0.8952           | 0.9897               | 0.9602                | 0.8762                  | 0.9905                | 0.0            | 0.8907      | 0.9890          | 0.9575           | 0.7947             | 0.9880           |
| 0.0076        | 17.42 | 11460 | 0.0730          | 0.7675   | 0.9331        | 0.9601           | nan                 | 0.8776           | 0.9892               | 0.9605                | 0.8529                  | 0.9853                | 0.0            | 0.8746      | 0.9885          | 0.9571           | 0.8007             | 0.9840           |
| 0.0083        | 17.45 | 11480 | 0.0761          | 0.7657   | 0.9263        | 0.9636           | nan                 | 0.8829           | 0.9882               | 0.9641                | 0.8051                  | 0.9910                | 0.0            | 0.8803      | 0.9875          | 0.9607           | 0.7771             | 0.9885           |
| 0.0105        | 17.48 | 11500 | 0.0722          | 0.7676   | 0.9287        | 0.9665           | nan                 | 0.8739           | 0.9867               | 0.9697                | 0.8214                  | 0.9917                | 0.0            | 0.8713      | 0.9860          | 0.9667           | 0.7925             | 0.9890           |
| 0.0067        | 17.51 | 11520 | 0.0694          | 0.7731   | 0.9359        | 0.9670           | nan                 | 0.8908           | 0.9902               | 0.9677                | 0.8394                  | 0.9915                | 0.0            | 0.8877      | 0.9894          | 0.9650           | 0.8077             | 0.9889           |
| 0.0082        | 17.54 | 11540 | 0.0748          | 0.7636   | 0.9254        | 0.9519           | nan                 | 0.8646           | 0.9872               | 0.9479                | 0.8336                  | 0.9940                | 0.0            | 0.8618      | 0.9863          | 0.9458           | 0.7977             | 0.9898           |
| 0.0155        | 17.57 | 11560 | 0.0695          | 0.7741   | 0.9391        | 0.9635           | nan                 | 0.8857           | 0.9892               | 0.9636                | 0.8672                  | 0.9897                | 0.0            | 0.8828      | 0.9884          | 0.9605           | 0.8250             | 0.9880           |
| 0.0057        | 17.6  | 11580 | 0.0730          | 0.7721   | 0.9376        | 0.9669           | nan                 | 0.8565           | 0.9891               | 0.9721                | 0.8785                  | 0.9918                | 0.0            | 0.8539      | 0.9881          | 0.9689           | 0.8321             | 0.9899           |
| 0.0246        | 17.63 | 11600 | 0.0695          | 0.7732   | 0.9432        | 0.9649           | nan                 | 0.8963           | 0.9877               | 0.9644                | 0.8774                  | 0.9900                | 0.0            | 0.8929      | 0.9771          | 0.9619           | 0.8193             | 0.9880           |
| 0.0445        | 17.66 | 11620 | 0.0716          | 0.7702   | 0.9349        | 0.9593           | nan                 | 0.8757           | 0.9888               | 0.9579                | 0.8602                  | 0.9920                | 0.0            | 0.8730      | 0.9882          | 0.9552           | 0.8148             | 0.9897           |
| 0.014         | 17.69 | 11640 | 0.0730          | 0.7733   | 0.9373        | 0.9653           | nan                 | 0.8812           | 0.9902               | 0.9664                | 0.8579                  | 0.9910                | 0.0            | 0.8788      | 0.9882          | 0.9634           | 0.8204             | 0.9888           |
| 0.012         | 17.72 | 11660 | 0.0758          | 0.7683   | 0.9313        | 0.9648           | nan                 | 0.8651           | 0.9883               | 0.9695                | 0.8482                  | 0.9856                | 0.0            | 0.8630      | 0.9876          | 0.9660           | 0.8092             | 0.9842           |
| 0.0121        | 17.75 | 11680 | 0.0792          | 0.7702   | 0.9357        | 0.9671           | nan                 | 0.8694           | 0.9832               | 0.9727                | 0.8655                  | 0.9876                | 0.0            | 0.8672      | 0.9826          | 0.9685           | 0.8168             | 0.9861           |
| 0.0266        | 17.78 | 11700 | 0.0766          | 0.7693   | 0.9344        | 0.9604           | nan                 | 0.8720           | 0.9774               | 0.9620                | 0.8700                  | 0.9904                | 0.0            | 0.8697      | 0.9767          | 0.9579           | 0.8227             | 0.9887           |
| 0.0399        | 17.81 | 11720 | 0.0773          | 0.7721   | 0.9378        | 0.9655           | nan                 | 0.8681           | 0.9710               | 0.9712                | 0.8881                  | 0.9904                | 0.0            | 0.8664      | 0.9701          | 0.9667           | 0.8406             | 0.9886           |
| 0.0583        | 17.84 | 11740 | 0.0763          | 0.7704   | 0.9328        | 0.9658           | nan                 | 0.8642           | 0.9811               | 0.9710                | 0.8577                  | 0.9903                | 0.0            | 0.8631      | 0.9801          | 0.9665           | 0.8245             | 0.9884           |
| 0.0132        | 17.87 | 11760 | 0.0740          | 0.7709   | 0.9390        | 0.9643           | nan                 | 0.8654           | 0.9832               | 0.9686                | 0.8893                  | 0.9884                | 0.0            | 0.8639      | 0.9823          | 0.9645           | 0.8277             | 0.9870           |
| 0.0151        | 17.9  | 11780 | 0.0780          | 0.7641   | 0.9312        | 0.9574           | nan                 | 0.8355           | 0.9832               | 0.9613                | 0.8855                  | 0.9907                | 0.0            | 0.8341      | 0.9824          | 0.9571           | 0.8225             | 0.9886           |
| 0.0751        | 17.93 | 11800 | 0.0819          | 0.7650   | 0.9329        | 0.9521           | nan                 | 0.8426           | 0.9850               | 0.9521                | 0.8945                  | 0.9904                | 0.0            | 0.8404      | 0.9837          | 0.9485           | 0.8298             | 0.9877           |
| 0.0088        | 17.96 | 11820 | 0.0832          | 0.7724   | 0.9393        | 0.9638           | nan                 | 0.8669           | 0.9857               | 0.9669                | 0.8872                  | 0.9900                | 0.0            | 0.8654      | 0.9845          | 0.9626           | 0.8340             | 0.9880           |
| 0.0132        | 17.99 | 11840 | 0.0815          | 0.7714   | 0.9381        | 0.9597           | nan                 | 0.8628           | 0.9847               | 0.9607                | 0.8905                  | 0.9918                | 0.0            | 0.8613      | 0.9838          | 0.9574           | 0.8365             | 0.9895           |
| 0.0358        | 18.02 | 11860 | 0.0845          | 0.7704   | 0.9342        | 0.9599           | nan                 | 0.8691           | 0.9870               | 0.9602                | 0.8633                  | 0.9913                | 0.0            | 0.8667      | 0.9861          | 0.9566           | 0.8236             | 0.9891           |
| 0.0117        | 18.05 | 11880 | 0.0789          | 0.7564   | 0.9154        | 0.9627           | nan                 | 0.8573           | 0.9814               | 0.9687                | 0.7852                  | 0.9845                | 0.0            | 0.8564      | 0.9807          | 0.9636           | 0.7544             | 0.9835           |
| 0.0119        | 18.09 | 11900 | 0.0988          | 0.7579   | 0.9160        | 0.9505           | nan                 | 0.8914           | 0.9903               | 0.9433                | 0.7665                  | 0.9887                | 0.0            | 0.8885      | 0.9891          | 0.9409           | 0.7433             | 0.9859           |
| 0.0094        | 18.12 | 11920 | 0.0778          | 0.7459   | 0.9011        | 0.9643           | nan                 | 0.8682           | 0.9846               | 0.9703                | 0.7006                  | 0.9816                | 0.0            | 0.8663      | 0.9838          | 0.9666           | 0.6792             | 0.9796           |
| 0.023         | 18.15 | 11940 | 0.0724          | 0.7511   | 0.9088        | 0.9589           | nan                 | 0.8774           | 0.9866               | 0.9600                | 0.7367                  | 0.9832                | 0.0            | 0.8748      | 0.9858          | 0.9569           | 0.7074             | 0.9815           |
| 0.0104        | 18.18 | 11960 | 0.0661          | 0.7577   | 0.9170        | 0.9685           | nan                 | 0.8606           | 0.9895               | 0.9754                | 0.7725                  | 0.9874                | 0.0            | 0.8588      | 0.9884          | 0.9717           | 0.7418             | 0.9856           |
| 0.0103        | 18.21 | 11980 | 0.0658          | 0.7591   | 0.9191        | 0.9650           | nan                 | 0.8797           | 0.9883               | 0.9670                | 0.7701                  | 0.9902                | 0.0            | 0.8765      | 0.9876          | 0.9642           | 0.7383             | 0.9884           |
| 0.0144        | 18.24 | 12000 | 0.0692          | 0.7548   | 0.9127        | 0.9623           | nan                 | 0.8685           | 0.9911               | 0.9631                | 0.7474                  | 0.9936                | 0.0            | 0.8661      | 0.9901          | 0.9605           | 0.7213             | 0.9908           |
| 0.0134        | 18.27 | 12020 | 0.0671          | 0.7606   | 0.9219        | 0.9677           | nan                 | 0.8953           | 0.9928               | 0.9689                | 0.7638                  | 0.9888                | 0.0            | 0.8923      | 0.9917          | 0.9660           | 0.7262             | 0.9873           |
| 0.0121        | 18.3  | 12040 | 0.0688          | 0.7512   | 0.9094        | 0.9652           | nan                 | 0.8666           | 0.9920               | 0.9681                | 0.7278                  | 0.9923                | 0.0            | 0.8643      | 0.9910          | 0.9656           | 0.6966             | 0.9899           |
| 0.0033        | 18.33 | 12060 | 0.0688          | 0.7480   | 0.9047        | 0.9645           | nan                 | 0.8789           | 0.9887               | 0.9669                | 0.7004                  | 0.9885                | 0.0            | 0.8766      | 0.9878          | 0.9640           | 0.6725             | 0.9867           |
| 0.0237        | 18.36 | 12080 | 0.0740          | 0.7421   | 0.8975        | 0.9608           | nan                 | 0.8448           | 0.9916               | 0.9657                | 0.6982                  | 0.9870                | 0.0            | 0.8430      | 0.9904          | 0.9627           | 0.6714             | 0.9854           |
| 0.0241        | 18.39 | 12100 | 0.0746          | 0.7472   | 0.9040        | 0.9636           | nan                 | 0.8453           | 0.9920               | 0.9685                | 0.7224                  | 0.9920                | 0.0            | 0.8436      | 0.9907          | 0.9660           | 0.6946             | 0.9886           |
| 0.0074        | 18.42 | 12120 | 0.0673          | 0.7615   | 0.9217        | 0.9676           | nan                 | 0.8892           | 0.9881               | 0.9694                | 0.7705                  | 0.9913                | 0.0            | 0.8875      | 0.9875          | 0.9664           | 0.7383             | 0.9890           |
| 0.006         | 18.45 | 12140 | 0.0712          | 0.7696   | 0.9337        | 0.9699           | nan                 | 0.8690           | 0.9903               | 0.9746                | 0.8415                  | 0.9934                | 0.0            | 0.8675      | 0.9894          | 0.9712           | 0.7983             | 0.9910           |
| 0.0046        | 18.48 | 12160 | 0.0746          | 0.7662   | 0.9286        | 0.9666           | nan                 | 0.8727           | 0.9878               | 0.9699                | 0.8208                  | 0.9916                | 0.0            | 0.8708      | 0.9872          | 0.9667           | 0.7830             | 0.9895           |
| 0.0024        | 18.51 | 12180 | 0.0755          | 0.7605   | 0.9218        | 0.9617           | nan                 | 0.8786           | 0.9898               | 0.9607                | 0.7857                  | 0.9943                | 0.0            | 0.8762      | 0.9891          | 0.9583           | 0.7484             | 0.9912           |
| 0.0096        | 18.54 | 12200 | 0.0726          | 0.7637   | 0.9260        | 0.9682           | nan                 | 0.8808           | 0.9882               | 0.9706                | 0.7955                  | 0.9947                | 0.0            | 0.8790      | 0.9876          | 0.9676           | 0.7565             | 0.9917           |
| 0.0056        | 18.57 | 12220 | 0.0729          | 0.7636   | 0.9270        | 0.9639           | nan                 | 0.8745           | 0.9902               | 0.9658                | 0.8150                  | 0.9894                | 0.0            | 0.8721      | 0.9863          | 0.9633           | 0.7721             | 0.9874           |
| 0.0187        | 18.6  | 12240 | 0.0805          | 0.7620   | 0.9236        | 0.9627           | nan                 | 0.8739           | 0.9887               | 0.9647                | 0.8030                  | 0.9878                | 0.0            | 0.8718      | 0.9855          | 0.9616           | 0.7671             | 0.9860           |
| 0.0088        | 18.63 | 12260 | 0.0808          | 0.7647   | 0.9262        | 0.9607           | nan                 | 0.8714           | 0.9890               | 0.9609                | 0.8181                  | 0.9915                | 0.0            | 0.8691      | 0.9881          | 0.9581           | 0.7842             | 0.9888           |
| 0.0125        | 18.66 | 12280 | 0.0800          | 0.7550   | 0.9126        | 0.9599           | nan                 | 0.8601           | 0.9897               | 0.9615                | 0.7614                  | 0.9906                | 0.0            | 0.8579      | 0.9890          | 0.9587           | 0.7363             | 0.9881           |
| 0.0223        | 18.69 | 12300 | 0.0781          | 0.7510   | 0.9078        | 0.9606           | nan                 | 0.8562           | 0.9874               | 0.9642                | 0.7439                  | 0.9870                | 0.0            | 0.8542      | 0.9869          | 0.9612           | 0.7187             | 0.9849           |
| 0.0704        | 18.72 | 12320 | 0.1032          | 0.7555   | 0.9153        | 0.9503           | nan                 | 0.8663           | 0.9893               | 0.9459                | 0.7841                  | 0.9907                | 0.0            | 0.8639      | 0.9882          | 0.9432           | 0.7498             | 0.9880           |
| 0.0367        | 18.75 | 12340 | 0.1004          | 0.7631   | 0.9248        | 0.9502           | nan                 | 0.8768           | 0.9890               | 0.9448                | 0.8249                  | 0.9888                | 0.0            | 0.8746      | 0.9882          | 0.9417           | 0.7873             | 0.9869           |
| 0.0416        | 18.78 | 12360 | 0.0844          | 0.7706   | 0.9346        | 0.9582           | nan                 | 0.8947           | 0.9880               | 0.9537                | 0.8437                  | 0.9925                | 0.0            | 0.8923      | 0.9876          | 0.9509           | 0.8032             | 0.9899           |
| 0.0132        | 18.81 | 12380 | 0.0834          | 0.7713   | 0.9354        | 0.9624           | nan                 | 0.8772           | 0.9897               | 0.9620                | 0.8550                  | 0.9934                | 0.0            | 0.8751      | 0.9893          | 0.9589           | 0.8137             | 0.9906           |
| 0.0077        | 18.84 | 12400 | 0.0872          | 0.7572   | 0.9158        | 0.9555           | nan                 | 0.8438           | 0.9895               | 0.9575                | 0.8007                  | 0.9876                | 0.0            | 0.8413      | 0.9890          | 0.9548           | 0.7728             | 0.9854           |
| 0.0148        | 18.88 | 12420 | 0.0796          | 0.7682   | 0.9302        | 0.9632           | nan                 | 0.8817           | 0.9871               | 0.9649                | 0.8305                  | 0.9866                | 0.0            | 0.8800      | 0.9868          | 0.9614           | 0.7962             | 0.9848           |
| 0.0637        | 18.91 | 12440 | 0.0777          | 0.7731   | 0.9407        | 0.9577           | nan                 | 0.8946           | 0.9906               | 0.9528                | 0.8738                  | 0.9917                | 0.0            | 0.8923      | 0.9891          | 0.9503           | 0.8183             | 0.9888           |
| 0.0079        | 18.94 | 12460 | 0.0776          | 0.7694   | 0.9405        | 0.9620           | nan                 | 0.8877           | 0.9893               | 0.9624                | 0.8787                  | 0.9846                | 0.0            | 0.8860      | 0.9883          | 0.9588           | 0.7999             | 0.9834           |
| 0.0078        | 18.97 | 12480 | 0.0800          | 0.7727   | 0.9428        | 0.9627           | nan                 | 0.8893           | 0.9900               | 0.9617                | 0.8828                  | 0.9901                | 0.0            | 0.8874      | 0.9891          | 0.9587           | 0.8128             | 0.9880           |
| 0.0044        | 19.0  | 12500 | 0.0753          | 0.7691   | 0.9463        | 0.9643           | nan                 | 0.8805           | 0.9886               | 0.9650                | 0.9059                  | 0.9912                | 0.0            | 0.8786      | 0.9878          | 0.9621           | 0.7969             | 0.9890           |
| 0.0046        | 19.03 | 12520 | 0.0774          | 0.7738   | 0.9495        | 0.9697           | nan                 | 0.8859           | 0.9906               | 0.9723                | 0.9072                  | 0.9916                | 0.0            | 0.8845      | 0.9892          | 0.9687           | 0.8109             | 0.9894           |
| 0.0027        | 19.06 | 12540 | 0.0760          | 0.7711   | 0.9343        | 0.9577           | nan                 | 0.8837           | 0.9884               | 0.9546                | 0.8533                  | 0.9918                | 0.0            | 0.8815      | 0.9874          | 0.9520           | 0.8165             | 0.9894           |
| 0.0291        | 19.09 | 12560 | 0.0749          | 0.7737   | 0.9353        | 0.9662           | nan                 | 0.8840           | 0.9898               | 0.9680                | 0.8451                  | 0.9895                | 0.0            | 0.8826      | 0.9889          | 0.9640           | 0.8192             | 0.9877           |
| 0.004         | 19.12 | 12580 | 0.0765          | 0.7701   | 0.9314        | 0.9638           | nan                 | 0.8634           | 0.9876               | 0.9668                | 0.8474                  | 0.9917                | 0.0            | 0.8619      | 0.9868          | 0.9631           | 0.8195             | 0.9893           |
| 0.0026        | 19.15 | 12600 | 0.0776          | 0.7687   | 0.9307        | 0.9627           | nan                 | 0.8809           | 0.9904               | 0.9621                | 0.8272                  | 0.9927                | 0.0            | 0.8779      | 0.9892          | 0.9593           | 0.7956             | 0.9900           |
| 0.0388        | 19.18 | 12620 | 0.0758          | 0.7671   | 0.9289        | 0.9644           | nan                 | 0.8857           | 0.9903               | 0.9640                | 0.8108                  | 0.9935                | 0.0            | 0.8832      | 0.9889          | 0.9611           | 0.7787             | 0.9904           |
| 0.0271        | 19.21 | 12640 | 0.0676          | 0.7731   | 0.9357        | 0.9679           | nan                 | 0.8941           | 0.9884               | 0.9688                | 0.8347                  | 0.9925                | 0.0            | 0.8915      | 0.9878          | 0.9653           | 0.8044             | 0.9898           |
| 0.0476        | 19.24 | 12660 | 0.0711          | 0.7639   | 0.9230        | 0.9609           | nan                 | 0.8656           | 0.9894               | 0.9626                | 0.8080                  | 0.9893                | 0.0            | 0.8639      | 0.9887          | 0.9590           | 0.7847             | 0.9873           |
| 0.0264        | 19.27 | 12680 | 0.0713          | 0.7668   | 0.9404        | 0.9671           | nan                 | 0.8855           | 0.9903               | 0.9707                | 0.8729                  | 0.9825                | 0.0            | 0.8833      | 0.9896          | 0.9666           | 0.7793             | 0.9817           |
| 0.0087        | 19.3  | 12700 | 0.0708          | 0.7618   | 0.9310        | 0.9592           | nan                 | 0.8718           | 0.9893               | 0.9594                | 0.8469                  | 0.9876                | 0.0            | 0.8690      | 0.9882          | 0.9564           | 0.7710             | 0.9863           |
| 0.0052        | 19.33 | 12720 | 0.0722          | 0.7676   | 0.9323        | 0.9593           | nan                 | 0.8725           | 0.9900               | 0.9596                | 0.8528                  | 0.9869                | 0.0            | 0.8697      | 0.9889          | 0.9565           | 0.8051             | 0.9854           |
| 0.0074        | 19.36 | 12740 | 0.0730          | 0.7740   | 0.9379        | 0.9621           | nan                 | 0.8903           | 0.9903               | 0.9610                | 0.8596                  | 0.9884                | 0.0            | 0.8878      | 0.9895          | 0.9575           | 0.8225             | 0.9867           |
| 0.0062        | 19.39 | 12760 | 0.0744          | 0.7700   | 0.9315        | 0.9626           | nan                 | 0.8845           | 0.9889               | 0.9625                | 0.8320                  | 0.9899                | 0.0            | 0.8826      | 0.9883          | 0.9589           | 0.8023             | 0.9878           |
| 0.0103        | 19.42 | 12780 | 0.0714          | 0.7722   | 0.9350        | 0.9652           | nan                 | 0.8838           | 0.9896               | 0.9665                | 0.8453                  | 0.9896                | 0.0            | 0.8821      | 0.9889          | 0.9627           | 0.8116             | 0.9877           |
| 0.0309        | 19.45 | 12800 | 0.0745          | 0.7659   | 0.9258        | 0.9588           | nan                 | 0.8799           | 0.9878               | 0.9572                | 0.8133                  | 0.9910                | 0.0            | 0.8780      | 0.9873          | 0.9541           | 0.7875             | 0.9885           |
| 0.0434        | 19.48 | 12820 | 0.0777          | 0.7666   | 0.9295        | 0.9599           | nan                 | 0.8744           | 0.9873               | 0.9598                | 0.8357                  | 0.9900                | 0.0            | 0.8724      | 0.9868          | 0.9565           | 0.7959             | 0.9882           |
| 0.0421        | 19.51 | 12840 | 0.0729          | 0.7704   | 0.9366        | 0.9621           | nan                 | 0.8862           | 0.9886               | 0.9608                | 0.8551                  | 0.9924                | 0.0            | 0.8826      | 0.9880          | 0.9583           | 0.8039             | 0.9897           |
| 0.0088        | 19.54 | 12860 | 0.0769          | 0.7667   | 0.9314        | 0.9536           | nan                 | 0.8829           | 0.9884               | 0.9500                | 0.8502                  | 0.9853                | 0.0            | 0.8806      | 0.9876          | 0.9472           | 0.8011             | 0.9837           |
| 0.0027        | 19.57 | 12880 | 0.0741          | 0.7719   | 0.9380        | 0.9643           | nan                 | 0.8964           | 0.9868               | 0.9650                | 0.8566                  | 0.9850                | 0.0            | 0.8940      | 0.9862          | 0.9620           | 0.8059             | 0.9834           |
| 0.0092        | 19.6  | 12900 | 0.0767          | 0.7629   | 0.9229        | 0.9586           | nan                 | 0.8628           | 0.9865               | 0.9603                | 0.8180                  | 0.9872                | 0.0            | 0.8614      | 0.9858          | 0.9570           | 0.7883             | 0.9852           |
| 0.0128        | 19.64 | 12920 | 0.0729          | 0.7717   | 0.9347        | 0.9651           | nan                 | 0.8947           | 0.9891               | 0.9650                | 0.8354                  | 0.9894                | 0.0            | 0.8919      | 0.9886          | 0.9620           | 0.8006             | 0.9873           |
| 0.0139        | 19.67 | 12940 | 0.0707          | 0.7720   | 0.9338        | 0.9625           | nan                 | 0.8978           | 0.9874               | 0.9612                | 0.8345                  | 0.9880                | 0.0            | 0.8955      | 0.9869          | 0.9583           | 0.8050             | 0.9861           |
| 0.008         | 19.7  | 12960 | 0.0738          | 0.7703   | 0.9307        | 0.9695           | nan                 | 0.9130           | 0.9880               | 0.9694                | 0.7925                  | 0.9906                | 0.0            | 0.9096      | 0.9875          | 0.9667           | 0.7700             | 0.9881           |
| 0.0041        | 19.73 | 12980 | 0.0799          | 0.7533   | 0.9092        | 0.9673           | nan                 | 0.8897           | 0.9900               | 0.9697                | 0.7086                  | 0.9883                | 0.0            | 0.8876      | 0.9888          | 0.9661           | 0.6914             | 0.9859           |
| 0.0081        | 19.76 | 13000 | 0.0753          | 0.7551   | 0.9159        | 0.9643           | nan                 | 0.9014           | 0.9875               | 0.9646                | 0.7414                  | 0.9847                | 0.0            | 0.8988      | 0.9870          | 0.9611           | 0.7005             | 0.9833           |
| 0.0226        | 19.79 | 13020 | 0.0710          | 0.7705   | 0.9343        | 0.9718           | nan                 | 0.9062           | 0.9886               | 0.9737                | 0.8128                  | 0.9903                | 0.0            | 0.9042      | 0.9882          | 0.9696           | 0.7728             | 0.9884           |
| 0.0063        | 19.82 | 13040 | 0.0779          | 0.7554   | 0.9147        | 0.9654           | nan                 | 0.8747           | 0.9894               | 0.9679                | 0.7503                  | 0.9910                | 0.0            | 0.8726      | 0.9887          | 0.9649           | 0.7179             | 0.9881           |
| 0.0214        | 19.85 | 13060 | 0.0820          | 0.7544   | 0.9142        | 0.9577           | nan                 | 0.8971           | 0.9899               | 0.9534                | 0.7403                  | 0.9902                | 0.0            | 0.8922      | 0.9884          | 0.9511           | 0.7089             | 0.9857           |
| 0.049         | 19.88 | 13080 | 0.0745          | 0.7610   | 0.9200        | 0.9661           | nan                 | 0.8855           | 0.9910               | 0.9669                | 0.7637                  | 0.9929                | 0.0            | 0.8823      | 0.9897          | 0.9639           | 0.7413             | 0.9889           |
| 0.0078        | 19.91 | 13100 | 0.0751          | 0.7595   | 0.9181        | 0.9615           | nan                 | 0.9037           | 0.9869               | 0.9594                | 0.7529                  | 0.9876                | 0.0            | 0.9007      | 0.9862          | 0.9568           | 0.7286             | 0.9849           |
| 0.0036        | 19.94 | 13120 | 0.0808          | 0.7585   | 0.9182        | 0.9582           | nan                 | 0.8981           | 0.9884               | 0.9551                | 0.7629                  | 0.9865                | 0.0            | 0.8956      | 0.9876          | 0.9525           | 0.7314             | 0.9840           |
| 0.005         | 19.97 | 13140 | 0.0791          | 0.7681   | 0.9298        | 0.9638           | nan                 | 0.8892           | 0.9886               | 0.9637                | 0.8177                  | 0.9899                | 0.0            | 0.8872      | 0.9878          | 0.9606           | 0.7855             | 0.9873           |
| 0.0071        | 20.0  | 13160 | 0.0784          | 0.7666   | 0.9294        | 0.9607           | nan                 | 0.8830           | 0.9897               | 0.9589                | 0.8229                  | 0.9927                | 0.0            | 0.8804      | 0.9888          | 0.9562           | 0.7853             | 0.9888           |
| 0.0053        | 20.03 | 13180 | 0.0766          | 0.7595   | 0.9192        | 0.9638           | nan                 | 0.8836           | 0.9882               | 0.9649                | 0.7704                  | 0.9891                | 0.0            | 0.8808      | 0.9874          | 0.9620           | 0.7403             | 0.9864           |
| 0.0345        | 20.06 | 13200 | 0.0907          | 0.7423   | 0.8976        | 0.9495           | nan                 | 0.8555           | 0.9895               | 0.9472                | 0.7089                  | 0.9870                | 0.0            | 0.8529      | 0.9888          | 0.9447           | 0.6829             | 0.9846           |
| 0.0035        | 20.09 | 13220 | 0.0784          | 0.7579   | 0.9190        | 0.9593           | nan                 | 0.8780           | 0.9906               | 0.9576                | 0.7768                  | 0.9921                | 0.0            | 0.8750      | 0.9900          | 0.9549           | 0.7382             | 0.9894           |
| 0.008         | 20.12 | 13240 | 0.0780          | 0.7655   | 0.9281        | 0.9607           | nan                 | 0.8956           | 0.9883               | 0.9578                | 0.8072                  | 0.9916                | 0.0            | 0.8934      | 0.9878          | 0.9550           | 0.7678             | 0.9892           |
| 0.0051        | 20.15 | 13260 | 0.0759          | 0.7703   | 0.9348        | 0.9680           | nan                 | 0.9004           | 0.9893               | 0.9681                | 0.8245                  | 0.9919                | 0.0            | 0.8980      | 0.9887          | 0.9652           | 0.7800             | 0.9896           |
| 0.036         | 20.18 | 13280 | 0.0743          | 0.7658   | 0.9290        | 0.9645           | nan                 | 0.9018           | 0.9912               | 0.9626                | 0.7985                  | 0.9910                | 0.0            | 0.8998      | 0.9903          | 0.9595           | 0.7561             | 0.9892           |
| 0.0056        | 20.21 | 13300 | 0.0724          | 0.7674   | 0.9306        | 0.9635           | nan                 | 0.9009           | 0.9890               | 0.9612                | 0.8100                  | 0.9917                | 0.0            | 0.8978      | 0.9883          | 0.9584           | 0.7703             | 0.9897           |
| 0.009         | 20.24 | 13320 | 0.0714          | 0.7645   | 0.9280        | 0.9668           | nan                 | 0.8813           | 0.9887               | 0.9708                | 0.8144                  | 0.9846                | 0.0            | 0.8794      | 0.9881          | 0.9671           | 0.7688             | 0.9835           |
| 0.0071        | 20.27 | 13340 | 0.0762          | 0.7489   | 0.9048        | 0.9549           | nan                 | 0.8903           | 0.9903               | 0.9502                | 0.7036                  | 0.9898                | 0.0            | 0.8883      | 0.9896          | 0.9475           | 0.6806             | 0.9872           |
| 0.0049        | 20.3  | 13360 | 0.0754          | 0.7537   | 0.9111        | 0.9662           | nan                 | 0.8794           | 0.9900               | 0.9688                | 0.7270                  | 0.9900                | 0.0            | 0.8779      | 0.9891          | 0.9655           | 0.7021             | 0.9879           |
| 0.047         | 20.33 | 13380 | 0.0762          | 0.7640   | 0.9258        | 0.9645           | nan                 | 0.8878           | 0.9862               | 0.9664                | 0.8026                  | 0.9860                | 0.0            | 0.8852      | 0.9858          | 0.9634           | 0.7650             | 0.9843           |
| 0.0151        | 20.36 | 13400 | 0.0794          | 0.7699   | 0.9338        | 0.9592           | nan                 | 0.8878           | 0.9896               | 0.9563                | 0.8437                  | 0.9916                | 0.0            | 0.8846      | 0.9886          | 0.9538           | 0.8035             | 0.9887           |
| 0.0163        | 20.4  | 13420 | 0.0779          | 0.7718   | 0.9370        | 0.9602           | nan                 | 0.8774           | 0.9868               | 0.9596                | 0.8706                  | 0.9907                | 0.0            | 0.8744      | 0.9861          | 0.9568           | 0.8257             | 0.9878           |
| 0.0051        | 20.43 | 13440 | 0.0771          | 0.7664   | 0.9296        | 0.9563           | nan                 | 0.8855           | 0.9888               | 0.9534                | 0.8333                  | 0.9871                | 0.0            | 0.8827      | 0.9881          | 0.9506           | 0.7918             | 0.9852           |
| 0.0042        | 20.46 | 13460 | 0.0816          | 0.7676   | 0.9312        | 0.9531           | nan                 | 0.8797           | 0.9879               | 0.9474                | 0.8464                  | 0.9946                | 0.0            | 0.8765      | 0.9874          | 0.9451           | 0.8065             | 0.9901           |
| 0.0022        | 20.49 | 13480 | 0.0725          | 0.7720   | 0.9364        | 0.9650           | nan                 | 0.8840           | 0.9883               | 0.9658                | 0.8522                  | 0.9919                | 0.0            | 0.8813      | 0.9878          | 0.9626           | 0.8109             | 0.9896           |
| 0.0566        | 20.52 | 13500 | 0.0739          | 0.7746   | 0.9373        | 0.9649           | nan                 | 0.8985           | 0.9915               | 0.9629                | 0.8409                  | 0.9928                | 0.0            | 0.8954      | 0.9908          | 0.9600           | 0.8116             | 0.9901           |
| 0.0069        | 20.55 | 13520 | 0.0752          | 0.7674   | 0.9299        | 0.9609           | nan                 | 0.8932           | 0.9881               | 0.9594                | 0.8209                  | 0.9880                | 0.0            | 0.8903      | 0.9877          | 0.9564           | 0.7839             | 0.9863           |
| 0.0068        | 20.58 | 13540 | 0.0754          | 0.7744   | 0.9366        | 0.9686           | nan                 | 0.9023           | 0.9897               | 0.9689                | 0.8307                  | 0.9912                | 0.0            | 0.8994      | 0.9892          | 0.9660           | 0.8030             | 0.9889           |
| 0.0612        | 20.61 | 13560 | 0.0747          | 0.7758   | 0.9396        | 0.9680           | nan                 | 0.8897           | 0.9880               | 0.9698                | 0.8592                  | 0.9914                | 0.0            | 0.8870      | 0.9873          | 0.9668           | 0.8243             | 0.9892           |
| 0.0121        | 20.64 | 13580 | 0.0793          | 0.7697   | 0.9324        | 0.9554           | nan                 | 0.8797           | 0.9873               | 0.9517                | 0.8516                  | 0.9917                | 0.0            | 0.8768      | 0.9866          | 0.9495           | 0.8167             | 0.9890           |
| 0.0983        | 20.67 | 13600 | 0.0817          | 0.7721   | 0.9342        | 0.9604           | nan                 | 0.8813           | 0.9914               | 0.9584                | 0.8470                  | 0.9928                | 0.0            | 0.8782      | 0.9906          | 0.9560           | 0.8180             | 0.9900           |
| 0.0105        | 20.7  | 13620 | 0.0824          | 0.7685   | 0.9316        | 0.9576           | nan                 | 0.8673           | 0.9894               | 0.9562                | 0.8522                  | 0.9928                | 0.0            | 0.8636      | 0.9889          | 0.9540           | 0.8149             | 0.9896           |
| 0.0105        | 20.73 | 13640 | 0.0789          | 0.7658   | 0.9276        | 0.9623           | nan                 | 0.8661           | 0.9870               | 0.9650                | 0.8314                  | 0.9886                | 0.0            | 0.8636      | 0.9864          | 0.9618           | 0.7967             | 0.9865           |
| 0.0045        | 20.76 | 13660 | 0.0808          | 0.7774   | 0.9433        | 0.9659           | nan                 | 0.9032           | 0.9901               | 0.9642                | 0.8668                  | 0.9924                | 0.0            | 0.8995      | 0.9892          | 0.9614           | 0.8247             | 0.9899           |
| 0.0056        | 20.79 | 13680 | 0.0968          | 0.7756   | 0.9417        | 0.9545           | nan                 | 0.8958           | 0.9879               | 0.9478                | 0.8842                  | 0.9929                | 0.0            | 0.8922      | 0.9869          | 0.9454           | 0.8399             | 0.9894           |
| 0.0051        | 20.82 | 13700 | 0.1019          | 0.7772   | 0.9422        | 0.9602           | nan                 | 0.9032           | 0.9887               | 0.9557                | 0.8717                  | 0.9918                | 0.0            | 0.8998      | 0.9879          | 0.9529           | 0.8333             | 0.9893           |
| 0.0286        | 20.85 | 13720 | 0.0848          | 0.7759   | 0.9397        | 0.9605           | nan                 | 0.8979           | 0.9879               | 0.9571                | 0.8639                  | 0.9919                | 0.0            | 0.8949      | 0.9873          | 0.9541           | 0.8293             | 0.9894           |
| 0.0065        | 20.88 | 13740 | 0.0850          | 0.7800   | 0.9444        | 0.9660           | nan                 | 0.8994           | 0.9901               | 0.9645                | 0.8744                  | 0.9934                | 0.0            | 0.8970      | 0.9895          | 0.9615           | 0.8416             | 0.9903           |
| 0.0046        | 20.91 | 13760 | 0.0923          | 0.7714   | 0.9349        | 0.9495           | nan                 | 0.8894           | 0.9871               | 0.9418                | 0.8660                  | 0.9900                | 0.0            | 0.8868      | 0.9864          | 0.9391           | 0.8279             | 0.9879           |
| 0.0049        | 20.94 | 13780 | 0.0856          | 0.7735   | 0.9378        | 0.9603           | nan                 | 0.8888           | 0.9892               | 0.9574                | 0.8607                  | 0.9929                | 0.0            | 0.8858      | 0.9888          | 0.9545           | 0.8220             | 0.9901           |
| 0.0139        | 20.97 | 13800 | 0.0816          | 0.7667   | 0.9329        | 0.9622           | nan                 | 0.8606           | 0.9893               | 0.9642                | 0.8578                  | 0.9925                | 0.0            | 0.8579      | 0.9889          | 0.9611           | 0.8025             | 0.9896           |
| 0.0043        | 21.0  | 13820 | 0.0814          | 0.7723   | 0.9388        | 0.9647           | nan                 | 0.8944           | 0.9866               | 0.9640                | 0.8564                  | 0.9925                | 0.0            | 0.8916      | 0.9862          | 0.9609           | 0.8050             | 0.9901           |
| 0.0064        | 21.03 | 13840 | 0.0817          | 0.7634   | 0.9251        | 0.9615           | nan                 | 0.8651           | 0.9897               | 0.9628                | 0.8161                  | 0.9920                | 0.0            | 0.8630      | 0.9887          | 0.9597           | 0.7791             | 0.9898           |
| 0.0127        | 21.06 | 13860 | 0.0795          | 0.7679   | 0.9299        | 0.9674           | nan                 | 0.8699           | 0.9892               | 0.9713                | 0.8276                  | 0.9915                | 0.0            | 0.8669      | 0.9885          | 0.9681           | 0.7945             | 0.9895           |
| 0.0541        | 21.09 | 13880 | 0.0797          | 0.7681   | 0.9313        | 0.9590           | nan                 | 0.8842           | 0.9905               | 0.9564                | 0.8340                  | 0.9912                | 0.0            | 0.8808      | 0.9893          | 0.9540           | 0.7957             | 0.9891           |
| 0.0242        | 21.12 | 13900 | 0.0783          | 0.7653   | 0.9273        | 0.9614           | nan                 | 0.8672           | 0.9910               | 0.9631                | 0.8269                  | 0.9882                | 0.0            | 0.8645      | 0.9899          | 0.9603           | 0.7905             | 0.9868           |
| 0.0337        | 21.16 | 13920 | 0.0734          | 0.7686   | 0.9305        | 0.9647           | nan                 | 0.8672           | 0.9869               | 0.9688                | 0.8416                  | 0.9878                | 0.0            | 0.8653      | 0.9862          | 0.9655           | 0.8081             | 0.9864           |
| 0.0099        | 21.19 | 13940 | 0.0761          | 0.7772   | 0.9411        | 0.9665           | nan                 | 0.8938           | 0.9900               | 0.9667                | 0.8639                  | 0.9911                | 0.0            | 0.8912      | 0.9887          | 0.9639           | 0.8304             | 0.9890           |
| 0.0148        | 21.22 | 13960 | 0.0773          | 0.7665   | 0.9261        | 0.9605           | nan                 | 0.8729           | 0.9885               | 0.9607                | 0.8175                  | 0.9908                | 0.0            | 0.8705      | 0.9845          | 0.9580           | 0.7973             | 0.9884           |
| 0.0075        | 21.25 | 13980 | 0.0772          | 0.7704   | 0.9317        | 0.9654           | nan                 | 0.8894           | 0.9919               | 0.9651                | 0.8197                  | 0.9923                | 0.0            | 0.8863      | 0.9866          | 0.9625           | 0.7982             | 0.9891           |
| 0.0106        | 21.28 | 14000 | 0.0784          | 0.7657   | 0.9266        | 0.9618           | nan                 | 0.8764           | 0.9905               | 0.9616                | 0.8126                  | 0.9921                | 0.0            | 0.8731      | 0.9854          | 0.9591           | 0.7874             | 0.9895           |
| 0.0063        | 21.31 | 14020 | 0.0757          | 0.7664   | 0.9281        | 0.9592           | nan                 | 0.8849           | 0.9910               | 0.9565                | 0.8165                  | 0.9916                | 0.0            | 0.8820      | 0.9900          | 0.9538           | 0.7830             | 0.9894           |
| 0.0048        | 21.34 | 14040 | 0.0762          | 0.7652   | 0.9262        | 0.9606           | nan                 | 0.8766           | 0.9899               | 0.9596                | 0.8121                  | 0.9927                | 0.0            | 0.8740      | 0.9892          | 0.9568           | 0.7808             | 0.9901           |
| 0.0019        | 21.37 | 14060 | 0.0779          | 0.7659   | 0.9263        | 0.9638           | nan                 | 0.8778           | 0.9913               | 0.9644                | 0.8057                  | 0.9923                | 0.0            | 0.8752      | 0.9905          | 0.9615           | 0.7782             | 0.9898           |
| 0.0093        | 21.4  | 14080 | 0.0789          | 0.7716   | 0.9335        | 0.9668           | nan                 | 0.8924           | 0.9888               | 0.9672                | 0.8262                  | 0.9929                | 0.0            | 0.8899      | 0.9883          | 0.9642           | 0.7967             | 0.9902           |
| 0.0111        | 21.43 | 14100 | 0.0833          | 0.7678   | 0.9290        | 0.9623           | nan                 | 0.8886           | 0.9873               | 0.9609                | 0.8152                  | 0.9932                | 0.0            | 0.8864      | 0.9868          | 0.9581           | 0.7853             | 0.9900           |
| 0.0025        | 21.46 | 14120 | 0.0879          | 0.7596   | 0.9192        | 0.9604           | nan                 | 0.8766           | 0.9889               | 0.9598                | 0.7787                  | 0.9921                | 0.0            | 0.8738      | 0.9883          | 0.9572           | 0.7488             | 0.9894           |
