---
license: other
base_model: nvidia/mit-b2
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b2-kelp-rgb-agg-imgaug-jan-27
  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-b2-kelp-rgb-agg-imgaug-jan-27

This model is a fine-tuned version of [nvidia/mit-b2](https://huggingface.co/nvidia/mit-b2) on the samitizerxu/kelp_data dataset.
It achieves the following results on the evaluation set:
- Accuracy Kelp: 0.4483
- Iou Kelp: 0.3982
- Accuracy Bg: 0.9991
- Iou Bg: 0.9954
- Loss: 0.0174
- Mean Iou: 0.6968
- Mean Accuracy: 0.7237
- Overall Accuracy: 0.9955

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 6e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.2
- num_epochs: 40

### Training results

| Training Loss | Epoch | Step  | Accuracy Kelp | Iou Kelp | Accuracy Bg | Iou Bg | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy |
|:-------------:|:-----:|:-----:|:-------------:|:--------:|:-----------:|:------:|:---------------:|:--------:|:-------------:|:----------------:|
| 0.7557        | 0.06  | 30    | 0.5865        | 0.0073   | 0.4625      | 0.4612 | 0.7403          | 0.2342   | 0.5245        | 0.4633           |
| 0.7383        | 0.12  | 60    | 0.5811        | 0.0071   | 0.4541      | 0.4528 | 0.7518          | 0.2300   | 0.5176        | 0.4550           |
| 0.7122        | 0.18  | 90    | 0.5460        | 0.0072   | 0.4913      | 0.4898 | 0.7268          | 0.2485   | 0.5187        | 0.4917           |
| 0.6843        | 0.24  | 120   | 0.5273        | 0.0074   | 0.5269      | 0.5252 | 0.7031          | 0.2663   | 0.5271        | 0.5269           |
| 0.6517        | 0.3   | 150   | 0.5363        | 0.0086   | 0.5842      | 0.5824 | 0.6704          | 0.2955   | 0.5602        | 0.5839           |
| 0.5976        | 0.37  | 180   | 0.4706        | 0.0101   | 0.6913      | 0.6888 | 0.5971          | 0.3494   | 0.5809        | 0.6898           |
| 0.5402        | 0.43  | 210   | 0.4111        | 0.0125   | 0.7837      | 0.7806 | 0.5262          | 0.3965   | 0.5974        | 0.7812           |
| 0.4614        | 0.49  | 240   | 0.3286        | 0.0143   | 0.8518      | 0.8479 | 0.4517          | 0.4311   | 0.5902        | 0.8483           |
| 0.4098        | 0.55  | 270   | 0.2838        | 0.0157   | 0.8843      | 0.8801 | 0.4001          | 0.4479   | 0.5841        | 0.8803           |
| 0.3617        | 0.61  | 300   | 0.1543        | 0.0166   | 0.9441      | 0.9387 | 0.3193          | 0.4777   | 0.5492        | 0.9388           |
| 0.2873        | 0.67  | 330   | 0.0990        | 0.0182   | 0.9701      | 0.9642 | 0.2682          | 0.4912   | 0.5345        | 0.9642           |
| 0.3307        | 0.73  | 360   | 0.0594        | 0.0137   | 0.9775      | 0.9713 | 0.2341          | 0.4925   | 0.5185        | 0.9713           |
| 0.2259        | 0.79  | 390   | 0.0153        | 0.0080   | 0.9938      | 0.9872 | 0.1845          | 0.4976   | 0.5045        | 0.9872           |
| 0.3572        | 0.85  | 420   | 0.0188        | 0.0107   | 0.9949      | 0.9883 | 0.1745          | 0.4995   | 0.5068        | 0.9883           |
| 0.216         | 0.91  | 450   | 0.0039        | 0.0033   | 0.9989      | 0.9922 | 0.1289          | 0.4978   | 0.5014        | 0.9922           |
| 0.169         | 0.97  | 480   | 0.0080        | 0.0068   | 0.9988      | 0.9922 | 0.1304          | 0.4995   | 0.5034        | 0.9922           |
| 0.1336        | 1.03  | 510   | 0.0086        | 0.0077   | 0.9993      | 0.9926 | 0.1179          | 0.5002   | 0.5039        | 0.9926           |
| 0.1186        | 1.1   | 540   | 0.0029        | 0.0028   | 0.9999      | 0.9932 | 0.0943          | 0.4980   | 0.5014        | 0.9932           |
| 0.1175        | 1.16  | 570   | 0.0070        | 0.0069   | 0.9999      | 0.9932 | 0.0845          | 0.5001   | 0.5035        | 0.9932           |
| 0.0977        | 1.22  | 600   | 0.0002        | 0.0002   | 1.0000      | 0.9933 | 0.0659          | 0.4967   | 0.5001        | 0.9933           |
| 0.073         | 1.28  | 630   | 0.0319        | 0.0307   | 0.9997      | 0.9932 | 0.0739          | 0.5119   | 0.5158        | 0.9932           |
| 0.072         | 1.34  | 660   | 0.0014        | 0.0014   | 1.0000      | 0.9933 | 0.0553          | 0.4973   | 0.5007        | 0.9933           |
| 0.0568        | 1.4   | 690   | 0.0027        | 0.0027   | 1.0000      | 0.9933 | 0.0517          | 0.4980   | 0.5013        | 0.9933           |
| 0.0418        | 1.46  | 720   | 0.0019        | 0.0019   | 1.0000      | 0.9933 | 0.0458          | 0.4976   | 0.5009        | 0.9933           |
| 0.0318        | 1.52  | 750   | 0.0060        | 0.0060   | 1.0000      | 0.9933 | 0.0452          | 0.4997   | 0.5030        | 0.9933           |
| 0.0359        | 1.58  | 780   | 0.0707        | 0.0682   | 0.9998      | 0.9935 | 0.0403          | 0.5309   | 0.5352        | 0.9935           |
| 0.0438        | 1.64  | 810   | 0.1112        | 0.1055   | 0.9996      | 0.9937 | 0.0362          | 0.5496   | 0.5554        | 0.9937           |
| 0.0325        | 1.7   | 840   | 0.1098        | 0.1052   | 0.9997      | 0.9937 | 0.0333          | 0.5495   | 0.5548        | 0.9937           |
| 0.022         | 1.76  | 870   | 0.1215        | 0.1173   | 0.9998      | 0.9939 | 0.0318          | 0.5556   | 0.5606        | 0.9939           |
| 0.0264        | 1.83  | 900   | 0.0352        | 0.0350   | 1.0000      | 0.9935 | 0.0316          | 0.5143   | 0.5176        | 0.9935           |
| 0.0191        | 1.89  | 930   | 0.1969        | 0.1849   | 0.9996      | 0.9942 | 0.0289          | 0.5895   | 0.5982        | 0.9942           |
| 0.0268        | 1.95  | 960   | 0.2421        | 0.2221   | 0.9994      | 0.9943 | 0.0284          | 0.6082   | 0.6207        | 0.9943           |
| 0.0164        | 2.01  | 990   | 0.1332        | 0.1298   | 0.9998      | 0.9940 | 0.0273          | 0.5619   | 0.5665        | 0.9940           |
| 0.0261        | 2.07  | 1020  | 0.3293        | 0.2820   | 0.9989      | 0.9944 | 0.0258          | 0.6382   | 0.6641        | 0.9944           |
| 0.0255        | 2.13  | 1050  | 0.1026        | 0.1010   | 0.9999      | 0.9939 | 0.0268          | 0.5474   | 0.5512        | 0.9939           |
| 0.0178        | 2.19  | 1080  | 0.3405        | 0.2944   | 0.9989      | 0.9945 | 0.0260          | 0.6445   | 0.6697        | 0.9945           |
| 0.0119        | 2.25  | 1110  | 0.3838        | 0.3184   | 0.9986      | 0.9945 | 0.0238          | 0.6564   | 0.6912        | 0.9945           |
| 0.0253        | 2.31  | 1140  | 0.3337        | 0.2942   | 0.9991      | 0.9946 | 0.0227          | 0.6444   | 0.6664        | 0.9946           |
| 0.0116        | 2.37  | 1170  | 0.2765        | 0.2549   | 0.9994      | 0.9946 | 0.0224          | 0.6247   | 0.6380        | 0.9946           |
| 0.0145        | 2.43  | 1200  | 0.1745        | 0.1689   | 0.9998      | 0.9942 | 0.0241          | 0.5816   | 0.5871        | 0.9942           |
| 0.0185        | 2.49  | 1230  | 0.2434        | 0.2293   | 0.9996      | 0.9945 | 0.0223          | 0.6119   | 0.6215        | 0.9945           |
| 0.0248        | 2.56  | 1260  | 0.2604        | 0.2429   | 0.9995      | 0.9945 | 0.0219          | 0.6187   | 0.6299        | 0.9946           |
| 0.0172        | 2.62  | 1290  | 0.2145        | 0.2048   | 0.9997      | 0.9944 | 0.0221          | 0.5996   | 0.6071        | 0.9944           |
| 0.0125        | 2.68  | 1320  | 0.3472        | 0.3058   | 0.9991      | 0.9947 | 0.0208          | 0.6502   | 0.6731        | 0.9947           |
| 0.0089        | 2.74  | 1350  | 0.3391        | 0.3003   | 0.9991      | 0.9947 | 0.0209          | 0.6475   | 0.6691        | 0.9947           |
| 0.0061        | 2.8   | 1380  | 0.3696        | 0.3189   | 0.9989      | 0.9947 | 0.0207          | 0.6568   | 0.6843        | 0.9947           |
| 0.0079        | 2.86  | 1410  | 0.6068        | 0.3737   | 0.9958      | 0.9931 | 0.0252          | 0.6834   | 0.8013        | 0.9932           |
| 0.01          | 2.92  | 1440  | 0.4511        | 0.3647   | 0.9984      | 0.9947 | 0.0205          | 0.6797   | 0.7248        | 0.9947           |
| 0.0112        | 2.98  | 1470  | 0.3328        | 0.2972   | 0.9992      | 0.9947 | 0.0204          | 0.6460   | 0.6660        | 0.9947           |
| 0.007         | 3.04  | 1500  | 0.3705        | 0.3214   | 0.9990      | 0.9947 | 0.0203          | 0.6581   | 0.6847        | 0.9947           |
| 0.0119        | 3.1   | 1530  | 0.4911        | 0.3717   | 0.9978      | 0.9944 | 0.0207          | 0.6831   | 0.7445        | 0.9944           |
| 0.0086        | 3.16  | 1560  | 0.2780        | 0.2584   | 0.9995      | 0.9946 | 0.0200          | 0.6265   | 0.6387        | 0.9946           |
| 0.0542        | 3.23  | 1590  | 0.4441        | 0.3631   | 0.9985      | 0.9948 | 0.0196          | 0.6789   | 0.7213        | 0.9948           |
| 0.0096        | 3.29  | 1620  | 0.4264        | 0.3542   | 0.9986      | 0.9948 | 0.0195          | 0.6745   | 0.7125        | 0.9948           |
| 0.0164        | 3.35  | 1650  | 0.3326        | 0.2997   | 0.9993      | 0.9948 | 0.0195          | 0.6472   | 0.6659        | 0.9948           |
| 0.0076        | 3.41  | 1680  | 0.4205        | 0.3515   | 0.9987      | 0.9948 | 0.0197          | 0.6732   | 0.7096        | 0.9948           |
| 0.0056        | 3.47  | 1710  | 0.3465        | 0.3085   | 0.9992      | 0.9948 | 0.0194          | 0.6516   | 0.6728        | 0.9948           |
| 0.0047        | 3.53  | 1740  | 0.4351        | 0.3550   | 0.9985      | 0.9947 | 0.0193          | 0.6748   | 0.7168        | 0.9947           |
| 0.0079        | 3.59  | 1770  | 0.3970        | 0.3436   | 0.9989      | 0.9949 | 0.0190          | 0.6693   | 0.6980        | 0.9949           |
| 0.0175        | 3.65  | 1800  | 0.3844        | 0.3369   | 0.9990      | 0.9949 | 0.0189          | 0.6659   | 0.6917        | 0.9949           |
| 0.004         | 3.71  | 1830  | 0.3719        | 0.3306   | 0.9992      | 0.9949 | 0.0189          | 0.6628   | 0.6855        | 0.9949           |
| 0.0034        | 3.77  | 1860  | 0.4341        | 0.3590   | 0.9986      | 0.9948 | 0.0189          | 0.6769   | 0.7164        | 0.9948           |
| 0.0139        | 3.83  | 1890  | 0.3380        | 0.3051   | 0.9993      | 0.9948 | 0.0192          | 0.6500   | 0.6686        | 0.9948           |
| 0.0072        | 3.89  | 1920  | 0.4258        | 0.3585   | 0.9987      | 0.9949 | 0.0188          | 0.6767   | 0.7123        | 0.9949           |
| 0.0269        | 3.96  | 1950  | 0.2233        | 0.2132   | 0.9997      | 0.9945 | 0.0207          | 0.6038   | 0.6115        | 0.9945           |
| 0.006         | 4.02  | 1980  | 0.3002        | 0.2762   | 0.9994      | 0.9947 | 0.0196          | 0.6355   | 0.6498        | 0.9947           |
| 0.0034        | 4.08  | 2010  | 0.3036        | 0.2785   | 0.9994      | 0.9947 | 0.0194          | 0.6366   | 0.6515        | 0.9947           |
| 0.0039        | 4.14  | 2040  | 0.2260        | 0.2154   | 0.9997      | 0.9945 | 0.0208          | 0.6049   | 0.6129        | 0.9945           |
| 0.0085        | 4.2   | 2070  | 0.3807        | 0.3353   | 0.9991      | 0.9949 | 0.0187          | 0.6651   | 0.6899        | 0.9949           |
| 0.0064        | 4.26  | 2100  | 0.4472        | 0.3671   | 0.9985      | 0.9948 | 0.0189          | 0.6810   | 0.7229        | 0.9948           |
| 0.0072        | 4.32  | 2130  | 0.3930        | 0.3431   | 0.9990      | 0.9949 | 0.0188          | 0.6690   | 0.6960        | 0.9949           |
| 0.0285        | 4.38  | 2160  | 0.3110        | 0.2853   | 0.9994      | 0.9948 | 0.0192          | 0.6400   | 0.6552        | 0.9948           |