| 0.0017        | 21.49 | 14140 | 0.0898          | 0.7537   | 0.9129        | 0.9645           | nan                 | 0.8738           | 0.9886               | 0.9665                | 0.7434                  | 0.9919                | 0.0            | 0.8712      | 0.9881          | 0.9636           | 0.7095             | 0.9896           |
| 0.0093        | 21.52 | 14160 | 0.0893          | 0.7493   | 0.9110        | 0.9632           | nan                 | 0.8832           | 0.9912               | 0.9650                | 0.7312                  | 0.9844                | 0.0            | 0.8808      | 0.9901          | 0.9616           | 0.6796             | 0.9833           |
| 0.0287        | 21.55 | 14180 | 0.0880          | 0.7509   | 0.9135        | 0.9612           | nan                 | 0.8835           | 0.9874               | 0.9621                | 0.7493                  | 0.9853                | 0.0            | 0.8807      | 0.9868          | 0.9590           | 0.6949             | 0.9841           |
| 0.0018        | 21.58 | 14200 | 0.0862          | 0.7633   | 0.9245        | 0.9645           | nan                 | 0.8955           | 0.9895               | 0.9637                | 0.7825                  | 0.9912                | 0.0            | 0.8930      | 0.9890          | 0.9606           | 0.7477             | 0.9893           |
| 0.0053        | 21.61 | 14220 | 0.0794          | 0.7586   | 0.9175        | 0.9641           | nan                 | 0.8700           | 0.9879               | 0.9663                | 0.7707                  | 0.9926                | 0.0            | 0.8676      | 0.9875          | 0.9634           | 0.7429             | 0.9902           |
| 0.017         | 21.64 | 14240 | 0.0772          | 0.7659   | 0.9267        | 0.9663           | nan                 | 0.8831           | 0.9917               | 0.9672                | 0.7985                  | 0.9928                | 0.0            | 0.8803      | 0.9911          | 0.9644           | 0.7691             | 0.9905           |
| 0.0363        | 21.67 | 14260 | 0.0799          | 0.7670   | 0.9284        | 0.9637           | nan                 | 0.8860           | 0.9887               | 0.9639                | 0.8130                  | 0.9902                | 0.0            | 0.8834      | 0.9881          | 0.9611           | 0.7810             | 0.9884           |
| 0.0044        | 21.7  | 14280 | 0.0794          | 0.7633   | 0.9246        | 0.9630           | nan                 | 0.8770           | 0.9894               | 0.9649                | 0.8052                  | 0.9867                | 0.0            | 0.8751      | 0.9887          | 0.9614           | 0.7696             | 0.9851           |
| 0.0031        | 21.73 | 14300 | 0.0780          | 0.7635   | 0.9246        | 0.9596           | nan                 | 0.8857           | 0.9864               | 0.9578                | 0.8014                  | 0.9916                | 0.0            | 0.8833      | 0.9859          | 0.9549           | 0.7676             | 0.9892           |
| 0.0091        | 21.76 | 14320 | 0.0818          | 0.7584   | 0.9171        | 0.9541           | nan                 | 0.8614           | 0.9896               | 0.9519                | 0.7909                  | 0.9919                | 0.0            | 0.8596      | 0.9889          | 0.9492           | 0.7631             | 0.9894           |
| 0.0031        | 21.79 | 14340 | 0.0803          | 0.7637   | 0.9226        | 0.9607           | nan                 | 0.8893           | 0.9907               | 0.9583                | 0.7824                  | 0.9922                | 0.0            | 0.8875      | 0.9901          | 0.9553           | 0.7591             | 0.9899           |
| 0.0059        | 21.82 | 14360 | 0.0782          | 0.7726   | 0.9344        | 0.9644           | nan                 | 0.9020           | 0.9897               | 0.9619                | 0.8250                  | 0.9937                | 0.0            | 0.8994      | 0.9889          | 0.9591           | 0.7971             | 0.9909           |
| 0.0225        | 21.85 | 14380 | 0.0791          | 0.7698   | 0.9319        | 0.9640           | nan                 | 0.8921           | 0.9879               | 0.9627                | 0.8230                  | 0.9940                | 0.0            | 0.8894      | 0.9872          | 0.9601           | 0.7917             | 0.9905           |
| 0.0351        | 21.88 | 14400 | 0.0806          | 0.7712   | 0.9341        | 0.9626           | nan                 | 0.8833           | 0.9895               | 0.9620                | 0.8441                  | 0.9918                | 0.0            | 0.8810      | 0.9888          | 0.9591           | 0.8091             | 0.9894           |
| 0.0182        | 21.91 | 14420 | 0.0852          | 0.7736   | 0.9409        | 0.9628           | nan                 | 0.8914           | 0.9897               | 0.9614                | 0.8716                  | 0.9906                | 0.0            | 0.8884      | 0.9890          | 0.9586           | 0.8163             | 0.9890           |
| 0.0057        | 21.95 | 14440 | 0.0890          | 0.7699   | 0.9339        | 0.9568           | nan                 | 0.8937           | 0.9891               | 0.9520                | 0.8438                  | 0.9910                | 0.0            | 0.8905      | 0.9883          | 0.9497           | 0.8015             | 0.9893           |
| 0.0091        | 21.98 | 14460 | 0.0878          | 0.7726   | 0.9368        | 0.9628           | nan                 | 0.9011           | 0.9901               | 0.9604                | 0.8425                  | 0.9898                | 0.0            | 0.8978      | 0.9895          | 0.9574           | 0.8028             | 0.9884           |
| 0.0038        | 22.01 | 14480 | 0.0838          | 0.7675   | 0.9314        | 0.9602           | nan                 | 0.8804           | 0.9917               | 0.9585                | 0.8348                  | 0.9913                | 0.0            | 0.8774      | 0.9906          | 0.9560           | 0.7915             | 0.9896           |
| 0.0361        | 22.04 | 14500 | 0.0789          | 0.7730   | 0.9402        | 0.9644           | nan                 | 0.8943           | 0.9891               | 0.9628                | 0.8611                  | 0.9937                | 0.0            | 0.8907      | 0.9886          | 0.9604           | 0.8067             | 0.9914           |
| 0.004         | 22.07 | 14520 | 0.0802          | 0.7665   | 0.9288        | 0.9698           | nan                 | 0.8818           | 0.9880               | 0.9742                | 0.8109                  | 0.9892                | 0.0            | 0.8797      | 0.9876          | 0.9707           | 0.7733             | 0.9877           |
| 0.0158        | 22.1  | 14540 | 0.0701          | 0.7712   | 0.9343        | 0.9652           | nan                 | 0.8896           | 0.9873               | 0.9658                | 0.8378                  | 0.9907                | 0.0            | 0.8873      | 0.9869          | 0.9627           | 0.8018             | 0.9886           |
| 0.003         | 22.13 | 14560 | 0.0852          | 0.7650   | 0.9276        | 0.9515           | nan                 | 0.8554           | 0.9909               | 0.9483                | 0.8512                  | 0.9921                | 0.0            | 0.8526      | 0.9901          | 0.9460           | 0.8128             | 0.9884           |
| 0.0138        | 22.16 | 14580 | 0.0922          | 0.7659   | 0.9282        | 0.9562           | nan                 | 0.8495           | 0.9898               | 0.9567                | 0.8542                  | 0.9910                | 0.0            | 0.8468      | 0.9890          | 0.9541           | 0.8171             | 0.9884           |
| 0.0088        | 22.19 | 14600 | 0.0988          | 0.7658   | 0.9285        | 0.9513           | nan                 | 0.8733           | 0.9898               | 0.9469                | 0.8444                  | 0.9881                | 0.0            | 0.8704      | 0.9891          | 0.9443           | 0.8045             | 0.9862           |
| 0.0076        | 22.22 | 14620 | 0.0915          | 0.7653   | 0.9283        | 0.9582           | nan                 | 0.8734           | 0.9902               | 0.9573                | 0.8317                  | 0.9888                | 0.0            | 0.8711      | 0.9895          | 0.9542           | 0.7897             | 0.9871           |
| 0.0582        | 22.25 | 14640 | 0.0838          | 0.7675   | 0.9296        | 0.9669           | nan                 | 0.8741           | 0.9885               | 0.9704                | 0.8247                  | 0.9902                | 0.0            | 0.8719      | 0.9880          | 0.9670           | 0.7895             | 0.9885           |
| 0.0122        | 22.28 | 14660 | 0.0826          | 0.7659   | 0.9288        | 0.9597           | nan                 | 0.8815           | 0.9890               | 0.9584                | 0.8247                  | 0.9901                | 0.0            | 0.8787      | 0.9885          | 0.9557           | 0.7844             | 0.9884           |
| 0.0273        | 22.31 | 14680 | 0.0852          | 0.7734   | 0.9394        | 0.9551           | nan                 | 0.8834           | 0.9904               | 0.9503                | 0.8811                  | 0.9918                | 0.0            | 0.8804      | 0.9897          | 0.9476           | 0.8329             | 0.9899           |
| 0.0054        | 22.34 | 14700 | 0.0839          | 0.7746   | 0.9397        | 0.9617           | nan                 | 0.8896           | 0.9877               | 0.9597                | 0.8684                  | 0.9932                | 0.0            | 0.8863      | 0.9873          | 0.9569           | 0.8259             | 0.9908           |
| 0.0112        | 22.37 | 14720 | 0.0819          | 0.7704   | 0.9335        | 0.9591           | nan                 | 0.8820           | 0.9881               | 0.9566                | 0.8475                  | 0.9935                | 0.0            | 0.8795      | 0.9877          | 0.9538           | 0.8110             | 0.9905           |
| 0.0635        | 22.4  | 14740 | 0.0821          | 0.7711   | 0.9345        | 0.9611           | nan                 | 0.8810           | 0.9874               | 0.9607                | 0.8530                  | 0.9904                | 0.0            | 0.8787      | 0.9869          | 0.9576           | 0.8149             | 0.9886           |
| 0.0053        | 22.43 | 14760 | 0.0810          | 0.7709   | 0.9342        | 0.9630           | nan                 | 0.8891           | 0.9892               | 0.9626                | 0.8409                  | 0.9890                | 0.0            | 0.8867      | 0.9888          | 0.9597           | 0.8025             | 0.9875           |
| 0.0365        | 22.46 | 14780 | 0.0752          | 0.7748   | 0.9414        | 0.9610           | nan                 | 0.8968           | 0.9890               | 0.9580                | 0.8722                  | 0.9914                | 0.0            | 0.8936      | 0.9886          | 0.9557           | 0.8220             | 0.9889           |
| 0.0095        | 22.49 | 14800 | 0.0817          | 0.7710   | 0.9379        | 0.9548           | nan                 | 0.8870           | 0.9881               | 0.9502                | 0.8744                  | 0.9896                | 0.0            | 0.8846      | 0.9877          | 0.9477           | 0.8188             | 0.9875           |
| 0.0122        | 22.52 | 14820 | 0.0842          | 0.7772   | 0.9418        | 0.9601           | nan                 | 0.9021           | 0.9891               | 0.9556                | 0.8699                  | 0.9924                | 0.0            | 0.8994      | 0.9886          | 0.9532           | 0.8326             | 0.9892           |
| 0.0297        | 22.55 | 14840 | 0.0849          | 0.7713   | 0.9338        | 0.9555           | nan                 | 0.8837           | 0.9875               | 0.9509                | 0.8530                  | 0.9937                | 0.0            | 0.8814      | 0.9870          | 0.9485           | 0.8214             | 0.9897           |
| 0.0608        | 22.58 | 14860 | 0.0883          | 0.7658   | 0.9284        | 0.9465           | nan                 | 0.8868           | 0.9883               | 0.9362                | 0.8353                  | 0.9953                | 0.0            | 0.8835      | 0.9878          | 0.9343           | 0.8000             | 0.9891           |
| 0.044         | 22.61 | 14880 | 0.0833          | 0.7719   | 0.9349        | 0.9597           | nan                 | 0.8950           | 0.9874               | 0.9570                | 0.8461                  | 0.9891                | 0.0            | 0.8919      | 0.9871          | 0.9542           | 0.8108             | 0.9875           |
| 0.0214        | 22.64 | 14900 | 0.0914          | 0.7638   | 0.9246        | 0.9522           | nan                 | 0.8832           | 0.9890               | 0.9468                | 0.8145                  | 0.9896                | 0.0            | 0.8805      | 0.9883          | 0.9444           | 0.7819             | 0.9875           |
| 0.0077        | 22.67 | 14920 | 0.0936          | 0.7516   | 0.9092        | 0.9562           | nan                 | 0.8691           | 0.9880               | 0.9551                | 0.7441                  | 0.9899                | 0.0            | 0.8665      | 0.9875          | 0.9524           | 0.7155             | 0.9877           |
| 0.0535        | 22.71 | 14940 | 0.0973          | 0.7503   | 0.9069        | 0.9514           | nan                 | 0.8404           | 0.9902               | 0.9508                | 0.7619                  | 0.9909                | 0.0            | 0.8383      | 0.9893          | 0.9481           | 0.7387             | 0.9878           |
| 0.012         | 22.74 | 14960 | 0.0883          | 0.7620   | 0.9207        | 0.9621           | nan                 | 0.8687           | 0.9892               | 0.9639                | 0.7921                  | 0.9896                | 0.0            | 0.8669      | 0.9886          | 0.9606           | 0.7682             | 0.9875           |
| 0.0033        | 22.77 | 14980 | 0.0837          | 0.7684   | 0.9294        | 0.9642           | nan                 | 0.8721           | 0.9886               | 0.9655                | 0.8268                  | 0.9939                | 0.0            | 0.8703      | 0.9878          | 0.9626           | 0.7991             | 0.9903           |
| 0.0198        | 22.8  | 15000 | 0.0828          | 0.7703   | 0.9325        | 0.9603           | nan                 | 0.8792           | 0.9889               | 0.9593                | 0.8442                  | 0.9910                | 0.0            | 0.8771      | 0.9884          | 0.9565           | 0.8108             | 0.9887           |
| 0.002         | 22.83 | 15020 | 0.0794          | 0.7746   | 0.9379        | 0.9668           | nan                 | 0.8926           | 0.9903               | 0.9673                | 0.8486                  | 0.9908                | 0.0            | 0.8903      | 0.9898          | 0.9642           | 0.8144             | 0.9888           |
| 0.0061        | 22.86 | 15040 | 0.0833          | 0.7754   | 0.9395        | 0.9668           | nan                 | 0.8957           | 0.9901               | 0.9663                | 0.8517                  | 0.9936                | 0.0            | 0.8935      | 0.9894          | 0.9634           | 0.8153             | 0.9906           |
| 0.0155        | 22.89 | 15060 | 0.0810          | 0.7724   | 0.9363        | 0.9631           | nan                 | 0.8855           | 0.9881               | 0.9631                | 0.8547                  | 0.9899                | 0.0            | 0.8832      | 0.9876          | 0.9603           | 0.8154             | 0.9880           |
| 0.0069        | 22.92 | 15080 | 0.0816          | 0.7688   | 0.9311        | 0.9625           | nan                 | 0.8674           | 0.9873               | 0.9639                | 0.8436                  | 0.9933                | 0.0            | 0.8655      | 0.9869          | 0.9611           | 0.8087             | 0.9905           |
| 0.0148        | 22.95 | 15100 | 0.0778          | 0.7709   | 0.9347        | 0.9628           | nan                 | 0.8841           | 0.9903               | 0.9625                | 0.8463                  | 0.9905                | 0.0            | 0.8814      | 0.9898          | 0.9598           | 0.8060             | 0.9886           |
| 0.0054        | 22.98 | 15120 | 0.0757          | 0.7717   | 0.9367        | 0.9655           | nan                 | 0.8804           | 0.9919               | 0.9667                | 0.8537                  | 0.9908                | 0.0            | 0.8780      | 0.9902          | 0.9639           | 0.8093             | 0.9888           |
| 0.0038        | 23.01 | 15140 | 0.0791          | 0.7630   | 0.9258        | 0.9586           | nan                 | 0.8807           | 0.9868               | 0.9568                | 0.8136                  | 0.9913                | 0.0            | 0.8781      | 0.9855          | 0.9545           | 0.7709             | 0.9890           |
| 0.003         | 23.04 | 15160 | 0.0735          | 0.7681   | 0.9309        | 0.9628           | nan                 | 0.9012           | 0.9903               | 0.9612                | 0.8151                  | 0.9869                | 0.0            | 0.8978      | 0.9890          | 0.9586           | 0.7774             | 0.9855           |
| 0.0154        | 23.07 | 15180 | 0.0787          | 0.7707   | 0.9332        | 0.9667           | nan                 | 0.8886           | 0.9898               | 0.9679                | 0.8292                  | 0.9904                | 0.0            | 0.8863      | 0.9889          | 0.9650           | 0.7951             | 0.9886           |
| 0.0062        | 23.1  | 15200 | 0.0825          | 0.7668   | 0.9284        | 0.9625           | nan                 | 0.8798           | 0.9842               | 0.9637                | 0.8248                  | 0.9897                | 0.0            | 0.8776      | 0.9839          | 0.9607           | 0.7905             | 0.9878           |
| 0.008         | 23.13 | 15220 | 0.0818          | 0.7686   | 0.9307        | 0.9629           | nan                 | 0.8817           | 0.9887               | 0.9629                | 0.8282                  | 0.9919                | 0.0            | 0.8798      | 0.9883          | 0.9600           | 0.7939             | 0.9895           |
| 0.0274        | 23.16 | 15240 | 0.0819          | 0.7736   | 0.9372        | 0.9710           | nan                 | 0.8881           | 0.9890               | 0.9742                | 0.8422                  | 0.9925                | 0.0            | 0.8863      | 0.9886          | 0.9707           | 0.8058             | 0.9900           |
| 0.0106        | 23.19 | 15260 | 0.0778          | 0.7680   | 0.9309        | 0.9664           | nan                 | 0.8736           | 0.9896               | 0.9693                | 0.8313                  | 0.9908                | 0.0            | 0.8717      | 0.9890          | 0.9663           | 0.7922             | 0.9887           |
| 0.0065        | 23.22 | 15280 | 0.0796          | 0.7717   | 0.9341        | 0.9603           | nan                 | 0.8868           | 0.9901               | 0.9581                | 0.8447                  | 0.9910                | 0.0            | 0.8846      | 0.9895          | 0.9552           | 0.8125             | 0.9887           |
| 0.0305        | 23.25 | 15300 | 0.0849          | 0.7718   | 0.9342        | 0.9586           | nan                 | 0.8971           | 0.9878               | 0.9542                | 0.8398                  | 0.9919                | 0.0            | 0.8945      | 0.9874          | 0.9515           | 0.8082             | 0.9894           |
| 0.0127        | 23.28 | 15320 | 0.0903          | 0.7721   | 0.9349        | 0.9654           | nan                 | 0.8799           | 0.9895               | 0.9671                | 0.8478                  | 0.9905                | 0.0            | 0.8779      | 0.9890          | 0.9637           | 0.8134             | 0.9883           |
| 0.0091        | 23.31 | 15340 | 0.0880          | 0.7727   | 0.9371        | 0.9678           | nan                 | 0.8864           | 0.9887               | 0.9703                | 0.8508                  | 0.9893                | 0.0            | 0.8843      | 0.9882          | 0.9669           | 0.8092             | 0.9874           |
| 0.0232        | 23.34 | 15360 | 0.0848          | 0.7733   | 0.9389        | 0.9624           | nan                 | 0.8848           | 0.9889               | 0.9616                | 0.8677                  | 0.9915                | 0.0            | 0.8826      | 0.9883          | 0.9587           | 0.8208             | 0.9892           |
| 0.0064        | 23.37 | 15380 | 0.0847          | 0.7733   | 0.9376        | 0.9671           | nan                 | 0.8919           | 0.9895               | 0.9680                | 0.8482                  | 0.9906                | 0.0            | 0.8900      | 0.9882          | 0.9648           | 0.8080             | 0.9887           |
| 0.0058        | 23.4  | 15400 | 0.0804          | 0.7726   | 0.9396        | 0.9668           | nan                 | 0.8942           | 0.9883               | 0.9677                | 0.8580                  | 0.9899                | 0.0            | 0.8919      | 0.9873          | 0.9646           | 0.8037             | 0.9883           |
| 0.0038        | 23.43 | 15420 | 0.0820          | 0.7708   | 0.9364        | 0.9640           | nan                 | 0.8914           | 0.9884               | 0.9634                | 0.8477                  | 0.9912                | 0.0            | 0.8891      | 0.9875          | 0.9605           | 0.7984             | 0.9893           |
| 0.0294        | 23.47 | 15440 | 0.0872          | 0.7674   | 0.9300        | 0.9675           | nan                 | 0.8751           | 0.9883               | 0.9718                | 0.8269                  | 0.9879                | 0.0            | 0.8736      | 0.9875          | 0.9680           | 0.7887             | 0.9865           |
| 0.0031        | 23.5  | 15460 | 0.0819          | 0.7671   | 0.9276        | 0.9596           | nan                 | 0.8772           | 0.9907               | 0.9585                | 0.8213                  | 0.9905                | 0.0            | 0.8752      | 0.9894          | 0.9559           | 0.7936             | 0.9886           |
| 0.0036        | 23.53 | 15480 | 0.0792          | 0.7683   | 0.9307        | 0.9636           | nan                 | 0.8719           | 0.9911               | 0.9651                | 0.8344                  | 0.9909                | 0.0            | 0.8695      | 0.9902          | 0.9623           | 0.7989             | 0.9889           |
| 0.0043        | 23.56 | 15500 | 0.0824          | 0.7651   | 0.9283        | 0.9607           | nan                 | 0.8741           | 0.9883               | 0.9612                | 0.8288                  | 0.9889                | 0.0            | 0.8718      | 0.9876          | 0.9583           | 0.7857             | 0.9872           |
| 0.0426        | 23.59 | 15520 | 0.0804          | 0.7661   | 0.9303        | 0.9614           | nan                 | 0.8812           | 0.9897               | 0.9616                | 0.8319                  | 0.9871                | 0.0            | 0.8789      | 0.9889          | 0.9587           | 0.7842             | 0.9856           |
| 0.0169        | 23.62 | 15540 | 0.0831          | 0.7655   | 0.9284        | 0.9583           | nan                 | 0.8793           | 0.9889               | 0.9566                | 0.8275                  | 0.9899                | 0.0            | 0.8770      | 0.9880          | 0.9542           | 0.7861             | 0.9879           |
| 0.0095        | 23.65 | 15560 | 0.0839          | 0.7641   | 0.9253        | 0.9601           | nan                 | 0.8616           | 0.9887               | 0.9612                | 0.8232                  | 0.9918                | 0.0            | 0.8595      | 0.9880          | 0.9585           | 0.7894             | 0.9895           |
| 0.0141        | 23.68 | 15580 | 0.0871          | 0.7706   | 0.9335        | 0.9652           | nan                 | 0.8847           | 0.9899               | 0.9658                | 0.8351                  | 0.9920                | 0.0            | 0.8825      | 0.9891          | 0.9629           | 0.7996             | 0.9898           |
| 0.0217        | 23.71 | 15600 | 0.0935          | 0.7723   | 0.9372        | 0.9602           | nan                 | 0.8935           | 0.9887               | 0.9571                | 0.8550                  | 0.9917                | 0.0            | 0.8907      | 0.9881          | 0.9546           | 0.8111             | 0.9894           |
| 0.0045        | 23.74 | 15620 | 0.0884          | 0.7718   | 0.9359        | 0.9643           | nan                 | 0.8860           | 0.9889               | 0.9642                | 0.8485                  | 0.9921                | 0.0            | 0.8837      | 0.9883          | 0.9614           | 0.8076             | 0.9898           |
| 0.0022        | 23.77 | 15640 | 0.0903          | 0.7732   | 0.9374        | 0.9607           | nan                 | 0.9008           | 0.9901               | 0.9566                | 0.8474                  | 0.9918                | 0.0            | 0.8986      | 0.9896          | 0.9538           | 0.8078             | 0.9895           |
| 0.0146        | 23.8  | 15660 | 0.0902          | 0.7712   | 0.9344        | 0.9617           | nan                 | 0.8940           | 0.9890               | 0.9594                | 0.8383                  | 0.9916                | 0.0            | 0.8918      | 0.9885          | 0.9563           | 0.8012             | 0.9892           |
| 0.0453        | 23.83 | 15680 | 0.0871          | 0.7660   | 0.9293        | 0.9565           | nan                 | 0.8783           | 0.9864               | 0.9543                | 0.8382                  | 0.9895                | 0.0            | 0.8753      | 0.9859          | 0.9517           | 0.7958             | 0.9875           |
| 0.0058        | 23.86 | 15700 | 0.0815          | 0.7688   | 0.9293        | 0.9614           | nan                 | 0.9001           | 0.9876               | 0.9582                | 0.8084                  | 0.9920                | 0.0            | 0.8976      | 0.9871          | 0.9553           | 0.7835             | 0.9896           |
| 0.0059        | 23.89 | 15720 | 0.0749          | 0.7731   | 0.9348        | 0.9637           | nan                 | 0.8998           | 0.9902               | 0.9616                | 0.8309                  | 0.9916                | 0.0            | 0.8973      | 0.9895          | 0.9587           | 0.8033             | 0.9896           |
| 0.0096        | 23.92 | 15740 | 0.0827          | 0.7664   | 0.9275        | 0.9631           | nan                 | 0.8885           | 0.9903               | 0.9622                | 0.8053                  | 0.9913                | 0.0            | 0.8858      | 0.9887          | 0.9600           | 0.7747             | 0.9891           |
| 0.0064        | 23.95 | 15760 | 0.0880          | 0.7639   | 0.9233        | 0.9606           | nan                 | 0.8810           | 0.9893               | 0.9594                | 0.7946                  | 0.9921                | 0.0            | 0.8790      | 0.9878          | 0.9569           | 0.7697             | 0.9898           |
| 0.0546        | 23.98 | 15780 | 0.0869          | 0.7738   | 0.9365        | 0.9699           | nan                 | 0.8925           | 0.9898               | 0.9720                | 0.8364                  | 0.9916                | 0.0            | 0.8897      | 0.9887          | 0.9691           | 0.8054             | 0.9896           |
| 0.0147        | 24.01 | 15800 | 0.0928          | 0.7606   | 0.9216        | 0.9490           | nan                 | 0.8610           | 0.9880               | 0.9441                | 0.8224                  | 0.9925                | 0.0            | 0.8582      | 0.9871          | 0.9422           | 0.7862             | 0.9900           |
| 0.0127        | 24.04 | 15820 | 0.0906          | 0.7746   | 0.9393        | 0.9662           | nan                 | 0.8998           | 0.9889               | 0.9649                | 0.8493                  | 0.9938                | 0.0            | 0.8970      | 0.9884          | 0.9621           | 0.8089             | 0.9914           |
| 0.0029        | 24.07 | 15840 | 0.0928          | 0.7688   | 0.9341        | 0.9619           | nan                 | 0.8795           | 0.9878               | 0.9616                | 0.8497                  | 0.9921                | 0.0            | 0.8776      | 0.9872          | 0.9587           | 0.7991             | 0.9901           |
| 0.0096        | 24.1  | 15860 | 0.0866          | 0.7706   | 0.9363        | 0.9621           | nan                 | 0.8859           | 0.9871               | 0.9615                | 0.8561                  | 0.9908                | 0.0            | 0.8840      | 0.9865          | 0.9585           | 0.8057             | 0.9890           |
| 0.0382        | 24.13 | 15880 | 0.0912          | 0.7731   | 0.9389        | 0.9662           | nan                 | 0.8934           | 0.9908               | 0.9663                | 0.8535                  | 0.9906                | 0.0            | 0.8914      | 0.9898          | 0.9630           | 0.8053             | 0.9889           |
| 0.0107        | 24.16 | 15900 | 0.0900          | 0.7687   | 0.9318        | 0.9626           | nan                 | 0.8843           | 0.9869               | 0.9627                | 0.8349                  | 0.9900                | 0.0            | 0.8821      | 0.9864          | 0.9596           | 0.7956             | 0.9885           |
| 0.0318        | 24.19 | 15920 | 0.0874          | 0.7649   | 0.9294        | 0.9567           | nan                 | 0.8634           | 0.9867               | 0.9567                | 0.8514                  | 0.9889                | 0.0            | 0.8609      | 0.9863          | 0.9539           | 0.8010             | 0.9870           |
| 0.0042        | 24.22 | 15940 | 0.0913          | 0.7651   | 0.9323        | 0.9547           | nan                 | 0.8634           | 0.9883               | 0.9531                | 0.8669                  | 0.9900                | 0.0            | 0.8609      | 0.9879          | 0.9504           | 0.8034             | 0.9878           |
| 0.0024        | 24.26 | 15960 | 0.0802          | 0.7735   | 0.9408        | 0.9658           | nan                 | 0.8897           | 0.9883               | 0.9665                | 0.8692                  | 0.9902                | 0.0            | 0.8873      | 0.9879          | 0.9634           | 0.8141             | 0.9885           |
| 0.0042        | 24.29 | 15980 | 0.0845          | 0.7698   | 0.9333        | 0.9603           | nan                 | 0.8911           | 0.9890               | 0.9587                | 0.8403                  | 0.9875                | 0.0            | 0.8891      | 0.9885          | 0.9556           | 0.7995             | 0.9859           |
| 0.0039        | 24.32 | 16000 | 0.0871          | 0.7682   | 0.9312        | 0.9638           | nan                 | 0.8744           | 0.9891               | 0.9655                | 0.8367                  | 0.9902                | 0.0            | 0.8729      | 0.9886          | 0.9621           | 0.7976             | 0.9883           |
| 0.0446        | 24.35 | 16020 | 0.0864          | 0.7696   | 0.9352        | 0.9609           | nan                 | 0.8880           | 0.9885               | 0.9591                | 0.8496                  | 0.9907                | 0.0            | 0.8858      | 0.9881          | 0.9563           | 0.7990             | 0.9886           |
| 0.0297        | 24.38 | 16040 | 0.0834          | 0.7664   | 0.9321        | 0.9588           | nan                 | 0.8726           | 0.9896               | 0.9581                | 0.8504                  | 0.9897                | 0.0            | 0.8702      | 0.9891          | 0.9554           | 0.7957             | 0.9880           |
| 0.0435        | 24.41 | 16060 | 0.0882          | 0.7655   | 0.9254        | 0.9570           | nan                 | 0.8697           | 0.9853               | 0.9561                | 0.8248                  | 0.9911                | 0.0            | 0.8676      | 0.9849          | 0.9533           | 0.7984             | 0.9890           |
| 0.0082        | 24.44 | 16080 | 0.0950          | 0.7713   | 0.9322        | 0.9621           | nan                 | 0.8820           | 0.9894               | 0.9612                | 0.8357                  | 0.9929                | 0.0            | 0.8799      | 0.9888          | 0.9584           | 0.8105             | 0.9902           |
| 0.0108        | 24.47 | 16100 | 0.0856          | 0.7685   | 0.9279        | 0.9589           | nan                 | 0.8851           | 0.9894               | 0.9564                | 0.8175                  | 0.9914                | 0.0            | 0.8832      | 0.9888          | 0.9538           | 0.7963             | 0.9888           |
| 0.0266        | 24.5  | 16120 | 0.0856          | 0.7721   | 0.9341        | 0.9591           | nan                 | 0.8924           | 0.9879               | 0.9553                | 0.8413                  | 0.9935                | 0.0            | 0.8900      | 0.9875          | 0.9527           | 0.8115             | 0.9909           |
| 0.0428        | 24.53 | 16140 | 0.0859          | 0.7747   | 0.9380        | 0.9634           | nan                 | 0.8974           | 0.9910               | 0.9614                | 0.8497                  | 0.9907                | 0.0            | 0.8948      | 0.9903          | 0.9584           | 0.8156             | 0.9890           |
| 0.074         | 24.56 | 16160 | 0.0876          | 0.7735   | 0.9359        | 0.9642           | nan                 | 0.8896           | 0.9899               | 0.9638                | 0.8453                  | 0.9908                | 0.0            | 0.8872      | 0.9893          | 0.9606           | 0.8147             | 0.9890           |
| 0.0037        | 24.59 | 16180 | 0.0894          | 0.7720   | 0.9346        | 0.9640           | nan                 | 0.8843           | 0.9898               | 0.9646                | 0.8451                  | 0.9893                | 0.0            | 0.8819      | 0.9891          | 0.9616           | 0.8119             | 0.9875           |
| 0.0082        | 24.62 | 16200 | 0.0942          | 0.7717   | 0.9327        | 0.9655           | nan                 | 0.8903           | 0.9882               | 0.9662                | 0.8289                  | 0.9900                | 0.0            | 0.8882      | 0.9878          | 0.9630           | 0.8034             | 0.9880           |
| 0.0033        | 24.65 | 16220 | 0.0893          | 0.7692   | 0.9298        | 0.9645           | nan                 | 0.8776           | 0.9891               | 0.9660                | 0.8252                  | 0.9908                | 0.0            | 0.8752      | 0.9887          | 0.9630           | 0.7997             | 0.9888           |
| 0.0097        | 24.68 | 16240 | 0.0853          | 0.7684   | 0.9288        | 0.9656           | nan                 | 0.8966           | 0.9907               | 0.9645                | 0.7991                  | 0.9929                | 0.0            | 0.8940      | 0.9901          | 0.9618           | 0.7742             | 0.9905           |
| 0.1525        | 24.71 | 16260 | 0.0861          | 0.7619   | 0.9217        | 0.9597           | nan                 | 0.8937           | 0.9907               | 0.9558                | 0.7746                  | 0.9936                | 0.0            | 0.8911      | 0.9900          | 0.9534           | 0.7458             | 0.9909           |
| 0.0274        | 24.74 | 16280 | 0.0823          | 0.7595   | 0.9196        | 0.9643           | nan                 | 0.8885           | 0.9897               | 0.9648                | 0.7654                  | 0.9896                | 0.0            | 0.8863      | 0.9892          | 0.9617           | 0.7324             | 0.9876           |
| 0.004         | 24.77 | 16300 | 0.0826          | 0.7583   | 0.9178        | 0.9630           | nan                 | 0.8790           | 0.9896               | 0.9634                | 0.7650                  | 0.9917                | 0.0            | 0.8767      | 0.9892          | 0.9605           | 0.7342             | 0.9894           |
| 0.0598        | 24.8  | 16320 | 0.0853          | 0.7673   | 0.9294        | 0.9601           | nan                 | 0.8941           | 0.9887               | 0.9570                | 0.8153                  | 0.9916                | 0.0            | 0.8912      | 0.9883          | 0.9545           | 0.7808             | 0.9892           |
| 0.005         | 24.83 | 16340 | 0.0807          | 0.7715   | 0.9339        | 0.9659           | nan                 | 0.8932           | 0.9861               | 0.9678                | 0.8368                  | 0.9856                | 0.0            | 0.8910      | 0.9858          | 0.9645           | 0.8031             | 0.9843           |
| 0.0058        | 24.86 | 16360 | 0.0798          | 0.7729   | 0.9359        | 0.9607           | nan                 | 0.9062           | 0.9883               | 0.9565                | 0.8375                  | 0.9909                | 0.0            | 0.9031      | 0.9879          | 0.9542           | 0.8037             | 0.9886           |
| 0.0138        | 24.89 | 16380 | 0.0776          | 0.7661   | 0.9263        | 0.9652           | nan                 | 0.8650           | 0.9903               | 0.9688                | 0.8175                  | 0.9900                | 0.0            | 0.8629      | 0.9898          | 0.9655           | 0.7900             | 0.9883           |
| 0.0539        | 24.92 | 16400 | 0.0815          | 0.7675   | 0.9280        | 0.9621           | nan                 | 0.8813           | 0.9902               | 0.9611                | 0.8142                  | 0.9931                | 0.0            | 0.8782      | 0.9896          | 0.9587           | 0.7882             | 0.9903           |
| 0.0025        | 24.95 | 16420 | 0.0910          | 0.7544   | 0.9111        | 0.9607           | nan                 | 0.8673           | 0.9879               | 0.9627                | 0.7500                  | 0.9876                | 0.0            | 0.8651      | 0.9874          | 0.9599           | 0.7282             | 0.9858           |
| 0.0037        | 24.98 | 16440 | 0.0890          | 0.7474   | 0.9029        | 0.9606           | nan                 | 0.8658           | 0.9899               | 0.9620                | 0.7063                  | 0.9903                | 0.0            | 0.8638      | 0.9893          | 0.9590           | 0.6839             | 0.9882           |
| 0.0092        | 25.02 | 16460 | 0.0912          | 0.7526   | 0.9107        | 0.9572           | nan                 | 0.8713           | 0.9882               | 0.9560                | 0.7470                  | 0.9912                | 0.0            | 0.8688      | 0.9876          | 0.9534           | 0.7165             | 0.9890           |
| 0.0179        | 25.05 | 16480 | 0.0876          | 0.7583   | 0.9183        | 0.9584           | nan                 | 0.8921           | 0.9884               | 0.9547                | 0.7645                  | 0.9919                | 0.0            | 0.8890      | 0.9880          | 0.9524           | 0.7311             | 0.9894           |
| 0.0101        | 25.08 | 16500 | 0.0856          | 0.7599   | 0.9210        | 0.9622           | nan                 | 0.8848           | 0.9880               | 0.9617                | 0.7792                  | 0.9910                | 0.0            | 0.8822      | 0.9875          | 0.9592           | 0.7418             | 0.9889           |
| 0.0122        | 25.11 | 16520 | 0.0926          | 0.7599   | 0.9195        | 0.9621           | nan                 | 0.8838           | 0.9888               | 0.9624                | 0.7745                  | 0.9880                | 0.0            | 0.8816      | 0.9884          | 0.9595           | 0.7436             | 0.9862           |
| 0.0062        | 25.14 | 16540 | 0.0930          | 0.7726   | 0.9357        | 0.9618           | nan                 | 0.8972           | 0.9861               | 0.9594                | 0.8441                  | 0.9918                | 0.0            | 0.8946      | 0.9858          | 0.9567           | 0.8095             | 0.9893           |
| 0.0245        | 25.17 | 16560 | 0.0995          | 0.7702   | 0.9329        | 0.9565           | nan                 | 0.8890           | 0.9908               | 0.9512                | 0.8397                  | 0.9939                | 0.0            | 0.8863      | 0.9886          | 0.9493           | 0.8063             | 0.9907           |
| 0.0068        | 25.2  | 16580 | 0.0974          | 0.7617   | 0.9214        | 0.9586           | nan                 | 0.8968           | 0.9878               | 0.9554                | 0.7788                  | 0.9884                | 0.0            | 0.8949      | 0.9867          | 0.9527           | 0.7492             | 0.9866           |
| 0.0044        | 25.23 | 16600 | 0.0968          | 0.7595   | 0.9183        | 0.9667           | nan                 | 0.8993           | 0.9897               | 0.9663                | 0.7432                  | 0.9928                | 0.0            | 0.8971      | 0.9887          | 0.9637           | 0.7174             | 0.9901           |
| 0.0122        | 25.26 | 16620 | 0.0954          | 0.7524   | 0.9106        | 0.9641           | nan                 | 0.8898           | 0.9894               | 0.9636                | 0.7178                  | 0.9925                | 0.0            | 0.8878      | 0.9885          | 0.9610           | 0.6875             | 0.9898           |
| 0.0056        | 25.29 | 16640 | 0.0976          | 0.7471   | 0.9024        | 0.9538           | nan                 | 0.8845           | 0.9882               | 0.9498                | 0.7009                  | 0.9887                | 0.0            | 0.8822      | 0.9873          | 0.9476           | 0.6784             | 0.9869           |
| 0.007         | 25.32 | 16660 | 0.0866          | 0.7633   | 0.9220        | 0.9604           | nan                 | 0.8934           | 0.9847               | 0.9579                | 0.7810                  | 0.9930                | 0.0            | 0.8913      | 0.9839          | 0.9549           | 0.7596             | 0.9904           |
| 0.0067        | 25.35 | 16680 | 0.0889          | 0.7625   | 0.9218        | 0.9618           | nan                 | 0.9010           | 0.9734               | 0.9615                | 0.7835                  | 0.9897                | 0.0            | 0.8990      | 0.9728          | 0.9565           | 0.7586             | 0.9884           |
| 0.0122        | 25.38 | 16700 | 0.0885          | 0.7621   | 0.9212        | 0.9605           | nan                 | 0.8969           | 0.9706               | 0.9607                | 0.7894                  | 0.9884                | 0.0            | 0.8950      | 0.9701          | 0.9555           | 0.7650             | 0.9870           |
| 0.0075        | 25.41 | 16720 | 0.0822          | 0.7715   | 0.9343        | 0.9666           | nan                 | 0.9007           | 0.9890               | 0.9660                | 0.8239                  | 0.9920                | 0.0            | 0.8979      | 0.9880          | 0.9636           | 0.7899             | 0.9898           |
| 0.0075        | 25.44 | 16740 | 0.0853          | 0.7656   | 0.9281        | 0.9640           | nan                 | 0.8890           | 0.9882               | 0.9637                | 0.8082                  | 0.9915                | 0.0            | 0.8867      | 0.9870          | 0.9613           | 0.7691             | 0.9894           |
| 0.0049        | 25.47 | 16760 | 0.0867          | 0.7702   | 0.9339        | 0.9677           | nan                 | 0.8921           | 0.9883               | 0.9687                | 0.8280                  | 0.9924                | 0.0            | 0.8901      | 0.9874          | 0.9660           | 0.7876             | 0.9902           |
| 0.011         | 25.5  | 16780 | 0.0852          | 0.7697   | 0.9320        | 0.9674           | nan                 | 0.8808           | 0.9875               | 0.9703                | 0.8307                  | 0.9905                | 0.0            | 0.8790      | 0.9868          | 0.9674           | 0.7964             | 0.9883           |
| 0.0081        | 25.53 | 16800 | 0.0867          | 0.7667   | 0.9274        | 0.9655           | nan                 | 0.8895           | 0.9881               | 0.9662                | 0.8025                  | 0.9909                | 0.0            | 0.8875      | 0.9875          | 0.9636           | 0.7729             | 0.9884           |