| 0.0106        | 4.44  | 2190  | 0.3427        | 0.3094   | 0.9993      | 0.9949 | 0.0190          | 0.6521   | 0.6710        | 0.9949           |
| 0.0139        | 4.5   | 2220  | 0.3754        | 0.3311   | 0.9991      | 0.9949 | 0.0184          | 0.6630   | 0.6873        | 0.9949           |
| 0.0109        | 4.56  | 2250  | 0.1866        | 0.1809   | 0.9998      | 0.9943 | 0.0202          | 0.5876   | 0.5932        | 0.9943           |
| 0.0143        | 4.62  | 2280  | 0.3296        | 0.3005   | 0.9993      | 0.9948 | 0.0185          | 0.6477   | 0.6645        | 0.9948           |
| 0.0061        | 4.69  | 2310  | 0.4646        | 0.3774   | 0.9984      | 0.9948 | 0.0185          | 0.6861   | 0.7315        | 0.9949           |
| 0.0039        | 4.75  | 2340  | 0.3154        | 0.2822   | 0.9992      | 0.9946 | 0.0193          | 0.6384   | 0.6573        | 0.9946           |
| 0.0059        | 4.81  | 2370  | 0.3287        | 0.3011   | 0.9994      | 0.9949 | 0.0185          | 0.6480   | 0.6640        | 0.9949           |
| 0.008         | 4.87  | 2400  | 0.4402        | 0.3721   | 0.9988      | 0.9950 | 0.0182          | 0.6835   | 0.7195        | 0.9950           |
| 0.0123        | 4.93  | 2430  | 0.3758        | 0.3328   | 0.9991      | 0.9949 | 0.0186          | 0.6639   | 0.6875        | 0.9949           |
| 0.0329        | 4.99  | 2460  | 0.3555        | 0.3223   | 0.9993      | 0.9950 | 0.0183          | 0.6586   | 0.6774        | 0.9950           |
| 0.0051        | 5.05  | 2490  | 0.4204        | 0.3602   | 0.9989      | 0.9950 | 0.0182          | 0.6776   | 0.7096        | 0.9950           |
| 0.0132        | 5.11  | 2520  | 0.3182        | 0.2873   | 0.9993      | 0.9947 | 0.0190          | 0.6410   | 0.6587        | 0.9947           |
| 0.013         | 5.17  | 2550  | 0.3397        | 0.3094   | 0.9993      | 0.9949 | 0.0183          | 0.6522   | 0.6695        | 0.9949           |
| 0.0014        | 5.23  | 2580  | 0.2051        | 0.1987   | 0.9998      | 0.9944 | 0.0202          | 0.5965   | 0.6025        | 0.9944           |
| 0.0045        | 5.29  | 2610  | 0.4802        | 0.3916   | 0.9985      | 0.9950 | 0.0185          | 0.6933   | 0.7393        | 0.9950           |
| 0.0085        | 5.35  | 2640  | 0.3296        | 0.3016   | 0.9994      | 0.9949 | 0.0188          | 0.6482   | 0.6645        | 0.9949           |
| 0.0049        | 5.42  | 2670  | 0.3292        | 0.3010   | 0.9994      | 0.9949 | 0.0184          | 0.6479   | 0.6643        | 0.9949           |
| 0.0181        | 5.48  | 2700  | 0.3973        | 0.3465   | 0.9990      | 0.9950 | 0.0180          | 0.6707   | 0.6982        | 0.9950           |
| 0.0026        | 5.54  | 2730  | 0.4025        | 0.3520   | 0.9990      | 0.9950 | 0.0179          | 0.6735   | 0.7007        | 0.9950           |
| 0.0037        | 5.6   | 2760  | 0.2881        | 0.2691   | 0.9995      | 0.9947 | 0.0185          | 0.6319   | 0.6438        | 0.9947           |
| 0.0067        | 5.66  | 2790  | 0.4916        | 0.3854   | 0.9981      | 0.9947 | 0.0188          | 0.6901   | 0.7449        | 0.9947           |
| 0.0045        | 5.72  | 2820  | 0.4345        | 0.3703   | 0.9988      | 0.9950 | 0.0180          | 0.6827   | 0.7166        | 0.9950           |
| 0.0029        | 5.78  | 2850  | 0.4856        | 0.3766   | 0.9980      | 0.9946 | 0.0191          | 0.6856   | 0.7418        | 0.9946           |
| 0.0058        | 5.84  | 2880  | 0.3707        | 0.3316   | 0.9992      | 0.9950 | 0.0187          | 0.6633   | 0.6850        | 0.9950           |
| 0.0224        | 5.9   | 2910  | 0.5015        | 0.4023   | 0.9983      | 0.9950 | 0.0183          | 0.6986   | 0.7499        | 0.9950           |
| 0.0161        | 5.96  | 2940  | 0.4042        | 0.3541   | 0.9990      | 0.9950 | 0.0183          | 0.6746   | 0.7016        | 0.9951           |
| 0.0054        | 6.02  | 2970  | 0.4196        | 0.3623   | 0.9989      | 0.9950 | 0.0183          | 0.6787   | 0.7093        | 0.9950           |
| 0.0118        | 6.09  | 3000  | 0.4446        | 0.3753   | 0.9988      | 0.9950 | 0.0179          | 0.6852   | 0.7217        | 0.9950           |
| 0.0043        | 6.15  | 3030  | 0.2735        | 0.2587   | 0.9996      | 0.9947 | 0.0192          | 0.6267   | 0.6366        | 0.9947           |
| 0.0058        | 6.21  | 3060  | 0.2908        | 0.2707   | 0.9995      | 0.9947 | 0.0188          | 0.6327   | 0.6452        | 0.9947           |
| 0.0037        | 6.27  | 3090  | 0.3848        | 0.3405   | 0.9991      | 0.9950 | 0.0179          | 0.6677   | 0.6920        | 0.9950           |
| 0.0038        | 6.33  | 3120  | 0.3463        | 0.3133   | 0.9993      | 0.9949 | 0.0178          | 0.6541   | 0.6728        | 0.9949           |
| 0.0234        | 6.39  | 3150  | 0.4518        | 0.3825   | 0.9988      | 0.9951 | 0.0176          | 0.6888   | 0.7253        | 0.9951           |
| 0.0066        | 6.45  | 3180  | 0.3940        | 0.3407   | 0.9989      | 0.9949 | 0.0184          | 0.6678   | 0.6965        | 0.9949           |
| 0.0041        | 6.51  | 3210  | 0.4930        | 0.4010   | 0.9985      | 0.9950 | 0.0175          | 0.6980   | 0.7457        | 0.9951           |
| 0.0139        | 6.57  | 3240  | 0.5347        | 0.4133   | 0.9980      | 0.9949 | 0.0178          | 0.7041   | 0.7663        | 0.9949           |
| 0.0085        | 6.63  | 3270  | 0.4837        | 0.3867   | 0.9983      | 0.9948 | 0.0182          | 0.6908   | 0.7410        | 0.9949           |
| 0.0024        | 6.69  | 3300  | 0.3644        | 0.3251   | 0.9992      | 0.9949 | 0.0185          | 0.6600   | 0.6818        | 0.9949           |
| 0.0041        | 6.75  | 3330  | 0.3855        | 0.3450   | 0.9992      | 0.9951 | 0.0177          | 0.6700   | 0.6923        | 0.9951           |
| 0.0021        | 6.82  | 3360  | 0.3847        | 0.3422   | 0.9992      | 0.9950 | 0.0184          | 0.6686   | 0.6920        | 0.9950           |
| 0.0156        | 6.88  | 3390  | 0.3380        | 0.3129   | 0.9995      | 0.9950 | 0.0179          | 0.6540   | 0.6687        | 0.9950           |
| 0.0042        | 6.94  | 3420  | 0.5245        | 0.4071   | 0.9981      | 0.9949 | 0.0183          | 0.7010   | 0.7613        | 0.9949           |
| 0.0075        | 7.0   | 3450  | 0.4134        | 0.3642   | 0.9991      | 0.9951 | 0.0177          | 0.6797   | 0.7062        | 0.9952           |
| 0.0036        | 7.06  | 3480  | 0.3749        | 0.3362   | 0.9992      | 0.9950 | 0.0183          | 0.6656   | 0.6871        | 0.9950           |
| 0.0113        | 7.12  | 3510  | 0.4672        | 0.3887   | 0.9986      | 0.9951 | 0.0178          | 0.6919   | 0.7329        | 0.9951           |
| 0.0385        | 7.18  | 3540  | 0.2639        | 0.2513   | 0.9997      | 0.9947 | 0.0199          | 0.6230   | 0.6318        | 0.9947           |
| 0.0135        | 7.24  | 3570  | 0.3820        | 0.3435   | 0.9992      | 0.9951 | 0.0178          | 0.6693   | 0.6906        | 0.9951           |
| 0.0032        | 7.3   | 3600  | 0.3842        | 0.3397   | 0.9991      | 0.9950 | 0.0182          | 0.6673   | 0.6917        | 0.9950           |
| 0.0081        | 7.36  | 3630  | 0.1317        | 0.1292   | 0.9999      | 0.9940 | 0.0235          | 0.5616   | 0.5658        | 0.9940           |
| 0.0029        | 7.42  | 3660  | 0.3218        | 0.2976   | 0.9995      | 0.9949 | 0.0184          | 0.6462   | 0.6606        | 0.9949           |
| 0.0056        | 7.48  | 3690  | 0.5155        | 0.4111   | 0.9983      | 0.9950 | 0.0181          | 0.7031   | 0.7569        | 0.9950           |
| 0.0212        | 7.55  | 3720  | 0.4519        | 0.3843   | 0.9988      | 0.9951 | 0.0178          | 0.6897   | 0.7254        | 0.9951           |
| 0.0019        | 7.61  | 3750  | 0.4913        | 0.3989   | 0.9984      | 0.9950 | 0.0176          | 0.6970   | 0.7449        | 0.9950           |
| 0.0049        | 7.67  | 3780  | 0.3845        | 0.3463   | 0.9993      | 0.9951 | 0.0178          | 0.6707   | 0.6919        | 0.9951           |
| 0.0062        | 7.73  | 3810  | 0.4232        | 0.3606   | 0.9988      | 0.9949 | 0.0202          | 0.6778   | 0.7110        | 0.9950           |
| 0.0036        | 7.79  | 3840  | 0.3965        | 0.3536   | 0.9992      | 0.9951 | 0.0182          | 0.6743   | 0.6978        | 0.9951           |
| 0.008         | 7.85  | 3870  | 0.3852        | 0.3479   | 0.9993      | 0.9951 | 0.0178          | 0.6715   | 0.6923        | 0.9952           |
| 0.0037        | 7.91  | 3900  | 0.4829        | 0.3891   | 0.9984      | 0.9949 | 0.0182          | 0.6920   | 0.7406        | 0.9949           |
| 0.007         | 7.97  | 3930  | 0.4051        | 0.3582   | 0.9991      | 0.9951 | 0.0181          | 0.6767   | 0.7021        | 0.9951           |
| 0.0151        | 8.03  | 3960  | 0.3396        | 0.3099   | 0.9994      | 0.9949 | 0.0187          | 0.6524   | 0.6695        | 0.9949           |
| 0.0156        | 8.09  | 3990  | 0.4679        | 0.3832   | 0.9985      | 0.9949 | 0.0183          | 0.6891   | 0.7332        | 0.9949           |
| 0.0114        | 8.15  | 4020  | 0.4465        | 0.3838   | 0.9989      | 0.9952 | 0.0178          | 0.6895   | 0.7227        | 0.9952           |
| 0.0091        | 8.22  | 4050  | 0.5417        | 0.4095   | 0.9978      | 0.9947 | 0.0181          | 0.7021   | 0.7698        | 0.9948           |
| 0.0058        | 8.28  | 4080  | 0.5075        | 0.4157   | 0.9985      | 0.9952 | 0.0173          | 0.7054   | 0.7530        | 0.9952           |
| 0.0057        | 8.34  | 4110  | 0.5139        | 0.4156   | 0.9984      | 0.9951 | 0.0171          | 0.7054   | 0.7562        | 0.9951           |
| 0.0196        | 8.4   | 4140  | 0.3755        | 0.3357   | 0.9992      | 0.9950 | 0.0176          | 0.6653   | 0.6874        | 0.9950           |
| 0.0019        | 8.46  | 4170  | 0.4160        | 0.3638   | 0.9990      | 0.9951 | 0.0175          | 0.6794   | 0.7075        | 0.9951           |
| 0.004         | 8.52  | 4200  | 0.3155        | 0.2948   | 0.9995      | 0.9949 | 0.0179          | 0.6449   | 0.6575        | 0.9949           |
| 0.015         | 8.58  | 4230  | 0.3264        | 0.3041   | 0.9995      | 0.9950 | 0.0180          | 0.6495   | 0.6630        | 0.9950           |
| 0.0024        | 8.64  | 4260  | 0.3284        | 0.3059   | 0.9995      | 0.9950 | 0.0183          | 0.6504   | 0.6639        | 0.9950           |
| 0.0367        | 8.7   | 4290  | 0.4347        | 0.3764   | 0.9990      | 0.9952 | 0.0172          | 0.6858   | 0.7168        | 0.9952           |
| 0.0126        | 8.76  | 4320  | 0.4370        | 0.3820   | 0.9990      | 0.9952 | 0.0171          | 0.6886   | 0.7180        | 0.9953           |
| 0.0046        | 8.82  | 4350  | 0.4161        | 0.3627   | 0.9990      | 0.9951 | 0.0176          | 0.6789   | 0.7076        | 0.9951           |
| 0.0041        | 8.88  | 4380  | 0.5022        | 0.4108   | 0.9985      | 0.9951 | 0.0178          | 0.7030   | 0.7503        | 0.9952           |
| 0.0082        | 8.95  | 4410  | 0.3560        | 0.3239   | 0.9993      | 0.9950 | 0.0184          | 0.6594   | 0.6776        | 0.9950           |
| 0.0072        | 9.01  | 4440  | 0.5267        | 0.4208   | 0.9983      | 0.9951 | 0.0181          | 0.7080   | 0.7625        | 0.9951           |
| 0.017         | 9.07  | 4470  | 0.3270        | 0.3061   | 0.9995      | 0.9950 | 0.0178          | 0.6506   | 0.6633        | 0.9950           |
| 0.019         | 9.13  | 4500  | 0.4695        | 0.4015   | 0.9989      | 0.9953 | 0.0172          | 0.6984   | 0.7342        | 0.9953           |
| 0.0029        | 9.19  | 4530  | 0.4155        | 0.3695   | 0.9992      | 0.9952 | 0.0167          | 0.6824   | 0.7073        | 0.9952           |
| 0.0077        | 9.25  | 4560  | 0.4622        | 0.3910   | 0.9988      | 0.9952 | 0.0169          | 0.6931   | 0.7305        | 0.9952           |
| 0.0021        | 9.31  | 4590  | 0.5527        | 0.4208   | 0.9979      | 0.9949 | 0.0176          | 0.7079   | 0.7753        | 0.9949           |
| 0.0076        | 9.37  | 4620  | 0.3425        | 0.3159   | 0.9994      | 0.9950 | 0.0174          | 0.6555   | 0.6709        | 0.9950           |
| 0.0216        | 9.43  | 4650  | 0.4100        | 0.3655   | 0.9992      | 0.9952 | 0.0174          | 0.6804   | 0.7046        | 0.9952           |
| 0.0013        | 9.49  | 4680  | 0.3184        | 0.2920   | 0.9994      | 0.9948 | 0.0190          | 0.6434   | 0.6589        | 0.9948           |
| 0.0025        | 9.55  | 4710  | 0.4960        | 0.4125   | 0.9986      | 0.9952 | 0.0170          | 0.7039   | 0.7473        | 0.9953           |
| 0.0139        | 9.61  | 4740  | 0.4090        | 0.3646   | 0.9992      | 0.9952 | 0.0173          | 0.6799   | 0.7041        | 0.9952           |
| 0.0095        | 9.68  | 4770  | 0.4806        | 0.4038   | 0.9987      | 0.9952 | 0.0173          | 0.6995   | 0.7397        | 0.9952           |
| 0.0167        | 9.74  | 4800  | 0.6091        | 0.4088   | 0.9967      | 0.9941 | 0.0195          | 0.7014   | 0.8029        | 0.9941           |
| 0.0025        | 9.8   | 4830  | 0.4785        | 0.4023   | 0.9987      | 0.9952 | 0.0170          | 0.6987   | 0.7386        | 0.9952           |
| 0.0054        | 9.86  | 4860  | 0.2847        | 0.2681   | 0.9996      | 0.9948 | 0.0183          | 0.6315   | 0.6422        | 0.9948           |
| 0.0107        | 9.92  | 4890  | 0.3816        | 0.3482   | 0.9994      | 0.9952 | 0.0178          | 0.6717   | 0.6905        | 0.9952           |
| 0.0039        | 9.98  | 4920  | 0.3384        | 0.3163   | 0.9995      | 0.9951 | 0.0175          | 0.6557   | 0.6690        | 0.9951           |
| 0.0028        | 10.04 | 4950  | 0.3742        | 0.3350   | 0.9992      | 0.9950 | 0.0182          | 0.6650   | 0.6867        | 0.9950           |
| 0.006         | 10.1  | 4980  | 0.3311        | 0.3071   | 0.9995      | 0.9950 | 0.0187          | 0.6510   | 0.6653        | 0.9950           |
| 0.0077        | 10.16 | 5010  | 0.3679        | 0.3369   | 0.9994      | 0.9951 | 0.0179          | 0.6660   | 0.6836        | 0.9951           |
| 0.0015        | 10.22 | 5040  | 0.3777        | 0.3462   | 0.9994      | 0.9952 | 0.0177          | 0.6707   | 0.6885        | 0.9952           |
| 0.004         | 10.28 | 5070  | 0.3744        | 0.3442   | 0.9994      | 0.9952 | 0.0178          | 0.6697   | 0.6869        | 0.9952           |
| 0.0071        | 10.34 | 5100  | 0.5113        | 0.4167   | 0.9985      | 0.9952 | 0.0176          | 0.7060   | 0.7549        | 0.9952           |
| 0.0095        | 10.41 | 5130  | 0.3498        | 0.3191   | 0.9993      | 0.9950 | 0.0182          | 0.6570   | 0.6746        | 0.9950           |
| 0.0031        | 10.47 | 5160  | 0.4331        | 0.3818   | 0.9991      | 0.9953 | 0.0175          | 0.6885   | 0.7161        | 0.9953           |
| 0.0044        | 10.53 | 5190  | 0.4276        | 0.3762   | 0.9991      | 0.9952 | 0.0173          | 0.6857   | 0.7133        | 0.9952           |
| 0.0041        | 10.59 | 5220  | 0.4177        | 0.3680   | 0.9991      | 0.9952 | 0.0183          | 0.6816   | 0.7084        | 0.9952           |
| 0.0047        | 10.65 | 5250  | 0.4054        | 0.3648   | 0.9992      | 0.9952 | 0.0175          | 0.6800   | 0.7023        | 0.9953           |
| 0.0072        | 10.71 | 5280  | 0.4657        | 0.4011   | 0.9989      | 0.9953 | 0.0172          | 0.6982   | 0.7323        | 0.9953           |
| 0.0026        | 10.77 | 5310  | 0.5030        | 0.4209   | 0.9987      | 0.9953 | 0.0172          | 0.7081   | 0.7509        | 0.9954           |
| 0.0025        | 10.83 | 5340  | 0.5024        | 0.4142   | 0.9986      | 0.9952 | 0.0177          | 0.7047   | 0.7505        | 0.9952           |
| 0.0182        | 10.89 | 5370  | 0.4298        | 0.3824   | 0.9992      | 0.9953 | 0.0174          | 0.6889   | 0.7145        | 0.9953           |
| 0.0019        | 10.95 | 5400  | 0.4940        | 0.4172   | 0.9988      | 0.9954 | 0.0175          | 0.7063   | 0.7464        | 0.9954           |
| 0.0106        | 11.01 | 5430  | 0.2958        | 0.2791   | 0.9996      | 0.9949 | 0.0188          | 0.6370   | 0.6477        | 0.9949           |
| 0.0053        | 11.08 | 5460  | 0.5134        | 0.4229   | 0.9986      | 0.9953 | 0.0161          | 0.7091   | 0.7560        | 0.9953           |
| 0.0095        | 11.14 | 5490  | 0.4817        | 0.3820   | 0.9982      | 0.9948 | 0.0181          | 0.6884   | 0.7400        | 0.9948           |
| 0.0074        | 11.2  | 5520  | 0.3901        | 0.3532   | 0.9993      | 0.9952 | 0.0178          | 0.6742   | 0.6947        | 0.9952           |
| 0.006         | 11.26 | 5550  | 0.4780        | 0.4037   | 0.9988      | 0.9952 | 0.0176          | 0.6995   | 0.7384        | 0.9953           |
| 0.0128        | 11.32 | 5580  | 0.3996        | 0.3579   | 0.9992      | 0.9952 | 0.0162          | 0.6765   | 0.6994        | 0.9952           |
| 0.0129        | 11.38 | 5610  | 0.5160        | 0.4236   | 0.9985      | 0.9953 | 0.0168          | 0.7094   | 0.7573        | 0.9953           |
| 0.0139        | 11.44 | 5640  | 0.4689        | 0.4012   | 0.9989      | 0.9953 | 0.0168          | 0.6982   | 0.7339        | 0.9953           |
| 0.0115        | 11.5  | 5670  | 0.3573        | 0.3294   | 0.9994      | 0.9951 | 0.0181          | 0.6623   | 0.6784        | 0.9951           |
| 0.0028        | 11.56 | 5700  | 0.3349        | 0.3133   | 0.9995      | 0.9951 | 0.0178          | 0.6542   | 0.6672        | 0.9951           |
| 0.0058        | 11.62 | 5730  | 0.5205        | 0.4313   | 0.9986      | 0.9954 | 0.0170          | 0.7134   | 0.7595        | 0.9954           |
| 0.0046        | 11.68 | 5760  | 0.4486        | 0.3942   | 0.9991      | 0.9954 | 0.0170          | 0.6948   | 0.7238        | 0.9954           |
| 0.004         | 11.74 | 5790  | 0.3965        | 0.3591   | 0.9993      | 0.9952 | 0.0172          | 0.6772   | 0.6979        | 0.9952           |
| 0.0222        | 11.81 | 5820  | 0.4083        | 0.3670   | 0.9992      | 0.9953 | 0.0176          | 0.6811   | 0.7038        | 0.9953           |
| 0.0048        | 11.87 | 5850  | 0.4489        | 0.3904   | 0.9990      | 0.9953 | 0.0175          | 0.6929   | 0.7239        | 0.9953           |
| 0.0025        | 11.93 | 5880  | 0.3839        | 0.3497   | 0.9993      | 0.9952 | 0.0181          | 0.6724   | 0.6916        | 0.9952           |
| 0.0127        | 11.99 | 5910  | 0.4677        | 0.4063   | 0.9990      | 0.9954 | 0.0174          | 0.7008   | 0.7334        | 0.9954           |
| 0.0201        | 12.05 | 5940  | 0.4691        | 0.4053   | 0.9989      | 0.9954 | 0.0175          | 0.7003   | 0.7340        | 0.9954           |
| 0.0181        | 12.11 | 5970  | 0.2999        | 0.2851   | 0.9996      | 0.9949 | 0.0201          | 0.6400   | 0.6498        | 0.9950           |
| 0.0043        | 12.17 | 6000  | 0.3289        | 0.3005   | 0.9994      | 0.9948 | 0.0184          | 0.6477   | 0.6641        | 0.9949           |
| 0.0108        | 12.23 | 6030  | 0.3651        | 0.3365   | 0.9994      | 0.9952 | 0.0170          | 0.6658   | 0.6823        | 0.9952           |
| 0.006         | 12.29 | 6060  | 0.4369        | 0.3833   | 0.9991      | 0.9953 | 0.0171          | 0.6893   | 0.7180        | 0.9953           |
| 0.0041        | 12.35 | 6090  | 0.3919        | 0.3542   | 0.9993      | 0.9952 | 0.0174          | 0.6747   | 0.6956        | 0.9952           |
| 0.0034        | 12.41 | 6120  | 0.4418        | 0.3914   | 0.9991      | 0.9954 | 0.0168          | 0.6934   | 0.7205        | 0.9954           |
| 0.0007        | 12.47 | 6150  | 0.4338        | 0.3864   | 0.9992      | 0.9954 | 0.0167          | 0.6909   | 0.7165        | 0.9954           |
| 0.0048        | 12.54 | 6180  | 0.4303        | 0.3839   | 0.9992      | 0.9954 | 0.0174          | 0.6896   | 0.7147        | 0.9954           |
| 0.0078        | 12.6  | 6210  | 0.3482        | 0.3178   | 0.9994      | 0.9950 | 0.0185          | 0.6564   | 0.6738        | 0.9950           |
| 0.0038        | 12.66 | 6240  | 0.2892        | 0.2742   | 0.9996      | 0.9949 | 0.0184          | 0.6345   | 0.6444        | 0.9949           |
| 0.0078        | 12.72 | 6270  | 0.4238        | 0.3712   | 0.9990      | 0.9952 | 0.0180          | 0.6832   | 0.7114        | 0.9952           |
| 0.0013        | 12.78 | 6300  | 0.3916        | 0.3584   | 0.9994      | 0.9953 | 0.0175          | 0.6768   | 0.6955        | 0.9953           |
| 0.0025        | 12.84 | 6330  | 0.3016        | 0.2810   | 0.9995      | 0.9948 | 0.0195          | 0.6379   | 0.6505        | 0.9948           |
| 0.0033        | 12.9  | 6360  | 0.4662        | 0.4071   | 0.9990      | 0.9954 | 0.0168          | 0.7013   | 0.7326        | 0.9954           |
| 0.0225        | 12.96 | 6390  | 0.5055        | 0.4238   | 0.9987      | 0.9954 | 0.0169          | 0.7096   | 0.7521        | 0.9954           |
| 0.0081        | 13.02 | 6420  | 0.2816        | 0.2664   | 0.9996      | 0.9948 | 0.0184          | 0.6306   | 0.6406        | 0.9948           |
| 0.0032        | 13.08 | 6450  | 0.4263        | 0.3805   | 0.9992      | 0.9953 | 0.0175          | 0.6879   | 0.7128        | 0.9953           |
| 0.0139        | 13.14 | 6480  | 0.3732        | 0.3428   | 0.9994      | 0.9952 | 0.0157          | 0.6690   | 0.6863        | 0.9952           |
| 0.003         | 13.2  | 6510  | 0.3906        | 0.3565   | 0.9994      | 0.9953 | 0.0162          | 0.6759   | 0.6950        | 0.9953           |
| 0.0098        | 13.27 | 6540  | 0.4435        | 0.3848   | 0.9990      | 0.9952 | 0.0168          | 0.6900   | 0.7212        | 0.9952           |
| 0.0144        | 13.33 | 6570  | 0.4259        | 0.3729   | 0.9990      | 0.9952 | 0.0167          | 0.6840   | 0.7125        | 0.9952           |
| 0.007         | 13.39 | 6600  | 0.4175        | 0.3731   | 0.9992      | 0.9953 | 0.0165          | 0.6842   | 0.7084        | 0.9953           |
| 0.0012        | 13.45 | 6630  | 0.4576        | 0.4013   | 0.9991      | 0.9954 | 0.0161          | 0.6983   | 0.7283        | 0.9954           |
| 0.0032        | 13.51 | 6660  | 0.3585        | 0.3310   | 0.9994      | 0.9951 | 0.0174          | 0.6631   | 0.6790        | 0.9951           |
| 0.0077        | 13.57 | 6690  | 0.4255        | 0.3817   | 0.9992      | 0.9954 | 0.0164          | 0.6885   | 0.7124        | 0.9954           |
| 0.002         | 13.63 | 6720  | 0.3523        | 0.3248   | 0.9994      | 0.9951 | 0.0175          | 0.6599   | 0.6759        | 0.9951           |
| 0.0037        | 13.69 | 6750  | 0.4441        | 0.3920   | 0.9991      | 0.9954 | 0.0164          | 0.6937   | 0.7216        | 0.9954           |
| 0.0043        | 13.75 | 6780  | 0.4799        | 0.4152   | 0.9989      | 0.9954 | 0.0165          | 0.7053   | 0.7394        | 0.9955           |
| 0.008         | 13.81 | 6810  | 0.4662        | 0.3999   | 0.9989      | 0.9953 | 0.0165          | 0.6976   | 0.7326        | 0.9953           |
| 0.0066        | 13.87 | 6840  | 0.4061        | 0.3643   | 0.9992      | 0.9952 | 0.0167          | 0.6798   | 0.7027        | 0.9952           |
| 0.0061        | 13.94 | 6870  | 0.3404        | 0.3158   | 0.9995      | 0.9950 | 0.0175          | 0.6554   | 0.6699        | 0.9950           |
| 0.0098        | 14.0  | 6900  | 0.5015        | 0.4226   | 0.9987      | 0.9954 | 0.0166          | 0.7090   | 0.7501        | 0.9954           |