| 0.0035        | 25.56 | 16820 | 0.0844          | 0.7723   | 0.9365        | 0.9649           | nan                 | 0.8870           | 0.9877               | 0.9658                | 0.8518                  | 0.9900                | 0.0            | 0.8849      | 0.9872          | 0.9631           | 0.8103             | 0.9881           |
| 0.0167        | 25.59 | 16840 | 0.0849          | 0.7684   | 0.9311        | 0.9634           | nan                 | 0.8856           | 0.9887               | 0.9636                | 0.8273                  | 0.9901                | 0.0            | 0.8834      | 0.9882          | 0.9608           | 0.7897             | 0.9881           |
| 0.0089        | 25.62 | 16860 | 0.0855          | 0.7697   | 0.9327        | 0.9604           | nan                 | 0.8896           | 0.9893               | 0.9591                | 0.8383                  | 0.9870                | 0.0            | 0.8881      | 0.9888          | 0.9561           | 0.7998             | 0.9855           |
| 0.0093        | 25.65 | 16880 | 0.0817          | 0.7790   | 0.9439        | 0.9671           | nan                 | 0.9111           | 0.9885               | 0.9658                | 0.8639                  | 0.9900                | 0.0            | 0.9088      | 0.9882          | 0.9629           | 0.8258             | 0.9881           |
| 0.014         | 25.68 | 16900 | 0.0817          | 0.7705   | 0.9336        | 0.9621           | nan                 | 0.8812           | 0.9874               | 0.9623                | 0.8474                  | 0.9898                | 0.0            | 0.8788      | 0.9871          | 0.9596           | 0.8098             | 0.9881           |
| 0.0043        | 25.71 | 16920 | 0.0854          | 0.7729   | 0.9384        | 0.9639           | nan                 | 0.8931           | 0.9892               | 0.9627                | 0.8547                  | 0.9923                | 0.0            | 0.8881      | 0.9887          | 0.9602           | 0.8104             | 0.9902           |
| 0.0135        | 25.74 | 16940 | 0.0845          | 0.7687   | 0.9333        | 0.9598           | nan                 | 0.8822           | 0.9876               | 0.9584                | 0.8482                  | 0.9903                | 0.0            | 0.8782      | 0.9871          | 0.9560           | 0.8023             | 0.9884           |
| 0.0071        | 25.78 | 16960 | 0.0829          | 0.7654   | 0.9299        | 0.9624           | nan                 | 0.8854           | 0.9876               | 0.9627                | 0.8255                  | 0.9881                | 0.0            | 0.8827      | 0.9872          | 0.9596           | 0.7758             | 0.9869           |
| 0.019         | 25.81 | 16980 | 0.0799          | 0.7658   | 0.9300        | 0.9662           | nan                 | 0.8777           | 0.9868               | 0.9697                | 0.8278                  | 0.9880                | 0.0            | 0.8761      | 0.9864          | 0.9663           | 0.7790             | 0.9868           |
| 0.0393        | 25.84 | 17000 | 0.0818          | 0.7627   | 0.9244        | 0.9636           | nan                 | 0.8926           | 0.9883               | 0.9636                | 0.7893                  | 0.9880                | 0.0            | 0.8898      | 0.9878          | 0.9608           | 0.7512             | 0.9868           |
| 0.0041        | 25.87 | 17020 | 0.0771          | 0.7743   | 0.9379        | 0.9646           | nan                 | 0.9061           | 0.9896               | 0.9623                | 0.8408                  | 0.9907                | 0.0            | 0.9036      | 0.9890          | 0.9597           | 0.8049             | 0.9888           |
| 0.0052        | 25.9  | 17040 | 0.0766          | 0.7721   | 0.9346        | 0.9654           | nan                 | 0.8922           | 0.9876               | 0.9658                | 0.8371                  | 0.9901                | 0.0            | 0.8904      | 0.9869          | 0.9630           | 0.8042             | 0.9882           |
| 0.0533        | 25.93 | 17060 | 0.0780          | 0.7710   | 0.9329        | 0.9638           | nan                 | 0.8938           | 0.9892               | 0.9627                | 0.8272                  | 0.9918                | 0.0            | 0.8914      | 0.9883          | 0.9601           | 0.7968             | 0.9896           |
| 0.0057        | 25.96 | 17080 | 0.0855          | 0.7665   | 0.9278        | 0.9630           | nan                 | 0.8801           | 0.9878               | 0.9639                | 0.8170                  | 0.9900                | 0.0            | 0.8780      | 0.9869          | 0.9611           | 0.7848             | 0.9880           |
| 0.0441        | 25.99 | 17100 | 0.0852          | 0.7727   | 0.9367        | 0.9648           | nan                 | 0.8791           | 0.9891               | 0.9667                | 0.8603                  | 0.9886                | 0.0            | 0.8763      | 0.9883          | 0.9639           | 0.8206             | 0.9869           |
| 0.031         | 26.02 | 17120 | 0.0847          | 0.7739   | 0.9377        | 0.9633           | nan                 | 0.8803           | 0.9879               | 0.9645                | 0.8670                  | 0.9886                | 0.0            | 0.8783      | 0.9874          | 0.9613           | 0.8294             | 0.9870           |
| 0.0026        | 26.05 | 17140 | 0.0852          | 0.7769   | 0.9407        | 0.9660           | nan                 | 0.8981           | 0.9869               | 0.9658                | 0.8618                  | 0.9910                | 0.0            | 0.8957      | 0.9865          | 0.9630           | 0.8274             | 0.9890           |
| 0.0073        | 26.08 | 17160 | 0.0838          | 0.7693   | 0.9308        | 0.9597           | nan                 | 0.8793           | 0.9871               | 0.9596                | 0.8408                  | 0.9873                | 0.0            | 0.8773      | 0.9864          | 0.9568           | 0.8094             | 0.9858           |
| 0.0069        | 26.11 | 17180 | 0.0854          | 0.7705   | 0.9316        | 0.9596           | nan                 | 0.8859           | 0.9887               | 0.9573                | 0.8347                  | 0.9915                | 0.0            | 0.8839      | 0.9882          | 0.9548           | 0.8070             | 0.9893           |
| 0.0069        | 26.14 | 17200 | 0.0902          | 0.7740   | 0.9375        | 0.9631           | nan                 | 0.8955           | 0.9875               | 0.9615                | 0.8514                  | 0.9918                | 0.0            | 0.8932      | 0.9871          | 0.9588           | 0.8153             | 0.9896           |
| 0.0073        | 26.17 | 17220 | 0.0912          | 0.7803   | 0.9480        | 0.9626           | nan                 | 0.9086           | 0.9888               | 0.9583                | 0.8912                  | 0.9930                | 0.0            | 0.9059      | 0.9884          | 0.9559           | 0.8410             | 0.9905           |
| 0.0334        | 26.2  | 17240 | 0.0891          | 0.7804   | 0.9469        | 0.9647           | nan                 | 0.9016           | 0.9884               | 0.9632                | 0.8903                  | 0.9908                | 0.0            | 0.8997      | 0.9880          | 0.9602           | 0.8456             | 0.9887           |
| 0.0123        | 26.23 | 17260 | 0.0870          | 0.7778   | 0.9429        | 0.9628           | nan                 | 0.9029           | 0.9871               | 0.9597                | 0.8720                  | 0.9928                | 0.0            | 0.9008      | 0.9867          | 0.9570           | 0.8322             | 0.9898           |
| 0.0192        | 26.26 | 17280 | 0.0899          | 0.7689   | 0.9304        | 0.9583           | nan                 | 0.8795           | 0.9887               | 0.9555                | 0.8345                  | 0.9938                | 0.0            | 0.8776      | 0.9883          | 0.9531           | 0.8039             | 0.9904           |
| 0.0227        | 26.29 | 17300 | 0.0858          | 0.7739   | 0.9355        | 0.9704           | nan                 | 0.8869           | 0.9850               | 0.9741                | 0.8395                  | 0.9919                | 0.0            | 0.8853      | 0.9847          | 0.9707           | 0.8131             | 0.9895           |
| 0.0099        | 26.32 | 17320 | 0.0817          | 0.7735   | 0.9345        | 0.9694           | nan                 | 0.8902           | 0.9881               | 0.9721                | 0.8316                  | 0.9903                | 0.0            | 0.8886      | 0.9878          | 0.9690           | 0.8076             | 0.9880           |
| 0.003         | 26.35 | 17340 | 0.0788          | 0.7766   | 0.9407        | 0.9648           | nan                 | 0.8985           | 0.9887               | 0.9640                | 0.8629                  | 0.9897                | 0.0            | 0.8965      | 0.9882          | 0.9612           | 0.8261             | 0.9877           |
| 0.0067        | 26.38 | 17360 | 0.0851          | 0.7733   | 0.9367        | 0.9670           | nan                 | 0.8743           | 0.9871               | 0.9699                | 0.8593                  | 0.9930                | 0.0            | 0.8726      | 0.9867          | 0.9670           | 0.8231             | 0.9905           |
| 0.0045        | 26.41 | 17380 | 0.0840          | 0.7716   | 0.9352        | 0.9594           | nan                 | 0.8763           | 0.9862               | 0.9580                | 0.8623                  | 0.9934                | 0.0            | 0.8741      | 0.9858          | 0.9556           | 0.8236             | 0.9906           |
| 0.0051        | 26.44 | 17400 | 0.0883          | 0.7751   | 0.9386        | 0.9635           | nan                 | 0.8863           | 0.9880               | 0.9632                | 0.8639                  | 0.9918                | 0.0            | 0.8844      | 0.9876          | 0.9603           | 0.8284             | 0.9898           |
| 0.0149        | 26.47 | 17420 | 0.0874          | 0.7721   | 0.9351        | 0.9626           | nan                 | 0.8751           | 0.9871               | 0.9633                | 0.8582                  | 0.9921                | 0.0            | 0.8732      | 0.9866          | 0.9605           | 0.8224             | 0.9899           |
| 0.008         | 26.5  | 17440 | 0.0843          | 0.7681   | 0.9300        | 0.9589           | nan                 | 0.8754           | 0.9879               | 0.9578                | 0.8379                  | 0.9910                | 0.0            | 0.8737      | 0.9874          | 0.9550           | 0.8037             | 0.9887           |
| 0.0057        | 26.53 | 17460 | 0.0857          | 0.7670   | 0.9279        | 0.9576           | nan                 | 0.8747           | 0.9881               | 0.9560                | 0.8302                  | 0.9904                | 0.0            | 0.8733      | 0.9876          | 0.9531           | 0.7998             | 0.9884           |
| 0.0043        | 26.57 | 17480 | 0.0823          | 0.7761   | 0.9394        | 0.9672           | nan                 | 0.8872           | 0.9905               | 0.9689                | 0.8609                  | 0.9897                | 0.0            | 0.8856      | 0.9900          | 0.9656           | 0.8273             | 0.9881           |
| 0.0033        | 26.6  | 17500 | 0.0790          | 0.7749   | 0.9382        | 0.9615           | nan                 | 0.8808           | 0.9881               | 0.9612                | 0.8709                  | 0.9898                | 0.0            | 0.8787      | 0.9875          | 0.9585           | 0.8368             | 0.9879           |
| 0.0349        | 26.63 | 17520 | 0.0784          | 0.7778   | 0.9413        | 0.9660           | nan                 | 0.8937           | 0.9909               | 0.9656                | 0.8645                  | 0.9918                | 0.0            | 0.8915      | 0.9900          | 0.9627           | 0.8323             | 0.9900           |
| 0.0056        | 26.66 | 17540 | 0.0816          | 0.7716   | 0.9329        | 0.9648           | nan                 | 0.8899           | 0.9906               | 0.9641                | 0.8268                  | 0.9932                | 0.0            | 0.8882      | 0.9898          | 0.9613           | 0.7993             | 0.9910           |
| 0.0227        | 26.69 | 17560 | 0.0832          | 0.7669   | 0.9271        | 0.9667           | nan                 | 0.8935           | 0.9904               | 0.9668                | 0.7920                  | 0.9928                | 0.0            | 0.8919      | 0.9894          | 0.9640           | 0.7656             | 0.9903           |
| 0.0055        | 26.72 | 17580 | 0.0842          | 0.7714   | 0.9343        | 0.9641           | nan                 | 0.9016           | 0.9887               | 0.9616                | 0.8260                  | 0.9936                | 0.0            | 0.8995      | 0.9880          | 0.9592           | 0.7914             | 0.9906           |
| 0.0236        | 26.75 | 17600 | 0.0818          | 0.7648   | 0.9270        | 0.9593           | nan                 | 0.8795           | 0.9876               | 0.9581                | 0.8188                  | 0.9909                | 0.0            | 0.8775      | 0.9869          | 0.9556           | 0.7799             | 0.9888           |
| 0.0119        | 26.78 | 17620 | 0.0851          | 0.7687   | 0.9316        | 0.9647           | nan                 | 0.8995           | 0.9887               | 0.9640                | 0.8163                  | 0.9894                | 0.0            | 0.8972      | 0.9881          | 0.9612           | 0.7783             | 0.9877           |
| 0.0033        | 26.81 | 17640 | 0.0851          | 0.7675   | 0.9290        | 0.9651           | nan                 | 0.8932           | 0.9893               | 0.9648                | 0.8059                  | 0.9916                | 0.0            | 0.8912      | 0.9888          | 0.9621           | 0.7731             | 0.9898           |
| 0.0081        | 26.84 | 17660 | 0.0865          | 0.7733   | 0.9355        | 0.9661           | nan                 | 0.9029           | 0.9887               | 0.9653                | 0.8297                  | 0.9907                | 0.0            | 0.9008      | 0.9882          | 0.9625           | 0.7993             | 0.9892           |
| 0.0175        | 26.87 | 17680 | 0.0869          | 0.7734   | 0.9365        | 0.9657           | nan                 | 0.8947           | 0.9877               | 0.9661                | 0.8444                  | 0.9896                | 0.0            | 0.8927      | 0.9872          | 0.9626           | 0.8097             | 0.9883           |
| 0.0167        | 26.9  | 17700 | 0.0861          | 0.7754   | 0.9396        | 0.9634           | nan                 | 0.8907           | 0.9908               | 0.9616                | 0.8619                  | 0.9931                | 0.0            | 0.8885      | 0.9885          | 0.9592           | 0.8253             | 0.9909           |
| 0.0088        | 26.93 | 17720 | 0.0857          | 0.7719   | 0.9432        | 0.9615           | nan                 | 0.8982           | 0.9904               | 0.9586                | 0.8787                  | 0.9901                | 0.0            | 0.8957      | 0.9851          | 0.9563           | 0.8061             | 0.9884           |
| 0.0017        | 26.96 | 17740 | 0.0863          | 0.7690   | 0.9408        | 0.9653           | nan                 | 0.8890           | 0.9874               | 0.9663                | 0.8724                  | 0.9890                | 0.0            | 0.8872      | 0.9867          | 0.9632           | 0.7893             | 0.9877           |
| 0.0083        | 26.99 | 17760 | 0.0847          | 0.7629   | 0.9295        | 0.9678           | nan                 | 0.9070           | 0.9889               | 0.9681                | 0.7958                  | 0.9877                | 0.0            | 0.9042      | 0.9884          | 0.9654           | 0.7330             | 0.9862           |
| 0.0107        | 27.02 | 17780 | 0.0899          | 0.7600   | 0.9220        | 0.9619           | nan                 | 0.8888           | 0.9890               | 0.9610                | 0.7812                  | 0.9900                | 0.0            | 0.8864      | 0.9885          | 0.9587           | 0.7387             | 0.9876           |
| 0.0529        | 27.05 | 17800 | 0.0882          | 0.7641   | 0.9257        | 0.9641           | nan                 | 0.8997           | 0.9890               | 0.9628                | 0.7864                  | 0.9902                | 0.0            | 0.8976      | 0.9886          | 0.9602           | 0.7504             | 0.9879           |
| 0.0041        | 27.08 | 17820 | 0.0876          | 0.7606   | 0.9197        | 0.9633           | nan                 | 0.8915           | 0.9889               | 0.9634                | 0.7671                  | 0.9873                | 0.0            | 0.8900      | 0.9885          | 0.9604           | 0.7393             | 0.9856           |
| 0.0065        | 27.11 | 17840 | 0.0879          | 0.7642   | 0.9242        | 0.9638           | nan                 | 0.8915           | 0.9885               | 0.9635                | 0.7874                  | 0.9903                | 0.0            | 0.8899      | 0.9881          | 0.9607           | 0.7583             | 0.9880           |
| 0.0041        | 27.14 | 17860 | 0.0886          | 0.7624   | 0.9225        | 0.9641           | nan                 | 0.8878           | 0.9881               | 0.9659                | 0.7856                  | 0.9849                | 0.0            | 0.8866      | 0.9877          | 0.9626           | 0.7540             | 0.9836           |
| 0.029         | 27.17 | 17880 | 0.0898          | 0.7670   | 0.9283        | 0.9644           | nan                 | 0.8862           | 0.9876               | 0.9655                | 0.8133                  | 0.9886                | 0.0            | 0.8841      | 0.9872          | 0.9627           | 0.7813             | 0.9865           |
| 0.0098        | 27.2  | 17900 | 0.0868          | 0.7726   | 0.9340        | 0.9613           | nan                 | 0.8858           | 0.9869               | 0.9608                | 0.8480                  | 0.9887                | 0.0            | 0.8840      | 0.9865          | 0.9579           | 0.8207             | 0.9865           |
| 0.0063        | 27.23 | 17920 | 0.0861          | 0.7710   | 0.9329        | 0.9571           | nan                 | 0.8683           | 0.9886               | 0.9557                | 0.8602                  | 0.9916                | 0.0            | 0.8663      | 0.9880          | 0.9531           | 0.8299             | 0.9889           |
| 0.0091        | 27.26 | 17940 | 0.0895          | 0.7714   | 0.9343        | 0.9571           | nan                 | 0.8823           | 0.9890               | 0.9542                | 0.8565                  | 0.9898                | 0.0            | 0.8803      | 0.9884          | 0.9515           | 0.8205             | 0.9878           |
| 0.0023        | 27.29 | 17960 | 0.0945          | 0.7737   | 0.9370        | 0.9620           | nan                 | 0.8957           | 0.9894               | 0.9598                | 0.8499                  | 0.9903                | 0.0            | 0.8940      | 0.9889          | 0.9569           | 0.8140             | 0.9882           |
| 0.0315        | 27.33 | 17980 | 0.0874          | 0.7769   | 0.9422        | 0.9636           | nan                 | 0.9037           | 0.9889               | 0.9613                | 0.8665                  | 0.9904                | 0.0            | 0.9005      | 0.9884          | 0.9588           | 0.8252             | 0.9883           |
| 0.0235        | 27.36 | 18000 | 0.0874          | 0.7730   | 0.9376        | 0.9586           | nan                 | 0.8946           | 0.9890               | 0.9549                | 0.8596                  | 0.9900                | 0.0            | 0.8909      | 0.9885          | 0.9528           | 0.8183             | 0.9877           |
| 0.0064        | 27.39 | 18020 | 0.0867          | 0.7700   | 0.9333        | 0.9604           | nan                 | 0.8724           | 0.9884               | 0.9604                | 0.8545                  | 0.9909                | 0.0            | 0.8699      | 0.9879          | 0.9579           | 0.8157             | 0.9888           |
| 0.0203        | 27.42 | 18040 | 0.0865          | 0.7720   | 0.9380        | 0.9591           | nan                 | 0.8927           | 0.9900               | 0.9561                | 0.8623                  | 0.9887                | 0.0            | 0.8897      | 0.9893          | 0.9537           | 0.8121             | 0.9871           |
| 0.0036        | 27.45 | 18060 | 0.0861          | 0.7743   | 0.9362        | 0.9646           | nan                 | 0.9005           | 0.9887               | 0.9636                | 0.8389                  | 0.9895                | 0.0            | 0.8978      | 0.9881          | 0.9608           | 0.8114             | 0.9876           |
| 0.0127        | 27.48 | 18080 | 0.0865          | 0.7729   | 0.9347        | 0.9640           | nan                 | 0.9000           | 0.9886               | 0.9623                | 0.8316                  | 0.9912                | 0.0            | 0.8970      | 0.9881          | 0.9600           | 0.8038             | 0.9885           |
| 0.0539        | 27.51 | 18100 | 0.0975          | 0.7620   | 0.9230        | 0.9491           | nan                 | 0.8889           | 0.9908               | 0.9416                | 0.8061                  | 0.9877                | 0.0            | 0.8860      | 0.9900          | 0.9398           | 0.7704             | 0.9856           |
| 0.0033        | 27.54 | 18120 | 0.0867          | 0.7665   | 0.9287        | 0.9615           | nan                 | 0.8894           | 0.9871               | 0.9609                | 0.8180                  | 0.9880                | 0.0            | 0.8876      | 0.9866          | 0.9579           | 0.7804             | 0.9864           |
| 0.0123        | 27.57 | 18140 | 0.0915          | 0.7687   | 0.9301        | 0.9552           | nan                 | 0.8856           | 0.9866               | 0.9511                | 0.8365                  | 0.9906                | 0.0            | 0.8832      | 0.9862          | 0.9487           | 0.8054             | 0.9886           |
| 0.0157        | 27.6  | 18160 | 0.0909          | 0.7696   | 0.9311        | 0.9547           | nan                 | 0.8871           | 0.9889               | 0.9498                | 0.8392                  | 0.9907                | 0.0            | 0.8842      | 0.9884          | 0.9474           | 0.8087             | 0.9886           |
| 0.0122        | 27.63 | 18180 | 0.0920          | 0.7724   | 0.9350        | 0.9636           | nan                 | 0.8905           | 0.9874               | 0.9636                | 0.8449                  | 0.9888                | 0.0            | 0.8880      | 0.9871          | 0.9607           | 0.8119             | 0.9870           |
| 0.031         | 27.66 | 18200 | 0.0871          | 0.7718   | 0.9359        | 0.9593           | nan                 | 0.8934           | 0.9874               | 0.9562                | 0.8517                  | 0.9906                | 0.0            | 0.8904      | 0.9871          | 0.9538           | 0.8111             | 0.9883           |
| 0.0191        | 27.69 | 18220 | 0.0889          | 0.7710   | 0.9341        | 0.9614           | nan                 | 0.8845           | 0.9867               | 0.9614                | 0.8496                  | 0.9882                | 0.0            | 0.8821      | 0.9864          | 0.9586           | 0.8129             | 0.9864           |
| 0.0045        | 27.72 | 18240 | 0.0902          | 0.7741   | 0.9377        | 0.9621           | nan                 | 0.9046           | 0.9890               | 0.9595                | 0.8476                  | 0.9879                | 0.0            | 0.9022      | 0.9874          | 0.9569           | 0.8120             | 0.9858           |
| 0.0507        | 27.75 | 18260 | 0.0870          | 0.7681   | 0.9310        | 0.9605           | nan                 | 0.8906           | 0.9878               | 0.9590                | 0.8291                  | 0.9886                | 0.0            | 0.8883      | 0.9849          | 0.9564           | 0.7922             | 0.9866           |
| 0.0031        | 27.78 | 18280 | 0.0890          | 0.7702   | 0.9329        | 0.9598           | nan                 | 0.8924           | 0.9878               | 0.9575                | 0.8383                  | 0.9887                | 0.0            | 0.8897      | 0.9852          | 0.9548           | 0.8043             | 0.9870           |
| 0.0037        | 27.81 | 18300 | 0.0912          | 0.7698   | 0.9319        | 0.9605           | nan                 | 0.8792           | 0.9880               | 0.9605                | 0.8437                  | 0.9883                | 0.0            | 0.8769      | 0.9857          | 0.9576           | 0.8117             | 0.9867           |
| 0.0216        | 27.84 | 18320 | 0.0872          | 0.7681   | 0.9297        | 0.9588           | nan                 | 0.8758           | 0.9876               | 0.9577                | 0.8366                  | 0.9908                | 0.0            | 0.8734      | 0.9861          | 0.9551           | 0.8054             | 0.9889           |
| 0.0094        | 27.87 | 18340 | 0.0900          | 0.7702   | 0.9317        | 0.9612           | nan                 | 0.8930           | 0.9875               | 0.9589                | 0.8276                  | 0.9917                | 0.0            | 0.8906      | 0.9872          | 0.9563           | 0.7977             | 0.9895           |
| 0.0082        | 27.9  | 18360 | 0.0855          | 0.7747   | 0.9381        | 0.9701           | nan                 | 0.8968           | 0.9886               | 0.9714                | 0.8402                  | 0.9934                | 0.0            | 0.8948      | 0.9883          | 0.9686           | 0.8054             | 0.9909           |
| 0.0323        | 27.93 | 18380 | 0.0843          | 0.7689   | 0.9324        | 0.9582           | nan                 | 0.8856           | 0.9889               | 0.9552                | 0.8411                  | 0.9913                | 0.0            | 0.8835      | 0.9884          | 0.9530           | 0.7997             | 0.9886           |
| 0.018         | 27.96 | 18400 | 0.0848          | 0.7713   | 0.9345        | 0.9618           | nan                 | 0.8997           | 0.9894               | 0.9590                | 0.8339                  | 0.9907                | 0.0            | 0.8973      | 0.9889          | 0.9566           | 0.7967             | 0.9882           |
| 0.0024        | 27.99 | 18420 | 0.0837          | 0.7753   | 0.9396        | 0.9615           | nan                 | 0.8993           | 0.9876               | 0.9588                | 0.8624                  | 0.9901                | 0.0            | 0.8971      | 0.9873          | 0.9564           | 0.8231             | 0.9878           |
| 0.0112        | 28.02 | 18440 | 0.0827          | 0.7743   | 0.9381        | 0.9624           | nan                 | 0.8952           | 0.9894               | 0.9602                | 0.8542                  | 0.9912                | 0.0            | 0.8933      | 0.9890          | 0.9577           | 0.8168             | 0.9892           |
| 0.0353        | 28.05 | 18460 | 0.0848          | 0.7734   | 0.9394        | 0.9641           | nan                 | 0.8948           | 0.9891               | 0.9630                | 0.8591                  | 0.9909                | 0.0            | 0.8929      | 0.9886          | 0.9603           | 0.8092             | 0.9892           |
| 0.0096        | 28.09 | 18480 | 0.0841          | 0.7746   | 0.9392        | 0.9657           | nan                 | 0.9026           | 0.9898               | 0.9640                | 0.8470                  | 0.9927                | 0.0            | 0.9007      | 0.9892          | 0.9613           | 0.8056             | 0.9908           |
| 0.0101        | 28.12 | 18500 | 0.0847          | 0.7706   | 0.9327        | 0.9645           | nan                 | 0.9004           | 0.9852               | 0.9632                | 0.8225                  | 0.9923                | 0.0            | 0.8983      | 0.9847          | 0.9606           | 0.7901             | 0.9901           |
| 0.0061        | 28.15 | 18520 | 0.0856          | 0.7734   | 0.9359        | 0.9649           | nan                 | 0.8994           | 0.9883               | 0.9638                | 0.8366                  | 0.9915                | 0.0            | 0.8971      | 0.9878          | 0.9610           | 0.8052             | 0.9894           |
| 0.0355        | 28.18 | 18540 | 0.0852          | 0.7715   | 0.9331        | 0.9626           | nan                 | 0.8930           | 0.9883               | 0.9612                | 0.8321                  | 0.9908                | 0.0            | 0.8910      | 0.9878          | 0.9583           | 0.8033             | 0.9886           |
| 0.0099        | 28.21 | 18560 | 0.0865          | 0.7730   | 0.9349        | 0.9637           | nan                 | 0.8950           | 0.9875               | 0.9625                | 0.8377                  | 0.9915                | 0.0            | 0.8927      | 0.9869          | 0.9597           | 0.8091             | 0.9894           |
| 0.0172        | 28.24 | 18580 | 0.0884          | 0.7734   | 0.9359        | 0.9634           | nan                 | 0.8940           | 0.9882               | 0.9618                | 0.8434                  | 0.9923                | 0.0            | 0.8914      | 0.9876          | 0.9593           | 0.8124             | 0.9900           |
| 0.0056        | 28.27 | 18600 | 0.0844          | 0.7730   | 0.9363        | 0.9622           | nan                 | 0.9000           | 0.9887               | 0.9595                | 0.8421                  | 0.9914                | 0.0            | 0.8976      | 0.9882          | 0.9570           | 0.8062             | 0.9892           |
| 0.0038        | 28.3  | 18620 | 0.0882          | 0.7697   | 0.9328        | 0.9599           | nan                 | 0.8831           | 0.9883               | 0.9584                | 0.8438                  | 0.9904                | 0.0            | 0.8812      | 0.9879          | 0.9558           | 0.8047             | 0.9886           |
| 0.0056        | 28.33 | 18640 | 0.0845          | 0.7714   | 0.9336        | 0.9617           | nan                 | 0.8943           | 0.9876               | 0.9600                | 0.8362                  | 0.9898                | 0.0            | 0.8923      | 0.9873          | 0.9573           | 0.8033             | 0.9881           |
| 0.0497        | 28.36 | 18660 | 0.0836          | 0.7706   | 0.9340        | 0.9553           | nan                 | 0.8920           | 0.9881               | 0.9505                | 0.8500                  | 0.9892                | 0.0            | 0.8898      | 0.9876          | 0.9481           | 0.8110             | 0.9873           |
| 0.0058        | 28.39 | 18680 | 0.0844          | 0.7738   | 0.9379        | 0.9583           | nan                 | 0.8940           | 0.9878               | 0.9544                | 0.8624                  | 0.9908                | 0.0            | 0.8919      | 0.9874          | 0.9518           | 0.8231             | 0.9887           |
| 0.0072        | 28.42 | 18700 | 0.0855          | 0.7701   | 0.9346        | 0.9595           | nan                 | 0.8832           | 0.9876               | 0.9582                | 0.8548                  | 0.9894                | 0.0            | 0.8814      | 0.9872          | 0.9554           | 0.8092             | 0.9875           |
| 0.0113        | 28.45 | 18720 | 0.0880          | 0.7702   | 0.9333        | 0.9595           | nan                 | 0.8866           | 0.9895               | 0.9577                | 0.8447                  | 0.9882                | 0.0            | 0.8849      | 0.9890          | 0.9548           | 0.8058             | 0.9866           |
| 0.0257        | 28.48 | 18740 | 0.0875          | 0.7744   | 0.9381        | 0.9643           | nan                 | 0.8951           | 0.9887               | 0.9630                | 0.8514                  | 0.9922                | 0.0            | 0.8929      | 0.9884          | 0.9601           | 0.8148             | 0.9901           |
| 0.0042        | 28.51 | 18760 | 0.0906          | 0.7724   | 0.9355        | 0.9629           | nan                 | 0.8987           | 0.9883               | 0.9611                | 0.8394                  | 0.9898                | 0.0            | 0.8968      | 0.9880          | 0.9581           | 0.8035             | 0.9881           |
| 0.0096        | 28.54 | 18780 | 0.0888          | 0.7694   | 0.9314        | 0.9598           | nan                 | 0.8850           | 0.9888               | 0.9581                | 0.8352                  | 0.9898                | 0.0            | 0.8831      | 0.9883          | 0.9552           | 0.8018             | 0.9881           |
| 0.0055        | 28.57 | 18800 | 0.0885          | 0.7682   | 0.9291        | 0.9621           | nan                 | 0.8810           | 0.9892               | 0.9627                | 0.8251                  | 0.9875                | 0.0            | 0.8791      | 0.9884          | 0.9596           | 0.7957             | 0.9861           |
| 0.0208        | 28.6  | 18820 | 0.0878          | 0.7688   | 0.9289        | 0.9634           | nan                 | 0.8894           | 0.9879               | 0.9632                | 0.8141                  | 0.9899                | 0.0            | 0.8876      | 0.9871          | 0.9603           | 0.7898             | 0.9880           |
| 0.0344        | 28.63 | 18840 | 0.0882          | 0.7688   | 0.9296        | 0.9622           | nan                 | 0.8924           | 0.9878               | 0.9613                | 0.8173                  | 0.9891                | 0.0            | 0.8904      | 0.9871          | 0.9584           | 0.7895             | 0.9874           |
| 0.0259        | 28.66 | 18860 | 0.0884          | 0.7675   | 0.9292        | 0.9641           | nan                 | 0.8856           | 0.9887               | 0.9656                | 0.8194                  | 0.9869                | 0.0            | 0.8841      | 0.9881          | 0.9622           | 0.7850             | 0.9856           |
| 0.0296        | 28.69 | 18880 | 0.0843          | 0.7715   | 0.9363        | 0.9622           | nan                 | 0.8922           | 0.9880               | 0.9605                | 0.8497                  | 0.9911                | 0.0            | 0.8902      | 0.9875          | 0.9580           | 0.8041             | 0.9891           |
| 0.0048        | 28.72 | 18900 | 0.0802          | 0.7742   | 0.9382        | 0.9677           | nan                 | 0.8938           | 0.9892               | 0.9688                | 0.8489                  | 0.9904                | 0.0            | 0.8916      | 0.9888          | 0.9660           | 0.8100             | 0.9889           |
| 0.0194        | 28.75 | 18920 | 0.0829          | 0.7728   | 0.9350        | 0.9603           | nan                 | 0.9011           | 0.9868               | 0.9569                | 0.8402                  | 0.9900                | 0.0            | 0.8985      | 0.9864          | 0.9543           | 0.8093             | 0.9884           |
| 0.0027        | 28.78 | 18940 | 0.0818          | 0.7707   | 0.9329        | 0.9626           | nan                 | 0.8936           | 0.9869               | 0.9625                | 0.8350                  | 0.9865                | 0.0            | 0.8914      | 0.9866          | 0.9596           | 0.8015             | 0.9853           |
| 0.0056        | 28.81 | 18960 | 0.0837          | 0.7682   | 0.9283        | 0.9631           | nan                 | 0.8862           | 0.9890               | 0.9628                | 0.8132                  | 0.9905                | 0.0            | 0.8848      | 0.9885          | 0.9598           | 0.7876             | 0.9886           |
| 0.004         | 28.84 | 18980 | 0.0855          | 0.7667   | 0.9270        | 0.9591           | nan                 | 0.8775           | 0.9889               | 0.9584                | 0.8213                  | 0.9889                | 0.0            | 0.8760      | 0.9885          | 0.9553           | 0.7931             | 0.9873           |
| 0.0077        | 28.88 | 19000 | 0.0837          | 0.7741   | 0.9362        | 0.9613           | nan                 | 0.9090           | 0.9877               | 0.9574                | 0.8368                  | 0.9902                | 0.0            | 0.9068      | 0.9874          | 0.9545           | 0.8076             | 0.9884           |
| 0.0093        | 28.91 | 19020 | 0.0808          | 0.7732   | 0.9360        | 0.9649           | nan                 | 0.8995           | 0.9867               | 0.9642                | 0.8395                  | 0.9904                | 0.0            | 0.8981      | 0.9864          | 0.9609           | 0.8049             | 0.9886           |
| 0.0045        | 28.94 | 19040 | 0.0830          | 0.7737   | 0.9373        | 0.9636           | nan                 | 0.8918           | 0.9883               | 0.9628                | 0.8527                  | 0.9910                | 0.0            | 0.8900      | 0.9879          | 0.9599           | 0.8155             | 0.9887           |
| 0.0065        | 28.97 | 19060 | 0.0837          | 0.7770   | 0.9415        | 0.9661           | nan                 | 0.9006           | 0.9892               | 0.9657                | 0.8628                  | 0.9892                | 0.0            | 0.8985      | 0.9887          | 0.9626           | 0.8248             | 0.9875           |
| 0.0047        | 29.0  | 19080 | 0.0832          | 0.7787   | 0.9435        | 0.9676           | nan                 | 0.9077           | 0.9891               | 0.9672                | 0.8644                  | 0.9890                | 0.0            | 0.9055      | 0.9886          | 0.9641           | 0.8268             | 0.9874           |
| 0.0041        | 29.03 | 19100 | 0.0821          | 0.7731   | 0.9368        | 0.9604           | nan                 | 0.8965           | 0.9889               | 0.9579                | 0.8522                  | 0.9886                | 0.0            | 0.8941      | 0.9882          | 0.9551           | 0.8139             | 0.9871           |
| 0.0049        | 29.06 | 19120 | 0.0831          | 0.7719   | 0.9353        | 0.9659           | nan                 | 0.8940           | 0.9906               | 0.9669                | 0.8386                  | 0.9864                | 0.0            | 0.8919      | 0.9899          | 0.9636           | 0.8011             | 0.9852           |
| 0.0309        | 29.09 | 19140 | 0.0829          | 0.7679   | 0.9306        | 0.9621           | nan                 | 0.8889           | 0.9884               | 0.9621                | 0.8267                  | 0.9867                | 0.0            | 0.8866      | 0.9878          | 0.9592           | 0.7881             | 0.9855           |
| 0.0181        | 29.12 | 19160 | 0.0829          | 0.7729   | 0.9359        | 0.9655           | nan                 | 0.8982           | 0.9897               | 0.9645                | 0.8353                  | 0.9920                | 0.0            | 0.8959      | 0.9891          | 0.9617           | 0.8004             | 0.9901           |
| 0.0096        | 29.15 | 19180 | 0.0843          | 0.7689   | 0.9309        | 0.9620           | nan                 | 0.8884           | 0.9885               | 0.9603                | 0.8241                  | 0.9931                | 0.0            | 0.8862      | 0.9879          | 0.9577           | 0.7912             | 0.9907           |
| 0.0206        | 29.18 | 19200 | 0.0891          | 0.7672   | 0.9286        | 0.9573           | nan                 | 0.8910           | 0.9878               | 0.9536                | 0.8210                  | 0.9897                | 0.0            | 0.8887      | 0.9874          | 0.9511           | 0.7882             | 0.9880           |
| 0.0303        | 29.21 | 19220 | 0.0873          | 0.7732   | 0.9362        | 0.9649           | nan                 | 0.8923           | 0.9880               | 0.9655                | 0.8472                  | 0.9881                | 0.0            | 0.8904      | 0.9876          | 0.9622           | 0.8120             | 0.9869           |
| 0.0127        | 29.24 | 19240 | 0.0878          | 0.7727   | 0.9352        | 0.9622           | nan                 | 0.8913           | 0.9872               | 0.9606                | 0.8451                  | 0.9917                | 0.0            | 0.8892      | 0.9867          | 0.9579           | 0.8126             | 0.9896           |
| 0.005         | 29.27 | 19260 | 0.0861          | 0.7737   | 0.9374        | 0.9658           | nan                 | 0.8885           | 0.9886               | 0.9667                | 0.8527                  | 0.9904                | 0.0            | 0.8869      | 0.9881          | 0.9634           | 0.8152             | 0.9885           |
| 0.0038        | 29.3  | 19280 | 0.0896          | 0.7768   | 0.9423        | 0.9681           | nan                 | 0.8978           | 0.9896               | 0.9685                | 0.8634                  | 0.9920                | 0.0            | 0.8959      | 0.9890          | 0.9654           | 0.8207             | 0.9898           |
| 0.022         | 29.33 | 19300 | 0.0899          | 0.7745   | 0.9380        | 0.9638           | nan                 | 0.8958           | 0.9893               | 0.9621                | 0.8505                  | 0.9926                | 0.0            | 0.8938      | 0.9888          | 0.9593           | 0.8149             | 0.9901           |
| 0.0018        | 29.36 | 19320 | 0.0910          | 0.7708   | 0.9329        | 0.9540           | nan                 | 0.8935           | 0.9884               | 0.9486                | 0.8460                  | 0.9881                | 0.0            | 0.8916      | 0.9878          | 0.9462           | 0.8128             | 0.9862           |
| 0.0032        | 29.39 | 19340 | 0.0883          | 0.7734   | 0.9366        | 0.9633           | nan                 | 0.8946           | 0.9886               | 0.9626                | 0.8492                  | 0.9883                | 0.0            | 0.8928      | 0.9880          | 0.9596           | 0.8135             | 0.9867           |
| 0.0065        | 29.42 | 19360 | 0.0841          | 0.7770   | 0.9428        | 0.9662           | nan                 | 0.9101           | 0.9894               | 0.9643                | 0.8592                  | 0.9909                | 0.0            | 0.9077      | 0.9889          | 0.9616           | 0.8149             | 0.9890           |
| 0.0106        | 29.45 | 19380 | 0.0854          | 0.7776   | 0.9435        | 0.9682           | nan                 | 0.9036           | 0.9896               | 0.9686                | 0.8667                  | 0.9888                | 0.0            | 0.9012      | 0.9890          | 0.9657           | 0.8221             | 0.9873           |
| 0.0039        | 29.48 | 19400 | 0.0857          | 0.7746   | 0.9408        | 0.9650           | nan                 | 0.9044           | 0.9901               | 0.9640                | 0.8580                  | 0.9875                | 0.0            | 0.9016      | 0.9896          | 0.9612           | 0.8094             | 0.9861           |
| 0.0172        | 29.51 | 19420 | 0.0876          | 0.7698   | 0.9324        | 0.9611           | nan                 | 0.8774           | 0.9888               | 0.9616                | 0.8461                  | 0.9879                | 0.0            | 0.8754      | 0.9883          | 0.9587           | 0.8098             | 0.9864           |
| 0.0076        | 29.54 | 19440 | 0.0890          | 0.7778   | 0.9432        | 0.9621           | nan                 | 0.9043           | 0.9882               | 0.9594                | 0.8754                  | 0.9885                | 0.0            | 0.9016      | 0.9878          | 0.9567           | 0.8338             | 0.9868           |
| 0.0041        | 29.57 | 19460 | 0.0889          | 0.7756   | 0.9411        | 0.9636           | nan                 | 0.8926           | 0.9898               | 0.9632                | 0.8717                  | 0.9881                | 0.0            | 0.8905      | 0.9893          | 0.9603           | 0.8272             | 0.9866           |
| 0.0115        | 29.6  | 19480 | 0.0879          | 0.7772   | 0.9428        | 0.9628           | nan                 | 0.8988           | 0.9903               | 0.9605                | 0.8746                  | 0.9899                | 0.0            | 0.8966      | 0.9898          | 0.9579           | 0.8307             | 0.9880           |