| 0.0067        | 14.06 | 6930  | 0.4454        | 0.3921   | 0.9991      | 0.9954 | 0.0167          | 0.6937   | 0.7222        | 0.9954           |
| 0.0125        | 14.12 | 6960  | 0.4326        | 0.3792   | 0.9990      | 0.9952 | 0.0166          | 0.6872   | 0.7158        | 0.9952           |
| 0.0032        | 14.18 | 6990  | 0.4498        | 0.3966   | 0.9991      | 0.9954 | 0.0169          | 0.6960   | 0.7244        | 0.9954           |
| 0.0018        | 14.24 | 7020  | 0.3867        | 0.3527   | 0.9993      | 0.9952 | 0.0174          | 0.6740   | 0.6930        | 0.9952           |
| 0.0022        | 14.3  | 7050  | 0.5163        | 0.4336   | 0.9987      | 0.9955 | 0.0168          | 0.7145   | 0.7575        | 0.9955           |
| 0.0024        | 14.36 | 7080  | 0.4913        | 0.4189   | 0.9988      | 0.9954 | 0.0168          | 0.7071   | 0.7451        | 0.9954           |
| 0.0037        | 14.42 | 7110  | 0.4814        | 0.4053   | 0.9987      | 0.9952 | 0.0170          | 0.7003   | 0.7401        | 0.9953           |
| 0.0034        | 14.48 | 7140  | 0.4541        | 0.3577   | 0.9982      | 0.9945 | 0.0196          | 0.6761   | 0.7262        | 0.9945           |
| 0.005         | 14.54 | 7170  | 0.4347        | 0.3862   | 0.9992      | 0.9953 | 0.0170          | 0.6908   | 0.7169        | 0.9954           |
| 0.0019        | 14.6  | 7200  | 0.4984        | 0.4203   | 0.9987      | 0.9954 | 0.0170          | 0.7078   | 0.7486        | 0.9954           |
| 0.0034        | 14.67 | 7230  | 0.2893        | 0.2756   | 0.9997      | 0.9949 | 0.0194          | 0.6353   | 0.6445        | 0.9949           |
| 0.003         | 14.73 | 7260  | 0.4117        | 0.3725   | 0.9993      | 0.9953 | 0.0171          | 0.6839   | 0.7055        | 0.9953           |
| 0.0081        | 14.79 | 7290  | 0.4518        | 0.3980   | 0.9991      | 0.9954 | 0.0169          | 0.6967   | 0.7254        | 0.9954           |
| 0.0087        | 14.85 | 7320  | 0.4720        | 0.4094   | 0.9990      | 0.9954 | 0.0170          | 0.7024   | 0.7355        | 0.9954           |
| 0.0051        | 14.91 | 7350  | 0.3505        | 0.3257   | 0.9995      | 0.9951 | 0.0173          | 0.6604   | 0.6750        | 0.9951           |
| 0.0029        | 14.97 | 7380  | 0.2699        | 0.2504   | 0.9995      | 0.9946 | 0.0183          | 0.6225   | 0.6347        | 0.9946           |
| 0.0014        | 15.03 | 7410  | 0.4490        | 0.3937   | 0.9991      | 0.9953 | 0.0150          | 0.6945   | 0.7240        | 0.9954           |
| 0.0067        | 15.09 | 7440  | 0.3776        | 0.3474   | 0.9994      | 0.9952 | 0.0162          | 0.6713   | 0.6885        | 0.9952           |
| 0.0013        | 15.15 | 7470  | 0.2608        | 0.2514   | 0.9997      | 0.9948 | 0.0191          | 0.6231   | 0.6303        | 0.9948           |
| 0.0024        | 15.21 | 7500  | 0.4044        | 0.3670   | 0.9993      | 0.9953 | 0.0172          | 0.6811   | 0.7018        | 0.9953           |
| 0.0255        | 15.27 | 7530  | 0.4400        | 0.3799   | 0.9989      | 0.9952 | 0.0169          | 0.6875   | 0.7195        | 0.9952           |
| 0.0016        | 15.33 | 7560  | 0.5440        | 0.4439   | 0.9985      | 0.9954 | 0.0168          | 0.7196   | 0.7712        | 0.9954           |
| 0.0153        | 15.4  | 7590  | 0.5414        | 0.4439   | 0.9985      | 0.9954 | 0.0165          | 0.7197   | 0.7699        | 0.9954           |
| 0.015         | 15.46 | 7620  | 0.3053        | 0.2900   | 0.9996      | 0.9950 | 0.0185          | 0.6425   | 0.6524        | 0.9950           |
| 0.0047        | 15.52 | 7650  | 0.5346        | 0.4336   | 0.9984      | 0.9953 | 0.0170          | 0.7144   | 0.7665        | 0.9953           |
| 0.0086        | 15.58 | 7680  | 0.5241        | 0.4292   | 0.9985      | 0.9953 | 0.0172          | 0.7122   | 0.7613        | 0.9953           |
| 0.0103        | 15.64 | 7710  | 0.3444        | 0.3208   | 0.9995      | 0.9951 | 0.0177          | 0.6580   | 0.6719        | 0.9951           |
| 0.0091        | 15.7  | 7740  | 0.3906        | 0.3555   | 0.9993      | 0.9952 | 0.0173          | 0.6753   | 0.6949        | 0.9952           |
| 0.0024        | 15.76 | 7770  | 0.3728        | 0.3452   | 0.9995      | 0.9952 | 0.0182          | 0.6702   | 0.6862        | 0.9953           |
| 0.0061        | 15.82 | 7800  | 0.4315        | 0.3839   | 0.9992      | 0.9953 | 0.0158          | 0.6896   | 0.7153        | 0.9954           |
| 0.0077        | 15.88 | 7830  | 0.4274        | 0.3831   | 0.9992      | 0.9954 | 0.0160          | 0.6892   | 0.7133        | 0.9954           |
| 0.0072        | 15.94 | 7860  | 0.4330        | 0.3841   | 0.9991      | 0.9953 | 0.0160          | 0.6897   | 0.7161        | 0.9953           |
| 0.009         | 16.0  | 7890  | 0.3586        | 0.3333   | 0.9995      | 0.9952 | 0.0163          | 0.6642   | 0.6790        | 0.9952           |
| 0.0092        | 16.06 | 7920  | 0.4129        | 0.3706   | 0.9992      | 0.9953 | 0.0161          | 0.6829   | 0.7060        | 0.9953           |
| 0.0032        | 16.13 | 7950  | 0.4836        | 0.4160   | 0.9989      | 0.9954 | 0.0161          | 0.7057   | 0.7413        | 0.9954           |
| 0.0062        | 16.19 | 7980  | 0.4115        | 0.3322   | 0.9984      | 0.9944 | 0.0206          | 0.6633   | 0.7049        | 0.9944           |
| 0.0093        | 16.25 | 8010  | 0.3616        | 0.3322   | 0.9994      | 0.9951 | 0.0173          | 0.6637   | 0.6805        | 0.9951           |
| 0.001         | 16.31 | 8040  | 0.4858        | 0.4150   | 0.9988      | 0.9954 | 0.0161          | 0.7052   | 0.7423        | 0.9954           |
| 0.0132        | 16.37 | 8070  | 0.3209        | 0.2952   | 0.9994      | 0.9948 | 0.0188          | 0.6450   | 0.6602        | 0.9949           |
| 0.0016        | 16.43 | 8100  | 0.4150        | 0.3742   | 0.9993      | 0.9953 | 0.0166          | 0.6848   | 0.7071        | 0.9953           |
| 0.0007        | 16.49 | 8130  | 0.4981        | 0.3988   | 0.9983      | 0.9949 | 0.0185          | 0.6969   | 0.7482        | 0.9950           |
| 0.002         | 16.55 | 8160  | 0.3659        | 0.3385   | 0.9995      | 0.9952 | 0.0184          | 0.6668   | 0.6827        | 0.9952           |
| 0.0074        | 16.61 | 8190  | 0.4173        | 0.3763   | 0.9993      | 0.9953 | 0.0166          | 0.6858   | 0.7083        | 0.9954           |
| 0.0048        | 16.67 | 8220  | 0.3306        | 0.3108   | 0.9996      | 0.9951 | 0.0179          | 0.6529   | 0.6651        | 0.9951           |
| 0.0028        | 16.73 | 8250  | 0.4462        | 0.3932   | 0.9991      | 0.9954 | 0.0166          | 0.6943   | 0.7227        | 0.9954           |
| 0.0135        | 16.8  | 8280  | 0.3967        | 0.3617   | 0.9993      | 0.9953 | 0.0172          | 0.6785   | 0.6980        | 0.9953           |
| 0.0138        | 16.86 | 8310  | 0.3657        | 0.3396   | 0.9995      | 0.9952 | 0.0173          | 0.6674   | 0.6826        | 0.9952           |
| 0.0017        | 16.92 | 8340  | 0.3303        | 0.3061   | 0.9995      | 0.9950 | 0.0191          | 0.6505   | 0.6649        | 0.9950           |
| 0.0071        | 16.98 | 8370  | 0.3825        | 0.3512   | 0.9994      | 0.9952 | 0.0174          | 0.6732   | 0.6909        | 0.9953           |
| 0.0044        | 17.04 | 8400  | 0.4303        | 0.3849   | 0.9992      | 0.9954 | 0.0171          | 0.6901   | 0.7148        | 0.9954           |
| 0.0101        | 17.1  | 8430  | 0.4256        | 0.3771   | 0.9991      | 0.9953 | 0.0172          | 0.6862   | 0.7123        | 0.9953           |
| 0.0076        | 17.16 | 8460  | 0.4438        | 0.3939   | 0.9991      | 0.9954 | 0.0168          | 0.6947   | 0.7215        | 0.9954           |
| 0.0073        | 17.22 | 8490  | 0.5011        | 0.4236   | 0.9988      | 0.9954 | 0.0164          | 0.7095   | 0.7500        | 0.9954           |
| 0.0029        | 17.28 | 8520  | 0.2741        | 0.2627   | 0.9997      | 0.9948 | 0.0177          | 0.6288   | 0.6369        | 0.9948           |
| 0.0109        | 17.34 | 8550  | 0.4682        | 0.4074   | 0.9990      | 0.9954 | 0.0160          | 0.7014   | 0.7336        | 0.9954           |
| 0.0258        | 17.4  | 8580  | 0.4508        | 0.3901   | 0.9989      | 0.9953 | 0.0166          | 0.6927   | 0.7249        | 0.9953           |
| 0.0181        | 17.46 | 8610  | 0.4780        | 0.4058   | 0.9988      | 0.9953 | 0.0168          | 0.7006   | 0.7384        | 0.9953           |
| 0.0052        | 17.53 | 8640  | 0.3767        | 0.3447   | 0.9994      | 0.9952 | 0.0177          | 0.6699   | 0.6880        | 0.9952           |
| 0.0069        | 17.59 | 8670  | 0.3409        | 0.3125   | 0.9994      | 0.9950 | 0.0187          | 0.6537   | 0.6702        | 0.9950           |
| 0.004         | 17.65 | 8700  | 0.3400        | 0.3172   | 0.9995      | 0.9951 | 0.0189          | 0.6561   | 0.6697        | 0.9951           |
| 0.0061        | 17.71 | 8730  | 0.3931        | 0.3594   | 0.9994      | 0.9953 | 0.0183          | 0.6773   | 0.6962        | 0.9953           |
| 0.0038        | 17.77 | 8760  | 0.2883        | 0.2749   | 0.9997      | 0.9949 | 0.0195          | 0.6349   | 0.6440        | 0.9949           |
| 0.0021        | 17.83 | 8790  | 0.3568        | 0.3300   | 0.9995      | 0.9951 | 0.0182          | 0.6626   | 0.6781        | 0.9951           |
| 0.0019        | 17.89 | 8820  | 0.5072        | 0.4183   | 0.9986      | 0.9952 | 0.0176          | 0.7068   | 0.7529        | 0.9953           |
| 0.0006        | 17.95 | 8850  | 0.3592        | 0.3334   | 0.9995      | 0.9952 | 0.0182          | 0.6643   | 0.6793        | 0.9952           |
| 0.0031        | 18.01 | 8880  | 0.3860        | 0.3439   | 0.9992      | 0.9950 | 0.0182          | 0.6695   | 0.6926        | 0.9951           |
| 0.003         | 18.07 | 8910  | 0.2987        | 0.2766   | 0.9995      | 0.9947 | 0.0198          | 0.6357   | 0.6491        | 0.9948           |
| 0.0033        | 18.13 | 8940  | 0.4374        | 0.3876   | 0.9991      | 0.9953 | 0.0173          | 0.6915   | 0.7182        | 0.9954           |
| 0.0067        | 18.19 | 8970  | 0.5144        | 0.4266   | 0.9986      | 0.9953 | 0.0176          | 0.7110   | 0.7565        | 0.9954           |
| 0.0056        | 18.26 | 9000  | 0.3742        | 0.3451   | 0.9994      | 0.9952 | 0.0179          | 0.6701   | 0.6868        | 0.9952           |
| 0.0008        | 18.32 | 9030  | 0.3526        | 0.3308   | 0.9996      | 0.9952 | 0.0178          | 0.6630   | 0.6761        | 0.9952           |
| 0.0038        | 18.38 | 9060  | 0.4611        | 0.4051   | 0.9991      | 0.9954 | 0.0176          | 0.7003   | 0.7301        | 0.9955           |
| 0.005         | 18.44 | 9090  | 0.4017        | 0.3636   | 0.9993      | 0.9953 | 0.0183          | 0.6794   | 0.7005        | 0.9953           |
| 0.0028        | 18.5  | 9120  | 0.4492        | 0.3950   | 0.9991      | 0.9954 | 0.0159          | 0.6952   | 0.7241        | 0.9954           |
| 0.0055        | 18.56 | 9150  | 0.5008        | 0.4227   | 0.9988      | 0.9954 | 0.0154          | 0.7090   | 0.7498        | 0.9954           |
| 0.0057        | 18.62 | 9180  | 0.3915        | 0.3568   | 0.9993      | 0.9952 | 0.0159          | 0.6760   | 0.6954        | 0.9953           |
| 0.0081        | 18.68 | 9210  | 0.4314        | 0.3832   | 0.9991      | 0.9953 | 0.0159          | 0.6892   | 0.7153        | 0.9953           |
| 0.0051        | 18.74 | 9240  | 0.3941        | 0.3605   | 0.9994      | 0.9953 | 0.0161          | 0.6779   | 0.6967        | 0.9953           |
| 0.0053        | 18.8  | 9270  | 0.3960        | 0.3606   | 0.9993      | 0.9953 | 0.0165          | 0.6779   | 0.6977        | 0.9953           |
| 0.0171        | 18.86 | 9300  | 0.4220        | 0.3768   | 0.9992      | 0.9953 | 0.0165          | 0.6861   | 0.7106        | 0.9953           |
| 0.0026        | 18.92 | 9330  | 0.4337        | 0.3876   | 0.9992      | 0.9954 | 0.0166          | 0.6915   | 0.7165        | 0.9954           |
| 0.0188        | 18.99 | 9360  | 0.4283        | 0.3835   | 0.9992      | 0.9954 | 0.0168          | 0.6894   | 0.7138        | 0.9954           |
| 0.0062        | 19.05 | 9390  | 0.4129        | 0.3726   | 0.9993      | 0.9953 | 0.0166          | 0.6840   | 0.7061        | 0.9953           |
| 0.0136        | 19.11 | 9420  | 0.4603        | 0.4005   | 0.9990      | 0.9954 | 0.0166          | 0.6979   | 0.7296        | 0.9954           |
| 0.005         | 19.17 | 9450  | 0.3971        | 0.3607   | 0.9993      | 0.9953 | 0.0170          | 0.6780   | 0.6982        | 0.9953           |
| 0.0106        | 19.23 | 9480  | 0.4597        | 0.3994   | 0.9990      | 0.9953 | 0.0163          | 0.6974   | 0.7293        | 0.9954           |
| 0.0045        | 19.29 | 9510  | 0.3873        | 0.3532   | 0.9993      | 0.9952 | 0.0167          | 0.6742   | 0.6933        | 0.9952           |
| 0.0015        | 19.35 | 9540  | 0.3104        | 0.2948   | 0.9996      | 0.9950 | 0.0175          | 0.6449   | 0.6550        | 0.9950           |
| 0.0049        | 19.41 | 9570  | 0.4511        | 0.3973   | 0.9991      | 0.9954 | 0.0165          | 0.6964   | 0.7251        | 0.9954           |
| 0.0023        | 19.47 | 9600  | 0.2654        | 0.2552   | 0.9997      | 0.9948 | 0.0187          | 0.6250   | 0.6326        | 0.9948           |
| 0.0079        | 19.53 | 9630  | 0.3844        | 0.3489   | 0.9993      | 0.9952 | 0.0177          | 0.6720   | 0.6918        | 0.9952           |
| 0.0112        | 19.59 | 9660  | 0.4717        | 0.4130   | 0.9990      | 0.9955 | 0.0166          | 0.7042   | 0.7353        | 0.9955           |
| 0.0021        | 19.66 | 9690  | 0.3977        | 0.3602   | 0.9993      | 0.9952 | 0.0167          | 0.6777   | 0.6985        | 0.9953           |
| 0.0056        | 19.72 | 9720  | 0.4466        | 0.3951   | 0.9991      | 0.9954 | 0.0169          | 0.6952   | 0.7229        | 0.9954           |
| 0.0089        | 19.78 | 9750  | 0.3270        | 0.3070   | 0.9996      | 0.9950 | 0.0179          | 0.6510   | 0.6633        | 0.9950           |
| 0.0076        | 19.84 | 9780  | 0.3947        | 0.3586   | 0.9993      | 0.9952 | 0.0181          | 0.6769   | 0.6970        | 0.9953           |
| 0.0012        | 19.9  | 9810  | 0.5196        | 0.4334   | 0.9987      | 0.9954 | 0.0174          | 0.7144   | 0.7592        | 0.9954           |
| 0.0074        | 19.96 | 9840  | 0.4607        | 0.4064   | 0.9991      | 0.9955 | 0.0178          | 0.7009   | 0.7299        | 0.9955           |
| 0.012         | 20.02 | 9870  | 0.3824        | 0.3508   | 0.9994      | 0.9952 | 0.0186          | 0.6730   | 0.6909        | 0.9952           |
| 0.0034        | 20.08 | 9900  | 0.4868        | 0.4136   | 0.9988      | 0.9954 | 0.0176          | 0.7045   | 0.7428        | 0.9954           |
| 0.0043        | 20.14 | 9930  | 0.4499        | 0.3988   | 0.9991      | 0.9954 | 0.0181          | 0.6971   | 0.7245        | 0.9954           |
| 0.0021        | 20.2  | 9960  | 0.3666        | 0.3397   | 0.9995      | 0.9952 | 0.0162          | 0.6675   | 0.6830        | 0.9952           |
| 0.0109        | 20.26 | 9990  | 0.3804        | 0.3483   | 0.9994      | 0.9952 | 0.0156          | 0.6718   | 0.6899        | 0.9952           |
| 0.0045        | 20.32 | 10020 | 0.4206        | 0.3782   | 0.9992      | 0.9953 | 0.0152          | 0.6868   | 0.7099        | 0.9954           |
| 0.0036        | 20.39 | 10050 | 0.4397        | 0.3924   | 0.9992      | 0.9954 | 0.0157          | 0.6939   | 0.7194        | 0.9954           |
| 0.0029        | 20.45 | 10080 | 0.4284        | 0.3800   | 0.9991      | 0.9953 | 0.0155          | 0.6876   | 0.7138        | 0.9953           |
| 0.0041        | 20.51 | 10110 | 0.4948        | 0.4209   | 0.9988      | 0.9954 | 0.0159          | 0.7082   | 0.7468        | 0.9954           |
| 0.0017        | 20.57 | 10140 | 0.4869        | 0.4188   | 0.9989      | 0.9954 | 0.0157          | 0.7071   | 0.7429        | 0.9955           |
| 0.0052        | 20.63 | 10170 | 0.4236        | 0.3800   | 0.9992      | 0.9953 | 0.0160          | 0.6877   | 0.7114        | 0.9954           |
| 0.0096        | 20.69 | 10200 | 0.3932        | 0.3608   | 0.9994      | 0.9953 | 0.0161          | 0.6781   | 0.6963        | 0.9953           |
| 0.003         | 20.75 | 10230 | 0.4181        | 0.3794   | 0.9993      | 0.9954 | 0.0159          | 0.6874   | 0.7087        | 0.9954           |
| 0.0019        | 20.81 | 10260 | 0.3584        | 0.3341   | 0.9995      | 0.9952 | 0.0162          | 0.6646   | 0.6790        | 0.9952           |
| 0.0041        | 20.87 | 10290 | 0.3149        | 0.2979   | 0.9996      | 0.9950 | 0.0169          | 0.6465   | 0.6573        | 0.9950           |
| 0.0163        | 20.93 | 10320 | 0.4067        | 0.3711   | 0.9994      | 0.9954 | 0.0160          | 0.6833   | 0.7030        | 0.9954           |
| 0.0083        | 20.99 | 10350 | 0.4386        | 0.3883   | 0.9991      | 0.9953 | 0.0162          | 0.6918   | 0.7189        | 0.9954           |
| 0.0059        | 21.05 | 10380 | 0.4596        | 0.3989   | 0.9990      | 0.9953 | 0.0161          | 0.6971   | 0.7293        | 0.9954           |
| 0.0136        | 21.12 | 10410 | 0.4530        | 0.4004   | 0.9991      | 0.9954 | 0.0160          | 0.6979   | 0.7261        | 0.9954           |
| 0.0019        | 21.18 | 10440 | 0.3820        | 0.3496   | 0.9994      | 0.9952 | 0.0168          | 0.6724   | 0.6907        | 0.9952           |
| 0.0034        | 21.24 | 10470 | 0.5635        | 0.4307   | 0.9979      | 0.9950 | 0.0175          | 0.7128   | 0.7807        | 0.9950           |
| 0.0089        | 21.3  | 10500 | 0.4849        | 0.4173   | 0.9989      | 0.9954 | 0.0164          | 0.7064   | 0.7419        | 0.9955           |
| 0.0067        | 21.36 | 10530 | 0.3740        | 0.3465   | 0.9995      | 0.9953 | 0.0168          | 0.6709   | 0.6867        | 0.9953           |
| 0.0011        | 21.42 | 10560 | 0.4060        | 0.3705   | 0.9994      | 0.9954 | 0.0166          | 0.6829   | 0.7027        | 0.9954           |
| 0.0051        | 21.48 | 10590 | 0.4662        | 0.4087   | 0.9990      | 0.9955 | 0.0161          | 0.7021   | 0.7326        | 0.9955           |
| 0.0012        | 21.54 | 10620 | 0.4241        | 0.3834   | 0.9993      | 0.9954 | 0.0157          | 0.6894   | 0.7117        | 0.9954           |
| 0.0175        | 21.6  | 10650 | 0.3203        | 0.3027   | 0.9996      | 0.9950 | 0.0169          | 0.6489   | 0.6599        | 0.9950           |
| 0.0062        | 21.66 | 10680 | 0.4179        | 0.3777   | 0.9993      | 0.9954 | 0.0164          | 0.6865   | 0.7086        | 0.9954           |
| 0.001         | 21.72 | 10710 | 0.4611        | 0.4031   | 0.9990      | 0.9954 | 0.0162          | 0.6993   | 0.7301        | 0.9954           |
| 0.0007        | 21.78 | 10740 | 0.4893        | 0.4156   | 0.9988      | 0.9954 | 0.0166          | 0.7055   | 0.7440        | 0.9954           |
| 0.0074        | 21.85 | 10770 | 0.4030        | 0.3601   | 0.9992      | 0.9952 | 0.0169          | 0.6776   | 0.7011        | 0.9952           |
| 0.0064        | 21.91 | 10800 | 0.5096        | 0.4213   | 0.9986      | 0.9953 | 0.0168          | 0.7083   | 0.7541        | 0.9953           |
| 0.0052        | 21.97 | 10830 | 0.3540        | 0.3284   | 0.9995      | 0.9951 | 0.0176          | 0.6618   | 0.6767        | 0.9951           |
| 0.0075        | 22.03 | 10860 | 0.3808        | 0.3493   | 0.9994      | 0.9952 | 0.0181          | 0.6723   | 0.6901        | 0.9952           |
| 0.0013        | 22.09 | 10890 | 0.2467        | 0.2382   | 0.9998      | 0.9947 | 0.0198          | 0.6164   | 0.6232        | 0.9947           |
| 0.0055        | 22.15 | 10920 | 0.4700        | 0.4061   | 0.9989      | 0.9954 | 0.0173          | 0.7007   | 0.7345        | 0.9954           |
| 0.0061        | 22.21 | 10950 | 0.4901        | 0.4211   | 0.9989      | 0.9955 | 0.0168          | 0.7083   | 0.7445        | 0.9955           |
| 0.0004        | 22.27 | 10980 | 0.4764        | 0.4113   | 0.9989      | 0.9954 | 0.0168          | 0.7033   | 0.7377        | 0.9954           |
| 0.0138        | 22.33 | 11010 | 0.4446        | 0.3937   | 0.9991      | 0.9954 | 0.0168          | 0.6945   | 0.7219        | 0.9954           |
| 0.0094        | 22.39 | 11040 | 0.4146        | 0.3736   | 0.9993      | 0.9953 | 0.0171          | 0.6845   | 0.7069        | 0.9953           |
| 0.0019        | 22.45 | 11070 | 0.4256        | 0.3792   | 0.9992      | 0.9953 | 0.0177          | 0.6873   | 0.7124        | 0.9953           |
| 0.0061        | 22.52 | 11100 | 0.4614        | 0.4072   | 0.9991      | 0.9955 | 0.0166          | 0.7013   | 0.7303        | 0.9955           |
| 0.0248        | 22.58 | 11130 | 0.3462        | 0.3249   | 0.9996      | 0.9952 | 0.0173          | 0.6600   | 0.6729        | 0.9952           |
| 0.0038        | 22.64 | 11160 | 0.2986        | 0.2849   | 0.9997      | 0.9950 | 0.0181          | 0.6399   | 0.6491        | 0.9950           |
| 0.0086        | 22.7  | 11190 | 0.4815        | 0.4106   | 0.9988      | 0.9953 | 0.0177          | 0.7030   | 0.7402        | 0.9954           |
| 0.0024        | 22.76 | 11220 | 0.4619        | 0.4066   | 0.9991      | 0.9955 | 0.0171          | 0.7010   | 0.7305        | 0.9955           |
| 0.5688        | 22.82 | 11250 | 0.4511        | 0.3964   | 0.9991      | 0.9954 | 0.0171          | 0.6959   | 0.7251        | 0.9954           |
| 0.0245        | 22.88 | 11280 | 0.3592        | 0.3349   | 0.9995      | 0.9952 | 0.0160          | 0.6651   | 0.6794        | 0.9952           |
| 0.0042        | 22.94 | 11310 | 0.4520        | 0.3982   | 0.9991      | 0.9954 | 0.0152          | 0.6968   | 0.7256        | 0.9954           |
| 0.0071        | 23.0  | 11340 | 0.4718        | 0.3989   | 0.9988      | 0.9952 | 0.0153          | 0.6970   | 0.7353        | 0.9952           |
| 0.0072        | 23.06 | 11370 | 0.2602        | 0.2505   | 0.9997      | 0.9948 | 0.0174          | 0.6226   | 0.6300        | 0.9948           |
| 0.0018        | 23.12 | 11400 | 0.3847        | 0.3524   | 0.9994      | 0.9952 | 0.0156          | 0.6738   | 0.6921        | 0.9953           |
| 0.0059        | 23.18 | 11430 | 0.3958        | 0.3630   | 0.9994      | 0.9953 | 0.0160          | 0.6792   | 0.6976        | 0.9953           |
| 0.0061        | 23.25 | 11460 | 0.4973        | 0.4261   | 0.9989      | 0.9955 | 0.0150          | 0.7108   | 0.7481        | 0.9955           |
| 0.0064        | 23.31 | 11490 | 0.4901        | 0.4158   | 0.9988      | 0.9954 | 0.0157          | 0.7056   | 0.7444        | 0.9954           |
| 0.0038        | 23.37 | 11520 | 0.4829        | 0.4165   | 0.9989      | 0.9954 | 0.0153          | 0.7060   | 0.7409        | 0.9955           |
| 0.0071        | 23.43 | 11550 | 0.4206        | 0.3773   | 0.9992      | 0.9953 | 0.0157          | 0.6863   | 0.7099        | 0.9953           |
| 0.0038        | 23.49 | 11580 | 0.4850        | 0.4152   | 0.9989      | 0.9954 | 0.0157          | 0.7053   | 0.7419        | 0.9954           |
| 0.0067        | 23.55 | 11610 | 0.3487        | 0.3226   | 0.9995      | 0.9951 | 0.0167          | 0.6588   | 0.6741        | 0.9951           |
| 0.0153        | 23.61 | 11640 | 0.3981        | 0.3636   | 0.9994      | 0.9953 | 0.0167          | 0.6795   | 0.6988        | 0.9953           |