| 0.0046        | 29.64 | 19500 | 0.0857          | 0.7741   | 0.9405        | 0.9624           | nan                 | 0.8879           | 0.9901               | 0.9617                | 0.8741                  | 0.9889                | 0.0            | 0.8859      | 0.9897          | 0.9590           | 0.8230             | 0.9872           |
| 0.0044        | 29.67 | 19520 | 0.0825          | 0.7764   | 0.9409        | 0.9638           | nan                 | 0.8932           | 0.9874               | 0.9629                | 0.8697                  | 0.9911                | 0.0            | 0.8912      | 0.9871          | 0.9602           | 0.8310             | 0.9889           |
| 0.0081        | 29.7  | 19540 | 0.0896          | 0.7749   | 0.9396        | 0.9629           | nan                 | 0.8881           | 0.9884               | 0.9619                | 0.8679                  | 0.9918                | 0.0            | 0.8857      | 0.9880          | 0.9593           | 0.8270             | 0.9893           |
| 0.0045        | 29.73 | 19560 | 0.0902          | 0.7745   | 0.9379        | 0.9621           | nan                 | 0.8897           | 0.9887               | 0.9607                | 0.8596                  | 0.9909                | 0.0            | 0.8876      | 0.9882          | 0.9580           | 0.8246             | 0.9887           |
| 0.0038        | 29.76 | 19580 | 0.0882          | 0.7753   | 0.9383        | 0.9606           | nan                 | 0.8972           | 0.9894               | 0.9574                | 0.8569                  | 0.9906                | 0.0            | 0.8955      | 0.9889          | 0.9546           | 0.8239             | 0.9886           |
| 0.0034        | 29.79 | 19600 | 0.0913          | 0.7751   | 0.9399        | 0.9607           | nan                 | 0.8939           | 0.9889               | 0.9578                | 0.8672                  | 0.9915                | 0.0            | 0.8920      | 0.9884          | 0.9551           | 0.8253             | 0.9894           |
| 0.0065        | 29.82 | 19620 | 0.0887          | 0.7780   | 0.9438        | 0.9631           | nan                 | 0.9037           | 0.9894               | 0.9599                | 0.8737                  | 0.9923                | 0.0            | 0.9016      | 0.9888          | 0.9573           | 0.8307             | 0.9899           |
| 0.0176        | 29.85 | 19640 | 0.0852          | 0.7771   | 0.9419        | 0.9654           | nan                 | 0.8997           | 0.9877               | 0.9643                | 0.8656                  | 0.9921                | 0.0            | 0.8974      | 0.9873          | 0.9616           | 0.8263             | 0.9899           |
| 0.0029        | 29.88 | 19660 | 0.0852          | 0.7746   | 0.9384        | 0.9625           | nan                 | 0.8960           | 0.9871               | 0.9612                | 0.8585                  | 0.9890                | 0.0            | 0.8938      | 0.9866          | 0.9583           | 0.8216             | 0.9873           |
| 0.011         | 29.91 | 19680 | 0.0882          | 0.7738   | 0.9360        | 0.9642           | nan                 | 0.8938           | 0.9899               | 0.9635                | 0.8426                  | 0.9900                | 0.0            | 0.8921      | 0.9893          | 0.9605           | 0.8128             | 0.9880           |
| 0.027         | 29.94 | 19700 | 0.0884          | 0.7600   | 0.9192        | 0.9573           | nan                 | 0.8756           | 0.9873               | 0.9565                | 0.7894                  | 0.9872                | 0.0            | 0.8737      | 0.9867          | 0.9539           | 0.7603             | 0.9854           |
| 0.0048        | 29.97 | 19720 | 0.0894          | 0.7572   | 0.9150        | 0.9626           | nan                 | 0.8827           | 0.9890               | 0.9632                | 0.7509                  | 0.9889                | 0.0            | 0.8811      | 0.9885          | 0.9603           | 0.7263             | 0.9870           |
| 0.016         | 30.0  | 19740 | 0.0866          | 0.7585   | 0.9165        | 0.9588           | nan                 | 0.8743           | 0.9861               | 0.9583                | 0.7731                  | 0.9908                | 0.0            | 0.8726      | 0.9858          | 0.9555           | 0.7486             | 0.9888           |
| 0.0051        | 30.03 | 19760 | 0.0872          | 0.7689   | 0.9293        | 0.9626           | nan                 | 0.9033           | 0.9903               | 0.9600                | 0.8038                  | 0.9893                | 0.0            | 0.9008      | 0.9897          | 0.9572           | 0.7781             | 0.9877           |
| 0.0096        | 30.06 | 19780 | 0.0832          | 0.7593   | 0.9174        | 0.9622           | nan                 | 0.8876           | 0.9900               | 0.9617                | 0.7587                  | 0.9890                | 0.0            | 0.8859      | 0.9893          | 0.9589           | 0.7346             | 0.9873           |
| 0.0226        | 30.09 | 19800 | 0.0858          | 0.7619   | 0.9211        | 0.9651           | nan                 | 0.9037           | 0.9884               | 0.9637                | 0.7580                  | 0.9915                | 0.0            | 0.9013      | 0.9880          | 0.9612           | 0.7314             | 0.9895           |
| 0.0119        | 30.12 | 19820 | 0.0887          | 0.7648   | 0.9248        | 0.9566           | nan                 | 0.8906           | 0.9892               | 0.9523                | 0.8012                  | 0.9906                | 0.0            | 0.8889      | 0.9886          | 0.9498           | 0.7728             | 0.9886           |
| 0.0023        | 30.15 | 19840 | 0.0837          | 0.7718   | 0.9356        | 0.9618           | nan                 | 0.8888           | 0.9913               | 0.9596                | 0.8460                  | 0.9925                | 0.0            | 0.8872      | 0.9900          | 0.9569           | 0.8069             | 0.9898           |
| 0.0038        | 30.18 | 19860 | 0.0864          | 0.7709   | 0.9354        | 0.9610           | nan                 | 0.8862           | 0.9880               | 0.9592                | 0.8512                  | 0.9924                | 0.0            | 0.8844      | 0.9873          | 0.9566           | 0.8075             | 0.9897           |
| 0.0103        | 30.21 | 19880 | 0.0823          | 0.7659   | 0.9285        | 0.9649           | nan                 | 0.8852           | 0.9880               | 0.9656                | 0.8122                  | 0.9916                | 0.0            | 0.8836      | 0.9875          | 0.9627           | 0.7721             | 0.9897           |
| 0.0244        | 30.24 | 19900 | 0.0829          | 0.7665   | 0.9275        | 0.9648           | nan                 | 0.8851           | 0.9893               | 0.9651                | 0.8052                  | 0.9927                | 0.0            | 0.8834      | 0.9888          | 0.9624           | 0.7738             | 0.9905           |
| 0.0072        | 30.27 | 19920 | 0.0830          | 0.7642   | 0.9237        | 0.9588           | nan                 | 0.8904           | 0.9900               | 0.9552                | 0.7904                  | 0.9927                | 0.0            | 0.8883      | 0.9894          | 0.9529           | 0.7647             | 0.9901           |
| 0.0099        | 30.3  | 19940 | 0.0862          | 0.7626   | 0.9218        | 0.9572           | nan                 | 0.8922           | 0.9900               | 0.9525                | 0.7817                  | 0.9925                | 0.0            | 0.8901      | 0.9894          | 0.9504           | 0.7560             | 0.9898           |
| 0.0049        | 30.33 | 19960 | 0.0869          | 0.7624   | 0.9217        | 0.9606           | nan                 | 0.8858           | 0.9908               | 0.9583                | 0.7804                  | 0.9932                | 0.0            | 0.8839      | 0.9902          | 0.9559           | 0.7540             | 0.9906           |
| 0.0044        | 30.36 | 19980 | 0.0857          | 0.7643   | 0.9245        | 0.9660           | nan                 | 0.8953           | 0.9873               | 0.9661                | 0.7821                  | 0.9917                | 0.0            | 0.8931      | 0.9870          | 0.9634           | 0.7529             | 0.9897           |
| 0.0566        | 30.4  | 20000 | 0.0854          | 0.7633   | 0.9227        | 0.9589           | nan                 | 0.8813           | 0.9885               | 0.9567                | 0.7945                  | 0.9926                | 0.0            | 0.8791      | 0.9880          | 0.9545           | 0.7680             | 0.9901           |
| 0.0265        | 30.43 | 20020 | 0.0862          | 0.7736   | 0.9373        | 0.9649           | nan                 | 0.9003           | 0.9882               | 0.9634                | 0.8424                  | 0.9922                | 0.0            | 0.8973      | 0.9878          | 0.9610           | 0.8056             | 0.9899           |
| 0.023         | 30.46 | 20040 | 0.0876          | 0.7709   | 0.9349        | 0.9620           | nan                 | 0.8828           | 0.9892               | 0.9614                | 0.8506                  | 0.9908                | 0.0            | 0.8803      | 0.9886          | 0.9588           | 0.8087             | 0.9888           |
| 0.0096        | 30.49 | 20060 | 0.0891          | 0.7709   | 0.9339        | 0.9623           | nan                 | 0.8938           | 0.9869               | 0.9608                | 0.8368                  | 0.9912                | 0.0            | 0.8913      | 0.9866          | 0.9583           | 0.8001             | 0.9891           |
| 0.0306        | 30.52 | 20080 | 0.0906          | 0.7667   | 0.9287        | 0.9596           | nan                 | 0.8911           | 0.9901               | 0.9568                | 0.8155                  | 0.9900                | 0.0            | 0.8885      | 0.9895          | 0.9545           | 0.7795             | 0.9880           |
| 0.0041        | 30.55 | 20100 | 0.0913          | 0.7643   | 0.9252        | 0.9629           | nan                 | 0.8865           | 0.9898               | 0.9626                | 0.7971                  | 0.9901                | 0.0            | 0.8843      | 0.9892          | 0.9600           | 0.7641             | 0.9882           |
| 0.0058        | 30.58 | 20120 | 0.0882          | 0.7632   | 0.9235        | 0.9637           | nan                 | 0.8993           | 0.9871               | 0.9626                | 0.7789                  | 0.9896                | 0.0            | 0.8969      | 0.9867          | 0.9601           | 0.7481             | 0.9877           |
| 0.0121        | 30.61 | 20140 | 0.0901          | 0.7611   | 0.9205        | 0.9611           | nan                 | 0.8992           | 0.9883               | 0.9590                | 0.7678                  | 0.9880                | 0.0            | 0.8972      | 0.9879          | 0.9563           | 0.7386             | 0.9863           |
| 0.0333        | 30.64 | 20160 | 0.0878          | 0.7671   | 0.9273        | 0.9687           | nan                 | 0.9033           | 0.9897               | 0.9696                | 0.7850                  | 0.9887                | 0.0            | 0.9013      | 0.9893          | 0.9665           | 0.7586             | 0.9870           |
| 0.0033        | 30.67 | 20180 | 0.0856          | 0.7744   | 0.9384        | 0.9663           | nan                 | 0.9049           | 0.9900               | 0.9654                | 0.8421                  | 0.9897                | 0.0            | 0.9026      | 0.9895          | 0.9628           | 0.8036             | 0.9878           |
| 0.0347        | 30.7  | 20200 | 0.0860          | 0.7746   | 0.9398        | 0.9629           | nan                 | 0.9016           | 0.9898               | 0.9601                | 0.8563                  | 0.9914                | 0.0            | 0.8989      | 0.9893          | 0.9577           | 0.8123             | 0.9892           |
| 0.0304        | 30.73 | 20220 | 0.0897          | 0.7727   | 0.9367        | 0.9611           | nan                 | 0.8823           | 0.9902               | 0.9602                | 0.8609                  | 0.9901                | 0.0            | 0.8805      | 0.9896          | 0.9574           | 0.8200             | 0.9884           |
| 0.0095        | 30.76 | 20240 | 0.0880          | 0.7753   | 0.9395        | 0.9615           | nan                 | 0.8990           | 0.9907               | 0.9583                | 0.8586                  | 0.9909                | 0.0            | 0.8968      | 0.9901          | 0.9558           | 0.8203             | 0.9889           |
| 0.0267        | 30.79 | 20260 | 0.0879          | 0.7742   | 0.9375        | 0.9636           | nan                 | 0.9065           | 0.9892               | 0.9614                | 0.8421                  | 0.9883                | 0.0            | 0.9042      | 0.9886          | 0.9589           | 0.8073             | 0.9865           |
| 0.0058        | 30.82 | 20280 | 0.0867          | 0.7756   | 0.9411        | 0.9651           | nan                 | 0.9041           | 0.9899               | 0.9636                | 0.8586                  | 0.9894                | 0.0            | 0.9022      | 0.9891          | 0.9609           | 0.8134             | 0.9878           |
| 0.0123        | 30.85 | 20300 | 0.0954          | 0.7754   | 0.9419        | 0.9613           | nan                 | 0.8978           | 0.9907               | 0.9584                | 0.8729                  | 0.9897                | 0.0            | 0.8957      | 0.9899          | 0.9560           | 0.8231             | 0.9879           |
| 0.0313        | 30.88 | 20320 | 0.0924          | 0.7768   | 0.9430        | 0.9643           | nan                 | 0.9000           | 0.9889               | 0.9631                | 0.8739                  | 0.9890                | 0.0            | 0.8981      | 0.9884          | 0.9603           | 0.8268             | 0.9873           |
| 0.0122        | 30.91 | 20340 | 0.0909          | 0.7730   | 0.9371        | 0.9609           | nan                 | 0.8857           | 0.9894               | 0.9601                | 0.8625                  | 0.9879                | 0.0            | 0.8837      | 0.9889          | 0.9573           | 0.8219             | 0.9862           |
| 0.0065        | 30.94 | 20360 | 0.0899          | 0.7749   | 0.9409        | 0.9635           | nan                 | 0.8831           | 0.9893               | 0.9637                | 0.8780                  | 0.9904                | 0.0            | 0.8806      | 0.9887          | 0.9611           | 0.8307             | 0.9885           |
| 0.0141        | 30.97 | 20380 | 0.0900          | 0.7747   | 0.9404        | 0.9575           | nan                 | 0.8887           | 0.9900               | 0.9532                | 0.8783                  | 0.9919                | 0.0            | 0.8862      | 0.9894          | 0.9510           | 0.8320             | 0.9895           |
| 0.0053        | 31.0  | 20400 | 0.0923          | 0.7787   | 0.9446        | 0.9664           | nan                 | 0.8993           | 0.9908               | 0.9661                | 0.8777                  | 0.9892                | 0.0            | 0.8978      | 0.9900          | 0.9630           | 0.8341             | 0.9875           |
| 0.0044        | 31.03 | 20420 | 0.0863          | 0.7758   | 0.9405        | 0.9629           | nan                 | 0.8935           | 0.9879               | 0.9615                | 0.8685                  | 0.9912                | 0.0            | 0.8913      | 0.9873          | 0.9589           | 0.8281             | 0.9891           |
| 0.0311        | 31.06 | 20440 | 0.0868          | 0.7728   | 0.9366        | 0.9625           | nan                 | 0.8909           | 0.9883               | 0.9613                | 0.8518                  | 0.9906                | 0.0            | 0.8890      | 0.9877          | 0.9585           | 0.8130             | 0.9888           |
| 0.0093        | 31.09 | 20460 | 0.0936          | 0.7761   | 0.9411        | 0.9650           | nan                 | 0.8956           | 0.9886               | 0.9644                | 0.8658                  | 0.9910                | 0.0            | 0.8933      | 0.9880          | 0.9615           | 0.8247             | 0.9893           |
| 0.0105        | 31.12 | 20480 | 0.0923          | 0.7698   | 0.9325        | 0.9594           | nan                 | 0.8611           | 0.9873               | 0.9605                | 0.8631                  | 0.9906                | 0.0            | 0.8589      | 0.9869          | 0.9577           | 0.8267             | 0.9888           |
| 0.0274        | 31.16 | 20500 | 0.0893          | 0.7703   | 0.9319        | 0.9611           | nan                 | 0.8724           | 0.9891               | 0.9614                | 0.8460                  | 0.9908                | 0.0            | 0.8700      | 0.9887          | 0.9587           | 0.8155             | 0.9889           |
| 0.0264        | 31.19 | 20520 | 0.0938          | 0.7724   | 0.9343        | 0.9636           | nan                 | 0.8875           | 0.9895               | 0.9636                | 0.8415                  | 0.9892                | 0.0            | 0.8854      | 0.9890          | 0.9607           | 0.8119             | 0.9876           |
| 0.0353        | 31.22 | 20540 | 0.0919          | 0.7736   | 0.9353        | 0.9616           | nan                 | 0.8930           | 0.9888               | 0.9596                | 0.8446                  | 0.9906                | 0.0            | 0.8907      | 0.9883          | 0.9570           | 0.8166             | 0.9887           |
| 0.004         | 31.25 | 20560 | 0.0919          | 0.7750   | 0.9377        | 0.9649           | nan                 | 0.8922           | 0.9885               | 0.9645                | 0.8509                  | 0.9922                | 0.0            | 0.8901      | 0.9880          | 0.9618           | 0.8201             | 0.9901           |
| 0.0099        | 31.28 | 20580 | 0.0880          | 0.7768   | 0.9412        | 0.9644           | nan                 | 0.9070           | 0.9888               | 0.9621                | 0.8579                  | 0.9901                | 0.0            | 0.9044      | 0.9882          | 0.9595           | 0.8198             | 0.9885           |
| 0.035         | 31.31 | 20600 | 0.0863          | 0.7754   | 0.9383        | 0.9626           | nan                 | 0.9045           | 0.9883               | 0.9597                | 0.8484                  | 0.9906                | 0.0            | 0.9021      | 0.9878          | 0.9572           | 0.8168             | 0.9887           |
| 0.0026        | 31.34 | 20620 | 0.0878          | 0.7796   | 0.9470        | 0.9685           | nan                 | 0.8993           | 0.9898               | 0.9693                | 0.8862                  | 0.9901                | 0.0            | 0.8972      | 0.9893          | 0.9664           | 0.8365             | 0.9884           |
| 0.0289        | 31.37 | 20640 | 0.0889          | 0.7738   | 0.9408        | 0.9573           | nan                 | 0.8935           | 0.9875               | 0.9536                | 0.8812                  | 0.9883                | 0.0            | 0.8910      | 0.9871          | 0.9511           | 0.8268             | 0.9865           |
| 0.006         | 31.4  | 20660 | 0.0917          | 0.7745   | 0.9393        | 0.9551           | nan                 | 0.9049           | 0.9907               | 0.9485                | 0.8647                  | 0.9878                | 0.0            | 0.9026      | 0.9902          | 0.9460           | 0.8221             | 0.9861           |
| 0.0042        | 31.43 | 20680 | 0.0864          | 0.7767   | 0.9412        | 0.9659           | nan                 | 0.8989           | 0.9894               | 0.9656                | 0.8625                  | 0.9896                | 0.0            | 0.8970      | 0.9890          | 0.9626           | 0.8238             | 0.9880           |
| 0.0093        | 31.46 | 20700 | 0.0891          | 0.7731   | 0.9354        | 0.9609           | nan                 | 0.8976           | 0.9901               | 0.9578                | 0.8407                  | 0.9907                | 0.0            | 0.8953      | 0.9895          | 0.9554           | 0.8099             | 0.9885           |
| 0.0035        | 31.49 | 20720 | 0.0934          | 0.7737   | 0.9356        | 0.9653           | nan                 | 0.8940           | 0.9899               | 0.9655                | 0.8397                  | 0.9887                | 0.0            | 0.8920      | 0.9893          | 0.9628           | 0.8116             | 0.9868           |
| 0.0015        | 31.52 | 20740 | 0.0978          | 0.7718   | 0.9326        | 0.9617           | nan                 | 0.9023           | 0.9887               | 0.9595                | 0.8255                  | 0.9870                | 0.0            | 0.9000      | 0.9883          | 0.9571           | 0.8000             | 0.9852           |
| 0.0021        | 31.55 | 20760 | 0.0974          | 0.7715   | 0.9324        | 0.9599           | nan                 | 0.8985           | 0.9896               | 0.9560                | 0.8263                  | 0.9914                | 0.0            | 0.8963      | 0.9891          | 0.9538           | 0.8005             | 0.9889           |
| 0.0078        | 31.58 | 20780 | 0.0977          | 0.7747   | 0.9369        | 0.9630           | nan                 | 0.9005           | 0.9902               | 0.9600                | 0.8410                  | 0.9926                | 0.0            | 0.8983      | 0.9897          | 0.9577           | 0.8121             | 0.9902           |
| 0.008         | 31.61 | 20800 | 0.0968          | 0.7746   | 0.9369        | 0.9634           | nan                 | 0.8990           | 0.9889               | 0.9612                | 0.8431                  | 0.9922                | 0.0            | 0.8972      | 0.9885          | 0.9588           | 0.8132             | 0.9900           |
| 0.0044        | 31.64 | 20820 | 0.0980          | 0.7764   | 0.9403        | 0.9601           | nan                 | 0.9036           | 0.9897               | 0.9554                | 0.8607                  | 0.9920                | 0.0            | 0.9018      | 0.9892          | 0.9530           | 0.8243             | 0.9898           |
| 0.0092        | 31.67 | 20840 | 0.0939          | 0.7759   | 0.9404        | 0.9609           | nan                 | 0.8978           | 0.9907               | 0.9574                | 0.8653                  | 0.9910                | 0.0            | 0.8960      | 0.9902          | 0.9549           | 0.8249             | 0.9892           |
| 0.0053        | 31.7  | 20860 | 0.0956          | 0.7717   | 0.9364        | 0.9583           | nan                 | 0.8860           | 0.9877               | 0.9552                | 0.8608                  | 0.9924                | 0.0            | 0.8840      | 0.9872          | 0.9531           | 0.8156             | 0.9901           |
| 0.0439        | 31.73 | 20880 | 0.1011          | 0.7701   | 0.9353        | 0.9553           | nan                 | 0.8890           | 0.9883               | 0.9500                | 0.8571                  | 0.9923                | 0.0            | 0.8865      | 0.9878          | 0.9482           | 0.8082             | 0.9898           |
| 0.0139        | 31.76 | 20900 | 0.0952          | 0.7747   | 0.9402        | 0.9607           | nan                 | 0.8955           | 0.9887               | 0.9576                | 0.8680                  | 0.9914                | 0.0            | 0.8936      | 0.9882          | 0.9553           | 0.8219             | 0.9890           |
| 0.0028        | 31.79 | 20920 | 0.0974          | 0.7769   | 0.9431        | 0.9617           | nan                 | 0.9080           | 0.9883               | 0.9577                | 0.8709                  | 0.9909                | 0.0            | 0.9059      | 0.9879          | 0.9554           | 0.8235             | 0.9886           |
| 0.0314        | 31.82 | 20940 | 0.0953          | 0.7779   | 0.9435        | 0.9627           | nan                 | 0.9078           | 0.9899               | 0.9593                | 0.8703                  | 0.9903                | 0.0            | 0.9061      | 0.9894          | 0.9567           | 0.8269             | 0.9883           |
| 0.008         | 31.85 | 20960 | 0.0898          | 0.7776   | 0.9435        | 0.9641           | nan                 | 0.9002           | 0.9895               | 0.9618                | 0.8734                  | 0.9927                | 0.0            | 0.8984      | 0.9891          | 0.9592           | 0.8285             | 0.9903           |
| 0.0054        | 31.88 | 20980 | 0.0910          | 0.7763   | 0.9413        | 0.9637           | nan                 | 0.9002           | 0.9887               | 0.9616                | 0.8650                  | 0.9911                | 0.0            | 0.8981      | 0.9883          | 0.9590           | 0.8232             | 0.9892           |
| 0.004         | 31.91 | 21000 | 0.0930          | 0.7748   | 0.9382        | 0.9621           | nan                 | 0.8969           | 0.9902               | 0.9598                | 0.8540                  | 0.9903                | 0.0            | 0.8951      | 0.9896          | 0.9571           | 0.8189             | 0.9883           |
| 0.0136        | 31.95 | 21020 | 0.0912          | 0.7769   | 0.9409        | 0.9631           | nan                 | 0.9017           | 0.9894               | 0.9604                | 0.8617                  | 0.9914                | 0.0            | 0.8996      | 0.9888          | 0.9580           | 0.8259             | 0.9891           |
| 0.0086        | 31.98 | 21040 | 0.0884          | 0.7778   | 0.9430        | 0.9646           | nan                 | 0.9016           | 0.9903               | 0.9630                | 0.8705                  | 0.9897                | 0.0            | 0.8997      | 0.9897          | 0.9602           | 0.8295             | 0.9877           |
| 0.0039        | 32.01 | 21060 | 0.0897          | 0.7762   | 0.9412        | 0.9645           | nan                 | 0.9011           | 0.9872               | 0.9630                | 0.8638                  | 0.9910                | 0.0            | 0.8988      | 0.9867          | 0.9605           | 0.8221             | 0.9889           |
| 0.005         | 32.04 | 21080 | 0.0979          | 0.7802   | 0.9479        | 0.9680           | nan                 | 0.9063           | 0.9903               | 0.9670                | 0.8838                  | 0.9919                | 0.0            | 0.9041      | 0.9896          | 0.9641           | 0.8336             | 0.9901           |
| 0.0202        | 32.07 | 21100 | 0.1006          | 0.7738   | 0.9414        | 0.9583           | nan                 | 0.8936           | 0.9889               | 0.9542                | 0.8789                  | 0.9913                | 0.0            | 0.8915      | 0.9884          | 0.9516           | 0.8223             | 0.9893           |
| 0.0135        | 32.1  | 21120 | 0.0997          | 0.7757   | 0.9418        | 0.9633           | nan                 | 0.8954           | 0.9901               | 0.9617                | 0.8710                  | 0.9906                | 0.0            | 0.8938      | 0.9895          | 0.9588           | 0.8230             | 0.9889           |
| 0.0135        | 32.13 | 21140 | 0.0938          | 0.7761   | 0.9419        | 0.9628           | nan                 | 0.8999           | 0.9886               | 0.9604                | 0.8691                  | 0.9912                | 0.0            | 0.8980      | 0.9881          | 0.9577           | 0.8237             | 0.9892           |
| 0.0036        | 32.16 | 21160 | 0.0897          | 0.7758   | 0.9407        | 0.9593           | nan                 | 0.8987           | 0.9876               | 0.9550                | 0.8704                  | 0.9921                | 0.0            | 0.8967      | 0.9871          | 0.9525           | 0.8283             | 0.9899           |
| 0.0072        | 32.19 | 21180 | 0.0954          | 0.7765   | 0.9400        | 0.9607           | nan                 | 0.8963           | 0.9894               | 0.9569                | 0.8643                  | 0.9932                | 0.0            | 0.8942      | 0.9888          | 0.9544           | 0.8307             | 0.9905           |
| 0.0066        | 32.22 | 21200 | 0.0985          | 0.7741   | 0.9378        | 0.9616           | nan                 | 0.8885           | 0.9899               | 0.9597                | 0.8596                  | 0.9915                | 0.0            | 0.8866      | 0.9893          | 0.9570           | 0.8224             | 0.9894           |
| 0.0071        | 32.25 | 21220 | 0.0992          | 0.7713   | 0.9347        | 0.9587           | nan                 | 0.8890           | 0.9893               | 0.9556                | 0.8488                  | 0.9907                | 0.0            | 0.8872      | 0.9888          | 0.9531           | 0.8105             | 0.9884           |
| 0.0546        | 32.28 | 21240 | 0.0983          | 0.7728   | 0.9363        | 0.9639           | nan                 | 0.8924           | 0.9885               | 0.9631                | 0.8462                  | 0.9913                | 0.0            | 0.8905      | 0.9880          | 0.9604           | 0.8088             | 0.9891           |
| 0.0078        | 32.31 | 21260 | 0.0999          | 0.7736   | 0.9385        | 0.9579           | nan                 | 0.9005           | 0.9894               | 0.9529                | 0.8594                  | 0.9904                | 0.0            | 0.8979      | 0.9888          | 0.9505           | 0.8157             | 0.9885           |
| 0.0049        | 32.34 | 21280 | 0.1008          | 0.7743   | 0.9388        | 0.9600           | nan                 | 0.8976           | 0.9882               | 0.9562                | 0.8598                  | 0.9922                | 0.0            | 0.8951      | 0.9877          | 0.9537           | 0.8193             | 0.9900           |
| 0.0018        | 32.37 | 21300 | 0.0973          | 0.7744   | 0.9375        | 0.9621           | nan                 | 0.8979           | 0.9876               | 0.9596                | 0.8505                  | 0.9922                | 0.0            | 0.8957      | 0.9872          | 0.9569           | 0.8168             | 0.9899           |
| 0.0142        | 32.4  | 21320 | 0.0944          | 0.7734   | 0.9372        | 0.9588           | nan                 | 0.8937           | 0.9883               | 0.9552                | 0.8581                  | 0.9910                | 0.0            | 0.8916      | 0.9878          | 0.9526           | 0.8194             | 0.9889           |
| 0.0098        | 32.43 | 21340 | 0.1006          | 0.7726   | 0.9361        | 0.9598           | nan                 | 0.8951           | 0.9867               | 0.9566                | 0.8507                  | 0.9914                | 0.0            | 0.8931      | 0.9863          | 0.9540           | 0.8130             | 0.9892           |
| 0.0035        | 32.46 | 21360 | 0.1012          | 0.7730   | 0.9359        | 0.9630           | nan                 | 0.8949           | 0.9886               | 0.9615                | 0.8443                  | 0.9904                | 0.0            | 0.8934      | 0.9881          | 0.9586           | 0.8092             | 0.9885           |
| 0.0051        | 32.49 | 21380 | 0.0971          | 0.7737   | 0.9373        | 0.9605           | nan                 | 0.9044           | 0.9887               | 0.9563                | 0.8460                  | 0.9910                | 0.0            | 0.9025      | 0.9881          | 0.9538           | 0.8086             | 0.9891           |
| 0.0059        | 32.52 | 21400 | 0.0935          | 0.7711   | 0.9347        | 0.9586           | nan                 | 0.8945           | 0.9898               | 0.9557                | 0.8474                  | 0.9863                | 0.0            | 0.8926      | 0.9892          | 0.9530           | 0.8066             | 0.9850           |
| 0.0124        | 32.55 | 21420 | 0.0923          | 0.7712   | 0.9354        | 0.9612           | nan                 | 0.8849           | 0.9876               | 0.9604                | 0.8542                  | 0.9898                | 0.0            | 0.8829      | 0.9871          | 0.9577           | 0.8115             | 0.9878           |
| 0.0094        | 32.58 | 21440 | 0.0952          | 0.7725   | 0.9363        | 0.9623           | nan                 | 0.8870           | 0.9872               | 0.9620                | 0.8562                  | 0.9892                | 0.0            | 0.8853      | 0.9867          | 0.9591           | 0.8168             | 0.9873           |
| 0.0102        | 32.61 | 21460 | 0.0940          | 0.7726   | 0.9352        | 0.9628           | nan                 | 0.8876           | 0.9880               | 0.9624                | 0.8476                  | 0.9902                | 0.0            | 0.8859      | 0.9875          | 0.9595           | 0.8148             | 0.9881           |
| 0.002         | 32.64 | 21480 | 0.0954          | 0.7703   | 0.9326        | 0.9589           | nan                 | 0.8776           | 0.9891               | 0.9580                | 0.8498                  | 0.9885                | 0.0            | 0.8761      | 0.9886          | 0.9551           | 0.8151             | 0.9867           |
| 0.0054        | 32.67 | 21500 | 0.0923          | 0.7708   | 0.9334        | 0.9594           | nan                 | 0.8793           | 0.9896               | 0.9583                | 0.8505                  | 0.9891                | 0.0            | 0.8779      | 0.9891          | 0.9554           | 0.8153             | 0.9873           |
| 0.0086        | 32.71 | 21520 | 0.0950          | 0.7732   | 0.9370        | 0.9596           | nan                 | 0.8925           | 0.9885               | 0.9564                | 0.8561                  | 0.9916                | 0.0            | 0.8907      | 0.9881          | 0.9537           | 0.8173             | 0.9892           |
| 0.0368        | 32.74 | 21540 | 0.0976          | 0.7749   | 0.9385        | 0.9640           | nan                 | 0.8965           | 0.9892               | 0.9626                | 0.8535                  | 0.9909                | 0.0            | 0.8948      | 0.9887          | 0.9597           | 0.8174             | 0.9888           |
| 0.0066        | 32.77 | 21560 | 0.0977          | 0.7732   | 0.9368        | 0.9591           | nan                 | 0.8959           | 0.9880               | 0.9552                | 0.8529                  | 0.9920                | 0.0            | 0.8937      | 0.9876          | 0.9527           | 0.8158             | 0.9896           |
| 0.012         | 32.8  | 21580 | 0.0966          | 0.7741   | 0.9403        | 0.9616           | nan                 | 0.9036           | 0.9897               | 0.9588                | 0.8618                  | 0.9876                | 0.0            | 0.9012      | 0.9892          | 0.9561           | 0.8118             | 0.9861           |
| 0.007         | 32.83 | 21600 | 0.0961          | 0.7723   | 0.9379        | 0.9633           | nan                 | 0.8902           | 0.9882               | 0.9637                | 0.8605                  | 0.9867                | 0.0            | 0.8884      | 0.9877          | 0.9607           | 0.8120             | 0.9852           |
| 0.0434        | 32.86 | 21620 | 0.0918          | 0.7725   | 0.9371        | 0.9629           | nan                 | 0.8938           | 0.9885               | 0.9624                | 0.8535                  | 0.9872                | 0.0            | 0.8917      | 0.9879          | 0.9596           | 0.8099             | 0.9857           |
| 0.0107        | 32.89 | 21640 | 0.0946          | 0.7720   | 0.9349        | 0.9630           | nan                 | 0.8932           | 0.9881               | 0.9617                | 0.8405                  | 0.9909                | 0.0            | 0.8913      | 0.9872          | 0.9590           | 0.8058             | 0.9888           |
| 0.0149        | 32.92 | 21660 | 0.0985          | 0.7705   | 0.9324        | 0.9616           | nan                 | 0.8917           | 0.9871               | 0.9600                | 0.8327                  | 0.9907                | 0.0            | 0.8901      | 0.9864          | 0.9572           | 0.8008             | 0.9885           |
| 0.0111        | 32.95 | 21680 | 0.0910          | 0.7714   | 0.9335        | 0.9655           | nan                 | 0.8972           | 0.9895               | 0.9651                | 0.8255                  | 0.9902                | 0.0            | 0.8958      | 0.9889          | 0.9621           | 0.7937             | 0.9882           |
| 0.0079        | 32.98 | 21700 | 0.0923          | 0.7732   | 0.9356        | 0.9669           | nan                 | 0.8979           | 0.9896               | 0.9670                | 0.8329                  | 0.9905                | 0.0            | 0.8964      | 0.9890          | 0.9639           | 0.8013             | 0.9885           |
| 0.0032        | 33.01 | 21720 | 0.0909          | 0.7718   | 0.9340        | 0.9660           | nan                 | 0.8964           | 0.9886               | 0.9661                | 0.8284                  | 0.9906                | 0.0            | 0.8946      | 0.9882          | 0.9630           | 0.7961             | 0.9887           |
| 0.0031        | 33.04 | 21740 | 0.0861          | 0.7698   | 0.9314        | 0.9633           | nan                 | 0.8956           | 0.9876               | 0.9623                | 0.8213                  | 0.9899                | 0.0            | 0.8938      | 0.9873          | 0.9593           | 0.7904             | 0.9882           |
| 0.0104        | 33.07 | 21760 | 0.0898          | 0.7723   | 0.9357        | 0.9651           | nan                 | 0.8942           | 0.9865               | 0.9652                | 0.8421                  | 0.9907                | 0.0            | 0.8923      | 0.9862          | 0.9620           | 0.8046             | 0.9888           |
| 0.0504        | 33.1  | 21780 | 0.0901          | 0.7753   | 0.9402        | 0.9657           | nan                 | 0.8998           | 0.9889               | 0.9649                | 0.8563                  | 0.9908                | 0.0            | 0.8972      | 0.9885          | 0.9621           | 0.8152             | 0.9889           |
| 0.0029        | 33.13 | 21800 | 0.0894          | 0.7752   | 0.9404        | 0.9629           | nan                 | 0.8966           | 0.9884               | 0.9611                | 0.8653                  | 0.9909                | 0.0            | 0.8943      | 0.9879          | 0.9584           | 0.8216             | 0.9889           |
| 0.0078        | 33.16 | 21820 | 0.0931          | 0.7724   | 0.9368        | 0.9594           | nan                 | 0.8895           | 0.9880               | 0.9567                | 0.8589                  | 0.9907                | 0.0            | 0.8875      | 0.9875          | 0.9541           | 0.8168             | 0.9887           |
| 0.012         | 33.19 | 21840 | 0.0933          | 0.7729   | 0.9357        | 0.9609           | nan                 | 0.8906           | 0.9891               | 0.9593                | 0.8510                  | 0.9885                | 0.0            | 0.8887      | 0.9885          | 0.9565           | 0.8169             | 0.9867           |
| 0.0066        | 33.22 | 21860 | 0.0920          | 0.7735   | 0.9373        | 0.9608           | nan                 | 0.8963           | 0.9876               | 0.9589                | 0.8564                  | 0.9873                | 0.0            | 0.8943      | 0.9871          | 0.9562           | 0.8177             | 0.9857           |
| 0.0099        | 33.25 | 21880 | 0.0921          | 0.7772   | 0.9428        | 0.9634           | nan                 | 0.8997           | 0.9901               | 0.9615                | 0.8729                  | 0.9898                | 0.0            | 0.8976      | 0.9894          | 0.9588           | 0.8294             | 0.9878           |
| 0.0131        | 33.28 | 21900 | 0.0988          | 0.7806   | 0.9452        | 0.9709           | nan                 | 0.9040           | 0.9912               | 0.9718                | 0.8672                  | 0.9919                | 0.0            | 0.9024      | 0.9904          | 0.9685           | 0.8327             | 0.9897           |
| 0.0034        | 33.31 | 21920 | 0.0927          | 0.7759   | 0.9403        | 0.9642           | nan                 | 0.8929           | 0.9861               | 0.9637                | 0.8674                  | 0.9910                | 0.0            | 0.8912      | 0.9857          | 0.9609           | 0.8289             | 0.9889           |
| 0.0259        | 33.34 | 21940 | 0.0925          | 0.7742   | 0.9374        | 0.9602           | nan                 | 0.8921           | 0.9887               | 0.9572                | 0.8573                  | 0.9917                | 0.0            | 0.8901      | 0.9882          | 0.9547           | 0.8229             | 0.9894           |
| 0.0045        | 33.37 | 21960 | 0.0951          | 0.7726   | 0.9364        | 0.9607           | nan                 | 0.8810           | 0.9887               | 0.9600                | 0.8621                  | 0.9900                | 0.0            | 0.8791      | 0.9882          | 0.9572           | 0.8231             | 0.9882           |
| 0.006         | 33.4  | 21980 | 0.0897          | 0.7748   | 0.9392        | 0.9623           | nan                 | 0.8934           | 0.9904               | 0.9604                | 0.8616                  | 0.9900                | 0.0            | 0.8911      | 0.9899          | 0.9579           | 0.8217             | 0.9881           |
| 0.0064        | 33.43 | 22000 | 0.0944          | 0.7739   | 0.9379        | 0.9621           | nan                 | 0.8891           | 0.9881               | 0.9609                | 0.8607                  | 0.9907                | 0.0            | 0.8870      | 0.9876          | 0.9583           | 0.8219             | 0.9887           |
| 0.006         | 33.47 | 22020 | 0.0922          | 0.7717   | 0.9345        | 0.9621           | nan                 | 0.8838           | 0.9889               | 0.9619                | 0.8486                  | 0.9894                | 0.0            | 0.8817      | 0.9885          | 0.9591           | 0.8133             | 0.9876           |
| 0.0175        | 33.5  | 22040 | 0.0934          | 0.7735   | 0.9360        | 0.9643           | nan                 | 0.8896           | 0.9883               | 0.9642                | 0.8466                  | 0.9913                | 0.0            | 0.8874      | 0.9879          | 0.9613           | 0.8151             | 0.9892           |
| 0.0021        | 33.53 | 22060 | 0.0901          | 0.7751   | 0.9389        | 0.9635           | nan                 | 0.8933           | 0.9894               | 0.9623                | 0.8584                  | 0.9909                | 0.0            | 0.8913      | 0.9890          | 0.9595           | 0.8221             | 0.9889           |
| 0.0136        | 33.56 | 22080 | 0.0953          | 0.7711   | 0.9341        | 0.9589           | nan                 | 0.8916           | 0.9883               | 0.9557                | 0.8445                  | 0.9905                | 0.0            | 0.8895      | 0.9878          | 0.9530           | 0.8078             | 0.9886           |
| 0.0061        | 33.59 | 22100 | 0.0934          | 0.7731   | 0.9371        | 0.9624           | nan                 | 0.8888           | 0.9885               | 0.9609                | 0.8548                  | 0.9926                | 0.0            | 0.8867      | 0.9879          | 0.9584           | 0.8152             | 0.9902           |
| 0.0077        | 33.62 | 22120 | 0.0930          | 0.7734   | 0.9368        | 0.9611           | nan                 | 0.8894           | 0.9876               | 0.9587                | 0.8551                  | 0.9931                | 0.0            | 0.8874      | 0.9870          | 0.9563           | 0.8191             | 0.9906           |
| 0.008         | 33.65 | 22140 | 0.0887          | 0.7738   | 0.9368        | 0.9601           | nan                 | 0.8925           | 0.9896               | 0.9577                | 0.8553                  | 0.9890                | 0.0            | 0.8904      | 0.9891          | 0.9550           | 0.8212             | 0.9873           |
| 0.0024        | 33.68 | 22160 | 0.0914          | 0.7724   | 0.9354        | 0.9608           | nan                 | 0.8862           | 0.9884               | 0.9599                | 0.8542                  | 0.9881                | 0.0            | 0.8841      | 0.9879          | 0.9571           | 0.8186             | 0.9866           |