| 0.0051        | 23.67 | 11670 | 0.3383        | 0.3170   | 0.9995      | 0.9951 | 0.0169          | 0.6560   | 0.6689        | 0.9951           |
| 0.0046        | 23.73 | 11700 | 0.3682        | 0.3399   | 0.9994      | 0.9952 | 0.0170          | 0.6675   | 0.6838        | 0.9952           |
| 0.0067        | 23.79 | 11730 | 0.4416        | 0.3886   | 0.9991      | 0.9953 | 0.0165          | 0.6920   | 0.7203        | 0.9953           |
| 0.0064        | 23.85 | 11760 | 0.4353        | 0.3844   | 0.9991      | 0.9953 | 0.0167          | 0.6898   | 0.7172        | 0.9953           |
| 0.0154        | 23.91 | 11790 | 0.3648        | 0.3389   | 0.9995      | 0.9952 | 0.0167          | 0.6670   | 0.6821        | 0.9952           |
| 0.0024        | 23.98 | 11820 | 0.3661        | 0.3369   | 0.9994      | 0.9951 | 0.0168          | 0.6660   | 0.6828        | 0.9952           |
| 0.0033        | 24.04 | 11850 | 0.3889        | 0.3486   | 0.9992      | 0.9951 | 0.0164          | 0.6719   | 0.6941        | 0.9951           |
| 0.0008        | 24.1  | 11880 | 0.3108        | 0.2920   | 0.9996      | 0.9949 | 0.0175          | 0.6435   | 0.6552        | 0.9949           |
| 0.0122        | 24.16 | 11910 | 0.3765        | 0.3477   | 0.9994      | 0.9952 | 0.0165          | 0.6715   | 0.6880        | 0.9953           |
| 0.023         | 24.22 | 11940 | 0.4958        | 0.4147   | 0.9987      | 0.9953 | 0.0159          | 0.7050   | 0.7472        | 0.9953           |
| 0.0144        | 24.28 | 11970 | 0.4176        | 0.3776   | 0.9993      | 0.9954 | 0.0159          | 0.6865   | 0.7084        | 0.9954           |
| 0.0084        | 24.34 | 12000 | 0.3756        | 0.3454   | 0.9994      | 0.9952 | 0.0162          | 0.6703   | 0.6875        | 0.9952           |
| 0.0026        | 24.4  | 12030 | 0.4246        | 0.3801   | 0.9992      | 0.9953 | 0.0158          | 0.6877   | 0.7119        | 0.9954           |
| 0.003         | 24.46 | 12060 | 0.4904        | 0.4161   | 0.9988      | 0.9954 | 0.0161          | 0.7057   | 0.7446        | 0.9954           |
| 0.0067        | 24.52 | 12090 | 0.4726        | 0.4060   | 0.9989      | 0.9953 | 0.0163          | 0.7007   | 0.7357        | 0.9954           |
| 0.01          | 24.58 | 12120 | 0.5012        | 0.4232   | 0.9988      | 0.9954 | 0.0163          | 0.7093   | 0.7500        | 0.9954           |
| 0.0047        | 24.65 | 12150 | 0.4273        | 0.3820   | 0.9992      | 0.9953 | 0.0167          | 0.6887   | 0.7132        | 0.9954           |
| 0.008         | 24.71 | 12180 | 0.4555        | 0.3992   | 0.9990      | 0.9954 | 0.0165          | 0.6973   | 0.7273        | 0.9954           |
| 0.004         | 24.77 | 12210 | 0.4153        | 0.3676   | 0.9991      | 0.9952 | 0.0174          | 0.6814   | 0.7072        | 0.9952           |
| 0.0017        | 24.83 | 12240 | 0.4730        | 0.4066   | 0.9989      | 0.9954 | 0.0158          | 0.7010   | 0.7360        | 0.9954           |
| 0.0141        | 24.89 | 12270 | 0.4485        | 0.3946   | 0.9991      | 0.9954 | 0.0173          | 0.6950   | 0.7238        | 0.9954           |
| 0.018         | 24.95 | 12300 | 0.4337        | 0.3848   | 0.9991      | 0.9953 | 0.0181          | 0.6901   | 0.7164        | 0.9953           |
| 0.004         | 25.01 | 12330 | 0.5078        | 0.4322   | 0.9988      | 0.9955 | 0.0171          | 0.7139   | 0.7533        | 0.9955           |
| 0.0093        | 25.07 | 12360 | 0.4210        | 0.3783   | 0.9992      | 0.9953 | 0.0172          | 0.6868   | 0.7101        | 0.9954           |
| 0.0054        | 25.13 | 12390 | 0.4701        | 0.4077   | 0.9990      | 0.9954 | 0.0174          | 0.7015   | 0.7346        | 0.9954           |
| 0.0066        | 25.19 | 12420 | 0.6023        | 0.4358   | 0.9974      | 0.9947 | 0.0189          | 0.7153   | 0.7999        | 0.9948           |
| 0.0017        | 25.25 | 12450 | 0.4582        | 0.4010   | 0.9990      | 0.9954 | 0.0182          | 0.6982   | 0.7286        | 0.9954           |
| 0.0021        | 25.31 | 12480 | 0.3981        | 0.3630   | 0.9993      | 0.9953 | 0.0184          | 0.6791   | 0.6987        | 0.9953           |
| 0.0017        | 25.38 | 12510 | 0.4041        | 0.3635   | 0.9992      | 0.9952 | 0.0181          | 0.6794   | 0.7017        | 0.9952           |
| 0.0026        | 25.44 | 12540 | 0.4181        | 0.3758   | 0.9992      | 0.9953 | 0.0184          | 0.6856   | 0.7087        | 0.9953           |
| 0.0029        | 25.5  | 12570 | 0.3562        | 0.3329   | 0.9995      | 0.9952 | 0.0191          | 0.6641   | 0.6778        | 0.9952           |
| 0.0146        | 25.56 | 12600 | 0.4022        | 0.3673   | 0.9994      | 0.9953 | 0.0185          | 0.6813   | 0.7008        | 0.9953           |
| 0.0015        | 25.62 | 12630 | 0.3870        | 0.3565   | 0.9994      | 0.9953 | 0.0166          | 0.6759   | 0.6932        | 0.9953           |
| 0.0024        | 25.68 | 12660 | 0.3898        | 0.3570   | 0.9994      | 0.9953 | 0.0171          | 0.6762   | 0.6946        | 0.9953           |
| 0.0022        | 25.74 | 12690 | 0.4325        | 0.3888   | 0.9992      | 0.9954 | 0.0176          | 0.6921   | 0.7159        | 0.9954           |
| 0.004         | 25.8  | 12720 | 0.4414        | 0.3940   | 0.9992      | 0.9954 | 0.0172          | 0.6947   | 0.7203        | 0.9954           |
| 0.0084        | 25.86 | 12750 | 0.4358        | 0.3912   | 0.9992      | 0.9954 | 0.0165          | 0.6933   | 0.7175        | 0.9954           |
| 0.0065        | 25.92 | 12780 | 0.3569        | 0.3323   | 0.9995      | 0.9952 | 0.0182          | 0.6638   | 0.6782        | 0.9952           |
| 0.0079        | 25.98 | 12810 | 0.4055        | 0.3689   | 0.9993      | 0.9953 | 0.0172          | 0.6821   | 0.7024        | 0.9953           |
| 0.005         | 26.04 | 12840 | 0.4212        | 0.3794   | 0.9993      | 0.9954 | 0.0172          | 0.6874   | 0.7102        | 0.9954           |
| 0.0007        | 26.11 | 12870 | 0.4125        | 0.3731   | 0.9993      | 0.9953 | 0.0172          | 0.6842   | 0.7059        | 0.9953           |
| 0.01          | 26.17 | 12900 | 0.3635        | 0.3363   | 0.9995      | 0.9952 | 0.0181          | 0.6657   | 0.6815        | 0.9952           |
| 0.0029        | 26.23 | 12930 | 0.4441        | 0.3959   | 0.9992      | 0.9954 | 0.0172          | 0.6957   | 0.7216        | 0.9955           |
| 0.0028        | 26.29 | 12960 | 0.3467        | 0.3259   | 0.9996      | 0.9952 | 0.0181          | 0.6605   | 0.6731        | 0.9952           |
| 0.01          | 26.35 | 12990 | 0.3661        | 0.3394   | 0.9995      | 0.9952 | 0.0184          | 0.6673   | 0.6828        | 0.9952           |
| 0.0008        | 26.41 | 13020 | 0.4187        | 0.3783   | 0.9993      | 0.9954 | 0.0176          | 0.6868   | 0.7090        | 0.9954           |
| 0.0046        | 26.47 | 13050 | 0.3741        | 0.3459   | 0.9994      | 0.9952 | 0.0182          | 0.6705   | 0.6868        | 0.9952           |
| 0.0019        | 26.53 | 13080 | 0.3689        | 0.3407   | 0.9994      | 0.9952 | 0.0184          | 0.6680   | 0.6842        | 0.9952           |
| 0.0143        | 26.59 | 13110 | 0.3326        | 0.3133   | 0.9996      | 0.9951 | 0.0189          | 0.6542   | 0.6661        | 0.9951           |
| 0.0041        | 26.65 | 13140 | 0.4335        | 0.3869   | 0.9992      | 0.9954 | 0.0177          | 0.6911   | 0.7163        | 0.9954           |
| 0.005         | 26.71 | 13170 | 0.3742        | 0.3444   | 0.9994      | 0.9952 | 0.0187          | 0.6698   | 0.6868        | 0.9952           |
| 0.0019        | 26.77 | 13200 | 0.3227        | 0.3048   | 0.9996      | 0.9950 | 0.0190          | 0.6499   | 0.6611        | 0.9951           |
| 0.0006        | 26.84 | 13230 | 0.3938        | 0.3619   | 0.9994      | 0.9953 | 0.0157          | 0.6786   | 0.6966        | 0.9953           |
| 0.0096        | 26.9  | 13260 | 0.4391        | 0.3894   | 0.9991      | 0.9954 | 0.0162          | 0.6924   | 0.7191        | 0.9954           |
| 0.0028        | 26.96 | 13290 | 0.5010        | 0.4275   | 0.9988      | 0.9955 | 0.0169          | 0.7115   | 0.7499        | 0.9955           |
| 0.0067        | 27.02 | 13320 | 0.4395        | 0.3918   | 0.9992      | 0.9954 | 0.0176          | 0.6936   | 0.7193        | 0.9954           |
| 0.0124        | 27.08 | 13350 | 0.3646        | 0.3392   | 0.9995      | 0.9952 | 0.0181          | 0.6672   | 0.6820        | 0.9952           |
| 0.0016        | 27.14 | 13380 | 0.4036        | 0.3668   | 0.9993      | 0.9953 | 0.0174          | 0.6810   | 0.7015        | 0.9953           |
| 0.0069        | 27.2  | 13410 | 0.4628        | 0.4058   | 0.9990      | 0.9954 | 0.0172          | 0.7006   | 0.7309        | 0.9954           |
| 0.003         | 27.26 | 13440 | 0.4313        | 0.3868   | 0.9992      | 0.9954 | 0.0162          | 0.6911   | 0.7153        | 0.9954           |
| 0.0015        | 27.32 | 13470 | 0.4527        | 0.3979   | 0.9991      | 0.9954 | 0.0165          | 0.6967   | 0.7259        | 0.9954           |
| 0.0109        | 27.38 | 13500 | 0.4257        | 0.3809   | 0.9992      | 0.9953 | 0.0169          | 0.6881   | 0.7124        | 0.9954           |
| 0.0053        | 27.44 | 13530 | 0.4349        | 0.3895   | 0.9992      | 0.9954 | 0.0170          | 0.6924   | 0.7171        | 0.9954           |
| 0.0049        | 27.51 | 13560 | 0.3426        | 0.3183   | 0.9995      | 0.9951 | 0.0175          | 0.6567   | 0.6711        | 0.9951           |
| 0.0023        | 27.57 | 13590 | 0.3896        | 0.3572   | 0.9994      | 0.9953 | 0.0163          | 0.6762   | 0.6945        | 0.9953           |
| 0.0065        | 27.63 | 13620 | 0.5389        | 0.4445   | 0.9986      | 0.9955 | 0.0162          | 0.7200   | 0.7687        | 0.9955           |
| 0.0009        | 27.69 | 13650 | 0.4391        | 0.3864   | 0.9991      | 0.9953 | 0.0177          | 0.6908   | 0.7191        | 0.9953           |
| 0.0009        | 27.75 | 13680 | 0.4727        | 0.4134   | 0.9990      | 0.9955 | 0.0177          | 0.7044   | 0.7358        | 0.9955           |
| 0.0056        | 27.81 | 13710 | 0.4976        | 0.4227   | 0.9988      | 0.9954 | 0.0174          | 0.7091   | 0.7482        | 0.9954           |
| 0.0046        | 27.87 | 13740 | 0.3521        | 0.3289   | 0.9995      | 0.9952 | 0.0183          | 0.6620   | 0.6758        | 0.9952           |
| 0.0053        | 27.93 | 13770 | 0.4465        | 0.3968   | 0.9992      | 0.9954 | 0.0175          | 0.6961   | 0.7228        | 0.9954           |
| 0.0072        | 27.99 | 13800 | 0.4351        | 0.3902   | 0.9992      | 0.9954 | 0.0177          | 0.6928   | 0.7171        | 0.9954           |
| 0.0067        | 28.05 | 13830 | 0.3882        | 0.3585   | 0.9994      | 0.9953 | 0.0176          | 0.6769   | 0.6938        | 0.9953           |
| 0.0018        | 28.11 | 13860 | 0.3821        | 0.3486   | 0.9993      | 0.9952 | 0.0177          | 0.6719   | 0.6907        | 0.9952           |
| 0.0044        | 28.17 | 13890 | 0.4906        | 0.4144   | 0.9988      | 0.9953 | 0.0182          | 0.7048   | 0.7447        | 0.9953           |
| 0.0029        | 28.24 | 13920 | 0.4622        | 0.4051   | 0.9990      | 0.9954 | 0.0173          | 0.7003   | 0.7306        | 0.9954           |
| 0.0037        | 28.3  | 13950 | 0.3649        | 0.3392   | 0.9995      | 0.9952 | 0.0182          | 0.6672   | 0.6822        | 0.9952           |
| 0.0027        | 28.36 | 13980 | 0.4789        | 0.4142   | 0.9989      | 0.9954 | 0.0176          | 0.7048   | 0.7389        | 0.9955           |
| 0.0035        | 28.42 | 14010 | 0.4909        | 0.4227   | 0.9989      | 0.9955 | 0.0174          | 0.7091   | 0.7449        | 0.9955           |
| 0.0041        | 28.48 | 14040 | 0.4197        | 0.3795   | 0.9993      | 0.9954 | 0.0179          | 0.6874   | 0.7095        | 0.9954           |
| 0.0034        | 28.54 | 14070 | 0.4251        | 0.3841   | 0.9993      | 0.9954 | 0.0177          | 0.6898   | 0.7122        | 0.9954           |
| 0.012         | 28.6  | 14100 | 0.4654        | 0.4085   | 0.9991      | 0.9955 | 0.0167          | 0.7020   | 0.7323        | 0.9955           |
| 0.0058        | 28.66 | 14130 | 0.3843        | 0.3532   | 0.9994      | 0.9953 | 0.0157          | 0.6742   | 0.6919        | 0.9953           |
| 0.0018        | 28.72 | 14160 | 0.4380        | 0.3929   | 0.9992      | 0.9954 | 0.0154          | 0.6942   | 0.7186        | 0.9955           |
| 0.0017        | 28.78 | 14190 | 0.4560        | 0.4016   | 0.9991      | 0.9954 | 0.0158          | 0.6985   | 0.7276        | 0.9954           |
| 0.0037        | 28.84 | 14220 | 0.4252        | 0.3844   | 0.9993      | 0.9954 | 0.0155          | 0.6899   | 0.7122        | 0.9954           |
| 0.0041        | 28.9  | 14250 | 0.4537        | 0.3999   | 0.9991      | 0.9954 | 0.0157          | 0.6977   | 0.7264        | 0.9954           |
| 0.0079        | 28.97 | 14280 | 0.3648        | 0.3398   | 0.9995      | 0.9952 | 0.0161          | 0.6675   | 0.6822        | 0.9952           |
| 0.0026        | 29.03 | 14310 | 0.4027        | 0.3670   | 0.9993      | 0.9953 | 0.0158          | 0.6811   | 0.7010        | 0.9953           |
| 0.0071        | 29.09 | 14340 | 0.4438        | 0.3939   | 0.9991      | 0.9954 | 0.0161          | 0.6946   | 0.7215        | 0.9954           |
| 0.0039        | 29.15 | 14370 | 0.4662        | 0.4061   | 0.9990      | 0.9954 | 0.0161          | 0.7007   | 0.7326        | 0.9954           |
| 0.0037        | 29.21 | 14400 | 0.3539        | 0.3298   | 0.9995      | 0.9952 | 0.0166          | 0.6625   | 0.6767        | 0.9952           |
| 0.0082        | 29.27 | 14430 | 0.4226        | 0.3833   | 0.9993      | 0.9954 | 0.0161          | 0.6894   | 0.7109        | 0.9954           |
| 0.0014        | 29.33 | 14460 | 0.4325        | 0.3880   | 0.9992      | 0.9954 | 0.0160          | 0.6917   | 0.7159        | 0.9954           |
| 0.0079        | 29.39 | 14490 | 0.4482        | 0.3975   | 0.9991      | 0.9954 | 0.0161          | 0.6965   | 0.7237        | 0.9954           |
| 0.0008        | 29.45 | 14520 | 0.3945        | 0.3625   | 0.9994      | 0.9953 | 0.0175          | 0.6789   | 0.6970        | 0.9953           |
| 0.0026        | 29.51 | 14550 | 0.4091        | 0.3721   | 0.9993      | 0.9954 | 0.0174          | 0.6837   | 0.7042        | 0.9954           |
| 0.0034        | 29.57 | 14580 | 0.4193        | 0.3791   | 0.9993      | 0.9954 | 0.0178          | 0.6872   | 0.7093        | 0.9954           |
| 0.0041        | 29.63 | 14610 | 0.4392        | 0.3892   | 0.9991      | 0.9954 | 0.0180          | 0.6923   | 0.7192        | 0.9954           |
| 0.0136        | 29.7  | 14640 | 0.4384        | 0.3918   | 0.9992      | 0.9954 | 0.0156          | 0.6936   | 0.7188        | 0.9954           |
| 0.004         | 29.76 | 14670 | 0.4131        | 0.3740   | 0.9993      | 0.9953 | 0.0159          | 0.6847   | 0.7062        | 0.9954           |
| 0.0045        | 29.82 | 14700 | 0.4490        | 0.3985   | 0.9991      | 0.9954 | 0.0155          | 0.6969   | 0.7241        | 0.9954           |
| 0.0013        | 29.88 | 14730 | 0.5070        | 0.4303   | 0.9988      | 0.9955 | 0.0156          | 0.7129   | 0.7529        | 0.9955           |
| 0.0097        | 29.94 | 14760 | 0.4140        | 0.3752   | 0.9993      | 0.9954 | 0.0161          | 0.6853   | 0.7066        | 0.9954           |
| 0.0175        | 30.0  | 14790 | 0.3519        | 0.3306   | 0.9996      | 0.9952 | 0.0166          | 0.6629   | 0.6758        | 0.9952           |
| 0.0063        | 30.06 | 14820 | 0.5193        | 0.4337   | 0.9987      | 0.9954 | 0.0163          | 0.7146   | 0.7590        | 0.9954           |
| 0.0017        | 30.12 | 14850 | 0.4257        | 0.3856   | 0.9993      | 0.9954 | 0.0159          | 0.6905   | 0.7125        | 0.9954           |
| 0.0021        | 30.18 | 14880 | 0.4579        | 0.4069   | 0.9992      | 0.9955 | 0.0163          | 0.7012   | 0.7285        | 0.9955           |
| 0.0119        | 30.24 | 14910 | 0.4442        | 0.3942   | 0.9991      | 0.9954 | 0.0169          | 0.6948   | 0.7217        | 0.9954           |
| 0.0032        | 30.3  | 14940 | 0.5246        | 0.4310   | 0.9985      | 0.9953 | 0.0179          | 0.7132   | 0.7616        | 0.9954           |
| 0.0001        | 30.37 | 14970 | 0.4919        | 0.4252   | 0.9989      | 0.9955 | 0.0174          | 0.7104   | 0.7454        | 0.9955           |
| 0.0031        | 30.43 | 15000 | 0.4361        | 0.3913   | 0.9992      | 0.9954 | 0.0193          | 0.6933   | 0.7177        | 0.9954           |
| 0.0195        | 30.49 | 15030 | 0.4252        | 0.3837   | 0.9993      | 0.9954 | 0.0189          | 0.6895   | 0.7122        | 0.9954           |
| 0.0053        | 30.55 | 15060 | 0.4938        | 0.4235   | 0.9989      | 0.9955 | 0.0192          | 0.7095   | 0.7464        | 0.9955           |
| 0.0077        | 30.61 | 15090 | 0.4642        | 0.4081   | 0.9991      | 0.9955 | 0.0189          | 0.7018   | 0.7316        | 0.9955           |
| 0.0024        | 30.67 | 15120 | 0.4152        | 0.3775   | 0.9993      | 0.9954 | 0.0185          | 0.6865   | 0.7073        | 0.9954           |
| 0.0148        | 30.73 | 15150 | 0.4397        | 0.3916   | 0.9992      | 0.9954 | 0.0187          | 0.6935   | 0.7194        | 0.9954           |
| 0.0036        | 30.79 | 15180 | 0.4450        | 0.3959   | 0.9992      | 0.9954 | 0.0185          | 0.6957   | 0.7221        | 0.9954           |
| 0.0029        | 30.85 | 15210 | 0.4752        | 0.4155   | 0.9990      | 0.9955 | 0.0183          | 0.7055   | 0.7371        | 0.9955           |
| 0.0094        | 30.91 | 15240 | 0.4414        | 0.3928   | 0.9992      | 0.9954 | 0.0183          | 0.6941   | 0.7203        | 0.9954           |
| 0.0027        | 30.97 | 15270 | 0.4677        | 0.4082   | 0.9990      | 0.9954 | 0.0186          | 0.7018   | 0.7334        | 0.9954           |
| 0.003         | 31.03 | 15300 | 0.5050        | 0.4270   | 0.9988      | 0.9954 | 0.0185          | 0.7112   | 0.7519        | 0.9954           |
| 0.0027        | 31.1  | 15330 | 0.4934        | 0.4153   | 0.9987      | 0.9953 | 0.0190          | 0.7053   | 0.7460        | 0.9953           |
| 0.001         | 31.16 | 15360 | 0.4425        | 0.3920   | 0.9991      | 0.9954 | 0.0185          | 0.6937   | 0.7208        | 0.9954           |
| 0.0116        | 31.22 | 15390 | 0.4061        | 0.3690   | 0.9993      | 0.9953 | 0.0180          | 0.6822   | 0.7027        | 0.9953           |
| 0.0048        | 31.28 | 15420 | 0.4669        | 0.4056   | 0.9990      | 0.9954 | 0.0170          | 0.7005   | 0.7329        | 0.9954           |
| 0.0024        | 31.34 | 15450 | 0.4965        | 0.4136   | 0.9986      | 0.9953 | 0.0181          | 0.7044   | 0.7476        | 0.9953           |
| 0.0046        | 31.4  | 15480 | 0.4865        | 0.4205   | 0.9989      | 0.9955 | 0.0168          | 0.7080   | 0.7427        | 0.9955           |
| 0.0022        | 31.46 | 15510 | 0.4112        | 0.3718   | 0.9993      | 0.9953 | 0.0171          | 0.6836   | 0.7052        | 0.9953           |
| 0.0084        | 31.52 | 15540 | 0.4468        | 0.3923   | 0.9991      | 0.9953 | 0.0178          | 0.6938   | 0.7229        | 0.9954           |
| 0.0048        | 31.58 | 15570 | 0.3812        | 0.3515   | 0.9994      | 0.9953 | 0.0177          | 0.6734   | 0.6903        | 0.9953           |
| 0.0007        | 31.64 | 15600 | 0.4963        | 0.4164   | 0.9987      | 0.9953 | 0.0177          | 0.7058   | 0.7475        | 0.9953           |
| 0.0036        | 31.7  | 15630 | 0.4129        | 0.3734   | 0.9993      | 0.9953 | 0.0171          | 0.6843   | 0.7061        | 0.9953           |
| 0.0058        | 31.76 | 15660 | 0.4910        | 0.4203   | 0.9989      | 0.9954 | 0.0168          | 0.7079   | 0.7449        | 0.9955           |
| 0.0061        | 31.83 | 15690 | 0.4776        | 0.4021   | 0.9987      | 0.9952 | 0.0188          | 0.6987   | 0.7382        | 0.9952           |
| 0.0089        | 31.89 | 15720 | 0.4732        | 0.4122   | 0.9990      | 0.9955 | 0.0175          | 0.7038   | 0.7361        | 0.9955           |
| 0.0039        | 31.95 | 15750 | 0.4279        | 0.3841   | 0.9992      | 0.9954 | 0.0167          | 0.6897   | 0.7136        | 0.9954           |
| 0.0063        | 32.01 | 15780 | 0.4312        | 0.3876   | 0.9992      | 0.9954 | 0.0169          | 0.6915   | 0.7152        | 0.9954           |
| 0.0045        | 32.07 | 15810 | 0.4655        | 0.4066   | 0.9990      | 0.9954 | 0.0175          | 0.7010   | 0.7323        | 0.9954           |
| 0.0018        | 32.13 | 15840 | 0.4271        | 0.3829   | 0.9992      | 0.9954 | 0.0178          | 0.6892   | 0.7132        | 0.9954           |
| 0.0182        | 32.19 | 15870 | 0.4328        | 0.3860   | 0.9992      | 0.9954 | 0.0176          | 0.6907   | 0.7160        | 0.9954           |
| 0.0066        | 32.25 | 15900 | 0.4436        | 0.3935   | 0.9991      | 0.9954 | 0.0182          | 0.6944   | 0.7214        | 0.9954           |
| 0.0006        | 32.31 | 15930 | 0.4739        | 0.4133   | 0.9990      | 0.9955 | 0.0178          | 0.7044   | 0.7365        | 0.9955           |
| 0.0045        | 32.37 | 15960 | 0.4645        | 0.4079   | 0.9991      | 0.9955 | 0.0166          | 0.7017   | 0.7318        | 0.9955           |
| 0.0109        | 32.43 | 15990 | 0.4274        | 0.3834   | 0.9992      | 0.9954 | 0.0162          | 0.6894   | 0.7133        | 0.9954           |
| 0.0041        | 32.49 | 16020 | 0.3816        | 0.3520   | 0.9994      | 0.9953 | 0.0166          | 0.6736   | 0.6905        | 0.9953           |
| 0.0069        | 32.56 | 16050 | 0.4434        | 0.3934   | 0.9991      | 0.9954 | 0.0161          | 0.6944   | 0.7213        | 0.9954           |
| 0.006         | 32.62 | 16080 | 0.4011        | 0.3665   | 0.9994      | 0.9953 | 0.0180          | 0.6809   | 0.7002        | 0.9953           |
| 0.0011        | 32.68 | 16110 | 0.4647        | 0.4076   | 0.9991      | 0.9955 | 0.0180          | 0.7015   | 0.7319        | 0.9955           |
| 0.004         | 32.74 | 16140 | 0.4268        | 0.3837   | 0.9992      | 0.9954 | 0.0186          | 0.6895   | 0.7130        | 0.9954           |
| 0.0035        | 32.8  | 16170 | 0.4609        | 0.4083   | 0.9991      | 0.9955 | 0.0181          | 0.7019   | 0.7300        | 0.9955           |
| 0.0065        | 32.86 | 16200 | 0.4633        | 0.4065   | 0.9991      | 0.9954 | 0.0177          | 0.7010   | 0.7312        | 0.9955           |
| 0.0076        | 32.92 | 16230 | 0.5158        | 0.4170   | 0.9984      | 0.9951 | 0.0193          | 0.7061   | 0.7571        | 0.9952           |
| 0.0044        | 32.98 | 16260 | 0.4693        | 0.4100   | 0.9990      | 0.9955 | 0.0178          | 0.7027   | 0.7342        | 0.9955           |
| 0.0089        | 33.04 | 16290 | 0.4852        | 0.4169   | 0.9989      | 0.9954 | 0.0182          | 0.7062   | 0.7421        | 0.9954           |
| 0.0051        | 33.1  | 16320 | 0.4001        | 0.3625   | 0.9993      | 0.9953 | 0.0195          | 0.6789   | 0.6997        | 0.9953           |
| 0.002         | 33.16 | 16350 | 0.4790        | 0.4157   | 0.9990      | 0.9955 | 0.0182          | 0.7056   | 0.7390        | 0.9955           |
| 0.0036        | 33.23 | 16380 | 0.4408        | 0.3912   | 0.9991      | 0.9954 | 0.0187          | 0.6933   | 0.7200        | 0.9954           |