| 0.011         | 33.71 | 22180 | 0.0894          | 0.7750   | 0.9383        | 0.9641           | nan                 | 0.8951           | 0.9888               | 0.9627                | 0.8527                  | 0.9920                | 0.0            | 0.8930      | 0.9884          | 0.9599           | 0.8187             | 0.9899           |
| 0.0392        | 33.74 | 22200 | 0.0929          | 0.7726   | 0.9364        | 0.9620           | nan                 | 0.8883           | 0.9868               | 0.9612                | 0.8553                  | 0.9903                | 0.0            | 0.8862      | 0.9865          | 0.9584           | 0.8161             | 0.9885           |
| 0.0043        | 33.77 | 22220 | 0.0960          | 0.7726   | 0.9370        | 0.9597           | nan                 | 0.8933           | 0.9874               | 0.9567                | 0.8567                  | 0.9911                | 0.0            | 0.8912      | 0.9870          | 0.9542           | 0.8143             | 0.9892           |
| 0.0018        | 33.8  | 22240 | 0.0967          | 0.7736   | 0.9369        | 0.9632           | nan                 | 0.8894           | 0.9890               | 0.9625                | 0.8532                  | 0.9906                | 0.0            | 0.8876      | 0.9886          | 0.9598           | 0.8171             | 0.9888           |
| 0.0026        | 33.83 | 22260 | 0.0964          | 0.7746   | 0.9378        | 0.9619           | nan                 | 0.8970           | 0.9889               | 0.9594                | 0.8527                  | 0.9911                | 0.0            | 0.8952      | 0.9884          | 0.9568           | 0.8182             | 0.9891           |
| 0.0027        | 33.86 | 22280 | 0.1005          | 0.7749   | 0.9372        | 0.9607           | nan                 | 0.9036           | 0.9882               | 0.9568                | 0.8465                  | 0.9909                | 0.0            | 0.9018      | 0.9877          | 0.9544           | 0.8167             | 0.9889           |
| 0.0229        | 33.89 | 22300 | 0.0972          | 0.7750   | 0.9373        | 0.9631           | nan                 | 0.8964           | 0.9889               | 0.9616                | 0.8498                  | 0.9899                | 0.0            | 0.8948      | 0.9885          | 0.9588           | 0.8194             | 0.9881           |
| 0.0323        | 33.92 | 22320 | 0.0982          | 0.7739   | 0.9369        | 0.9619           | nan                 | 0.8952           | 0.9880               | 0.9595                | 0.8500                  | 0.9920                | 0.0            | 0.8934      | 0.9876          | 0.9569           | 0.8157             | 0.9898           |
| 0.0035        | 33.95 | 22340 | 0.0979          | 0.7740   | 0.9371        | 0.9615           | nan                 | 0.8994           | 0.9890               | 0.9583                | 0.8472                  | 0.9914                | 0.0            | 0.8974      | 0.9885          | 0.9557           | 0.8133             | 0.9894           |
| 0.0465        | 33.98 | 22360 | 0.0987          | 0.7739   | 0.9372        | 0.9633           | nan                 | 0.8916           | 0.9889               | 0.9620                | 0.8511                  | 0.9924                | 0.0            | 0.8897      | 0.9883          | 0.9593           | 0.8156             | 0.9902           |
| 0.0666        | 34.01 | 22380 | 0.0964          | 0.7730   | 0.9365        | 0.9599           | nan                 | 0.8945           | 0.9887               | 0.9566                | 0.8513                  | 0.9914                | 0.0            | 0.8924      | 0.9882          | 0.9539           | 0.8141             | 0.9896           |
| 0.0077        | 34.04 | 22400 | 0.1050          | 0.7672   | 0.9294        | 0.9540           | nan                 | 0.8768           | 0.9879               | 0.9500                | 0.8410                  | 0.9912                | 0.0            | 0.8751      | 0.9875          | 0.9473           | 0.8036             | 0.9893           |
| 0.0025        | 34.07 | 22420 | 0.0995          | 0.7718   | 0.9355        | 0.9608           | nan                 | 0.8927           | 0.9890               | 0.9580                | 0.8459                  | 0.9918                | 0.0            | 0.8907      | 0.9886          | 0.9553           | 0.8064             | 0.9899           |
| 0.0084        | 34.1  | 22440 | 0.0946          | 0.7710   | 0.9337        | 0.9615           | nan                 | 0.8840           | 0.9884               | 0.9607                | 0.8450                  | 0.9905                | 0.0            | 0.8822      | 0.9880          | 0.9580           | 0.8091             | 0.9888           |
| 0.0017        | 34.13 | 22460 | 0.0946          | 0.7735   | 0.9373        | 0.9642           | nan                 | 0.8909           | 0.9885               | 0.9637                | 0.8523                  | 0.9912                | 0.0            | 0.8888      | 0.9882          | 0.9609           | 0.8137             | 0.9893           |
| 0.0056        | 34.16 | 22480 | 0.0922          | 0.7707   | 0.9323        | 0.9605           | nan                 | 0.8866           | 0.9888               | 0.9590                | 0.8373                  | 0.9898                | 0.0            | 0.8845      | 0.9884          | 0.9564           | 0.8076             | 0.9875           |
| 0.0039        | 34.19 | 22500 | 0.0900          | 0.7736   | 0.9362        | 0.9649           | nan                 | 0.8945           | 0.9872               | 0.9646                | 0.8437                  | 0.9909                | 0.0            | 0.8926      | 0.9869          | 0.9618           | 0.8120             | 0.9886           |
| 0.0974        | 34.22 | 22520 | 0.0883          | 0.7759   | 0.9408        | 0.9645           | nan                 | 0.8984           | 0.9889               | 0.9631                | 0.8625                  | 0.9911                | 0.0            | 0.8964      | 0.9885          | 0.9605           | 0.8209             | 0.9890           |
| 0.0084        | 34.26 | 22540 | 0.0887          | 0.7745   | 0.9386        | 0.9637           | nan                 | 0.9012           | 0.9894               | 0.9613                | 0.8491                  | 0.9921                | 0.0            | 0.8996      | 0.9889          | 0.9587           | 0.8100             | 0.9897           |
| 0.0095        | 34.29 | 22560 | 0.0879          | 0.7735   | 0.9364        | 0.9622           | nan                 | 0.9042           | 0.9889               | 0.9587                | 0.8380                  | 0.9920                | 0.0            | 0.9024      | 0.9885          | 0.9561           | 0.8041             | 0.9897           |
| 0.0045        | 34.32 | 22580 | 0.0932          | 0.7726   | 0.9343        | 0.9613           | nan                 | 0.9132           | 0.9895               | 0.9560                | 0.8203                  | 0.9923                | 0.0            | 0.9111      | 0.9891          | 0.9536           | 0.7921             | 0.9899           |
| 0.0105        | 34.35 | 22600 | 0.0892          | 0.7734   | 0.9356        | 0.9690           | nan                 | 0.9090           | 0.9882               | 0.9686                | 0.8203                  | 0.9922                | 0.0            | 0.9070      | 0.9878          | 0.9658           | 0.7901             | 0.9899           |
| 0.0071        | 34.38 | 22620 | 0.0890          | 0.7728   | 0.9350        | 0.9672           | nan                 | 0.9022           | 0.9885               | 0.9670                | 0.8260                  | 0.9913                | 0.0            | 0.9004      | 0.9881          | 0.9643           | 0.7950             | 0.9891           |
| 0.0299        | 34.41 | 22640 | 0.0881          | 0.7704   | 0.9334        | 0.9617           | nan                 | 0.8997           | 0.9883               | 0.9591                | 0.8298                  | 0.9902                | 0.0            | 0.8975      | 0.9878          | 0.9565           | 0.7927             | 0.9882           |
| 0.007         | 34.44 | 22660 | 0.0894          | 0.7720   | 0.9348        | 0.9627           | nan                 | 0.9049           | 0.9885               | 0.9596                | 0.8295                  | 0.9915                | 0.0            | 0.9031      | 0.9881          | 0.9569           | 0.7944             | 0.9894           |
| 0.0175        | 34.47 | 22680 | 0.0898          | 0.7699   | 0.9317        | 0.9629           | nan                 | 0.8929           | 0.9872               | 0.9616                | 0.8250                  | 0.9918                | 0.0            | 0.8912      | 0.9867          | 0.9589           | 0.7929             | 0.9896           |
| 0.0094        | 34.5  | 22700 | 0.0924          | 0.7728   | 0.9357        | 0.9629           | nan                 | 0.8983           | 0.9884               | 0.9603                | 0.8381                  | 0.9934                | 0.0            | 0.8963      | 0.9880          | 0.9578           | 0.8040             | 0.9907           |
| 0.0038        | 34.53 | 22720 | 0.0984          | 0.7736   | 0.9367        | 0.9638           | nan                 | 0.8993           | 0.9891               | 0.9613                | 0.8401                  | 0.9937                | 0.0            | 0.8974      | 0.9887          | 0.9587           | 0.8060             | 0.9912           |
| 0.0153        | 34.56 | 22740 | 0.0952          | 0.7739   | 0.9368        | 0.9646           | nan                 | 0.9019           | 0.9868               | 0.9630                | 0.8403                  | 0.9921                | 0.0            | 0.9000      | 0.9865          | 0.9603           | 0.8065             | 0.9901           |
| 0.0129        | 34.59 | 22760 | 0.0917          | 0.7710   | 0.9329        | 0.9620           | nan                 | 0.8927           | 0.9883               | 0.9607                | 0.8331                  | 0.9895                | 0.0            | 0.8907      | 0.9879          | 0.9579           | 0.8015             | 0.9878           |
| 0.0095        | 34.62 | 22780 | 0.0936          | 0.7682   | 0.9302        | 0.9584           | nan                 | 0.8846           | 0.9881               | 0.9564                | 0.8329                  | 0.9888                | 0.0            | 0.8824      | 0.9876          | 0.9538           | 0.7984             | 0.9870           |
| 0.005         | 34.65 | 22800 | 0.0939          | 0.7682   | 0.9299        | 0.9587           | nan                 | 0.8723           | 0.9898               | 0.9575                | 0.8381                  | 0.9917                | 0.0            | 0.8703      | 0.9892          | 0.9550           | 0.8053             | 0.9896           |
| 0.0053        | 34.68 | 22820 | 0.0945          | 0.7726   | 0.9349        | 0.9640           | nan                 | 0.8880           | 0.9897               | 0.9633                | 0.8413                  | 0.9924                | 0.0            | 0.8861      | 0.9891          | 0.9607           | 0.8096             | 0.9902           |
| 0.0048        | 34.71 | 22840 | 0.0952          | 0.7721   | 0.9340        | 0.9623           | nan                 | 0.8935           | 0.9870               | 0.9604                | 0.8369                  | 0.9922                | 0.0            | 0.8917      | 0.9866          | 0.9579           | 0.8063             | 0.9900           |
| 0.024         | 34.74 | 22860 | 0.0902          | 0.7703   | 0.9323        | 0.9612           | nan                 | 0.8831           | 0.9888               | 0.9603                | 0.8386                  | 0.9909                | 0.0            | 0.8812      | 0.9883          | 0.9577           | 0.8055             | 0.9890           |
| 0.0079        | 34.77 | 22880 | 0.0921          | 0.7706   | 0.9352        | 0.9630           | nan                 | 0.8852           | 0.9883               | 0.9632                | 0.8504                  | 0.9891                | 0.0            | 0.8834      | 0.9878          | 0.9605           | 0.8046             | 0.9876           |
| 0.0042        | 34.8  | 22900 | 0.0932          | 0.7754   | 0.9398        | 0.9649           | nan                 | 0.8972           | 0.9883               | 0.9639                | 0.8583                  | 0.9914                | 0.0            | 0.8953      | 0.9878          | 0.9611           | 0.8184             | 0.9896           |
| 0.015         | 34.83 | 22920 | 0.0935          | 0.7750   | 0.9387        | 0.9637           | nan                 | 0.8987           | 0.9894               | 0.9618                | 0.8520                  | 0.9917                | 0.0            | 0.8969      | 0.9888          | 0.9592           | 0.8151             | 0.9898           |
| 0.0075        | 34.86 | 22940 | 0.0917          | 0.7733   | 0.9361        | 0.9619           | nan                 | 0.8973           | 0.9863               | 0.9598                | 0.8463                  | 0.9910                | 0.0            | 0.8953      | 0.9860          | 0.9573           | 0.8123             | 0.9887           |
| 0.0043        | 34.89 | 22960 | 0.0923          | 0.7721   | 0.9340        | 0.9611           | nan                 | 0.8953           | 0.9889               | 0.9582                | 0.8361                  | 0.9916                | 0.0            | 0.8935      | 0.9885          | 0.9558           | 0.8058             | 0.9891           |
| 0.0127        | 34.92 | 22980 | 0.0915          | 0.7743   | 0.9382        | 0.9626           | nan                 | 0.8981           | 0.9889               | 0.9604                | 0.8528                  | 0.9907                | 0.0            | 0.8961      | 0.9885          | 0.9579           | 0.8146             | 0.9886           |
| 0.0051        | 34.95 | 23000 | 0.0928          | 0.7728   | 0.9359        | 0.9626           | nan                 | 0.8939           | 0.9867               | 0.9613                | 0.8467                  | 0.9907                | 0.0            | 0.8918      | 0.9864          | 0.9587           | 0.8110             | 0.9887           |
| 0.0277        | 34.98 | 23020 | 0.0918          | 0.7742   | 0.9383        | 0.9617           | nan                 | 0.8949           | 0.9881               | 0.9592                | 0.8571                  | 0.9923                | 0.0            | 0.8920      | 0.9876          | 0.9570           | 0.8185             | 0.9900           |
| 0.0068        | 35.02 | 23040 | 0.0918          | 0.7760   | 0.9392        | 0.9644           | nan                 | 0.9006           | 0.9894               | 0.9624                | 0.8513                  | 0.9924                | 0.0            | 0.8984      | 0.9890          | 0.9599           | 0.8184             | 0.9902           |
| 0.0076        | 35.05 | 23060 | 0.0945          | 0.7737   | 0.9369        | 0.9626           | nan                 | 0.8937           | 0.9880               | 0.9608                | 0.8499                  | 0.9922                | 0.0            | 0.8919      | 0.9875          | 0.9584           | 0.8147             | 0.9899           |
| 0.0035        | 35.08 | 23080 | 0.0939          | 0.7737   | 0.9374        | 0.9633           | nan                 | 0.8938           | 0.9869               | 0.9628                | 0.8550                  | 0.9887                | 0.0            | 0.8919      | 0.9865          | 0.9601           | 0.8165             | 0.9869           |
| 0.011         | 35.11 | 23100 | 0.0940          | 0.7754   | 0.9400        | 0.9657           | nan                 | 0.9000           | 0.9884               | 0.9653                | 0.8569                  | 0.9894                | 0.0            | 0.8980      | 0.9880          | 0.9626           | 0.8160             | 0.9875           |
| 0.0042        | 35.14 | 23120 | 0.0936          | 0.7746   | 0.9400        | 0.9635           | nan                 | 0.8950           | 0.9886               | 0.9619                | 0.8626                  | 0.9920                | 0.0            | 0.8932      | 0.9881          | 0.9593           | 0.8175             | 0.9896           |
| 0.0041        | 35.17 | 23140 | 0.0951          | 0.7763   | 0.9407        | 0.9666           | nan                 | 0.9012           | 0.9886               | 0.9660                | 0.8562                  | 0.9913                | 0.0            | 0.8994      | 0.9882          | 0.9631           | 0.8179             | 0.9892           |
| 0.0092        | 35.2  | 23160 | 0.0954          | 0.7725   | 0.9360        | 0.9620           | nan                 | 0.8874           | 0.9889               | 0.9612                | 0.8529                  | 0.9895                | 0.0            | 0.8859      | 0.9884          | 0.9582           | 0.8146             | 0.9877           |
| 0.0047        | 35.23 | 23180 | 0.0969          | 0.7763   | 0.9411        | 0.9637           | nan                 | 0.9002           | 0.9897               | 0.9613                | 0.8622                  | 0.9920                | 0.0            | 0.8982      | 0.9892          | 0.9585           | 0.8217             | 0.9900           |
| 0.0097        | 35.26 | 23200 | 0.0971          | 0.7734   | 0.9375        | 0.9609           | nan                 | 0.8931           | 0.9871               | 0.9587                | 0.8574                  | 0.9909                | 0.0            | 0.8911      | 0.9867          | 0.9560           | 0.8174             | 0.9890           |
| 0.0051        | 35.29 | 23220 | 0.0947          | 0.7779   | 0.9421        | 0.9699           | nan                 | 0.9061           | 0.9889               | 0.9705                | 0.8538                  | 0.9911                | 0.0            | 0.9041      | 0.9884          | 0.9675           | 0.8183             | 0.9892           |
| 0.023         | 35.32 | 23240 | 0.0988          | 0.7724   | 0.9343        | 0.9594           | nan                 | 0.8994           | 0.9879               | 0.9554                | 0.8378                  | 0.9911                | 0.0            | 0.8971      | 0.9872          | 0.9532           | 0.8078             | 0.9889           |
| 0.0293        | 35.35 | 23260 | 0.1002          | 0.7746   | 0.9369        | 0.9638           | nan                 | 0.9006           | 0.9894               | 0.9618                | 0.8412                  | 0.9913                | 0.0            | 0.8985      | 0.9886          | 0.9594           | 0.8121             | 0.9892           |
| 0.0261        | 35.38 | 23280 | 0.0987          | 0.7755   | 0.9387        | 0.9634           | nan                 | 0.9082           | 0.9903               | 0.9597                | 0.8429                  | 0.9922                | 0.0            | 0.9058      | 0.9895          | 0.9574           | 0.8106             | 0.9898           |
| 0.0074        | 35.41 | 23300 | 0.0996          | 0.7727   | 0.9353        | 0.9606           | nan                 | 0.8977           | 0.9896               | 0.9571                | 0.8403                  | 0.9919                | 0.0            | 0.8954      | 0.9888          | 0.9548           | 0.8074             | 0.9896           |
| 0.0028        | 35.44 | 23320 | 0.1018          | 0.7702   | 0.9316        | 0.9605           | nan                 | 0.8853           | 0.9901               | 0.9589                | 0.8338                  | 0.9899                | 0.0            | 0.8835      | 0.9893          | 0.9563           | 0.8042             | 0.9880           |
| 0.0084        | 35.47 | 23340 | 0.0997          | 0.7700   | 0.9314        | 0.9605           | nan                 | 0.8914           | 0.9893               | 0.9582                | 0.8282                  | 0.9900                | 0.0            | 0.8894      | 0.9887          | 0.9558           | 0.7981             | 0.9879           |
| 0.0079        | 35.5  | 23360 | 0.1006          | 0.7694   | 0.9308        | 0.9602           | nan                 | 0.8906           | 0.9892               | 0.9582                | 0.8270                  | 0.9892                | 0.0            | 0.8889      | 0.9886          | 0.9557           | 0.7958             | 0.9872           |
| 0.0098        | 35.53 | 23380 | 0.0995          | 0.7721   | 0.9345        | 0.9622           | nan                 | 0.9051           | 0.9880               | 0.9594                | 0.8306                  | 0.9894                | 0.0            | 0.9031      | 0.9876          | 0.9568           | 0.7979             | 0.9875           |
| 0.0317        | 35.56 | 23400 | 0.0933          | 0.7750   | 0.9388        | 0.9648           | nan                 | 0.9027           | 0.9888               | 0.9633                | 0.8485                  | 0.9906                | 0.0            | 0.9002      | 0.9883          | 0.9608           | 0.8120             | 0.9885           |
| 0.0096        | 35.59 | 23420 | 0.0904          | 0.7741   | 0.9368        | 0.9650           | nan                 | 0.9013           | 0.9893               | 0.9636                | 0.8389                  | 0.9909                | 0.0            | 0.8991      | 0.9888          | 0.9610           | 0.8071             | 0.9888           |
| 0.0099        | 35.62 | 23440 | 0.0898          | 0.7740   | 0.9369        | 0.9669           | nan                 | 0.9010           | 0.9900               | 0.9663                | 0.8354                  | 0.9918                | 0.0            | 0.8990      | 0.9895          | 0.9635           | 0.8025             | 0.9895           |
| 0.0306        | 35.65 | 23460 | 0.0887          | 0.7727   | 0.9348        | 0.9651           | nan                 | 0.9000           | 0.9891               | 0.9641                | 0.8306                  | 0.9904                | 0.0            | 0.8980      | 0.9886          | 0.9613           | 0.7997             | 0.9883           |
| 0.0134        | 35.68 | 23480 | 0.0892          | 0.7730   | 0.9354        | 0.9653           | nan                 | 0.9001           | 0.9895               | 0.9647                | 0.8337                  | 0.9889                | 0.0            | 0.8983      | 0.9891          | 0.9617           | 0.8022             | 0.9870           |
| 0.0257        | 35.71 | 23500 | 0.0934          | 0.7754   | 0.9383        | 0.9659           | nan                 | 0.9039           | 0.9900               | 0.9644                | 0.8418                  | 0.9913                | 0.0            | 0.9016      | 0.9896          | 0.9617           | 0.8107             | 0.9890           |
| 0.004         | 35.74 | 23520 | 0.0900          | 0.7738   | 0.9362        | 0.9632           | nan                 | 0.9028           | 0.9884               | 0.9608                | 0.8381                  | 0.9909                | 0.0            | 0.9006      | 0.9879          | 0.9583           | 0.8071             | 0.9886           |
| 0.0304        | 35.78 | 23540 | 0.0980          | 0.7722   | 0.9341        | 0.9614           | nan                 | 0.9041           | 0.9899               | 0.9580                | 0.8290                  | 0.9896                | 0.0            | 0.9020      | 0.9893          | 0.9553           | 0.7989             | 0.9878           |
| 0.0461        | 35.81 | 23560 | 0.0982          | 0.7718   | 0.9335        | 0.9619           | nan                 | 0.8974           | 0.9883               | 0.9598                | 0.8325                  | 0.9897                | 0.0            | 0.8954      | 0.9878          | 0.9570           | 0.8026             | 0.9879           |
| 0.012         | 35.84 | 23580 | 0.0965          | 0.7698   | 0.9310        | 0.9606           | nan                 | 0.8965           | 0.9880               | 0.9575                | 0.8214                  | 0.9916                | 0.0            | 0.8944      | 0.9876          | 0.9549           | 0.7924             | 0.9893           |
| 0.004         | 35.87 | 23600 | 0.0973          | 0.7740   | 0.9375        | 0.9630           | nan                 | 0.8989           | 0.9895               | 0.9604                | 0.8462                  | 0.9923                | 0.0            | 0.8967      | 0.9891          | 0.9579           | 0.8103             | 0.9900           |
| 0.0063        | 35.9  | 23620 | 0.0936          | 0.7728   | 0.9369        | 0.9631           | nan                 | 0.8950           | 0.9882               | 0.9617                | 0.8487                  | 0.9908                | 0.0            | 0.8931      | 0.9879          | 0.9589           | 0.8079             | 0.9888           |
| 0.0113        | 35.93 | 23640 | 0.0989          | 0.7728   | 0.9362        | 0.9656           | nan                 | 0.8913           | 0.9867               | 0.9657                | 0.8448                  | 0.9927                | 0.0            | 0.8897      | 0.9865          | 0.9627           | 0.8077             | 0.9904           |
| 0.0082        | 35.96 | 23660 | 0.0932          | 0.7746   | 0.9378        | 0.9638           | nan                 | 0.9000           | 0.9896               | 0.9617                | 0.8462                  | 0.9917                | 0.0            | 0.8979      | 0.9892          | 0.9588           | 0.8116             | 0.9898           |
| 0.0042        | 35.99 | 23680 | 0.0940          | 0.7732   | 0.9367        | 0.9645           | nan                 | 0.8946           | 0.9885               | 0.9640                | 0.8463                  | 0.9898                | 0.0            | 0.8927      | 0.9883          | 0.9609           | 0.8092             | 0.9882           |
| 0.0592        | 36.02 | 23700 | 0.0920          | 0.7719   | 0.9345        | 0.9638           | nan                 | 0.8963           | 0.9875               | 0.9631                | 0.8359                  | 0.9896                | 0.0            | 0.8942      | 0.9872          | 0.9601           | 0.8018             | 0.9880           |
| 0.0058        | 36.05 | 23720 | 0.0923          | 0.7722   | 0.9350        | 0.9649           | nan                 | 0.8879           | 0.9872               | 0.9660                | 0.8453                  | 0.9886                | 0.0            | 0.8860      | 0.9869          | 0.9629           | 0.8106             | 0.9870           |
| 0.0178        | 36.08 | 23740 | 0.0942          | 0.7709   | 0.9328        | 0.9591           | nan                 | 0.8909           | 0.9884               | 0.9567                | 0.8399                  | 0.9882                | 0.0            | 0.8889      | 0.9880          | 0.9539           | 0.8080             | 0.9865           |
| 0.0053        | 36.11 | 23760 | 0.0972          | 0.7745   | 0.9368        | 0.9654           | nan                 | 0.8983           | 0.9902               | 0.9647                | 0.8409                  | 0.9900                | 0.0            | 0.8964      | 0.9898          | 0.9617           | 0.8108             | 0.9881           |
| 0.0034        | 36.14 | 23780 | 0.0957          | 0.7731   | 0.9357        | 0.9621           | nan                 | 0.8986           | 0.9885               | 0.9595                | 0.8404                  | 0.9913                | 0.0            | 0.8961      | 0.9881          | 0.9570           | 0.8083             | 0.9892           |
| 0.0117        | 36.17 | 23800 | 0.0952          | 0.7718   | 0.9344        | 0.9606           | nan                 | 0.8951           | 0.9880               | 0.9575                | 0.8391                  | 0.9921                | 0.0            | 0.8924      | 0.9877          | 0.9551           | 0.8057             | 0.9898           |
| 0.008         | 36.2  | 23820 | 0.0942          | 0.7710   | 0.9337        | 0.9593           | nan                 | 0.8921           | 0.9875               | 0.9561                | 0.8415                  | 0.9915                | 0.0            | 0.8896      | 0.9872          | 0.9535           | 0.8065             | 0.9893           |
| 0.0065        | 36.23 | 23840 | 0.0949          | 0.7694   | 0.9320        | 0.9571           | nan                 | 0.8880           | 0.9880               | 0.9538                | 0.8408                  | 0.9893                | 0.0            | 0.8860      | 0.9877          | 0.9510           | 0.8040             | 0.9876           |
| 0.0127        | 36.26 | 23860 | 0.0975          | 0.7727   | 0.9378        | 0.9597           | nan                 | 0.8957           | 0.9883               | 0.9565                | 0.8581                  | 0.9903                | 0.0            | 0.8933      | 0.9880          | 0.9538           | 0.8124             | 0.9884           |
| 0.0105        | 36.29 | 23880 | 0.0972          | 0.7721   | 0.9360        | 0.9623           | nan                 | 0.8898           | 0.9884               | 0.9613                | 0.8506                  | 0.9898                | 0.0            | 0.8879      | 0.9881          | 0.9583           | 0.8106             | 0.9880           |
| 0.0037        | 36.32 | 23900 | 0.1002          | 0.7740   | 0.9371        | 0.9631           | nan                 | 0.8998           | 0.9877               | 0.9612                | 0.8463                  | 0.9906                | 0.0            | 0.8977      | 0.9874          | 0.9583           | 0.8120             | 0.9886           |
| 0.0148        | 36.35 | 23920 | 0.0961          | 0.7737   | 0.9372        | 0.9621           | nan                 | 0.8954           | 0.9888               | 0.9603                | 0.8514                  | 0.9899                | 0.0            | 0.8933      | 0.9884          | 0.9574           | 0.8152             | 0.9880           |
| 0.002         | 36.38 | 23940 | 0.0962          | 0.7728   | 0.9352        | 0.9612           | nan                 | 0.8946           | 0.9885               | 0.9588                | 0.8436                  | 0.9904                | 0.0            | 0.8927      | 0.9881          | 0.9560           | 0.8117             | 0.9884           |
| 0.0359        | 36.41 | 23960 | 0.1016          | 0.7731   | 0.9359        | 0.9597           | nan                 | 0.8989           | 0.9887               | 0.9561                | 0.8458                  | 0.9901                | 0.0            | 0.8966      | 0.9883          | 0.9535           | 0.8119             | 0.9881           |
| 0.0028        | 36.44 | 23980 | 0.0980          | 0.7746   | 0.9388        | 0.9622           | nan                 | 0.9004           | 0.9893               | 0.9592                | 0.8536                  | 0.9914                | 0.0            | 0.8980      | 0.9889          | 0.9565           | 0.8146             | 0.9895           |
| 0.0057        | 36.47 | 24000 | 0.0968          | 0.7726   | 0.9360        | 0.9622           | nan                 | 0.8932           | 0.9877               | 0.9609                | 0.8487                  | 0.9895                | 0.0            | 0.8911      | 0.9874          | 0.9580           | 0.8112             | 0.9879           |
| 0.0023        | 36.5  | 24020 | 0.0979          | 0.7709   | 0.9336        | 0.9618           | nan                 | 0.8937           | 0.9866               | 0.9608                | 0.8391                  | 0.9880                | 0.0            | 0.8917      | 0.9863          | 0.9579           | 0.8033             | 0.9865           |
| 0.0294        | 36.53 | 24040 | 0.0907          | 0.7728   | 0.9356        | 0.9640           | nan                 | 0.8949           | 0.9883               | 0.9632                | 0.8410                  | 0.9904                | 0.0            | 0.8928      | 0.9879          | 0.9604           | 0.8075             | 0.9885           |
| 0.0056        | 36.57 | 24060 | 0.0917          | 0.7728   | 0.9356        | 0.9627           | nan                 | 0.8952           | 0.9873               | 0.9611                | 0.8433                  | 0.9911                | 0.0            | 0.8930      | 0.9869          | 0.9585           | 0.8095             | 0.9888           |
| 0.0183        | 36.6  | 24080 | 0.0917          | 0.7724   | 0.9350        | 0.9629           | nan                 | 0.8977           | 0.9875               | 0.9614                | 0.8383                  | 0.9899                | 0.0            | 0.8954      | 0.9871          | 0.9587           | 0.8056             | 0.9878           |
| 0.0181        | 36.63 | 24100 | 0.0922          | 0.7730   | 0.9356        | 0.9643           | nan                 | 0.8978           | 0.9875               | 0.9638                | 0.8402                  | 0.9887                | 0.0            | 0.8957      | 0.9872          | 0.9609           | 0.8074             | 0.9869           |
| 0.0033        | 36.66 | 24120 | 0.0949          | 0.7741   | 0.9391        | 0.9642           | nan                 | 0.9009           | 0.9873               | 0.9631                | 0.8551                  | 0.9892                | 0.0            | 0.8988      | 0.9870          | 0.9603           | 0.8109             | 0.9874           |
| 0.0442        | 36.69 | 24140 | 0.0938          | 0.7724   | 0.9358        | 0.9623           | nan                 | 0.8941           | 0.9880               | 0.9605                | 0.8455                  | 0.9910                | 0.0            | 0.8921      | 0.9876          | 0.9578           | 0.8079             | 0.9888           |
| 0.0026        | 36.72 | 24160 | 0.0964          | 0.7709   | 0.9344        | 0.9602           | nan                 | 0.8926           | 0.9874               | 0.9583                | 0.8454                  | 0.9881                | 0.0            | 0.8906      | 0.9870          | 0.9555           | 0.8060             | 0.9865           |
| 0.0077        | 36.75 | 24180 | 0.0983          | 0.7740   | 0.9385        | 0.9625           | nan                 | 0.8957           | 0.9888               | 0.9604                | 0.8564                  | 0.9911                | 0.0            | 0.8935      | 0.9884          | 0.9577           | 0.8152             | 0.9891           |
| 0.0043        | 36.78 | 24200 | 0.0979          | 0.7735   | 0.9373        | 0.9619           | nan                 | 0.8974           | 0.9885               | 0.9594                | 0.8502                  | 0.9911                | 0.0            | 0.8952      | 0.9881          | 0.9568           | 0.8122             | 0.9889           |
| 0.0031        | 36.81 | 24220 | 0.1002          | 0.7736   | 0.9379        | 0.9604           | nan                 | 0.9072           | 0.9883               | 0.9563                | 0.8484                  | 0.9892                | 0.0            | 0.9048      | 0.9879          | 0.9538           | 0.8079             | 0.9873           |
| 0.0089        | 36.84 | 24240 | 0.0999          | 0.7719   | 0.9360        | 0.9613           | nan                 | 0.8939           | 0.9878               | 0.9593                | 0.8489                  | 0.9899                | 0.0            | 0.8919      | 0.9873          | 0.9568           | 0.8075             | 0.9878           |
| 0.0124        | 36.87 | 24260 | 0.0976          | 0.7742   | 0.9384        | 0.9643           | nan                 | 0.9021           | 0.9890               | 0.9630                | 0.8487                  | 0.9892                | 0.0            | 0.8998      | 0.9885          | 0.9603           | 0.8091             | 0.9874           |
| 0.016         | 36.9  | 24280 | 0.0938          | 0.7740   | 0.9384        | 0.9632           | nan                 | 0.8986           | 0.9882               | 0.9616                | 0.8537                  | 0.9898                | 0.0            | 0.8964      | 0.9878          | 0.9591           | 0.8129             | 0.9878           |
| 0.0342        | 36.93 | 24300 | 0.0960          | 0.7745   | 0.9402        | 0.9622           | nan                 | 0.8981           | 0.9873               | 0.9599                | 0.8649                  | 0.9910                | 0.0            | 0.8956      | 0.9869          | 0.9575           | 0.8181             | 0.9887           |
| 0.0076        | 36.96 | 24320 | 0.1000          | 0.7744   | 0.9401        | 0.9595           | nan                 | 0.9043           | 0.9872               | 0.9549                | 0.8632                  | 0.9910                | 0.0            | 0.9016      | 0.9869          | 0.9526           | 0.8171             | 0.9885           |
| 0.0075        | 36.99 | 24340 | 0.0972          | 0.7736   | 0.9381        | 0.9622           | nan                 | 0.8941           | 0.9888               | 0.9604                | 0.8566                  | 0.9905                | 0.0            | 0.8919      | 0.9884          | 0.9577           | 0.8151             | 0.9887           |
| 0.0049        | 37.02 | 24360 | 0.1010          | 0.7740   | 0.9381        | 0.9625           | nan                 | 0.8941           | 0.9881               | 0.9608                | 0.8565                  | 0.9912                | 0.0            | 0.8917      | 0.9877          | 0.9581           | 0.8173             | 0.9892           |
| 0.0034        | 37.05 | 24380 | 0.0984          | 0.7743   | 0.9386        | 0.9606           | nan                 | 0.8994           | 0.9873               | 0.9571                | 0.8577                  | 0.9918                | 0.0            | 0.8966      | 0.9869          | 0.9547           | 0.8180             | 0.9897           |
| 0.0061        | 37.08 | 24400 | 0.1001          | 0.7736   | 0.9382        | 0.9623           | nan                 | 0.8955           | 0.9876               | 0.9601                | 0.8557                  | 0.9921                | 0.0            | 0.8931      | 0.9872          | 0.9576           | 0.8140             | 0.9899           |
| 0.0531        | 37.11 | 24420 | 0.1003          | 0.7682   | 0.9312        | 0.9590           | nan                 | 0.8951           | 0.9884               | 0.9553                | 0.8256                  | 0.9915                | 0.0            | 0.8923      | 0.9880          | 0.9531           | 0.7865             | 0.9894           |
| 0.0045        | 37.14 | 24440 | 0.0976          | 0.7720   | 0.9349        | 0.9603           | nan                 | 0.9008           | 0.9894               | 0.9563                | 0.8364                  | 0.9914                | 0.0            | 0.8984      | 0.9890          | 0.9540           | 0.8016             | 0.9893           |
| 0.0022        | 37.17 | 24460 | 0.0975          | 0.7736   | 0.9375        | 0.9626           | nan                 | 0.8979           | 0.9887               | 0.9606                | 0.8502                  | 0.9903                | 0.0            | 0.8955      | 0.9883          | 0.9580           | 0.8115             | 0.9885           |
| 0.0245        | 37.2  | 24480 | 0.0984          | 0.7730   | 0.9371        | 0.9610           | nan                 | 0.8934           | 0.9889               | 0.9591                | 0.8554                  | 0.9889                | 0.0            | 0.8910      | 0.9884          | 0.9565           | 0.8150             | 0.9873           |
| 0.0116        | 37.23 | 24500 | 0.0969          | 0.7730   | 0.9380        | 0.9604           | nan                 | 0.8896           | 0.9881               | 0.9587                | 0.8646                  | 0.9888                | 0.0            | 0.8874      | 0.9876          | 0.9561           | 0.8196             | 0.9872           |
| 0.0073        | 37.26 | 24520 | 0.1008          | 0.7741   | 0.9394        | 0.9607           | nan                 | 0.8954           | 0.9882               | 0.9580                | 0.8653                  | 0.9901                | 0.0            | 0.8933      | 0.9877          | 0.9554           | 0.8197             | 0.9882           |
| 0.005         | 37.29 | 24540 | 0.0992          | 0.7751   | 0.9396        | 0.9630           | nan                 | 0.8975           | 0.9896               | 0.9613                | 0.8602                  | 0.9897                | 0.0            | 0.8950      | 0.9890          | 0.9586           | 0.8198             | 0.9879           |
| 0.0044        | 37.33 | 24560 | 0.0967          | 0.7728   | 0.9364        | 0.9609           | nan                 | 0.8935           | 0.9862               | 0.9592                | 0.8536                  | 0.9893                | 0.0            | 0.8913      | 0.9858          | 0.9566           | 0.8155             | 0.9874           |
| 0.0035        | 37.36 | 24580 | 0.0993          | 0.7725   | 0.9360        | 0.9595           | nan                 | 0.8921           | 0.9873               | 0.9572                | 0.8548                  | 0.9887                | 0.0            | 0.8899      | 0.9868          | 0.9546           | 0.8169             | 0.9868           |
| 0.0313        | 37.39 | 24600 | 0.1020          | 0.7736   | 0.9363        | 0.9612           | nan                 | 0.8938           | 0.9890               | 0.9586                | 0.8485                  | 0.9914                | 0.0            | 0.8917      | 0.9885          | 0.9560           | 0.8163             | 0.9890           |
| 0.0049        | 37.42 | 24620 | 0.1067          | 0.7743   | 0.9369        | 0.9629           | nan                 | 0.8929           | 0.9892               | 0.9610                | 0.8490                  | 0.9925                | 0.0            | 0.8907      | 0.9887          | 0.9584           | 0.8179             | 0.9900           |
| 0.0199        | 37.45 | 24640 | 0.1050          | 0.7738   | 0.9372        | 0.9613           | nan                 | 0.8893           | 0.9880               | 0.9593                | 0.8573                  | 0.9924                | 0.0            | 0.8870      | 0.9875          | 0.9567           | 0.8216             | 0.9900           |
| 0.0044        | 37.48 | 24660 | 0.1037          | 0.7737   | 0.9391        | 0.9597           | nan                 | 0.8952           | 0.9877               | 0.9564                | 0.8655                  | 0.9909                | 0.0            | 0.8927      | 0.9874          | 0.9538           | 0.8194             | 0.9888           |
| 0.0182        | 37.51 | 24680 | 0.1033          | 0.7742   | 0.9397        | 0.9604           | nan                 | 0.8954           | 0.9881               | 0.9576                | 0.8672                  | 0.9901                | 0.0            | 0.8932      | 0.9877          | 0.9549           | 0.8212             | 0.9883           |
| 0.0174        | 37.54 | 24700 | 0.1020          | 0.7751   | 0.9386        | 0.9610           | nan                 | 0.8948           | 0.9894               | 0.9581                | 0.8594                  | 0.9911                | 0.0            | 0.8925      | 0.9889          | 0.9556           | 0.8246             | 0.9891           |
| 0.0051        | 37.57 | 24720 | 0.1040          | 0.7740   | 0.9370        | 0.9610           | nan                 | 0.8934           | 0.9895               | 0.9585                | 0.8525                  | 0.9909                | 0.0            | 0.8912      | 0.9888          | 0.9560           | 0.8193             | 0.9888           |
| 0.0373        | 37.6  | 24740 | 0.1050          | 0.7723   | 0.9345        | 0.9612           | nan                 | 0.8884           | 0.9878               | 0.9597                | 0.8461                  | 0.9905                | 0.0            | 0.8864      | 0.9872          | 0.9571           | 0.8145             | 0.9885           |
| 0.0088        | 37.63 | 24760 | 0.1052          | 0.7728   | 0.9351        | 0.9582           | nan                 | 0.8952           | 0.9880               | 0.9541                | 0.8470                  | 0.9913                | 0.0            | 0.8929      | 0.9874          | 0.9518           | 0.8159             | 0.9891           |
| 0.0178        | 37.66 | 24780 | 0.1031          | 0.7739   | 0.9364        | 0.9594           | nan                 | 0.8991           | 0.9891               | 0.9554                | 0.8475                  | 0.9908                | 0.0            | 0.8968      | 0.9885          | 0.9530           | 0.8164             | 0.9888           |
| 0.0258        | 37.69 | 24800 | 0.1031          | 0.7758   | 0.9392        | 0.9627           | nan                 | 0.9075           | 0.9885               | 0.9594                | 0.8498                  | 0.9906                | 0.0            | 0.9050      | 0.9881          | 0.9568           | 0.8159             | 0.9887           |
| 0.0071        | 37.72 | 24820 | 0.1032          | 0.7744   | 0.9385        | 0.9613           | nan                 | 0.8969           | 0.9877               | 0.9586                | 0.8579                  | 0.9912                | 0.0            | 0.8945      | 0.9872          | 0.9561           | 0.8194             | 0.9892           |
| 0.003         | 37.75 | 24840 | 0.1031          | 0.7740   | 0.9380        | 0.9612           | nan                 | 0.8920           | 0.9890               | 0.9590                | 0.8589                  | 0.9909                | 0.0            | 0.8898      | 0.9885          | 0.9565           | 0.8200             | 0.9889           |
| 0.009         | 37.78 | 24860 | 0.1046          | 0.7764   | 0.9412        | 0.9654           | nan                 | 0.9051           | 0.9890               | 0.9637                | 0.8571                  | 0.9910                | 0.0            | 0.9026      | 0.9886          | 0.9611           | 0.8173             | 0.9889           |
| 0.0067        | 37.81 | 24880 | 0.1026          | 0.7741   | 0.9407        | 0.9624           | nan                 | 0.9010           | 0.9879               | 0.9597                | 0.8642                  | 0.9909                | 0.0            | 0.8984      | 0.9875          | 0.9573           | 0.8124             | 0.9888           |
| 0.0057        | 37.84 | 24900 | 0.1091          | 0.7723   | 0.9388        | 0.9600           | nan                 | 0.8939           | 0.9884               | 0.9567                | 0.8631                  | 0.9919                | 0.0            | 0.8915      | 0.9880          | 0.9544           | 0.8104             | 0.9895           |
| 0.0039        | 37.87 | 24920 | 0.1021          | 0.7716   | 0.9388        | 0.9586           | nan                 | 0.8994           | 0.9893               | 0.9546                | 0.8626                  | 0.9881                | 0.0            | 0.8968      | 0.9888          | 0.9524           | 0.8055             | 0.9863           |
| 0.0042        | 37.9  | 24940 | 0.1025          | 0.7715   | 0.9380        | 0.9608           | nan                 | 0.8971           | 0.9877               | 0.9586                | 0.8583                  | 0.9882                | 0.0            | 0.8951      | 0.9872          | 0.9561           | 0.8043             | 0.9865           |
| 0.002         | 37.93 | 24960 | 0.1022          | 0.7739   | 0.9407        | 0.9639           | nan                 | 0.9046           | 0.9886               | 0.9620                | 0.8590                  | 0.9895                | 0.0            | 0.9026      | 0.9882          | 0.9594           | 0.8055             | 0.9876           |
| 0.0016        | 37.96 | 24980 | 0.0979          | 0.7733   | 0.9398        | 0.9622           | nan                 | 0.8996           | 0.9885               | 0.9597                | 0.8605                  | 0.9908                | 0.0            | 0.8975      | 0.9881          | 0.9572           | 0.8082             | 0.9887           |
| 0.0099        | 37.99 | 25000 | 0.1001          | 0.7722   | 0.9369        | 0.9626           | nan                 | 0.8956           | 0.9887               | 0.9612                | 0.8496                  | 0.9893                | 0.0            | 0.8937      | 0.9883          | 0.9584           | 0.8052             | 0.9876           |
| 0.0376        | 38.02 | 25020 | 0.0971          | 0.7718   | 0.9361        | 0.9598           | nan                 | 0.8969           | 0.9891               | 0.9566                | 0.8484                  | 0.9893                | 0.0            | 0.8950      | 0.9887          | 0.9539           | 0.8054             | 0.9876           |
| 0.016         | 38.05 | 25040 | 0.0970          | 0.7720   | 0.9359        | 0.9644           | nan                 | 0.8932           | 0.9886               | 0.9643                | 0.8440                  | 0.9892                | 0.0            | 0.8916      | 0.9882          | 0.9613           | 0.8032             | 0.9875           |
| 0.0097        | 38.09 | 25060 | 0.0980          | 0.7709   | 0.9362        | 0.9602           | nan                 | 0.8892           | 0.9887               | 0.9576                | 0.8536                  | 0.9918                | 0.0            | 0.8869      | 0.9882          | 0.9552           | 0.8056             | 0.9896           |
| 0.0059        | 38.12 | 25080 | 0.1009          | 0.7707   | 0.9358        | 0.9586           | nan                 | 0.8930           | 0.9884               | 0.9547                | 0.8512                  | 0.9919                | 0.0            | 0.8909      | 0.9879          | 0.9523           | 0.8034             | 0.9896           |
| 0.0105        | 38.15 | 25100 | 0.0969          | 0.7697   | 0.9355        | 0.9597           | nan                 | 0.8893           | 0.9890               | 0.9572                | 0.8520                  | 0.9902                | 0.0            | 0.8874      | 0.9885          | 0.9547           | 0.7993             | 0.9883           |
| 0.0078        | 38.18 | 25120 | 0.0994          | 0.7718   | 0.9371        | 0.9612           | nan                 | 0.8937           | 0.9887               | 0.9589                | 0.8534                  | 0.9906                | 0.0            | 0.8919      | 0.9883          | 0.9563           | 0.8057             | 0.9885           |
| 0.0287        | 38.21 | 25140 | 0.0983          | 0.7720   | 0.9387        | 0.9602           | nan                 | 0.8964           | 0.9901               | 0.9569                | 0.8599                  | 0.9902                | 0.0            | 0.8935      | 0.9895          | 0.9545           | 0.8062             | 0.9882           |
| 0.0014        | 38.24 | 25160 | 0.1017          | 0.7720   | 0.9359        | 0.9611           | nan                 | 0.8925           | 0.9895               | 0.9588                | 0.8479                  | 0.9906                | 0.0            | 0.8902      | 0.9890          | 0.9563           | 0.8081             | 0.9887           |
| 0.0538        | 38.27 | 25180 | 0.1004          | 0.7734   | 0.9360        | 0.9618           | nan                 | 0.8947           | 0.9888               | 0.9595                | 0.8459                  | 0.9912                | 0.0            | 0.8926      | 0.9883          | 0.9568           | 0.8132             | 0.9891           |
| 0.0025        | 38.3  | 25200 | 0.1042          | 0.7747   | 0.9393        | 0.9635           | nan                 | 0.9055           | 0.9878               | 0.9612                | 0.8519                  | 0.9897                | 0.0            | 0.9035      | 0.9875          | 0.9585           | 0.8110             | 0.9878           |
| 0.0046        | 38.33 | 25220 | 0.1021          | 0.7730   | 0.9369        | 0.9631           | nan                 | 0.9000           | 0.9879               | 0.9617                | 0.8467                  | 0.9883                | 0.0            | 0.8979      | 0.9876          | 0.9589           | 0.8071             | 0.9867           |
| 0.0016        | 38.36 | 25240 | 0.1009          | 0.7727   | 0.9364        | 0.9616           | nan                 | 0.8950           | 0.9888               | 0.9595                | 0.8490                  | 0.9899                | 0.0            | 0.8929      | 0.9883          | 0.9569           | 0.8101             | 0.9880           |
| 0.0056        | 38.39 | 25260 | 0.1016          | 0.7766   | 0.9415        | 0.9654           | nan                 | 0.9049           | 0.9897               | 0.9635                | 0.8580                  | 0.9912                | 0.0            | 0.9026      | 0.9892          | 0.9608           | 0.8177             | 0.9892           |
| 0.006         | 38.42 | 25280 | 0.1007          | 0.7731   | 0.9372        | 0.9615           | nan                 | 0.8967           | 0.9874               | 0.9591                | 0.8518                  | 0.9908                | 0.0            | 0.8945      | 0.9869          | 0.9565           | 0.8117             | 0.9888           |
| 0.0027        | 38.45 | 25300 | 0.1021          | 0.7743   | 0.9401        | 0.9620           | nan                 | 0.9022           | 0.9879               | 0.9590                | 0.8606                  | 0.9906                | 0.0            | 0.8999      | 0.9875          | 0.9564           | 0.8129             | 0.9887           |
| 0.0315        | 38.48 | 25320 | 0.1055          | 0.7727   | 0.9376        | 0.9607           | nan                 | 0.8924           | 0.9884               | 0.9581                | 0.8578                  | 0.9911                | 0.0            | 0.8902      | 0.9880          | 0.9555           | 0.8131             | 0.9892           |
| 0.0158        | 38.51 | 25340 | 0.1008          | 0.7726   | 0.9352        | 0.9609           | nan                 | 0.8933           | 0.9886               | 0.9586                | 0.8451                  | 0.9904                | 0.0            | 0.8911      | 0.9881          | 0.9559           | 0.8120             | 0.9885           |
| 0.0076        | 38.54 | 25360 | 0.1038          | 0.7730   | 0.9350        | 0.9635           | nan                 | 0.8954           | 0.9881               | 0.9625                | 0.8393                  | 0.9900                | 0.0            | 0.8935      | 0.9877          | 0.9596           | 0.8092             | 0.9882           |
| 0.0041        | 38.57 | 25380 | 0.1106          | 0.7723   | 0.9344        | 0.9623           | nan                 | 0.9004           | 0.9865               | 0.9602                | 0.8348                  | 0.9901                | 0.0            | 0.8983      | 0.9862          | 0.9574           | 0.8038             | 0.9882           |
| 0.0059        | 38.6  | 25400 | 0.0995          | 0.7696   | 0.9303        | 0.9601           | nan                 | 0.8991           | 0.9871               | 0.9575                | 0.8197                  | 0.9881                | 0.0            | 0.8968      | 0.9868          | 0.9549           | 0.7929             | 0.9862           |
| 0.0256        | 38.63 | 25420 | 0.0969          | 0.7741   | 0.9372        | 0.9634           | nan                 | 0.9014           | 0.9886               | 0.9615                | 0.8446                  | 0.9899                | 0.0            | 0.8989      | 0.9882          | 0.9590           | 0.8104             | 0.9881           |
| 0.0053        | 38.66 | 25440 | 0.0972          | 0.7731   | 0.9362        | 0.9628           | nan                 | 0.8947           | 0.9879               | 0.9611                | 0.8461                  | 0.9912                | 0.0            | 0.8926      | 0.9875          | 0.9586           | 0.8106             | 0.9891           |
| 0.0111        | 38.69 | 25460 | 0.0956          | 0.7728   | 0.9365        | 0.9639           | nan                 | 0.8955           | 0.9884               | 0.9631                | 0.8457                  | 0.9896                | 0.0            | 0.8931      | 0.9880          | 0.9604           | 0.8077             | 0.9879           |
| 0.0267        | 38.72 | 25480 | 0.0986          | 0.7729   | 0.9356        | 0.9619           | nan                 | 0.8985           | 0.9889               | 0.9592                | 0.8404                  | 0.9911                | 0.0            | 0.8962      | 0.9886          | 0.9567           | 0.8068             | 0.9890           |
| 0.0346        | 38.75 | 25500 | 0.1010          | 0.7734   | 0.9365        | 0.9589           | nan                 | 0.9069           | 0.9887               | 0.9531                | 0.8410                  | 0.9929                | 0.0            | 0.9043      | 0.9884          | 0.9509           | 0.8068             | 0.9903           |
| 0.0056        | 38.78 | 25520 | 0.1039          | 0.7748   | 0.9395        | 0.9614           | nan                 | 0.9090           | 0.9887               | 0.9571                | 0.8514                  | 0.9913                | 0.0            | 0.9061      | 0.9883          | 0.9548           | 0.8104             | 0.9892           |
| 0.0061        | 38.81 | 25540 | 0.1045          | 0.7744   | 0.9381        | 0.9621           | nan                 | 0.9057           | 0.9889               | 0.9587                | 0.8469                  | 0.9906                | 0.0            | 0.9034      | 0.9885          | 0.9564           | 0.8092             | 0.9887           |
| 0.0092        | 38.84 | 25560 | 0.1024          | 0.7731   | 0.9363        | 0.9612           | nan                 | 0.9039           | 0.9890               | 0.9576                | 0.8405                  | 0.9904                | 0.0            | 0.9018      | 0.9886          | 0.9553           | 0.8046             | 0.9885           |
| 0.006         | 38.88 | 25580 | 0.1093          | 0.7737   | 0.9366        | 0.9622           | nan                 | 0.9029           | 0.9881               | 0.9595                | 0.8422                  | 0.9902                | 0.0            | 0.9009      | 0.9877          | 0.9570           | 0.8082             | 0.9883           |
| 0.0047        | 38.91 | 25600 | 0.1025          | 0.7736   | 0.9366        | 0.9598           | nan                 | 0.9009           | 0.9884               | 0.9562                | 0.8483                  | 0.9892                | 0.0            | 0.8989      | 0.9880          | 0.9538           | 0.8133             | 0.9874           |
| 0.0071        | 38.94 | 25620 | 0.1007          | 0.7749   | 0.9390        | 0.9625           | nan                 | 0.9014           | 0.9887               | 0.9598                | 0.8544                  | 0.9905                | 0.0            | 0.8995      | 0.9883          | 0.9573           | 0.8155             | 0.9886           |
| 0.0044        | 38.97 | 25640 | 0.0991          | 0.7746   | 0.9407        | 0.9631           | nan                 | 0.9008           | 0.9881               | 0.9609                | 0.8631                  | 0.9906                | 0.0            | 0.8987      | 0.9877          | 0.9585           | 0.8139             | 0.9886           |
| 0.0027        | 39.0  | 25660 | 0.0961          | 0.7748   | 0.9403        | 0.9624           | nan                 | 0.9006           | 0.9881               | 0.9601                | 0.8627                  | 0.9900                | 0.0            | 0.8984      | 0.9877          | 0.9577           | 0.8166             | 0.9882           |
| 0.0138        | 39.03 | 25680 | 0.0979          | 0.7755   | 0.9401        | 0.9613           | nan                 | 0.9054           | 0.9883               | 0.9575                | 0.8588                  | 0.9906                | 0.0            | 0.9033      | 0.9879          | 0.9551           | 0.8178             | 0.9886           |
| 0.0197        | 39.06 | 25700 | 0.1015          | 0.7756   | 0.9402        | 0.9645           | nan                 | 0.9029           | 0.9883               | 0.9630                | 0.8572                  | 0.9897                | 0.0            | 0.9011      | 0.9880          | 0.9603           | 0.8161             | 0.9879           |
| 0.0136        | 39.09 | 25720 | 0.1017          | 0.7748   | 0.9389        | 0.9643           | nan                 | 0.9023           | 0.9874               | 0.9630                | 0.8525                  | 0.9892                | 0.0            | 0.9006      | 0.9870          | 0.9604           | 0.8135             | 0.9875           |
| 0.0178        | 39.12 | 25740 | 0.0980          | 0.7759   | 0.9409        | 0.9640           | nan                 | 0.9029           | 0.9882               | 0.9624                | 0.8615                  | 0.9895                | 0.0            | 0.9007      | 0.9879          | 0.9598           | 0.8194             | 0.9878           |
| 0.0017        | 39.15 | 25760 | 0.0960          | 0.7739   | 0.9382        | 0.9627           | nan                 | 0.8978           | 0.9891               | 0.9612                | 0.8545                  | 0.9886                | 0.0            | 0.8955      | 0.9887          | 0.9586           | 0.8135             | 0.9870           |
| 0.0025        | 39.18 | 25780 | 0.0976          | 0.7739   | 0.9392        | 0.9632           | nan                 | 0.8972           | 0.9882               | 0.9615                | 0.8584                  | 0.9906                | 0.0            | 0.8949      | 0.9879          | 0.9591           | 0.8130             | 0.9887           |
| 0.0157        | 39.21 | 25800 | 0.0953          | 0.7750   | 0.9405        | 0.9643           | nan                 | 0.8969           | 0.9873               | 0.9632                | 0.8638                  | 0.9911                | 0.0            | 0.8947      | 0.9869          | 0.9607           | 0.8184             | 0.9890           |
| 0.0229        | 39.24 | 25820 | 0.0979          | 0.7753   | 0.9404        | 0.9653           | nan                 | 0.8957           | 0.9882               | 0.9647                | 0.8620                  | 0.9913                | 0.0            | 0.8936      | 0.9878          | 0.9621           | 0.8190             | 0.9892           |
| 0.0186        | 39.27 | 25840 | 0.0980          | 0.7749   | 0.9398        | 0.9622           | nan                 | 0.8988           | 0.9888               | 0.9596                | 0.8609                  | 0.9911                | 0.0            | 0.8966      | 0.9884          | 0.9571           | 0.8183             | 0.9889           |
| 0.0028        | 39.3  | 25860 | 0.1015          | 0.7744   | 0.9385        | 0.9616           | nan                 | 0.9002           | 0.9889               | 0.9588                | 0.8544                  | 0.9899                | 0.0            | 0.8981      | 0.9886          | 0.9562           | 0.8154             | 0.9880           |
| 0.0017        | 39.33 | 25880 | 0.1006          | 0.7738   | 0.9381        | 0.9618           | nan                 | 0.8963           | 0.9882               | 0.9599                | 0.8571                  | 0.9892                | 0.0            | 0.8942      | 0.9878          | 0.9573           | 0.8160             | 0.9876           |
| 0.0166        | 39.36 | 25900 | 0.0951          | 0.7752   | 0.9402        | 0.9640           | nan                 | 0.8989           | 0.9885               | 0.9627                | 0.8608                  | 0.9902                | 0.0            | 0.8968      | 0.9881          | 0.9599           | 0.8182             | 0.9884           |
| 0.0086        | 39.39 | 25920 | 0.0958          | 0.7781   | 0.9448        | 0.9653           | nan                 | 0.9025           | 0.9906               | 0.9633                | 0.8758                  | 0.9917                | 0.0            | 0.9003      | 0.9901          | 0.9608           | 0.8278             | 0.9895           |
| 0.0206        | 39.42 | 25940 | 0.0951          | 0.7746   | 0.9416        | 0.9619           | nan                 | 0.8947           | 0.9879               | 0.9601                | 0.8756                  | 0.9896                | 0.0            | 0.8926      | 0.9875          | 0.9577           | 0.8220             | 0.9877           |
| 0.0045        | 39.45 | 25960 | 0.0931          | 0.7765   | 0.9421        | 0.9646           | nan                 | 0.9003           | 0.9895               | 0.9636                | 0.8683                  | 0.9888                | 0.0            | 0.8982      | 0.9891          | 0.9610           | 0.8236             | 0.9871           |
| 0.0037        | 39.48 | 25980 | 0.0934          | 0.7760   | 0.9420        | 0.9630           | nan                 | 0.8977           | 0.9891               | 0.9610                | 0.8715                  | 0.9909                | 0.0            | 0.8956      | 0.9886          | 0.9587           | 0.8245             | 0.9888           |
| 0.028         | 39.51 | 26000 | 0.0944          | 0.7756   | 0.9417        | 0.9635           | nan                 | 0.8960           | 0.9894               | 0.9618                | 0.8700                  | 0.9913                | 0.0            | 0.8939      | 0.9889          | 0.9595           | 0.8219             | 0.9891           |
| 0.0061        | 39.54 | 26020 | 0.0963          | 0.7764   | 0.9415        | 0.9641           | nan                 | 0.9006           | 0.9894               | 0.9624                | 0.8648                  | 0.9905                | 0.0            | 0.8986      | 0.9889          | 0.9599           | 0.8225             | 0.9886           |
| 0.0159        | 39.57 | 26040 | 0.0968          | 0.7749   | 0.9396        | 0.9620           | nan                 | 0.8971           | 0.9896               | 0.9599                | 0.8625                  | 0.9890                | 0.0            | 0.8952      | 0.9891          | 0.9573           | 0.8208             | 0.9872           |
| 0.0098        | 39.6  | 26060 | 0.0975          | 0.7765   | 0.9414        | 0.9650           | nan                 | 0.9020           | 0.9897               | 0.9639                | 0.8622                  | 0.9889                | 0.0            | 0.9000      | 0.9892          | 0.9612           | 0.8216             | 0.9872           |
| 0.0367        | 39.64 | 26080 | 0.0939          | 0.7746   | 0.9388        | 0.9638           | nan                 | 0.8936           | 0.9887               | 0.9626                | 0.8576                  | 0.9915                | 0.0            | 0.8916      | 0.9882          | 0.9602           | 0.8184             | 0.9894           |
| 0.0037        | 39.67 | 26100 | 0.0960          | 0.7740   | 0.9383        | 0.9631           | nan                 | 0.8909           | 0.9892               | 0.9615                | 0.8573                  | 0.9925                | 0.0            | 0.8889      | 0.9886          | 0.9592           | 0.8174             | 0.9900           |
| 0.0057        | 39.7  | 26120 | 0.0930          | 0.7743   | 0.9383        | 0.9637           | nan                 | 0.8999           | 0.9862               | 0.9619                | 0.8517                  | 0.9919                | 0.0            | 0.8975      | 0.9858          | 0.9597           | 0.8131             | 0.9895           |
| 0.0204        | 39.73 | 26140 | 0.0970          | 0.7737   | 0.9387        | 0.9612           | nan                 | 0.8978           | 0.9876               | 0.9583                | 0.8583                  | 0.9913                | 0.0            | 0.8951      | 0.9872          | 0.9560           | 0.8147             | 0.9890           |
| 0.0136        | 39.76 | 26160 | 0.0935          | 0.7712   | 0.9361        | 0.9621           | nan                 | 0.8825           | 0.9882               | 0.9619                | 0.8575                  | 0.9902                | 0.0            | 0.8805      | 0.9878          | 0.9593           | 0.8116             | 0.9882           |
| 0.0249        | 39.79 | 26180 | 0.0945          | 0.7733   | 0.9382        | 0.9630           | nan                 | 0.8932           | 0.9884               | 0.9616                | 0.8565                  | 0.9913                | 0.0            | 0.8910      | 0.9880          | 0.9591           | 0.8123             | 0.9893           |
| 0.0052        | 39.82 | 26200 | 0.0986          | 0.7729   | 0.9386        | 0.9633           | nan                 | 0.8941           | 0.9869               | 0.9630                | 0.8611                  | 0.9880                | 0.0            | 0.8921      | 0.9866          | 0.9602           | 0.8120             | 0.9865           |
| 0.0034        | 39.85 | 26220 | 0.0999          | 0.7739   | 0.9394        | 0.9626           | nan                 | 0.9015           | 0.9867               | 0.9613                | 0.8610                  | 0.9866                | 0.0            | 0.8990      | 0.9864          | 0.9586           | 0.8142             | 0.9851           |
| 0.0206        | 39.88 | 26240 | 0.0966          | 0.7763   | 0.9419        | 0.9636           | nan                 | 0.9039           | 0.9895               | 0.9616                | 0.8662                  | 0.9884                | 0.0            | 0.9013      | 0.9891          | 0.9590           | 0.8216             | 0.9867           |
| 0.0109        | 39.91 | 26260 | 0.0979          | 0.7752   | 0.9397        | 0.9630           | nan                 | 0.8965           | 0.9894               | 0.9610                | 0.8606                  | 0.9912                | 0.0            | 0.8940      | 0.9890          | 0.9585           | 0.8206             | 0.9889           |
| 0.0038        | 39.94 | 26280 | 0.0980          | 0.7755   | 0.9406        | 0.9636           | nan                 | 0.8978           | 0.9891               | 0.9619                | 0.8632                  | 0.9908                | 0.0            | 0.8956      | 0.9887          | 0.9592           | 0.8209             | 0.9886           |
| 0.0011        | 39.97 | 26300 | 0.1015          | 0.7752   | 0.9414        | 0.9625           | nan                 | 0.9016           | 0.9895               | 0.9596                | 0.8651                  | 0.9910                | 0.0            | 0.8991      | 0.9890          | 0.9571           | 0.8169             | 0.9888           |
| 0.0031        | 40.0  | 26320 | 0.1049          | 0.7732   | 0.9379        | 0.9606           | nan                 | 0.8920           | 0.9893               | 0.9581                | 0.8597                  | 0.9904                | 0.0            | 0.8899      | 0.9888          | 0.9555           | 0.8166             | 0.9884           |
| 0.0183        | 40.03 | 26340 | 0.1014          | 0.7735   | 0.9380        | 0.9619           | nan                 | 0.8950           | 0.9884               | 0.9600                | 0.8567                  | 0.9898                | 0.0            | 0.8928      | 0.9880          | 0.9573           | 0.8151             | 0.9879           |
| 0.011         | 40.06 | 26360 | 0.1000          | 0.7754   | 0.9404        | 0.9629           | nan                 | 0.9019           | 0.9886               | 0.9605                | 0.8605                  | 0.9903                | 0.0            | 0.8996      | 0.9882          | 0.9578           | 0.8181             | 0.9884           |
| 0.003         | 40.09 | 26380 | 0.1009          | 0.7742   | 0.9388        | 0.9636           | nan                 | 0.8963           | 0.9883               | 0.9625                | 0.8573                  | 0.9896                | 0.0            | 0.8941      | 0.9880          | 0.9598           | 0.8155             | 0.9877           |
| 0.0077        | 40.12 | 26400 | 0.0964          | 0.7740   | 0.9392        | 0.9632           | nan                 | 0.8951           | 0.9891               | 0.9623                | 0.8614                  | 0.9883                | 0.0            | 0.8930      | 0.9887          | 0.9595           | 0.8163             | 0.9867           |
| 0.02          | 40.15 | 26420 | 0.0958          | 0.7739   | 0.9391        | 0.9610           | nan                 | 0.8997           | 0.9881               | 0.9581                | 0.8600                  | 0.9897                | 0.0            | 0.8973      | 0.9877          | 0.9556           | 0.8152             | 0.9878           |
| 0.005         | 40.18 | 26440 | 0.0997          | 0.7751   | 0.9400        | 0.9637           | nan                 | 0.9007           | 0.9882               | 0.9621                | 0.8594                  | 0.9894                | 0.0            | 0.8986      | 0.9879          | 0.9595           | 0.8170             | 0.9876           |
| 0.0041        | 40.21 | 26460 | 0.0990          | 0.7758   | 0.9395        | 0.9634           | nan                 | 0.9014           | 0.9888               | 0.9615                | 0.8562                  | 0.9897                | 0.0            | 0.8994      | 0.9884          | 0.9588           | 0.8201             | 0.9878           |
| 0.0067        | 40.24 | 26480 | 0.0991          | 0.7740   | 0.9381        | 0.9611           | nan                 | 0.8942           | 0.9888               | 0.9592                | 0.8597                  | 0.9886                | 0.0            | 0.8920      | 0.9883          | 0.9567           | 0.8203             | 0.9868           |
| 0.0085        | 40.27 | 26500 | 0.0990          | 0.7748   | 0.9392        | 0.9620           | nan                 | 0.8999           | 0.9885               | 0.9598                | 0.8588                  | 0.9891                | 0.0            | 0.8974      | 0.9880          | 0.9573           | 0.8190             | 0.9873           |
| 0.0074        | 40.3  | 26520 | 0.1008          | 0.7736   | 0.9368        | 0.9628           | nan                 | 0.8962           | 0.9879               | 0.9612                | 0.8488                  | 0.9901                | 0.0            | 0.8943      | 0.9875          | 0.9584           | 0.8130             | 0.9882           |
| 0.035         | 40.33 | 26540 | 0.1004          | 0.7742   | 0.9381        | 0.9615           | nan                 | 0.8975           | 0.9889               | 0.9588                | 0.8547                  | 0.9907                | 0.0            | 0.8953      | 0.9884          | 0.9562           | 0.8170             | 0.9886           |
| 0.0039        | 40.36 | 26560 | 0.1064          | 0.7745   | 0.9381        | 0.9637           | nan                 | 0.8986           | 0.9882               | 0.9622                | 0.8510                  | 0.9903                | 0.0            | 0.8967      | 0.9878          | 0.9594           | 0.8149             | 0.9883           |
| 0.0303        | 40.4  | 26580 | 0.1018          | 0.7731   | 0.9355        | 0.9614           | nan                 | 0.8987           | 0.9875               | 0.9589                | 0.8423                  | 0.9901                | 0.0            | 0.8966      | 0.9872          | 0.9563           | 0.8105             | 0.9880           |
| 0.0025        | 40.43 | 26600 | 0.1036          | 0.7728   | 0.9360        | 0.9616           | nan                 | 0.8966           | 0.9885               | 0.9597                | 0.8462                  | 0.9887                | 0.0            | 0.8945      | 0.9881          | 0.9570           | 0.8101             | 0.9869           |
| 0.009         | 40.46 | 26620 | 0.0966          | 0.7734   | 0.9377        | 0.9653           | nan                 | 0.8947           | 0.9886               | 0.9659                | 0.8522                  | 0.9872                | 0.0            | 0.8929      | 0.9881          | 0.9628           | 0.8111             | 0.9857           |
| 0.0092        | 40.49 | 26640 | 0.0989          | 0.7732   | 0.9370        | 0.9624           | nan                 | 0.8966           | 0.9884               | 0.9606                | 0.8495                  | 0.9901                | 0.0            | 0.8946      | 0.9879          | 0.9579           | 0.8110             | 0.9879           |
| 0.01          | 40.52 | 26660 | 0.0963          | 0.7724   | 0.9353        | 0.9606           | nan                 | 0.8933           | 0.9888               | 0.9579                | 0.8455                  | 0.9911                | 0.0            | 0.8913      | 0.9882          | 0.9554           | 0.8108             | 0.9886           |
| 0.0391        | 40.55 | 26680 | 0.0994          | 0.7723   | 0.9351        | 0.9613           | nan                 | 0.8933           | 0.9885               | 0.9596                | 0.8449                  | 0.9891                | 0.0            | 0.8914      | 0.9880          | 0.9568           | 0.8105             | 0.9872           |
| 0.0053        | 40.58 | 26700 | 0.0967          | 0.7732   | 0.9359        | 0.9634           | nan                 | 0.8953           | 0.9877               | 0.9625                | 0.8447                  | 0.9892                | 0.0            | 0.8936      | 0.9873          | 0.9596           | 0.8116             | 0.9873           |
| 0.0095        | 40.61 | 26720 | 0.0972          | 0.7749   | 0.9384        | 0.9637           | nan                 | 0.8996           | 0.9885               | 0.9620                | 0.8512                  | 0.9905                | 0.0            | 0.8976      | 0.9880          | 0.9593           | 0.8160             | 0.9883           |
| 0.0048        | 40.64 | 26740 | 0.1005          | 0.7736   | 0.9387        | 0.9615           | nan                 | 0.8976           | 0.9874               | 0.9594                | 0.8597                  | 0.9892                | 0.0            | 0.8958      | 0.9870          | 0.9567           | 0.8149             | 0.9873           |
| 0.0247        | 40.67 | 26760 | 0.0979          | 0.7735   | 0.9370        | 0.9637           | nan                 | 0.8951           | 0.9884               | 0.9629                | 0.8488                  | 0.9896                | 0.0            | 0.8933      | 0.9880          | 0.9600           | 0.8120             | 0.9876           |
| 0.0054        | 40.7  | 26780 | 0.1019          | 0.7741   | 0.9379        | 0.9651           | nan                 | 0.8952           | 0.9886               | 0.9650                | 0.8513                  | 0.9896                | 0.0            | 0.8934      | 0.9882          | 0.9621           | 0.8132             | 0.9876           |
| 0.0041        | 40.73 | 26800 | 0.1026          | 0.7726   | 0.9367        | 0.9624           | nan                 | 0.8915           | 0.9874               | 0.9615                | 0.8533                  | 0.9898                | 0.0            | 0.8893      | 0.9870          | 0.9588           | 0.8128             | 0.9878           |
| 0.0031        | 40.76 | 26820 | 0.1036          | 0.7732   | 0.9371        | 0.9642           | nan                 | 0.8936           | 0.9878               | 0.9637                | 0.8500                  | 0.9905                | 0.0            | 0.8918      | 0.9874          | 0.9608           | 0.8105             | 0.9885           |
| 0.0036        | 40.79 | 26840 | 0.1016          | 0.7725   | 0.9363        | 0.9643           | nan                 | 0.8903           | 0.9875               | 0.9646                | 0.8495                  | 0.9897                | 0.0            | 0.8886      | 0.9872          | 0.9616           | 0.8098             | 0.9879           |
| 0.0072        | 40.82 | 26860 | 0.1072          | 0.7732   | 0.9369        | 0.9633           | nan                 | 0.8922           | 0.9885               | 0.9624                | 0.8509                  | 0.9907                | 0.0            | 0.8904      | 0.9881          | 0.9596           | 0.8125             | 0.9886           |
| 0.0068        | 40.85 | 26880 | 0.1032          | 0.7720   | 0.9351        | 0.9631           | nan                 | 0.8868           | 0.9885               | 0.9628                | 0.8468                  | 0.9905                | 0.0            | 0.8851      | 0.9880          | 0.9599           | 0.8105             | 0.9885           |
| 0.02          | 40.88 | 26900 | 0.1065          | 0.7727   | 0.9360        | 0.9632           | nan                 | 0.8942           | 0.9874               | 0.9622                | 0.8462                  | 0.9901                | 0.0            | 0.8924      | 0.9870          | 0.9594           | 0.8094             | 0.9881           |
| 0.0443        | 40.91 | 26920 | 0.1022          | 0.7740   | 0.9377        | 0.9633           | nan                 | 0.8995           | 0.9898               | 0.9612                | 0.8470                  | 0.9909                | 0.0            | 0.8976      | 0.9892          | 0.9584           | 0.8098             | 0.9888           |
| 0.0195        | 40.94 | 26940 | 0.1028          | 0.7732   | 0.9372        | 0.9612           | nan                 | 0.8978           | 0.9898               | 0.9581                | 0.8496                  | 0.9909                | 0.0            | 0.8956      | 0.9893          | 0.9555           | 0.8101             | 0.9888           |
| 0.0367        | 40.97 | 26960 | 0.1032          | 0.7724   | 0.9370        | 0.9600           | nan                 | 0.8959           | 0.9886               | 0.9568                | 0.8531                  | 0.9907                | 0.0            | 0.8938      | 0.9881          | 0.9542           | 0.8098             | 0.9887           |
| 0.0068        | 41.0  | 26980 | 0.1044          | 0.7728   | 0.9377        | 0.9613           | nan                 | 0.8945           | 0.9892               | 0.9588                | 0.8550                  | 0.9908                | 0.0            | 0.8927      | 0.9887          | 0.9560           | 0.8102             | 0.9888           |
| 0.0035        | 41.03 | 27000 | 0.1066          | 0.7712   | 0.9359        | 0.9605           | nan                 | 0.8909           | 0.9875               | 0.9584                | 0.8525                  | 0.9903                | 0.0            | 0.8891      | 0.9871          | 0.9557           | 0.8067             | 0.9884           |
| 0.0057        | 41.06 | 27020 | 0.1066          | 0.7715   | 0.9364        | 0.9595           | nan                 | 0.8936           | 0.9883               | 0.9566                | 0.8536                  | 0.9898                | 0.0            | 0.8916      | 0.9879          | 0.9540           | 0.8074             | 0.9879           |
| 0.0021        | 41.09 | 27040 | 0.0991          | 0.7741   | 0.9382        | 0.9625           | nan                 | 0.9005           | 0.9888               | 0.9602                | 0.8520                  | 0.9895                | 0.0            | 0.8986      | 0.9883          | 0.9573           | 0.8123             | 0.9878           |
| 0.0047        | 41.12 | 27060 | 0.0973          | 0.7737   | 0.9378        | 0.9617           | nan                 | 0.8951           | 0.9879               | 0.9598                | 0.8569                  | 0.9894                | 0.0            | 0.8931      | 0.9875          | 0.9571           | 0.8168             | 0.9877           |
| 0.0377        | 41.16 | 27080 | 0.1009          | 0.7731   | 0.9368        | 0.9628           | nan                 | 0.8905           | 0.9884               | 0.9618                | 0.8531                  | 0.9904                | 0.0            | 0.8887      | 0.9879          | 0.9590           | 0.8143             | 0.9884           |
| 0.0066        | 41.19 | 27100 | 0.1011          | 0.7733   | 0.9379        | 0.9635           | nan                 | 0.8949           | 0.9878               | 0.9630                | 0.8561                  | 0.9879                | 0.0            | 0.8929      | 0.9874          | 0.9602           | 0.8132             | 0.9863           |
| 0.0039        | 41.22 | 27120 | 0.1049          | 0.7741   | 0.9380        | 0.9639           | nan                 | 0.8986           | 0.9879               | 0.9627                | 0.8508                  | 0.9900                | 0.0            | 0.8969      | 0.9874          | 0.9598           | 0.8125             | 0.9882           |
| 0.0046        | 41.25 | 27140 | 0.1038          | 0.7766   | 0.9410        | 0.9665           | nan                 | 0.9002           | 0.9895               | 0.9658                | 0.8580                  | 0.9915                | 0.0            | 0.8984      | 0.9889          | 0.9630           | 0.8198             | 0.9894           |
| 0.0029        | 41.28 | 27160 | 0.1020          | 0.7759   | 0.9409        | 0.9650           | nan                 | 0.9013           | 0.9875               | 0.9638                | 0.8610                  | 0.9906                | 0.0            | 0.8992      | 0.9871          | 0.9611           | 0.8193             | 0.9886           |
| 0.0042        | 41.31 | 27180 | 0.0992          | 0.7750   | 0.9398        | 0.9626           | nan                 | 0.8955           | 0.9881               | 0.9607                | 0.8634                  | 0.9914                | 0.0            | 0.8930      | 0.9876          | 0.9583           | 0.8219             | 0.9891           |
| 0.005         | 41.34 | 27200 | 0.0982          | 0.7742   | 0.9390        | 0.9624           | nan                 | 0.8937           | 0.9883               | 0.9607                | 0.8617                  | 0.9907                | 0.0            | 0.8912      | 0.9879          | 0.9582           | 0.8191             | 0.9885           |
| 0.0299        | 41.37 | 27220 | 0.1003          | 0.7744   | 0.9404        | 0.9619           | nan                 | 0.8984           | 0.9890               | 0.9595                | 0.8652                  | 0.9900                | 0.0            | 0.8958      | 0.9886          | 0.9571           | 0.8172             | 0.9880           |
| 0.01          | 41.4  | 27240 | 0.1015          | 0.7722   | 0.9368        | 0.9602           | nan                 | 0.8920           | 0.9881               | 0.9584                | 0.8577                  | 0.9876                | 0.0            | 0.8897      | 0.9876          | 0.9559           | 0.8137             | 0.9860           |
| 0.0051        | 41.43 | 27260 | 0.1018          | 0.7742   | 0.9389        | 0.9634           | nan                 | 0.8958           | 0.9890               | 0.9623                | 0.8579                  | 0.9892                | 0.0            | 0.8936      | 0.9886          | 0.9596           | 0.8160             | 0.9875           |
| 0.0039        | 41.46 | 27280 | 0.0982          | 0.7740   | 0.9383        | 0.9624           | nan                 | 0.8938           | 0.9879               | 0.9609                | 0.8584                  | 0.9904                | 0.0            | 0.8917      | 0.9875          | 0.9583           | 0.8179             | 0.9885           |
| 0.0046        | 41.49 | 27300 | 0.1017          | 0.7738   | 0.9377        | 0.9614           | nan                 | 0.8934           | 0.9878               | 0.9590                | 0.8566                  | 0.9917                | 0.0            | 0.8914      | 0.9873          | 0.9565           | 0.8180             | 0.9894           |
| 0.0228        | 41.52 | 27320 | 0.1011          | 0.7758   | 0.9405        | 0.9651           | nan                 | 0.8998           | 0.9890               | 0.9642                | 0.8594                  | 0.9901                | 0.0            | 0.8978      | 0.9885          | 0.9613           | 0.8189             | 0.9884           |
| 0.0212        | 41.55 | 27340 | 0.1001          | 0.7749   | 0.9390        | 0.9650           | nan                 | 0.8953           | 0.9879               | 0.9648                | 0.8572                  | 0.9899                | 0.0            | 0.8933      | 0.9875          | 0.9620           | 0.8182             | 0.9881           |
| 0.0053        | 41.58 | 27360 | 0.0970          | 0.7741   | 0.9385        | 0.9632           | nan                 | 0.8958           | 0.9870               | 0.9622                | 0.8580                  | 0.9893                | 0.0            | 0.8936      | 0.9867          | 0.9595           | 0.8173             | 0.9876           |
| 0.0048        | 41.61 | 27380 | 0.1021          | 0.7754   | 0.9400        | 0.9645           | nan                 | 0.8991           | 0.9885               | 0.9634                | 0.8592                  | 0.9899                | 0.0            | 0.8971      | 0.9881          | 0.9606           | 0.8185             | 0.9881           |
| 0.0031        | 41.64 | 27400 | 0.1021          | 0.7740   | 0.9384        | 0.9632           | nan                 | 0.8933           | 0.9874               | 0.9623                | 0.8586                  | 0.9902                | 0.0            | 0.8915      | 0.9870          | 0.9595           | 0.8174             | 0.9884           |
| 0.003         | 41.67 | 27420 | 0.1080          | 0.7733   | 0.9370        | 0.9618           | nan                 | 0.8926           | 0.9868               | 0.9600                | 0.8541                  | 0.9918                | 0.0            | 0.8906      | 0.9864          | 0.9573           | 0.8157             | 0.9895           |
| 0.0028        | 41.7  | 27440 | 0.1006          | 0.7761   | 0.9408        | 0.9641           | nan                 | 0.9019           | 0.9882               | 0.9621                | 0.8599                  | 0.9918                | 0.0            | 0.8997      | 0.9878          | 0.9593           | 0.8199             | 0.9898           |
| 0.0277        | 41.73 | 27460 | 0.0984          | 0.7747   | 0.9391        | 0.9640           | nan                 | 0.8997           | 0.9872               | 0.9629                | 0.8562                  | 0.9897                | 0.0            | 0.8976      | 0.9868          | 0.9600           | 0.8160             | 0.9880           |
| 0.0214        | 41.76 | 27480 | 0.0998          | 0.7744   | 0.9383        | 0.9651           | nan                 | 0.8938           | 0.9881               | 0.9649                | 0.8540                  | 0.9909                | 0.0            | 0.8918      | 0.9877          | 0.9620           | 0.8155             | 0.9891           |
| 0.0214        | 41.79 | 27500 | 0.0971          | 0.7757   | 0.9403        | 0.9628           | nan                 | 0.8987           | 0.9887               | 0.9602                | 0.8613                  | 0.9925                | 0.0            | 0.8965      | 0.9882          | 0.9577           | 0.8216             | 0.9902           |
| 0.0164        | 41.82 | 27520 | 0.0969          | 0.7722   | 0.9362        | 0.9601           | nan                 | 0.8867           | 0.9883               | 0.9580                | 0.8565                  | 0.9913                | 0.0            | 0.8850      | 0.9878          | 0.9555           | 0.8159             | 0.9892           |
| 0.0053        | 41.85 | 27540 | 0.0996          | 0.7740   | 0.9384        | 0.9622           | nan                 | 0.8957           | 0.9888               | 0.9600                | 0.8563                  | 0.9910                | 0.0            | 0.8938      | 0.9883          | 0.9573           | 0.8154             | 0.9890           |
| 0.0142        | 41.88 | 27560 | 0.1008          | 0.7728   | 0.9364        | 0.9617           | nan                 | 0.8940           | 0.9875               | 0.9598                | 0.8497                  | 0.9909                | 0.0            | 0.8922      | 0.9870          | 0.9571           | 0.8117             | 0.9888           |
| 0.0018        | 41.91 | 27580 | 0.1018          | 0.7727   | 0.9365        | 0.9614           | nan                 | 0.8952           | 0.9868               | 0.9594                | 0.8509                  | 0.9903                | 0.0            | 0.8933      | 0.9864          | 0.9567           | 0.8117             | 0.9883           |
| 0.0121        | 41.95 | 27600 | 0.0985          | 0.7752   | 0.9394        | 0.9642           | nan                 | 0.9010           | 0.9886               | 0.9627                | 0.8545                  | 0.9900                | 0.0            | 0.8990      | 0.9882          | 0.9599           | 0.8157             | 0.9882           |
| 0.0067        | 41.98 | 27620 | 0.1009          | 0.7735   | 0.9383        | 0.9627           | nan                 | 0.8944           | 0.9884               | 0.9614                | 0.8579                  | 0.9895                | 0.0            | 0.8924      | 0.9879          | 0.9587           | 0.8146             | 0.9877           |
| 0.0199        | 42.01 | 27640 | 0.0970          | 0.7732   | 0.9373        | 0.9628           | nan                 | 0.8902           | 0.9881               | 0.9619                | 0.8558                  | 0.9908                | 0.0            | 0.8885      | 0.9876          | 0.9591           | 0.8154             | 0.9888           |
| 0.0156        | 42.04 | 27660 | 0.0991          | 0.7749   | 0.9396        | 0.9634           | nan                 | 0.9014           | 0.9880               | 0.9614                | 0.8570                  | 0.9903                | 0.0            | 0.8996      | 0.9875          | 0.9587           | 0.8151             | 0.9884           |
| 0.0083        | 42.07 | 27680 | 0.0978          | 0.7749   | 0.9398        | 0.9628           | nan                 | 0.9016           | 0.9886               | 0.9602                | 0.8574                  | 0.9910                | 0.0            | 0.8997      | 0.9881          | 0.9577           | 0.8151             | 0.9889           |
| 0.0193        | 42.1  | 27700 | 0.0952          | 0.7738   | 0.9379        | 0.9619           | nan                 | 0.8965           | 0.9885               | 0.9597                | 0.8551                  | 0.9899                | 0.0            | 0.8947      | 0.9880          | 0.9571           | 0.8150             | 0.9881           |
| 0.0103        | 42.13 | 27720 | 0.0978          | 0.7737   | 0.9379        | 0.9631           | nan                 | 0.8940           | 0.9885               | 0.9621                | 0.8557                  | 0.9893                | 0.0            | 0.8925      | 0.9880          | 0.9592           | 0.8150             | 0.9877           |
| 0.0034        | 42.16 | 27740 | 0.0996          | 0.7736   | 0.9381        | 0.9614           | nan                 | 0.8948           | 0.9877               | 0.9590                | 0.8573                  | 0.9914                | 0.0            | 0.8930      | 0.9873          | 0.9564           | 0.8158             | 0.9893           |
| 0.0158        | 42.19 | 27760 | 0.1003          | 0.7738   | 0.9386        | 0.9623           | nan                 | 0.8960           | 0.9876               | 0.9604                | 0.8588                  | 0.9904                | 0.0            | 0.8940      | 0.9871          | 0.9577           | 0.8155             | 0.9886           |
| 0.0004        | 42.22 | 27780 | 0.1000          | 0.7744   | 0.9392        | 0.9631           | nan                 | 0.8994           | 0.9883               | 0.9613                | 0.8570                  | 0.9900                | 0.0            | 0.8976      | 0.9879          | 0.9585           | 0.8141             | 0.9882           |
| 0.0298        | 42.25 | 27800 | 0.0953          | 0.7746   | 0.9395        | 0.9626           | nan                 | 0.9002           | 0.9887               | 0.9600                | 0.8578                  | 0.9910                | 0.0            | 0.8981      | 0.9882          | 0.9575           | 0.8148             | 0.9890           |
| 0.0041        | 42.28 | 27820 | 0.1039          | 0.7741   | 0.9391        | 0.9628           | nan                 | 0.8976           | 0.9888               | 0.9608                | 0.8576                  | 0.9904                | 0.0            | 0.8959      | 0.9883          | 0.9582           | 0.8139             | 0.9884           |
| 0.012         | 42.31 | 27840 | 0.0998          | 0.7729   | 0.9378        | 0.9625           | nan                 | 0.8953           | 0.9883               | 0.9612                | 0.8556                  | 0.9886                | 0.0            | 0.8936      | 0.9878          | 0.9586           | 0.8106             | 0.9868           |
| 0.0042        | 42.34 | 27860 | 0.1018          | 0.7735   | 0.9383        | 0.9630           | nan                 | 0.8995           | 0.9880               | 0.9619                | 0.8553                  | 0.9871                | 0.0            | 0.8977      | 0.9875          | 0.9591           | 0.8113             | 0.9856           |
| 0.0115        | 42.37 | 27880 | 0.1020          | 0.7740   | 0.9387        | 0.9626           | nan                 | 0.8987           | 0.9882               | 0.9608                | 0.8563                  | 0.9893                | 0.0            | 0.8967      | 0.9877          | 0.9583           | 0.8138             | 0.9874           |
| 0.0246        | 42.4  | 27900 | 0.0999          | 0.7726   | 0.9366        | 0.9618           | nan                 | 0.8974           | 0.9859               | 0.9602                | 0.8507                  | 0.9886                | 0.0            | 0.8956      | 0.9856          | 0.9575           | 0.8100             | 0.9868           |
| 0.0053        | 42.43 | 27920 | 0.0985          | 0.7755   | 0.9404        | 0.9629           | nan                 | 0.9045           | 0.9886               | 0.9602                | 0.8585                  | 0.9904                | 0.0            | 0.9024      | 0.9881          | 0.9577           | 0.8165             | 0.9884           |
| 0.0053        | 42.46 | 27940 | 0.1021          | 0.7742   | 0.9390        | 0.9617           | nan                 | 0.8992           | 0.9883               | 0.9592                | 0.8587                  | 0.9898                | 0.0            | 0.8970      | 0.9879          | 0.9567           | 0.8159             | 0.9879           |
| 0.0154        | 42.49 | 27960 | 0.1011          | 0.7733   | 0.9378        | 0.9607           | nan                 | 0.8966           | 0.9868               | 0.9581                | 0.8576                  | 0.9899                | 0.0            | 0.8946      | 0.9863          | 0.9557           | 0.8155             | 0.9879           |
| 0.0046        | 42.52 | 27980 | 0.1011          | 0.7756   | 0.9401        | 0.9635           | nan                 | 0.9026           | 0.9883               | 0.9614                | 0.8578                  | 0.9906                | 0.0            | 0.9006      | 0.9878          | 0.9589           | 0.8178             | 0.9886           |
| 0.0556        | 42.55 | 28000 | 0.0988          | 0.7742   | 0.9393        | 0.9621           | nan                 | 0.8966           | 0.9883               | 0.9601                | 0.8615                  | 0.9898                | 0.0            | 0.8943      | 0.9878          | 0.9577           | 0.8175             | 0.9879           |
| 0.002         | 42.58 | 28020 | 0.1016          | 0.7752   | 0.9406        | 0.9636           | nan                 | 0.9015           | 0.9890               | 0.9619                | 0.8620                  | 0.9886                | 0.0            | 0.8994      | 0.9885          | 0.9593           | 0.8171             | 0.9869           |
| 0.0055        | 42.61 | 28040 | 0.1025          | 0.7751   | 0.9396        | 0.9629           | nan                 | 0.9001           | 0.9894               | 0.9608                | 0.8585                  | 0.9895                | 0.0            | 0.8982      | 0.9889          | 0.9582           | 0.8176             | 0.9876           |
| 0.0046        | 42.64 | 28060 | 0.1012          | 0.7729   | 0.9370        | 0.9611           | nan                 | 0.8887           | 0.9881               | 0.9595                | 0.8583                  | 0.9904                | 0.0            | 0.8868      | 0.9876          | 0.9571           | 0.8175             | 0.9883           |
| 0.0336        | 42.67 | 28080 | 0.0988          | 0.7730   | 0.9364        | 0.9615           | nan                 | 0.8916           | 0.9874               | 0.9600                | 0.8528                  | 0.9899                | 0.0            | 0.8898      | 0.9870          | 0.9574           | 0.8161             | 0.9879           |
| 0.0168        | 42.71 | 28100 | 0.0992          | 0.7727   | 0.9368        | 0.9615           | nan                 | 0.8850           | 0.9886               | 0.9606                | 0.8598                  | 0.9901                | 0.0            | 0.8832      | 0.9881          | 0.9579           | 0.8186             | 0.9882           |
| 0.0069        | 42.74 | 28120 | 0.0990          | 0.7744   | 0.9394        | 0.9620           | nan                 | 0.8945           | 0.9888               | 0.9601                | 0.8640                  | 0.9898                | 0.0            | 0.8924      | 0.9882          | 0.9576           | 0.8200             | 0.9880           |
| 0.0029        | 42.77 | 28140 | 0.1012          | 0.7740   | 0.9394        | 0.9610           | nan                 | 0.8976           | 0.9877               | 0.9585                | 0.8637                  | 0.9893                | 0.0            | 0.8952      | 0.9873          | 0.9559           | 0.8183             | 0.9875           |
| 0.0242        | 42.8  | 28160 | 0.1033          | 0.7730   | 0.9382        | 0.9578           | nan                 | 0.8938           | 0.9886               | 0.9539                | 0.8655                  | 0.9894                | 0.0            | 0.8915      | 0.9881          | 0.9515           | 0.8195             | 0.9876           |
| 0.0189        | 42.83 | 28180 | 0.0983          | 0.7734   | 0.9383        | 0.9589           | nan                 | 0.8944           | 0.9882               | 0.9556                | 0.8641                  | 0.9893                | 0.0            | 0.8922      | 0.9877          | 0.9531           | 0.8199             | 0.9875           |
| 0.0019        | 42.86 | 28200 | 0.1042          | 0.7745   | 0.9396        | 0.9607           | nan                 | 0.8956           | 0.9881               | 0.9578                | 0.8654                  | 0.9909                | 0.0            | 0.8937      | 0.9877          | 0.9553           | 0.8213             | 0.9888           |
| 0.0039        | 42.89 | 28220 | 0.1019          | 0.7742   | 0.9380        | 0.9597           | nan                 | 0.8976           | 0.9876               | 0.9562                | 0.8581                  | 0.9906                | 0.0            | 0.8955      | 0.9872          | 0.9537           | 0.8203             | 0.9885           |
| 0.0192        | 42.92 | 28240 | 0.0996          | 0.7738   | 0.9382        | 0.9589           | nan                 | 0.8985           | 0.9875               | 0.9551                | 0.8604                  | 0.9897                | 0.0            | 0.8963      | 0.9871          | 0.9525           | 0.8191             | 0.9878           |
| 0.0081        | 42.95 | 28260 | 0.0978          | 0.7734   | 0.9367        | 0.9601           | nan                 | 0.8980           | 0.9870               | 0.9570                | 0.8512                  | 0.9902                | 0.0            | 0.8959      | 0.9866          | 0.9545           | 0.8151             | 0.9881           |
| 0.0067        | 42.98 | 28280 | 0.1029          | 0.7744   | 0.9383        | 0.9619           | nan                 | 0.8973           | 0.9878               | 0.9595                | 0.8558                  | 0.9912                | 0.0            | 0.8952      | 0.9874          | 0.9569           | 0.8182             | 0.9890           |
| 0.0046        | 43.01 | 28300 | 0.1019          | 0.7741   | 0.9381        | 0.9616           | nan                 | 0.8912           | 0.9881               | 0.9598                | 0.8605                  | 0.9908                | 0.0            | 0.8895      | 0.9877          | 0.9572           | 0.8211             | 0.9888           |
| 0.0207        | 43.04 | 28320 | 0.1013          | 0.7760   | 0.9402        | 0.9614           | nan                 | 0.9041           | 0.9892               | 0.9577                | 0.8594                  | 0.9907                | 0.0            | 0.9021      | 0.9888          | 0.9553           | 0.8214             | 0.9887           |
| 0.0058        | 43.07 | 28340 | 0.0985          | 0.7758   | 0.9402        | 0.9621           | nan                 | 0.9005           | 0.9879               | 0.9595                | 0.8627                  | 0.9906                | 0.0            | 0.8986      | 0.9875          | 0.9570           | 0.8229             | 0.9886           |
| 0.0027        | 43.1  | 28360 | 0.1014          | 0.7759   | 0.9412        | 0.9624           | nan                 | 0.9001           | 0.9877               | 0.9598                | 0.8675                  | 0.9912                | 0.0            | 0.8982      | 0.9873          | 0.9573           | 0.8236             | 0.9892           |
| 0.0048        | 43.13 | 28380 | 0.1010          | 0.7760   | 0.9416        | 0.9614           | nan                 | 0.9028           | 0.9885               | 0.9579                | 0.8676                  | 0.9911                | 0.0            | 0.9006      | 0.9880          | 0.9556           | 0.8230             | 0.9891           |
| 0.005         | 43.16 | 28400 | 0.1032          | 0.7769   | 0.9423        | 0.9630           | nan                 | 0.9060           | 0.9883               | 0.9598                | 0.8662                  | 0.9912                | 0.0            | 0.9037      | 0.9879          | 0.9574           | 0.8233             | 0.9892           |
| 0.0033        | 43.19 | 28420 | 0.1022          | 0.7765   | 0.9415        | 0.9628           | nan                 | 0.9043           | 0.9888               | 0.9597                | 0.8631                  | 0.9915                | 0.0            | 0.9021      | 0.9883          | 0.9572           | 0.8222             | 0.9894           |
| 0.0292        | 43.22 | 28440 | 0.1042          | 0.7764   | 0.9422        | 0.9631           | nan                 | 0.9043           | 0.9883               | 0.9604                | 0.8672                  | 0.9906                | 0.0            | 0.9021      | 0.9878          | 0.9579           | 0.8216             | 0.9887           |
| 0.0019        | 43.25 | 28460 | 0.1043          | 0.7762   | 0.9414        | 0.9633           | nan                 | 0.9031           | 0.9880               | 0.9609                | 0.8643                  | 0.9907                | 0.0            | 0.9011      | 0.9876          | 0.9583           | 0.8217             | 0.9888           |
| 0.0034        | 43.28 | 28480 | 0.1051          | 0.7749   | 0.9402        | 0.9609           | nan                 | 0.8984           | 0.9880               | 0.9580                | 0.8667                  | 0.9899                | 0.0            | 0.8966      | 0.9877          | 0.9553           | 0.8215             | 0.9880           |
| 0.0038        | 43.31 | 28500 | 0.1063          | 0.7761   | 0.9419        | 0.9628           | nan                 | 0.9018           | 0.9886               | 0.9603                | 0.8686                  | 0.9901                | 0.0            | 0.8998      | 0.9882          | 0.9576           | 0.8230             | 0.9883           |
| 0.0071        | 43.34 | 28520 | 0.1055          | 0.7752   | 0.9402        | 0.9621           | nan                 | 0.8971           | 0.9886               | 0.9598                | 0.8650                  | 0.9906                | 0.0            | 0.8950      | 0.9881          | 0.9572           | 0.8224             | 0.9886           |
| 0.007         | 43.37 | 28540 | 0.1054          | 0.7753   | 0.9396        | 0.9632           | nan                 | 0.8981           | 0.9889               | 0.9616                | 0.8597                  | 0.9898                | 0.0            | 0.8963      | 0.9884          | 0.9589           | 0.8204             | 0.9879           |
| 0.0049        | 43.4  | 28560 | 0.1046          | 0.7750   | 0.9395        | 0.9633           | nan                 | 0.8971           | 0.9880               | 0.9620                | 0.8609                  | 0.9895                | 0.0            | 0.8953      | 0.9875          | 0.9593           | 0.8204             | 0.9877           |
| 0.0109        | 43.43 | 28580 | 0.1013          | 0.7758   | 0.9408        | 0.9629           | nan                 | 0.9012           | 0.9891               | 0.9606                | 0.8634                  | 0.9897                | 0.0            | 0.8991      | 0.9885          | 0.9580           | 0.8213             | 0.9879           |
| 0.0074        | 43.47 | 28600 | 0.1007          | 0.7747   | 0.9395        | 0.9613           | nan                 | 0.8982           | 0.9880               | 0.9590                | 0.8634                  | 0.9890                | 0.0            | 0.8961      | 0.9875          | 0.9564           | 0.8210             | 0.9873           |
| 0.0043        | 43.5  | 28620 | 0.1019          | 0.7751   | 0.9402        | 0.9616           | nan                 | 0.9018           | 0.9875               | 0.9592                | 0.8640                  | 0.9884                | 0.0            | 0.8997      | 0.9871          | 0.9566           | 0.8207             | 0.9868           |
| 0.0053        | 43.53 | 28640 | 0.1025          | 0.7759   | 0.9400        | 0.9638           | nan                 | 0.9018           | 0.9888               | 0.9620                | 0.8576                  | 0.9900                | 0.0            | 0.8998      | 0.9883          | 0.9593           | 0.8203             | 0.9880           |
| 0.0032        | 43.56 | 28660 | 0.1016          | 0.7753   | 0.9393        | 0.9635           | nan                 | 0.8993           | 0.9884               | 0.9617                | 0.8564                  | 0.9907                | 0.0            | 0.8973      | 0.9879          | 0.9590           | 0.8192             | 0.9887           |
| 0.0048        | 43.59 | 28680 | 0.1035          | 0.7739   | 0.9371        | 0.9615           | nan                 | 0.8958           | 0.9881               | 0.9593                | 0.8523                  | 0.9901                | 0.0            | 0.8939      | 0.9877          | 0.9566           | 0.8170             | 0.9881           |
| 0.0121        | 43.62 | 28700 | 0.1024          | 0.7734   | 0.9367        | 0.9603           | nan                 | 0.8946           | 0.9883               | 0.9579                | 0.8538                  | 0.9890                | 0.0            | 0.8927      | 0.9879          | 0.9552           | 0.8175             | 0.9873           |
| 0.0033        | 43.65 | 28720 | 0.1046          | 0.7746   | 0.9388        | 0.9607           | nan                 | 0.8989           | 0.9883               | 0.9577                | 0.8595                  | 0.9897                | 0.0            | 0.8969      | 0.9878          | 0.9551           | 0.8200             | 0.9879           |
| 0.0053        | 43.68 | 28740 | 0.1038          | 0.7739   | 0.9376        | 0.9612           | nan                 | 0.8944           | 0.9879               | 0.9590                | 0.8566                  | 0.9899                | 0.0            | 0.8925      | 0.9875          | 0.9563           | 0.8191             | 0.9881           |
| 0.0033        | 43.71 | 28760 | 0.1039          | 0.7738   | 0.9374        | 0.9609           | nan                 | 0.8956           | 0.9882               | 0.9584                | 0.8552                  | 0.9896                | 0.0            | 0.8937      | 0.9877          | 0.9558           | 0.8175             | 0.9878           |
| 0.0033        | 43.74 | 28780 | 0.1026          | 0.7749   | 0.9392        | 0.9623           | nan                 | 0.8996           | 0.9885               | 0.9601                | 0.8584                  | 0.9896                | 0.0            | 0.8973      | 0.9880          | 0.9575           | 0.8185             | 0.9879           |
| 0.036         | 43.77 | 28800 | 0.1046          | 0.7741   | 0.9387        | 0.9622           | nan                 | 0.8947           | 0.9893               | 0.9604                | 0.8594                  | 0.9899                | 0.0            | 0.8925      | 0.9888          | 0.9578           | 0.8176             | 0.9882           |
| 0.011         | 43.8  | 28820 | 0.1042          | 0.7735   | 0.9385        | 0.9607           | nan                 | 0.8954           | 0.9885               | 0.9583                | 0.8609                  | 0.9892                | 0.0            | 0.8930      | 0.9880          | 0.9558           | 0.8164             | 0.9875           |
| 0.0254        | 43.83 | 28840 | 0.1024          | 0.7761   | 0.9417        | 0.9641           | nan                 | 0.9007           | 0.9892               | 0.9625                | 0.8657                  | 0.9902                | 0.0            | 0.8983      | 0.9888          | 0.9598           | 0.8210             | 0.9885           |
| 0.1378        | 43.86 | 28860 | 0.1030          | 0.7757   | 0.9413        | 0.9636           | nan                 | 0.9015           | 0.9883               | 0.9617                | 0.8651                  | 0.9900                | 0.0            | 0.8989      | 0.9879          | 0.9592           | 0.8201             | 0.9882           |
| 0.0062        | 43.89 | 28880 | 0.1031          | 0.7755   | 0.9403        | 0.9633           | nan                 | 0.8976           | 0.9891               | 0.9614                | 0.8626                  | 0.9909                | 0.0            | 0.8952      | 0.9886          | 0.9589           | 0.8213             | 0.9890           |
| 0.0034        | 43.92 | 28900 | 0.1038          | 0.7737   | 0.9379        | 0.9605           | nan                 | 0.8941           | 0.9881               | 0.9580                | 0.8591                  | 0.9902                | 0.0            | 0.8917      | 0.9876          | 0.9557           | 0.8190             | 0.9884           |
| 0.0437        | 43.95 | 28920 | 0.1040          | 0.7747   | 0.9400        | 0.9622           | nan                 | 0.8972           | 0.9895               | 0.9600                | 0.8633                  | 0.9900                | 0.0            | 0.8949      | 0.9890          | 0.9575           | 0.8188             | 0.9883           |
| 0.0082        | 43.98 | 28940 | 0.1058          | 0.7739   | 0.9382        | 0.9624           | nan                 | 0.8935           | 0.9890               | 0.9606                | 0.8569                  | 0.9910                | 0.0            | 0.8916      | 0.9884          | 0.9581           | 0.8162             | 0.9890           |
| 0.002         | 44.01 | 28960 | 0.1039          | 0.7742   | 0.9388        | 0.9626           | nan                 | 0.8971           | 0.9888               | 0.9607                | 0.8570                  | 0.9904                | 0.0            | 0.8951      | 0.9883          | 0.9582           | 0.8151             | 0.9885           |
| 0.0058        | 44.04 | 28980 | 0.1030          | 0.7726   | 0.9381        | 0.9609           | nan                 | 0.8947           | 0.9884               | 0.9587                | 0.8589                  | 0.9896                | 0.0            | 0.8926      | 0.9879          | 0.9562           | 0.8111             | 0.9879           |
| 0.003         | 44.07 | 29000 | 0.1047          | 0.7741   | 0.9394        | 0.9627           | nan                 | 0.8984           | 0.9885               | 0.9608                | 0.8595                  | 0.9901                | 0.0            | 0.8964      | 0.9880          | 0.9582           | 0.8138             | 0.9883           |
| 0.0026        | 44.1  | 29020 | 0.1049          | 0.7744   | 0.9399        | 0.9629           | nan                 | 0.8973           | 0.9890               | 0.9610                | 0.8613                  | 0.9906                | 0.0            | 0.8953      | 0.9885          | 0.9585           | 0.8154             | 0.9887           |
| 0.0052        | 44.13 | 29040 | 0.1047          | 0.7737   | 0.9390        | 0.9633           | nan                 | 0.8944           | 0.9885               | 0.9621                | 0.8599                  | 0.9903                | 0.0            | 0.8924      | 0.9880          | 0.9596           | 0.8137             | 0.9884           |
| 0.0025        | 44.16 | 29060 | 0.1063          | 0.7744   | 0.9409        | 0.9622           | nan                 | 0.8968           | 0.9890               | 0.9597                | 0.8675                  | 0.9913                | 0.0            | 0.8946      | 0.9885          | 0.9574           | 0.8166             | 0.9892           |
| 0.0036        | 44.19 | 29080 | 0.1032          | 0.7750   | 0.9409        | 0.9625           | nan                 | 0.9008           | 0.9884               | 0.9600                | 0.8648                  | 0.9907                | 0.0            | 0.8985      | 0.9879          | 0.9576           | 0.8175             | 0.9887           |
| 0.0123        | 44.22 | 29100 | 0.1013          | 0.7744   | 0.9403        | 0.9623           | nan                 | 0.8967           | 0.9885               | 0.9602                | 0.8659                  | 0.9904                | 0.0            | 0.8944      | 0.9880          | 0.9578           | 0.8178             | 0.9886           |
| 0.0058        | 44.26 | 29120 | 0.1033          | 0.7750   | 0.9409        | 0.9614           | nan                 | 0.8994           | 0.9888               | 0.9583                | 0.8672                  | 0.9909                | 0.0            | 0.8969      | 0.9883          | 0.9560           | 0.8197             | 0.9890           |
| 0.0097        | 44.29 | 29140 | 0.1016          | 0.7749   | 0.9402        | 0.9616           | nan                 | 0.8984           | 0.9888               | 0.9588                | 0.8642                  | 0.9907                | 0.0            | 0.8962      | 0.9883          | 0.9564           | 0.8196             | 0.9889           |
| 0.0208        | 44.32 | 29160 | 0.1014          | 0.7749   | 0.9395        | 0.9628           | nan                 | 0.8954           | 0.9881               | 0.9610                | 0.8617                  | 0.9912                | 0.0            | 0.8934      | 0.9876          | 0.9584           | 0.8205             | 0.9893           |
| 0.0031        | 44.35 | 29180 | 0.0991          | 0.7741   | 0.9396        | 0.9634           | nan                 | 0.8960           | 0.9883               | 0.9624                | 0.8623                  | 0.9893                | 0.0            | 0.8940      | 0.9878          | 0.9596           | 0.8156             | 0.9877           |
| 0.0236        | 44.38 | 29200 | 0.1028          | 0.7755   | 0.9402        | 0.9624           | nan                 | 0.9002           | 0.9884               | 0.9597                | 0.8612                  | 0.9913                | 0.0            | 0.8983      | 0.9879          | 0.9571           | 0.8204             | 0.9894           |
| 0.0162        | 44.41 | 29220 | 0.1032          | 0.7746   | 0.9386        | 0.9603           | nan                 | 0.8992           | 0.9888               | 0.9567                | 0.8573                  | 0.9908                | 0.0            | 0.8970      | 0.9882          | 0.9543           | 0.8189             | 0.9889           |
| 0.0043        | 44.44 | 29240 | 0.1068          | 0.7748   | 0.9389        | 0.9608           | nan                 | 0.9015           | 0.9886               | 0.9571                | 0.8562                  | 0.9910                | 0.0            | 0.8995      | 0.9881          | 0.9546           | 0.8178             | 0.9890           |
| 0.0042        | 44.47 | 29260 | 0.1038          | 0.7749   | 0.9399        | 0.9612           | nan                 | 0.8983           | 0.9886               | 0.9584                | 0.8642                  | 0.9899                | 0.0            | 0.8962      | 0.9881          | 0.9559           | 0.8209             | 0.9882           |
| 0.01          | 44.5  | 29280 | 0.1012          | 0.7754   | 0.9402        | 0.9619           | nan                 | 0.9009           | 0.9881               | 0.9591                | 0.8625                  | 0.9904                | 0.0            | 0.8986      | 0.9877          | 0.9565           | 0.8209             | 0.9886           |
| 0.0042        | 44.53 | 29300 | 0.1062          | 0.7745   | 0.9384        | 0.9608           | nan                 | 0.8984           | 0.9876               | 0.9582                | 0.8590                  | 0.9889                | 0.0            | 0.8964      | 0.9872          | 0.9557           | 0.8201             | 0.9873           |
| 0.0034        | 44.56 | 29320 | 0.1057          | 0.7746   | 0.9384        | 0.9603           | nan                 | 0.9004           | 0.9879               | 0.9571                | 0.8574                  | 0.9891                | 0.0            | 0.8985      | 0.9875          | 0.9545           | 0.8194             | 0.9874           |
| 0.0053        | 44.59 | 29340 | 0.1030          | 0.7746   | 0.9387        | 0.9621           | nan                 | 0.8947           | 0.9886               | 0.9604                | 0.8602                  | 0.9896                | 0.0            | 0.8928      | 0.9882          | 0.9577           | 0.8211             | 0.9879           |
| 0.0078        | 44.62 | 29360 | 0.1060          | 0.7744   | 0.9380        | 0.9621           | nan                 | 0.8938           | 0.9881               | 0.9604                | 0.8569                  | 0.9906                | 0.0            | 0.8920      | 0.9877          | 0.9577           | 0.8200             | 0.9888           |
| 0.022         | 44.65 | 29380 | 0.1047          | 0.7729   | 0.9373        | 0.9596           | nan                 | 0.8920           | 0.9878               | 0.9570                | 0.8604                  | 0.9893                | 0.0            | 0.8900      | 0.9874          | 0.9544           | 0.8182             | 0.9876           |
| 0.0071        | 44.68 | 29400 | 0.1071          | 0.7739   | 0.9384        | 0.9604           | nan                 | 0.8934           | 0.9881               | 0.9578                | 0.8623                  | 0.9904                | 0.0            | 0.8914      | 0.9876          | 0.9552           | 0.8208             | 0.9886           |
| 0.0057        | 44.71 | 29420 | 0.1042          | 0.7735   | 0.9372        | 0.9595           | nan                 | 0.8937           | 0.9877               | 0.9565                | 0.8575                  | 0.9903                | 0.0            | 0.8918      | 0.9873          | 0.9540           | 0.8193             | 0.9885           |
| 0.0079        | 44.74 | 29440 | 0.1035          | 0.7757   | 0.9403        | 0.9624           | nan                 | 0.8980           | 0.9889               | 0.9598                | 0.8635                  | 0.9915                | 0.0            | 0.8961      | 0.9884          | 0.9573           | 0.8230             | 0.9895           |
| 0.0073        | 44.77 | 29460 | 0.1039          | 0.7749   | 0.9396        | 0.9616           | nan                 | 0.8980           | 0.9880               | 0.9591                | 0.8625                  | 0.9903                | 0.0            | 0.8961      | 0.9876          | 0.9566           | 0.8207             | 0.9884           |
| 0.0039        | 44.8  | 29480 | 0.1071          | 0.7752   | 0.9400        | 0.9618           | nan                 | 0.8997           | 0.9876               | 0.9591                | 0.8630                  | 0.9907                | 0.0            | 0.8976      | 0.9872          | 0.9566           | 0.8213             | 0.9887           |
| 0.0281        | 44.83 | 29500 | 0.0977          | 0.7765   | 0.9418        | 0.9639           | nan                 | 0.9026           | 0.9886               | 0.9618                | 0.8653                  | 0.9909                | 0.0            | 0.9006      | 0.9881          | 0.9591           | 0.8222             | 0.9889           |
| 0.0263        | 44.86 | 29520 | 0.0992          | 0.7751   | 0.9398        | 0.9636           | nan                 | 0.8940           | 0.9884               | 0.9623                | 0.8628                  | 0.9913                | 0.0            | 0.8920      | 0.9880          | 0.9597           | 0.8218             | 0.9892           |
| 0.0082        | 44.89 | 29540 | 0.1013          | 0.7739   | 0.9380        | 0.9623           | nan                 | 0.8922           | 0.9884               | 0.9606                | 0.8577                  | 0.9910                | 0.0            | 0.8902      | 0.9880          | 0.9581           | 0.8185             | 0.9889           |
| 0.0127        | 44.92 | 29560 | 0.1009          | 0.7750   | 0.9395        | 0.9630           | nan                 | 0.8974           | 0.9886               | 0.9612                | 0.8601                  | 0.9901                | 0.0            | 0.8954      | 0.9882          | 0.9586           | 0.8199             | 0.9883           |
| 0.0352        | 44.95 | 29580 | 0.1013          | 0.7754   | 0.9398        | 0.9632           | nan                 | 0.8973           | 0.9894               | 0.9615                | 0.8607                  | 0.9900                | 0.0            | 0.8953      | 0.9890          | 0.9589           | 0.8212             | 0.9882           |
| 0.0191        | 44.98 | 29600 | 0.0991          | 0.7753   | 0.9398        | 0.9631           | nan                 | 0.8949           | 0.9897               | 0.9616                | 0.8627                  | 0.9901                | 0.0            | 0.8927      | 0.9892          | 0.9590           | 0.8224             | 0.9883           |
| 0.0197        | 45.02 | 29620 | 0.1012          | 0.7736   | 0.9383        | 0.9620           | nan                 | 0.8924           | 0.9886               | 0.9606                | 0.8606                  | 0.9890                | 0.0            | 0.8904      | 0.9882          | 0.9579           | 0.8176             | 0.9874           |
| 0.0036        | 45.05 | 29640 | 0.1017          | 0.7734   | 0.9379        | 0.9612           | nan                 | 0.8945           | 0.9885               | 0.9592                | 0.8585                  | 0.9888                | 0.0            | 0.8925      | 0.9881          | 0.9565           | 0.8158             | 0.9872           |
| 0.0034        | 45.08 | 29660 | 0.1039          | 0.7729   | 0.9372        | 0.9612           | nan                 | 0.8908           | 0.9884               | 0.9597                | 0.8577                  | 0.9893                | 0.0            | 0.8889      | 0.9880          | 0.9570           | 0.8158             | 0.9876           |
| 0.0165        | 45.11 | 29680 | 0.1031          | 0.7749   | 0.9396        | 0.9647           | nan                 | 0.8976           | 0.9891               | 0.9641                | 0.8580                  | 0.9892                | 0.0            | 0.8956      | 0.9887          | 0.9612           | 0.8162             | 0.9876           |
| 0.016         | 45.14 | 29700 | 0.1036          | 0.7732   | 0.9373        | 0.9631           | nan                 | 0.8908           | 0.9880               | 0.9626                | 0.8558                  | 0.9891                | 0.0            | 0.8890      | 0.9877          | 0.9598           | 0.8154             | 0.9875           |
| 0.0192        | 45.17 | 29720 | 0.1026          | 0.7744   | 0.9384        | 0.9642           | nan                 | 0.8969           | 0.9871               | 0.9639                | 0.8556                  | 0.9884                | 0.0            | 0.8948      | 0.9868          | 0.9610           | 0.8167             | 0.9868           |
| 0.0097        | 45.2  | 29740 | 0.0999          | 0.7745   | 0.9385        | 0.9636           | nan                 | 0.8940           | 0.9884               | 0.9629                | 0.8577                  | 0.9895                | 0.0            | 0.8920      | 0.9880          | 0.9602           | 0.8191             | 0.9878           |
| 0.0051        | 45.23 | 29760 | 0.1049          | 0.7751   | 0.9397        | 0.9633           | nan                 | 0.8979           | 0.9887               | 0.9615                | 0.8596                  | 0.9905                | 0.0            | 0.8958      | 0.9883          | 0.9589           | 0.8188             | 0.9886           |
| 0.0249        | 45.26 | 29780 | 0.1030          | 0.7751   | 0.9402        | 0.9627           | nan                 | 0.8974           | 0.9887               | 0.9607                | 0.8635                  | 0.9908                | 0.0            | 0.8953      | 0.9882          | 0.9581           | 0.8200             | 0.9889           |
| 0.0152        | 45.29 | 29800 | 0.1007          | 0.7751   | 0.9395        | 0.9620           | nan                 | 0.8990           | 0.9880               | 0.9593                | 0.8600                  | 0.9911                | 0.0            | 0.8968      | 0.9876          | 0.9568           | 0.8207             | 0.9890           |
| 0.0277        | 45.32 | 29820 | 0.1023          | 0.7739   | 0.9383        | 0.9621           | nan                 | 0.8957           | 0.9878               | 0.9603                | 0.8579                  | 0.9898                | 0.0            | 0.8937      | 0.9875          | 0.9576           | 0.8166             | 0.9881           |
| 0.0036        | 45.35 | 29840 | 0.1079          | 0.7744   | 0.9383        | 0.9618           | nan                 | 0.8983           | 0.9885               | 0.9592                | 0.8544                  | 0.9910                | 0.0            | 0.8964      | 0.9880          | 0.9565           | 0.8163             | 0.9890           |
| 0.0298        | 45.38 | 29860 | 0.1001          | 0.7753   | 0.9399        | 0.9619           | nan                 | 0.8985           | 0.9894               | 0.9589                | 0.8611                  | 0.9916                | 0.0            | 0.8965      | 0.9889          | 0.9564           | 0.8206             | 0.9895           |
| 0.0055        | 45.41 | 29880 | 0.1057          | 0.7750   | 0.9394        | 0.9624           | nan                 | 0.8975           | 0.9884               | 0.9602                | 0.8600                  | 0.9909                | 0.0            | 0.8957      | 0.9880          | 0.9574           | 0.8201             | 0.9890           |
| 0.0092        | 45.44 | 29900 | 0.1037          | 0.7748   | 0.9386        | 0.9626           | nan                 | 0.8956           | 0.9882               | 0.9606                | 0.8571                  | 0.9914                | 0.0            | 0.8938      | 0.9878          | 0.9579           | 0.8199             | 0.9893           |
| 0.0068        | 45.47 | 29920 | 0.1015          | 0.7739   | 0.9377        | 0.9605           | nan                 | 0.8938           | 0.9885               | 0.9579                | 0.8577                  | 0.9907                | 0.0            | 0.8919      | 0.9881          | 0.9552           | 0.8193             | 0.9887           |
| 0.0017        | 45.5  | 29940 | 0.1058          | 0.7744   | 0.9385        | 0.9609           | nan                 | 0.8945           | 0.9892               | 0.9584                | 0.8602                  | 0.9903                | 0.0            | 0.8927      | 0.9887          | 0.9557           | 0.8207             | 0.9884           |
| 0.0066        | 45.53 | 29960 | 0.1031          | 0.7747   | 0.9389        | 0.9621           | nan                 | 0.8953           | 0.9887               | 0.9599                | 0.8596                  | 0.9913                | 0.0            | 0.8932      | 0.9882          | 0.9572           | 0.8200             | 0.9893           |
| 0.0199        | 45.56 | 29980 | 0.1035          | 0.7742   | 0.9384        | 0.9613           | nan                 | 0.8950           | 0.9884               | 0.9588                | 0.8588                  | 0.9908                | 0.0            | 0.8931      | 0.9880          | 0.9561           | 0.8191             | 0.9889           |
| 0.008         | 45.59 | 30000 | 0.1015          | 0.7749   | 0.9399        | 0.9612           | nan                 | 0.8986           | 0.9882               | 0.9582                | 0.8635                  | 0.9910                | 0.0            | 0.8965      | 0.9878          | 0.9556           | 0.8207             | 0.9890           |
| 0.0086        | 45.62 | 30020 | 0.1087          | 0.7755   | 0.9401        | 0.9630           | nan                 | 0.9008           | 0.9885               | 0.9607                | 0.8594                  | 0.9909                | 0.0            | 0.8989      | 0.9881          | 0.9580           | 0.8189             | 0.9890           |
| 0.0028        | 45.65 | 30040 | 0.1037          | 0.7736   | 0.9381        | 0.9618           | nan                 | 0.8948           | 0.9882               | 0.9598                | 0.8575                  | 0.9900                | 0.0            | 0.8928      | 0.9877          | 0.9571           | 0.8159             | 0.9883           |
| 0.0091        | 45.68 | 30060 | 0.1022          | 0.7725   | 0.9357        | 0.9602           | nan                 | 0.8931           | 0.9876               | 0.9578                | 0.8501                  | 0.9900                | 0.0            | 0.8910      | 0.9872          | 0.9552           | 0.8133             | 0.9881           |
| 0.0268        | 45.71 | 30080 | 0.1034          | 0.7737   | 0.9377        | 0.9616           | nan                 | 0.8959           | 0.9882               | 0.9594                | 0.8548                  | 0.9902                | 0.0            | 0.8939      | 0.9877          | 0.9567           | 0.8155             | 0.9883           |
| 0.0222        | 45.74 | 30100 | 0.0999          | 0.7742   | 0.9376        | 0.9626           | nan                 | 0.8972           | 0.9889               | 0.9605                | 0.8506                  | 0.9907                | 0.0            | 0.8953      | 0.9884          | 0.9578           | 0.8152             | 0.9888           |
| 0.0049        | 45.78 | 30120 | 0.1070          | 0.7745   | 0.9383        | 0.9633           | nan                 | 0.8971           | 0.9890               | 0.9615                | 0.8532                  | 0.9908                | 0.0            | 0.8953      | 0.9885          | 0.9587           | 0.8156             | 0.9889           |
| 0.015         | 45.81 | 30140 | 0.1006          | 0.7747   | 0.9393        | 0.9633           | nan                 | 0.8984           | 0.9887               | 0.9618                | 0.8585                  | 0.9893                | 0.0            | 0.8964      | 0.9882          | 0.9590           | 0.8169             | 0.9876           |
| 0.0054        | 45.84 | 30160 | 0.1036          | 0.7731   | 0.9375        | 0.9611           | nan                 | 0.8933           | 0.9878               | 0.9593                | 0.8578                  | 0.9893                | 0.0            | 0.8914      | 0.9874          | 0.9567           | 0.8156             | 0.9876           |
| 0.0074        | 45.87 | 30180 | 0.1025          | 0.7739   | 0.9380        | 0.9617           | nan                 | 0.8974           | 0.9878               | 0.9595                | 0.8559                  | 0.9896                | 0.0            | 0.8954      | 0.9874          | 0.9568           | 0.8157             | 0.9878           |
| 0.0046        | 45.9  | 30200 | 0.1031          | 0.7744   | 0.9385        | 0.9617           | nan                 | 0.8995           | 0.9882               | 0.9592                | 0.8555                  | 0.9899                | 0.0            | 0.8975      | 0.9878          | 0.9565           | 0.8163             | 0.9881           |
| 0.0064        | 45.93 | 30220 | 0.1028          | 0.7733   | 0.9370        | 0.9615           | nan                 | 0.8915           | 0.9884               | 0.9600                | 0.8557                  | 0.9896                | 0.0            | 0.8897      | 0.9879          | 0.9572           | 0.8173             | 0.9878           |
| 0.0014        | 45.96 | 30240 | 0.1042          | 0.7737   | 0.9380        | 0.9615           | nan                 | 0.8940           | 0.9880               | 0.9598                | 0.8593                  | 0.9889                | 0.0            | 0.8921      | 0.9876          | 0.9571           | 0.8179             | 0.9872           |
| 0.002         | 45.99 | 30260 | 0.1088          | 0.7735   | 0.9372        | 0.9619           | nan                 | 0.8940           | 0.9878               | 0.9604                | 0.8546                  | 0.9891                | 0.0            | 0.8924      | 0.9874          | 0.9576           | 0.8162             | 0.9874           |
| 0.0017        | 46.02 | 30280 | 0.1073          | 0.7732   | 0.9367        | 0.9604           | nan                 | 0.8937           | 0.9878               | 0.9580                | 0.8541                  | 0.9899                | 0.0            | 0.8919      | 0.9874          | 0.9553           | 0.8164             | 0.9880           |
| 0.0198        | 46.05 | 30300 | 0.1033          | 0.7737   | 0.9378        | 0.9614           | nan                 | 0.8961           | 0.9881               | 0.9593                | 0.8567                  | 0.9890                | 0.0            | 0.8942      | 0.9877          | 0.9566           | 0.8163             | 0.9873           |
| 0.005         | 46.08 | 30320 | 0.1051          | 0.7743   | 0.9386        | 0.9620           | nan                 | 0.8980           | 0.9880               | 0.9598                | 0.8574                  | 0.9898                | 0.0            | 0.8960      | 0.9876          | 0.9571           | 0.8173             | 0.9880           |
| 0.0198        | 46.11 | 30340 | 0.1007          | 0.7747   | 0.9382        | 0.9627           | nan                 | 0.8998           | 0.9882               | 0.9607                | 0.8524                  | 0.9899                | 0.0            | 0.8979      | 0.9878          | 0.9579           | 0.8166             | 0.9881           |
| 0.0172        | 46.14 | 30360 | 0.1049          | 0.7727   | 0.9357        | 0.9609           | nan                 | 0.8930           | 0.9880               | 0.9589                | 0.8491                  | 0.9893                | 0.0            | 0.8913      | 0.9876          | 0.9562           | 0.8135             | 0.9876           |
| 0.0196        | 46.17 | 30380 | 0.1031          | 0.7735   | 0.9367        | 0.9607           | nan                 | 0.8958           | 0.9886               | 0.9581                | 0.8513                  | 0.9897                | 0.0            | 0.8939      | 0.9882          | 0.9555           | 0.8154             | 0.9878           |
| 0.0105        | 46.2  | 30400 | 0.1041          | 0.7736   | 0.9363        | 0.9624           | nan                 | 0.8971           | 0.9879               | 0.9607                | 0.8465                  | 0.9894                | 0.0            | 0.8954      | 0.9875          | 0.9579           | 0.8135             | 0.9876           |
| 0.0045        | 46.23 | 30420 | 0.1018          | 0.7756   | 0.9391        | 0.9637           | nan                 | 0.9011           | 0.9888               | 0.9615                | 0.8529                  | 0.9912                | 0.0            | 0.8992      | 0.9884          | 0.9588           | 0.8179             | 0.9892           |
| 0.0222        | 46.26 | 30440 | 0.1029          | 0.7739   | 0.9378        | 0.9624           | nan                 | 0.8940           | 0.9886               | 0.9609                | 0.8554                  | 0.9900                | 0.0            | 0.8922      | 0.9881          | 0.9582           | 0.8165             | 0.9882           |
| 0.0128        | 46.29 | 30460 | 0.1030          | 0.7752   | 0.9392        | 0.9630           | nan                 | 0.8978           | 0.9888               | 0.9610                | 0.8572                  | 0.9911                | 0.0            | 0.8959      | 0.9883          | 0.9584           | 0.8194             | 0.9892           |
| 0.0034        | 46.32 | 30480 | 0.1056          | 0.7742   | 0.9387        | 0.9629           | nan                 | 0.8936           | 0.9882               | 0.9615                | 0.8593                  | 0.9907                | 0.0            | 0.8918      | 0.9878          | 0.9588           | 0.8178             | 0.9888           |
| 0.0014        | 46.35 | 30500 | 0.1064          | 0.7743   | 0.9392        | 0.9632           | nan                 | 0.8962           | 0.9877               | 0.9620                | 0.8603                  | 0.9896                | 0.0            | 0.8945      | 0.9873          | 0.9592           | 0.8172             | 0.9878           |
| 0.0066        | 46.38 | 30520 | 0.1027          | 0.7746   | 0.9390        | 0.9638           | nan                 | 0.8972           | 0.9877               | 0.9627                | 0.8578                  | 0.9898                | 0.0            | 0.8954      | 0.9873          | 0.9599           | 0.8168             | 0.9880           |
| 0.0158        | 46.41 | 30540 | 0.0990          | 0.7734   | 0.9375        | 0.9606           | nan                 | 0.8938           | 0.9879               | 0.9583                | 0.8578                  | 0.9895                | 0.0            | 0.8918      | 0.9875          | 0.9556           | 0.8180             | 0.9877           |
| 0.008         | 46.44 | 30560 | 0.1015          | 0.7748   | 0.9389        | 0.9620           | nan                 | 0.8998           | 0.9876               | 0.9596                | 0.8576                  | 0.9901                | 0.0            | 0.8978      | 0.9872          | 0.9569           | 0.8186             | 0.9882           |
| 0.0077        | 46.47 | 30580 | 0.1026          | 0.7741   | 0.9383        | 0.9618           | nan                 | 0.8960           | 0.9877               | 0.9599                | 0.8582                  | 0.9895                | 0.0            | 0.8941      | 0.9873          | 0.9572           | 0.8185             | 0.9877           |
| 0.0058        | 46.5  | 30600 | 0.0998          | 0.7742   | 0.9379        | 0.9624           | nan                 | 0.8954           | 0.9878               | 0.9608                | 0.8561                  | 0.9896                | 0.0            | 0.8935      | 0.9874          | 0.9581           | 0.8181             | 0.9879           |
| 0.0051        | 46.53 | 30620 | 0.1037          | 0.7741   | 0.9381        | 0.9616           | nan                 | 0.8955           | 0.9881               | 0.9595                | 0.8574                  | 0.9899                | 0.0            | 0.8935      | 0.9876          | 0.9569           | 0.8184             | 0.9881           |
| 0.0053        | 46.57 | 30640 | 0.1003          | 0.7754   | 0.9402        | 0.9627           | nan                 | 0.8994           | 0.9885               | 0.9606                | 0.8625                  | 0.9899                | 0.0            | 0.8973      | 0.9881          | 0.9580           | 0.8211             | 0.9882           |
| 0.0048        | 46.6  | 30660 | 0.1063          | 0.7752   | 0.9395        | 0.9628           | nan                 | 0.8979           | 0.9886               | 0.9609                | 0.8603                  | 0.9900                | 0.0            | 0.8961      | 0.9882          | 0.9582           | 0.8207             | 0.9882           |
| 0.0052        | 46.63 | 30680 | 0.1073          | 0.7744   | 0.9384        | 0.9624           | nan                 | 0.8955           | 0.9888               | 0.9605                | 0.8568                  | 0.9902                | 0.0            | 0.8938      | 0.9883          | 0.9578           | 0.8180             | 0.9883           |
| 0.004         | 46.66 | 30700 | 0.1041          | 0.7752   | 0.9397        | 0.9633           | nan                 | 0.8987           | 0.9886               | 0.9616                | 0.8594                  | 0.9903                | 0.0            | 0.8969      | 0.9882          | 0.9588           | 0.8190             | 0.9885           |
| 0.0061        | 46.69 | 30720 | 0.1045          | 0.7740   | 0.9385        | 0.9629           | nan                 | 0.8956           | 0.9876               | 0.9618                | 0.8583                  | 0.9893                | 0.0            | 0.8937      | 0.9872          | 0.9590           | 0.8167             | 0.9876           |
| 0.0162        | 46.72 | 30740 | 0.1022          | 0.7745   | 0.9388        | 0.9625           | nan                 | 0.8965           | 0.9884               | 0.9608                | 0.8587                  | 0.9895                | 0.0            | 0.8946      | 0.9880          | 0.9581           | 0.8183             | 0.9878           |
| 0.0098        | 46.75 | 30760 | 0.1033          | 0.7745   | 0.9388        | 0.9630           | nan                 | 0.8959           | 0.9881               | 0.9615                | 0.8582                  | 0.9903                | 0.0            | 0.8941      | 0.9877          | 0.9588           | 0.8178             | 0.9885           |
| 0.003         | 46.78 | 30780 | 0.1060          | 0.7738   | 0.9380        | 0.9619           | nan                 | 0.8948           | 0.9882               | 0.9602                | 0.8570                  | 0.9897                | 0.0            | 0.8930      | 0.9877          | 0.9575           | 0.8167             | 0.9879           |
| 0.0205        | 46.81 | 30800 | 0.1058          | 0.7745   | 0.9391        | 0.9624           | nan                 | 0.8969           | 0.9885               | 0.9604                | 0.8593                  | 0.9902                | 0.0            | 0.8951      | 0.9881          | 0.9577           | 0.8180             | 0.9883           |
| 0.0265        | 46.84 | 30820 | 0.1020          | 0.7734   | 0.9372        | 0.9617           | nan                 | 0.8927           | 0.9883               | 0.9601                | 0.8554                  | 0.9897                | 0.0            | 0.8909      | 0.9879          | 0.9574           | 0.8164             | 0.9879           |
| 0.006         | 46.87 | 30840 | 0.1052          | 0.7739   | 0.9385        | 0.9608           | nan                 | 0.8940           | 0.9886               | 0.9583                | 0.8616                  | 0.9900                | 0.0            | 0.8922      | 0.9882          | 0.9557           | 0.8190             | 0.9881           |
| 0.0078        | 46.9  | 30860 | 0.1037          | 0.7743   | 0.9393        | 0.9620           | nan                 | 0.8939           | 0.9893               | 0.9603                | 0.8638                  | 0.9894                | 0.0            | 0.8920      | 0.9888          | 0.9577           | 0.8195             | 0.9877           |
| 0.0024        | 46.93 | 30880 | 0.1080          | 0.7743   | 0.9388        | 0.9618           | nan                 | 0.8967           | 0.9883               | 0.9595                | 0.8591                  | 0.9901                | 0.0            | 0.8949      | 0.9879          | 0.9569           | 0.8178             | 0.9882           |
| 0.0342        | 46.96 | 30900 | 0.1022          | 0.7754   | 0.9405        | 0.9618           | nan                 | 0.9017           | 0.9886               | 0.9589                | 0.8635                  | 0.9900                | 0.0            | 0.8996      | 0.9881          | 0.9564           | 0.8199             | 0.9881           |
| 0.0099        | 46.99 | 30920 | 0.1006          | 0.7755   | 0.9403        | 0.9621           | nan                 | 0.9008           | 0.9887               | 0.9593                | 0.8616                  | 0.9910                | 0.0            | 0.8986      | 0.9882          | 0.9568           | 0.8206             | 0.9889           |
| 0.009         | 47.02 | 30940 | 0.1060          | 0.7748   | 0.9394        | 0.9622           | nan                 | 0.8948           | 0.9884               | 0.9602                | 0.8630                  | 0.9906                | 0.0            | 0.8929      | 0.9879          | 0.9577           | 0.8217             | 0.9887           |
| 0.0541        | 47.05 | 30960 | 0.1034          | 0.7748   | 0.9383        | 0.9627           | nan                 | 0.8970           | 0.9883               | 0.9606                | 0.8547                  | 0.9911                | 0.0            | 0.8951      | 0.9878          | 0.9580           | 0.8188             | 0.9891           |
| 0.0127        | 47.08 | 30980 | 0.1013          | 0.7744   | 0.9393        | 0.9619           | nan                 | 0.8968           | 0.9879               | 0.9600                | 0.8624                  | 0.9894                | 0.0            | 0.8949      | 0.9875          | 0.9573           | 0.8189             | 0.9877           |
| 0.0053        | 47.11 | 31000 | 0.1049          | 0.7747   | 0.9397        | 0.9623           | nan                 | 0.8973           | 0.9885               | 0.9603                | 0.8626                  | 0.9895                | 0.0            | 0.8955      | 0.9880          | 0.9577           | 0.8195             | 0.9877           |
| 0.0044        | 47.14 | 31020 | 0.1062          | 0.7743   | 0.9390        | 0.9624           | nan                 | 0.8973           | 0.9877               | 0.9608                | 0.8601                  | 0.9891                | 0.0            | 0.8955      | 0.9873          | 0.9581           | 0.8177             | 0.9875           |
| 0.003         | 47.17 | 31040 | 0.1070          | 0.7750   | 0.9401        | 0.9631           | nan                 | 0.8993           | 0.9882               | 0.9614                | 0.8622                  | 0.9894                | 0.0            | 0.8975      | 0.9877          | 0.9586           | 0.8183             | 0.9877           |
| 0.0344        | 47.2  | 31060 | 0.1048          | 0.7754   | 0.9412        | 0.9630           | nan                 | 0.8985           | 0.9890               | 0.9610                | 0.8670                  | 0.9903                | 0.0            | 0.8966      | 0.9885          | 0.9583           | 0.8204             | 0.9885           |
| 0.0032        | 47.23 | 31080 | 0.1045          | 0.7755   | 0.9411        | 0.9630           | nan                 | 0.8989           | 0.9890               | 0.9609                | 0.8660                  | 0.9908                | 0.0            | 0.8970      | 0.9885          | 0.9583           | 0.8203             | 0.9889           |
| 0.0058        | 47.26 | 31100 | 0.1022          | 0.7751   | 0.9399        | 0.9631           | nan                 | 0.8983           | 0.9886               | 0.9612                | 0.8607                  | 0.9905                | 0.0            | 0.8964      | 0.9881          | 0.9585           | 0.8189             | 0.9886           |
| 0.0019        | 47.29 | 31120 | 0.1067          | 0.7755   | 0.9409        | 0.9628           | nan                 | 0.9020           | 0.9888               | 0.9602                | 0.8629                  | 0.9904                | 0.0            | 0.9000      | 0.9883          | 0.9576           | 0.8187             | 0.9885           |
| 0.0288        | 47.33 | 31140 | 0.1058          | 0.7749   | 0.9401        | 0.9630           | nan                 | 0.8994           | 0.9885               | 0.9612                | 0.8618                  | 0.9899                | 0.0            | 0.8976      | 0.9880          | 0.9585           | 0.8172             | 0.9881           |
| 0.0138        | 47.36 | 31160 | 0.1033          | 0.7755   | 0.9410        | 0.9635           | nan                 | 0.9015           | 0.9882               | 0.9617                | 0.8642                  | 0.9897                | 0.0            | 0.8996      | 0.9877          | 0.9591           | 0.8186             | 0.9879           |
| 0.0117        | 47.39 | 31180 | 0.1024          | 0.7752   | 0.9409        | 0.9637           | nan                 | 0.9002           | 0.9889               | 0.9623                | 0.8643                  | 0.9888                | 0.0            | 0.8983      | 0.9884          | 0.9595           | 0.8176             | 0.9872           |
| 0.006         | 47.42 | 31200 | 0.1005          | 0.7740   | 0.9388        | 0.9615           | nan                 | 0.8954           | 0.9883               | 0.9595                | 0.8617                  | 0.9891                | 0.0            | 0.8935      | 0.9878          | 0.9570           | 0.8182             | 0.9874           |
| 0.0007        | 47.45 | 31220 | 0.1011          | 0.7754   | 0.9405        | 0.9625           | nan                 | 0.8993           | 0.9887               | 0.9604                | 0.8646                  | 0.9894                | 0.0            | 0.8974      | 0.9882          | 0.9578           | 0.8212             | 0.9877           |
| 0.0032        | 47.48 | 31240 | 0.1041          | 0.7757   | 0.9401        | 0.9632           | nan                 | 0.9005           | 0.9887               | 0.9612                | 0.8603                  | 0.9898                | 0.0            | 0.8986      | 0.9882          | 0.9585           | 0.8208             | 0.9880           |
| 0.0174        | 47.51 | 31260 | 0.1040          | 0.7747   | 0.9400        | 0.9622           | nan                 | 0.8978           | 0.9885               | 0.9603                | 0.8645                  | 0.9889                | 0.0            | 0.8959      | 0.9881          | 0.9577           | 0.8191             | 0.9872           |
| 0.0211        | 47.54 | 31280 | 0.1035          | 0.7750   | 0.9401        | 0.9614           | nan                 | 0.8988           | 0.9883               | 0.9588                | 0.8651                  | 0.9897                | 0.0            | 0.8968      | 0.9879          | 0.9562           | 0.8213             | 0.9879           |
| 0.0069        | 47.57 | 31300 | 0.1022          | 0.7757   | 0.9408        | 0.9620           | nan                 | 0.9014           | 0.9885               | 0.9592                | 0.8650                  | 0.9899                | 0.0            | 0.8992      | 0.9881          | 0.9567           | 0.8223             | 0.9881           |
| 0.0108        | 47.6  | 31320 | 0.0990          | 0.7747   | 0.9406        | 0.9607           | nan                 | 0.8990           | 0.9891               | 0.9577                | 0.8683                  | 0.9890                | 0.0            | 0.8968      | 0.9885          | 0.9552           | 0.8202             | 0.9873           |
| 0.005         | 47.63 | 31340 | 0.1030          | 0.7747   | 0.9392        | 0.9620           | nan                 | 0.8967           | 0.9886               | 0.9599                | 0.8612                  | 0.9899                | 0.0            | 0.8948      | 0.9881          | 0.9573           | 0.8199             | 0.9881           |
| 0.003         | 47.66 | 31360 | 0.1043          | 0.7753   | 0.9403        | 0.9627           | nan                 | 0.8971           | 0.9889               | 0.9606                | 0.8645                  | 0.9906                | 0.0            | 0.8951      | 0.9884          | 0.9581           | 0.8214             | 0.9887           |
| 0.0019        | 47.69 | 31380 | 0.1074          | 0.7748   | 0.9391        | 0.9620           | nan                 | 0.8982           | 0.9882               | 0.9595                | 0.8589                  | 0.9907                | 0.0            | 0.8963      | 0.9878          | 0.9570           | 0.8190             | 0.9887           |
| 0.0163        | 47.72 | 31400 | 0.1059          | 0.7748   | 0.9390        | 0.9618           | nan                 | 0.8974           | 0.9889               | 0.9593                | 0.8588                  | 0.9906                | 0.0            | 0.8955      | 0.9884          | 0.9568           | 0.8194             | 0.9886           |
| 0.0065        | 47.75 | 31420 | 0.1027          | 0.7738   | 0.9379        | 0.9606           | nan                 | 0.8955           | 0.9885               | 0.9580                | 0.8579                  | 0.9897                | 0.0            | 0.8933      | 0.9880          | 0.9555           | 0.8180             | 0.9879           |
| 0.0023        | 47.78 | 31440 | 0.1054          | 0.7754   | 0.9396        | 0.9624           | nan                 | 0.9005           | 0.9888               | 0.9597                | 0.8578                  | 0.9910                | 0.0            | 0.8984      | 0.9883          | 0.9572           | 0.8197             | 0.9890           |
| 0.0052        | 47.81 | 31460 | 0.1068          | 0.7751   | 0.9395        | 0.9633           | nan                 | 0.8970           | 0.9885               | 0.9618                | 0.8599                  | 0.9906                | 0.0            | 0.8951      | 0.9881          | 0.9591           | 0.8195             | 0.9887           |
| 0.0024        | 47.84 | 31480 | 0.1102          | 0.7757   | 0.9400        | 0.9636           | nan                 | 0.8993           | 0.9888               | 0.9615                | 0.8588                  | 0.9916                | 0.0            | 0.8975      | 0.9883          | 0.9589           | 0.8202             | 0.9895           |
| 0.0068        | 47.87 | 31500 | 0.1071          | 0.7750   | 0.9391        | 0.9631           | nan                 | 0.8968           | 0.9884               | 0.9612                | 0.8573                  | 0.9917                | 0.0            | 0.8950      | 0.9879          | 0.9586           | 0.8191             | 0.9895           |
| 0.0059        | 47.9  | 31520 | 0.1067          | 0.7753   | 0.9401        | 0.9634           | nan                 | 0.8987           | 0.9882               | 0.9616                | 0.8612                  | 0.9907                | 0.0            | 0.8969      | 0.9878          | 0.9589           | 0.8192             | 0.9888           |
| 0.007         | 47.93 | 31540 | 0.1102          | 0.7749   | 0.9397        | 0.9632           | nan                 | 0.8974           | 0.9882               | 0.9616                | 0.8610                  | 0.9903                | 0.0            | 0.8956      | 0.9878          | 0.9590           | 0.8188             | 0.9884           |
| 0.0111        | 47.96 | 31560 | 0.1027          | 0.7765   | 0.9425        | 0.9647           | nan                 | 0.9018           | 0.9893               | 0.9633                | 0.8682                  | 0.9899                | 0.0            | 0.8999      | 0.9888          | 0.9606           | 0.8217             | 0.9882           |
| 0.0038        | 47.99 | 31580 | 0.1031          | 0.7750   | 0.9394        | 0.9625           | nan                 | 0.8986           | 0.9886               | 0.9603                | 0.8590                  | 0.9904                | 0.0            | 0.8967      | 0.9881          | 0.9577           | 0.8191             | 0.9885           |
| 0.0013        | 48.02 | 31600 | 0.1042          | 0.7756   | 0.9408        | 0.9625           | nan                 | 0.9000           | 0.9887               | 0.9600                | 0.8648                  | 0.9905                | 0.0            | 0.8979      | 0.9882          | 0.9575           | 0.8213             | 0.9886           |
| 0.0184        | 48.05 | 31620 | 0.1043          | 0.7753   | 0.9397        | 0.9625           | nan                 | 0.8994           | 0.9884               | 0.9603                | 0.8602                  | 0.9900                | 0.0            | 0.8974      | 0.9880          | 0.9578           | 0.8203             | 0.9882           |
| 0.0045        | 48.09 | 31640 | 0.1032          | 0.7745   | 0.9389        | 0.9619           | nan                 | 0.8961           | 0.9883               | 0.9599                | 0.8601                  | 0.9901                | 0.0            | 0.8941      | 0.9878          | 0.9573           | 0.8197             | 0.9883           |
| 0.0024        | 48.12 | 31660 | 0.1027          | 0.7754   | 0.9396        | 0.9626           | nan                 | 0.8995           | 0.9889               | 0.9603                | 0.8589                  | 0.9902                | 0.0            | 0.8975      | 0.9884          | 0.9577           | 0.8204             | 0.9884           |
| 0.0011        | 48.15 | 31680 | 0.1098          | 0.7745   | 0.9384        | 0.9618           | nan                 | 0.8983           | 0.9882               | 0.9592                | 0.8555                  | 0.9905                | 0.0            | 0.8963      | 0.9878          | 0.9567           | 0.8177             | 0.9885           |
| 0.0027        | 48.18 | 31700 | 0.1053          | 0.7759   | 0.9403        | 0.9629           | nan                 | 0.9033           | 0.9887               | 0.9604                | 0.8593                  | 0.9901                | 0.0            | 0.9012      | 0.9882          | 0.9578           | 0.8198             | 0.9882           |
| 0.0061        | 48.21 | 31720 | 0.1043          | 0.7756   | 0.9402        | 0.9625           | nan                 | 0.9014           | 0.9888               | 0.9598                | 0.8604                  | 0.9905                | 0.0            | 0.8994      | 0.9883          | 0.9573           | 0.8200             | 0.9886           |
| 0.0054        | 48.24 | 31740 | 0.1061          | 0.7751   | 0.9397        | 0.9619           | nan                 | 0.8994           | 0.9883               | 0.9594                | 0.8612                  | 0.9904                | 0.0            | 0.8975      | 0.9879          | 0.9568           | 0.8200             | 0.9885           |
| 0.0135        | 48.27 | 31760 | 0.1046          | 0.7747   | 0.9387        | 0.9624           | nan                 | 0.8978           | 0.9877               | 0.9604                | 0.8572                  | 0.9903                | 0.0            | 0.8958      | 0.9873          | 0.9578           | 0.8186             | 0.9884           |
| 0.0383        | 48.3  | 31780 | 0.1073          | 0.7747   | 0.9389        | 0.9606           | nan                 | 0.8992           | 0.9883               | 0.9572                | 0.8587                  | 0.9911                | 0.0            | 0.8972      | 0.9878          | 0.9548           | 0.8196             | 0.9890           |
| 0.0175        | 48.33 | 31800 | 0.1020          | 0.7744   | 0.9396        | 0.9608           | nan                 | 0.8989           | 0.9882               | 0.9579                | 0.8637                  | 0.9895                | 0.0            | 0.8966      | 0.9877          | 0.9555           | 0.8189             | 0.9877           |
| 0.0026        | 48.36 | 31820 | 0.1050          | 0.7749   | 0.9397        | 0.9622           | nan                 | 0.8985           | 0.9882               | 0.9599                | 0.8615                  | 0.9901                | 0.0            | 0.8967      | 0.9877          | 0.9573           | 0.8195             | 0.9883           |
| 0.0012        | 48.39 | 31840 | 0.1088          | 0.7750   | 0.9393        | 0.9615           | nan                 | 0.8983           | 0.9884               | 0.9587                | 0.8603                  | 0.9906                | 0.0            | 0.8964      | 0.9880          | 0.9562           | 0.8205             | 0.9887           |
| 0.0055        | 48.42 | 31860 | 0.1080          | 0.7748   | 0.9385        | 0.9631           | nan                 | 0.8980           | 0.9882               | 0.9612                | 0.8543                  | 0.9908                | 0.0            | 0.8963      | 0.9878          | 0.9585           | 0.8173             | 0.9889           |
| 0.0074        | 48.45 | 31880 | 0.1023          | 0.7750   | 0.9390        | 0.9623           | nan                 | 0.8979           | 0.9889               | 0.9601                | 0.8583                  | 0.9900                | 0.0            | 0.8958      | 0.9884          | 0.9575           | 0.8196             | 0.9883           |
| 0.015         | 48.48 | 31900 | 0.1015          | 0.7759   | 0.9398        | 0.9627           | nan                 | 0.9019           | 0.9898               | 0.9600                | 0.8568                  | 0.9906                | 0.0            | 0.8998      | 0.9893          | 0.9574           | 0.8201             | 0.9887           |
| 0.0059        | 48.51 | 31920 | 0.1039          | 0.7746   | 0.9389        | 0.9620           | nan                 | 0.8964           | 0.9887               | 0.9601                | 0.8597                  | 0.9894                | 0.0            | 0.8945      | 0.9883          | 0.9575           | 0.8195             | 0.9877           |
| 0.0016        | 48.54 | 31940 | 0.1097          | 0.7747   | 0.9392        | 0.9626           | nan                 | 0.8983           | 0.9887               | 0.9608                | 0.8591                  | 0.9891                | 0.0            | 0.8964      | 0.9883          | 0.9581           | 0.8182             | 0.9874           |
| 0.0263        | 48.57 | 31960 | 0.1041          | 0.7750   | 0.9395        | 0.9620           | nan                 | 0.8988           | 0.9890               | 0.9597                | 0.8605                  | 0.9892                | 0.0            | 0.8969      | 0.9885          | 0.9571           | 0.8199             | 0.9876           |
| 0.0033        | 48.6  | 31980 | 0.1042          | 0.7750   | 0.9395        | 0.9619           | nan                 | 0.9001           | 0.9891               | 0.9594                | 0.8597                  | 0.9891                | 0.0            | 0.8981      | 0.9886          | 0.9569           | 0.8191             | 0.9873           |
| 0.0034        | 48.63 | 32000 | 0.1041          | 0.7749   | 0.9393        | 0.9618           | nan                 | 0.8976           | 0.9889               | 0.9594                | 0.8602                  | 0.9905                | 0.0            | 0.8956      | 0.9885          | 0.9569           | 0.8201             | 0.9886           |
| 0.0032        | 48.66 | 32020 | 0.1066          | 0.7748   | 0.9394        | 0.9626           | nan                 | 0.8978           | 0.9884               | 0.9608                | 0.8600                  | 0.9899                | 0.0            | 0.8959      | 0.9880          | 0.9582           | 0.8189             | 0.9881           |
| 0.0032        | 48.69 | 32040 | 0.1074          | 0.7749   | 0.9391        | 0.9632           | nan                 | 0.8977           | 0.9883               | 0.9617                | 0.8577                  | 0.9901                | 0.0            | 0.8959      | 0.9879          | 0.9590           | 0.8184             | 0.9883           |
| 0.012         | 48.72 | 32060 | 0.1055          | 0.7749   | 0.9394        | 0.9626           | nan                 | 0.8978           | 0.9885               | 0.9606                | 0.8598                  | 0.9903                | 0.0            | 0.8959      | 0.9880          | 0.9580           | 0.8192             | 0.9885           |
| 0.0047        | 48.75 | 32080 | 0.1037          | 0.7757   | 0.9401        | 0.9630           | nan                 | 0.9014           | 0.9885               | 0.9606                | 0.8590                  | 0.9908                | 0.0            | 0.8994      | 0.9881          | 0.9581           | 0.8197             | 0.9889           |
| 0.0161        | 48.78 | 32100 | 0.1022          | 0.7751   | 0.9392        | 0.9626           | nan                 | 0.8989           | 0.9885               | 0.9604                | 0.8580                  | 0.9905                | 0.0            | 0.8969      | 0.9881          | 0.9578           | 0.8196             | 0.9886           |
| 0.0048        | 48.81 | 32120 | 0.1071          | 0.7754   | 0.9398        | 0.9632           | nan                 | 0.8975           | 0.9890               | 0.9613                | 0.8602                  | 0.9910                | 0.0            | 0.8955      | 0.9885          | 0.9587           | 0.8206             | 0.9890           |
| 0.0117        | 48.84 | 32140 | 0.1043          | 0.7757   | 0.9405        | 0.9629           | nan                 | 0.8993           | 0.9894               | 0.9608                | 0.8629                  | 0.9902                | 0.0            | 0.8972      | 0.9889          | 0.9582           | 0.8215             | 0.9884           |
| 0.0006        | 48.88 | 32160 | 0.1076          | 0.7760   | 0.9408        | 0.9633           | nan                 | 0.9020           | 0.9888               | 0.9611                | 0.8616                  | 0.9902                | 0.0            | 0.9001      | 0.9884          | 0.9585           | 0.8206             | 0.9884           |
| 0.0025        | 48.91 | 32180 | 0.1072          | 0.7753   | 0.9401        | 0.9624           | nan                 | 0.8983           | 0.9887               | 0.9600                | 0.8627                  | 0.9908                | 0.0            | 0.8963      | 0.9882          | 0.9575           | 0.8211             | 0.9889           |
| 0.0034        | 48.94 | 32200 | 0.1049          | 0.7756   | 0.9407        | 0.9626           | nan                 | 0.8983           | 0.9888               | 0.9602                | 0.8650                  | 0.9911                | 0.0            | 0.8961      | 0.9883          | 0.9578           | 0.8223             | 0.9891           |
| 0.0061        | 48.97 | 32220 | 0.1056          | 0.7749   | 0.9396        | 0.9626           | nan                 | 0.8977           | 0.9882               | 0.9608                | 0.8619                  | 0.9895                | 0.0            | 0.8957      | 0.9878          | 0.9582           | 0.8196             | 0.9878           |
| 0.0047        | 49.0  | 32240 | 0.1066          | 0.7748   | 0.9398        | 0.9617           | nan                 | 0.8971           | 0.9885               | 0.9594                | 0.8640                  | 0.9898                | 0.0            | 0.8950      | 0.9880          | 0.9569           | 0.8208             | 0.9881           |
| 0.0094        | 49.03 | 32260 | 0.1076          | 0.7749   | 0.9392        | 0.9619           | nan                 | 0.8975           | 0.9884               | 0.9597                | 0.8602                  | 0.9901                | 0.0            | 0.8956      | 0.9880          | 0.9571           | 0.8202             | 0.9883           |
| 0.0089        | 49.06 | 32280 | 0.1050          | 0.7747   | 0.9398        | 0.9625           | nan                 | 0.8983           | 0.9882               | 0.9607                | 0.8628                  | 0.9892                | 0.0            | 0.8963      | 0.9878          | 0.9580           | 0.8185             | 0.9876           |
| 0.0029        | 49.09 | 32300 | 0.1060          | 0.7748   | 0.9395        | 0.9619           | nan                 | 0.8968           | 0.9885               | 0.9597                | 0.8627                  | 0.9899                | 0.0            | 0.8949      | 0.9881          | 0.9571           | 0.8205             | 0.9882           |
| 0.024         | 49.12 | 32320 | 0.1034          | 0.7747   | 0.9395        | 0.9612           | nan                 | 0.8972           | 0.9885               | 0.9586                | 0.8634                  | 0.9900                | 0.0            | 0.8950      | 0.9881          | 0.9561           | 0.8209             | 0.9882           |
| 0.0023        | 49.15 | 32340 | 0.1045          | 0.7752   | 0.9409        | 0.9629           | nan                 | 0.9002           | 0.9889               | 0.9610                | 0.8654                  | 0.9892                | 0.0            | 0.8981      | 0.9884          | 0.9583           | 0.8188             | 0.9876           |
| 0.0032        | 49.18 | 32360 | 0.1080          | 0.7759   | 0.9404        | 0.9633           | nan                 | 0.9008           | 0.9889               | 0.9611                | 0.8604                  | 0.9906                | 0.0            | 0.8989      | 0.9884          | 0.9585           | 0.8207             | 0.9888           |
| 0.0015        | 49.21 | 32380 | 0.1050          | 0.7759   | 0.9407        | 0.9630           | nan                 | 0.9021           | 0.9886               | 0.9606                | 0.8617                  | 0.9903                | 0.0            | 0.9001      | 0.9882          | 0.9581           | 0.8205             | 0.9885           |
| 0.0057        | 49.24 | 32400 | 0.1030          | 0.7750   | 0.9394        | 0.9620           | nan                 | 0.8996           | 0.9883               | 0.9596                | 0.8599                  | 0.9897                | 0.0            | 0.8975      | 0.9879          | 0.9571           | 0.8195             | 0.9879           |
| 0.0087        | 49.27 | 32420 | 0.1043          | 0.7752   | 0.9398        | 0.9623           | nan                 | 0.8991           | 0.9882               | 0.9599                | 0.8614                  | 0.9905                | 0.0            | 0.8971      | 0.9878          | 0.9574           | 0.8205             | 0.9886           |
| 0.0039        | 49.3  | 32440 | 0.1050          | 0.7754   | 0.9394        | 0.9623           | nan                 | 0.9008           | 0.9885               | 0.9597                | 0.8574                  | 0.9909                | 0.0            | 0.8987      | 0.9880          | 0.9571           | 0.8197             | 0.9889           |
| 0.0107        | 49.33 | 32460 | 0.1007          | 0.7747   | 0.9393        | 0.9615           | nan                 | 0.8977           | 0.9884               | 0.9590                | 0.8611                  | 0.9902                | 0.0            | 0.8957      | 0.9880          | 0.9565           | 0.8199             | 0.9884           |
| 0.0037        | 49.36 | 32480 | 0.1054          | 0.7756   | 0.9406        | 0.9628           | nan                 | 0.9000           | 0.9889               | 0.9607                | 0.8635                  | 0.9898                | 0.0            | 0.8981      | 0.9884          | 0.9580           | 0.8211             | 0.9881           |
| 0.0375        | 49.39 | 32500 | 0.1065          | 0.7745   | 0.9388        | 0.9617           | nan                 | 0.8951           | 0.9888               | 0.9595                | 0.8606                  | 0.9900                | 0.0            | 0.8932      | 0.9883          | 0.9569           | 0.8202             | 0.9882           |
| 0.0399        | 49.42 | 32520 | 0.1049          | 0.7758   | 0.9407        | 0.9626           | nan                 | 0.9018           | 0.9885               | 0.9601                | 0.8627                  | 0.9905                | 0.0            | 0.8998      | 0.9881          | 0.9574           | 0.8209             | 0.9887           |
| 0.0047        | 49.45 | 32540 | 0.1080          | 0.7748   | 0.9391        | 0.9623           | nan                 | 0.8962           | 0.9887               | 0.9602                | 0.8601                  | 0.9904                | 0.0            | 0.8945      | 0.9882          | 0.9576           | 0.8199             | 0.9885           |
| 0.006         | 49.48 | 32560 | 0.1054          | 0.7757   | 0.9403        | 0.9629           | nan                 | 0.9000           | 0.9888               | 0.9608                | 0.8616                  | 0.9903                | 0.0            | 0.8981      | 0.9884          | 0.9581           | 0.8209             | 0.9885           |
| 0.0019        | 49.51 | 32580 | 0.1058          | 0.7747   | 0.9391        | 0.9623           | nan                 | 0.8967           | 0.9888               | 0.9603                | 0.8597                  | 0.9900                | 0.0            | 0.8949      | 0.9883          | 0.9576           | 0.8193             | 0.9883           |
| 0.0039        | 49.54 | 32600 | 0.1068          | 0.7747   | 0.9393        | 0.9624           | nan                 | 0.8968           | 0.9883               | 0.9606                | 0.8609                  | 0.9899                | 0.0            | 0.8949      | 0.9878          | 0.9579           | 0.8192             | 0.9881           |
| 0.0368        | 49.57 | 32620 | 0.1070          | 0.7755   | 0.9403        | 0.9630           | nan                 | 0.9000           | 0.9883               | 0.9611                | 0.8623                  | 0.9900                | 0.0            | 0.8980      | 0.9878          | 0.9584           | 0.8204             | 0.9883           |
| 0.0077        | 49.6  | 32640 | 0.1039          | 0.7742   | 0.9388        | 0.9617           | nan                 | 0.8959           | 0.9881               | 0.9597                | 0.8608                  | 0.9894                | 0.0            | 0.8941      | 0.9877          | 0.9571           | 0.8188             | 0.9877           |
| 0.0096        | 49.64 | 32660 | 0.1051          | 0.7750   | 0.9394        | 0.9614           | nan                 | 0.8983           | 0.9889               | 0.9587                | 0.8611                  | 0.9901                | 0.0            | 0.8963      | 0.9884          | 0.9562           | 0.8206             | 0.9883           |
| 0.0046        | 49.67 | 32680 | 0.1073          | 0.7755   | 0.9398        | 0.9627           | nan                 | 0.8993           | 0.9889               | 0.9605                | 0.8598                  | 0.9904                | 0.0            | 0.8974      | 0.9884          | 0.9579           | 0.8205             | 0.9885           |
| 0.445         | 49.7  | 32700 | 0.1067          | 0.7754   | 0.9395        | 0.9634           | nan                 | 0.8990           | 0.9888               | 0.9617                | 0.8576                  | 0.9904                | 0.0            | 0.8973      | 0.9884          | 0.9589           | 0.8195             | 0.9886           |
| 0.0087        | 49.73 | 32720 | 0.1057          | 0.7757   | 0.9405        | 0.9632           | nan                 | 0.8988           | 0.9890               | 0.9611                | 0.8628                  | 0.9906                | 0.0            | 0.8969      | 0.9886          | 0.9585           | 0.8213             | 0.9888           |
| 0.0642        | 49.76 | 32740 | 0.1061          | 0.7752   | 0.9393        | 0.9627           | nan                 | 0.8973           | 0.9884               | 0.9607                | 0.8592                  | 0.9910                | 0.0            | 0.8955      | 0.9880          | 0.9580           | 0.8204             | 0.9890           |
| 0.0092        | 49.79 | 32760 | 0.1052          | 0.7755   | 0.9400        | 0.9626           | nan                 | 0.8996           | 0.9886               | 0.9603                | 0.8611                  | 0.9902                | 0.0            | 0.8977      | 0.9882          | 0.9577           | 0.8211             | 0.9884           |
| 0.0081        | 49.82 | 32780 | 0.1112          | 0.7752   | 0.9393        | 0.9628           | nan                 | 0.8981           | 0.9884               | 0.9607                | 0.8586                  | 0.9908                | 0.0            | 0.8962      | 0.9880          | 0.9581           | 0.8198             | 0.9889           |
| 0.0369        | 49.85 | 32800 | 0.1065          | 0.7754   | 0.9404        | 0.9627           | nan                 | 0.8982           | 0.9889               | 0.9606                | 0.8635                  | 0.9906                | 0.0            | 0.8962      | 0.9884          | 0.9580           | 0.8211             | 0.9888           |
| 0.0051        | 49.88 | 32820 | 0.1060          | 0.7755   | 0.9398        | 0.9630           | nan                 | 0.8985           | 0.9888               | 0.9609                | 0.8599                  | 0.9908                | 0.0            | 0.8966      | 0.9883          | 0.9583           | 0.8206             | 0.9889           |
| 0.0047        | 49.91 | 32840 | 0.1091          | 0.7748   | 0.9390        | 0.9616           | nan                 | 0.8985           | 0.9881               | 0.9591                | 0.8589                  | 0.9901                | 0.0            | 0.8966      | 0.9877          | 0.9566           | 0.8194             | 0.9883           |
| 0.0026        | 49.94 | 32860 | 0.1058          | 0.7745   | 0.9386        | 0.9619           | nan                 | 0.8952           | 0.9885               | 0.9599                | 0.8593                  | 0.9901                | 0.0            | 0.8933      | 0.9880          | 0.9573           | 0.8201             | 0.9883           |
| 0.0071        | 49.97 | 32880 | 0.1066          | 0.7750   | 0.9389        | 0.9630           | nan                 | 0.8980           | 0.9886               | 0.9611                | 0.8563                  | 0.9906                | 0.0            | 0.8961      | 0.9882          | 0.9583           | 0.8187             | 0.9887           |
| 0.0036        | 50.0  | 32900 | 0.1093          | 0.7759   | 0.9403        | 0.9638           | nan                 | 0.9007           | 0.9887               | 0.9619                | 0.8594                  | 0.9905                | 0.0            | 0.8989      | 0.9883          | 0.9592           | 0.8204             | 0.9887           |


### Framework versions

- Transformers 4.38.0.dev0
- Pytorch 2.1.2+cu121
- Datasets 2.16.1
- Tokenizers 0.15.0