| 0.0039        | 33.29 | 16410 | 0.4106        | 0.3733   | 0.9993      | 0.9954 | 0.0185          | 0.6843   | 0.7050        | 0.9954           |
| 0.0047        | 33.35 | 16440 | 0.4391        | 0.3945   | 0.9992      | 0.9955 | 0.0181          | 0.6950   | 0.7192        | 0.9955           |
| 0.0077        | 33.41 | 16470 | 0.4937        | 0.4278   | 0.9990      | 0.9956 | 0.0178          | 0.7117   | 0.7464        | 0.9956           |
| 0.0047        | 33.47 | 16500 | 0.4677        | 0.4104   | 0.9991      | 0.9955 | 0.0181          | 0.7029   | 0.7334        | 0.9955           |
| 0.0029        | 33.53 | 16530 | 0.4279        | 0.3858   | 0.9993      | 0.9954 | 0.0182          | 0.6906   | 0.7136        | 0.9954           |
| 0.0019        | 33.59 | 16560 | 0.4796        | 0.4114   | 0.9989      | 0.9954 | 0.0186          | 0.7034   | 0.7392        | 0.9954           |
| 0.0095        | 33.65 | 16590 | 0.4710        | 0.4125   | 0.9990      | 0.9955 | 0.0179          | 0.7040   | 0.7350        | 0.9955           |
| 0.0025        | 33.71 | 16620 | 0.4587        | 0.4053   | 0.9991      | 0.9955 | 0.0182          | 0.7004   | 0.7289        | 0.9955           |
| 0.0056        | 33.77 | 16650 | 0.4961        | 0.4237   | 0.9988      | 0.9955 | 0.0194          | 0.7096   | 0.7475        | 0.9955           |
| 0.0026        | 33.83 | 16680 | 0.4664        | 0.4095   | 0.9991      | 0.9955 | 0.0190          | 0.7025   | 0.7327        | 0.9955           |
| 0.0008        | 33.89 | 16710 | 0.4138        | 0.3757   | 0.9993      | 0.9954 | 0.0188          | 0.6855   | 0.7066        | 0.9954           |
| 0.0093        | 33.96 | 16740 | 0.4634        | 0.4078   | 0.9991      | 0.9955 | 0.0180          | 0.7017   | 0.7313        | 0.9955           |
| 0.0088        | 34.02 | 16770 | 0.4480        | 0.3977   | 0.9991      | 0.9954 | 0.0182          | 0.6966   | 0.7236        | 0.9954           |
| 0.004         | 34.08 | 16800 | 0.4497        | 0.3994   | 0.9991      | 0.9954 | 0.0186          | 0.6974   | 0.7244        | 0.9955           |
| 0.0074        | 34.14 | 16830 | 0.4425        | 0.3965   | 0.9992      | 0.9955 | 0.0180          | 0.6960   | 0.7209        | 0.9955           |
| 0.0039        | 34.2  | 16860 | 0.4196        | 0.3796   | 0.9993      | 0.9954 | 0.0182          | 0.6875   | 0.7095        | 0.9954           |
| 0.0008        | 34.26 | 16890 | 0.5240        | 0.4323   | 0.9986      | 0.9954 | 0.0183          | 0.7138   | 0.7613        | 0.9954           |
| 0.006         | 34.32 | 16920 | 0.4810        | 0.4149   | 0.9989      | 0.9954 | 0.0176          | 0.7051   | 0.7399        | 0.9954           |
| 0.0045        | 34.38 | 16950 | 0.4393        | 0.3918   | 0.9992      | 0.9954 | 0.0181          | 0.6936   | 0.7192        | 0.9954           |
| 0.0022        | 34.44 | 16980 | 0.4047        | 0.3701   | 0.9994      | 0.9954 | 0.0180          | 0.6827   | 0.7020        | 0.9954           |
| 0.0034        | 34.5  | 17010 | 0.4488        | 0.4005   | 0.9992      | 0.9955 | 0.0179          | 0.6980   | 0.7240        | 0.9955           |
| 0.0045        | 34.56 | 17040 | 0.4926        | 0.4229   | 0.9989      | 0.9955 | 0.0180          | 0.7092   | 0.7457        | 0.9955           |
| 0.0093        | 34.62 | 17070 | 0.4787        | 0.4095   | 0.9989      | 0.9953 | 0.0189          | 0.7024   | 0.7388        | 0.9954           |
| 0.0104        | 34.69 | 17100 | 0.4431        | 0.3949   | 0.9992      | 0.9954 | 0.0184          | 0.6952   | 0.7211        | 0.9954           |
| 0.0078        | 34.75 | 17130 | 0.4445        | 0.3946   | 0.9991      | 0.9954 | 0.0185          | 0.6950   | 0.7218        | 0.9954           |
| 0.0687        | 34.81 | 17160 | 0.4465        | 0.3940   | 0.9991      | 0.9954 | 0.0191          | 0.6947   | 0.7228        | 0.9954           |
| 0.0238        | 34.87 | 17190 | 0.4192        | 0.3795   | 0.9993      | 0.9954 | 0.0187          | 0.6875   | 0.7093        | 0.9954           |
| 0.0037        | 34.93 | 17220 | 0.4306        | 0.3873   | 0.9992      | 0.9954 | 0.0187          | 0.6914   | 0.7149        | 0.9954           |
| 0.0056        | 34.99 | 17250 | 0.4309        | 0.3861   | 0.9992      | 0.9954 | 0.0186          | 0.6908   | 0.7151        | 0.9954           |
| 0.0067        | 35.05 | 17280 | 0.4714        | 0.4125   | 0.9990      | 0.9955 | 0.0172          | 0.7040   | 0.7352        | 0.9955           |
| 0.0014        | 35.11 | 17310 | 0.4805        | 0.4171   | 0.9990      | 0.9955 | 0.0163          | 0.7063   | 0.7397        | 0.9955           |
| 0.0095        | 35.17 | 17340 | 0.4185        | 0.3798   | 0.9993      | 0.9954 | 0.0163          | 0.6876   | 0.7089        | 0.9954           |
| 0.0094        | 35.23 | 17370 | 0.4587        | 0.4050   | 0.9991      | 0.9955 | 0.0164          | 0.7002   | 0.7289        | 0.9955           |
| 0.0004        | 35.29 | 17400 | 0.4358        | 0.3914   | 0.9992      | 0.9954 | 0.0163          | 0.6934   | 0.7175        | 0.9954           |
| 0.0054        | 35.35 | 17430 | 0.4985        | 0.4226   | 0.9988      | 0.9954 | 0.0163          | 0.7090   | 0.7486        | 0.9954           |
| 0.0026        | 35.42 | 17460 | 0.4057        | 0.3708   | 0.9994      | 0.9954 | 0.0168          | 0.6831   | 0.7025        | 0.9954           |
| 0.0271        | 35.48 | 17490 | 0.4883        | 0.4182   | 0.9989      | 0.9954 | 0.0173          | 0.7068   | 0.7436        | 0.9954           |
| 0.006         | 35.54 | 17520 | 0.4228        | 0.3823   | 0.9993      | 0.9954 | 0.0170          | 0.6889   | 0.7110        | 0.9954           |
| 0.0114        | 35.6  | 17550 | 0.4158        | 0.3780   | 0.9993      | 0.9954 | 0.0170          | 0.6867   | 0.7076        | 0.9954           |
| 0.0029        | 35.66 | 17580 | 0.4267        | 0.3848   | 0.9993      | 0.9954 | 0.0167          | 0.6901   | 0.7130        | 0.9954           |
| 0.007         | 35.72 | 17610 | 0.4375        | 0.3900   | 0.9992      | 0.9954 | 0.0170          | 0.6927   | 0.7183        | 0.9954           |
| 0.001         | 35.78 | 17640 | 0.4386        | 0.3920   | 0.9992      | 0.9954 | 0.0169          | 0.6937   | 0.7189        | 0.9954           |
| 0.0022        | 35.84 | 17670 | 0.4560        | 0.4036   | 0.9991      | 0.9955 | 0.0173          | 0.6995   | 0.7276        | 0.9955           |
| 0.0044        | 35.9  | 17700 | 0.4911        | 0.4245   | 0.9989      | 0.9955 | 0.0168          | 0.7100   | 0.7450        | 0.9955           |
| 0.0024        | 35.96 | 17730 | 0.4288        | 0.3862   | 0.9993      | 0.9954 | 0.0170          | 0.6908   | 0.7140        | 0.9954           |
| 0.0025        | 36.02 | 17760 | 0.4409        | 0.3935   | 0.9992      | 0.9954 | 0.0177          | 0.6945   | 0.7200        | 0.9954           |
| 0.0007        | 36.09 | 17790 | 0.4002        | 0.3664   | 0.9994      | 0.9953 | 0.0170          | 0.6809   | 0.6998        | 0.9954           |
| 0.0068        | 36.15 | 17820 | 0.4613        | 0.4075   | 0.9991      | 0.9955 | 0.0167          | 0.7015   | 0.7302        | 0.9955           |
| 0.0016        | 36.21 | 17850 | 0.4642        | 0.4079   | 0.9991      | 0.9955 | 0.0165          | 0.7017   | 0.7316        | 0.9955           |
| 0.0086        | 36.27 | 17880 | 0.4357        | 0.3909   | 0.9992      | 0.9954 | 0.0167          | 0.6932   | 0.7175        | 0.9954           |
| 0.0327        | 36.33 | 17910 | 0.4583        | 0.4054   | 0.9991      | 0.9955 | 0.0169          | 0.7005   | 0.7287        | 0.9955           |
| 0.0048        | 36.39 | 17940 | 0.4437        | 0.3969   | 0.9992      | 0.9955 | 0.0167          | 0.6962   | 0.7215        | 0.9955           |
| 0.0033        | 36.45 | 17970 | 0.4461        | 0.3994   | 0.9992      | 0.9955 | 0.0166          | 0.6975   | 0.7226        | 0.9955           |
| 0.0073        | 36.51 | 18000 | 0.4410        | 0.3950   | 0.9992      | 0.9955 | 0.0162          | 0.6952   | 0.7201        | 0.9955           |
| 0.0195        | 36.57 | 18030 | 0.4657        | 0.4091   | 0.9991      | 0.9955 | 0.0162          | 0.7023   | 0.7324        | 0.9955           |
| 0.0047        | 36.63 | 18060 | 0.4303        | 0.3871   | 0.9992      | 0.9954 | 0.0167          | 0.6913   | 0.7148        | 0.9954           |
| 0.0023        | 36.69 | 18090 | 0.5117        | 0.4306   | 0.9987      | 0.9954 | 0.0168          | 0.7130   | 0.7552        | 0.9955           |
| 0.0104        | 36.75 | 18120 | 0.4503        | 0.3998   | 0.9991      | 0.9954 | 0.0166          | 0.6976   | 0.7247        | 0.9955           |
| 0.0044        | 36.82 | 18150 | 0.4384        | 0.3919   | 0.9992      | 0.9954 | 0.0170          | 0.6937   | 0.7188        | 0.9954           |
| 0.0008        | 36.88 | 18180 | 0.4641        | 0.4074   | 0.9991      | 0.9955 | 0.0167          | 0.7014   | 0.7316        | 0.9955           |
| 0.0076        | 36.94 | 18210 | 0.4561        | 0.4008   | 0.9991      | 0.9954 | 0.0172          | 0.6981   | 0.7276        | 0.9954           |
| 0.0038        | 37.0  | 18240 | 0.4060        | 0.3706   | 0.9994      | 0.9954 | 0.0171          | 0.6830   | 0.7027        | 0.9954           |
| 0.0049        | 37.06 | 18270 | 0.4560        | 0.4028   | 0.9991      | 0.9954 | 0.0172          | 0.6991   | 0.7275        | 0.9955           |
| 0.009         | 37.12 | 18300 | 0.4147        | 0.3776   | 0.9993      | 0.9954 | 0.0166          | 0.6865   | 0.7070        | 0.9954           |
| 0.0042        | 37.18 | 18330 | 0.4605        | 0.4069   | 0.9991      | 0.9955 | 0.0162          | 0.7012   | 0.7298        | 0.9955           |
| 0.0058        | 37.24 | 18360 | 0.4897        | 0.4210   | 0.9989      | 0.9955 | 0.0166          | 0.7083   | 0.7443        | 0.9955           |
| 0.0077        | 37.3  | 18390 | 0.4272        | 0.3848   | 0.9993      | 0.9954 | 0.0167          | 0.6901   | 0.7132        | 0.9954           |
| 0.0033        | 37.36 | 18420 | 0.4664        | 0.4075   | 0.9990      | 0.9954 | 0.0166          | 0.7015   | 0.7327        | 0.9954           |
| 0.0098        | 37.42 | 18450 | 0.4841        | 0.4172   | 0.9989      | 0.9954 | 0.0166          | 0.7063   | 0.7415        | 0.9955           |
| 0.0062        | 37.48 | 18480 | 0.4760        | 0.4123   | 0.9990      | 0.9954 | 0.0166          | 0.7038   | 0.7375        | 0.9954           |
| 0.0109        | 37.55 | 18510 | 0.4307        | 0.3856   | 0.9992      | 0.9954 | 0.0167          | 0.6905   | 0.7150        | 0.9954           |
| 0.0015        | 37.61 | 18540 | 0.4692        | 0.4105   | 0.9990      | 0.9955 | 0.0166          | 0.7030   | 0.7341        | 0.9955           |
| 0.001         | 37.67 | 18570 | 0.4478        | 0.3990   | 0.9992      | 0.9955 | 0.0165          | 0.6972   | 0.7235        | 0.9955           |
| 0.004         | 37.73 | 18600 | 0.4803        | 0.4152   | 0.9989      | 0.9954 | 0.0170          | 0.7053   | 0.7396        | 0.9955           |
| 0.0058        | 37.79 | 18630 | 0.4536        | 0.4029   | 0.9991      | 0.9955 | 0.0166          | 0.6992   | 0.7264        | 0.9955           |
| 0.0049        | 37.85 | 18660 | 0.4491        | 0.3995   | 0.9992      | 0.9955 | 0.0166          | 0.6975   | 0.7242        | 0.9955           |
| 0.0027        | 37.91 | 18690 | 0.4636        | 0.4083   | 0.9991      | 0.9955 | 0.0165          | 0.7019   | 0.7314        | 0.9955           |
| 0.003         | 37.97 | 18720 | 0.4497        | 0.4002   | 0.9992      | 0.9955 | 0.0166          | 0.6978   | 0.7244        | 0.9955           |
| 0.0064        | 38.03 | 18750 | 0.4670        | 0.4109   | 0.9991      | 0.9955 | 0.0171          | 0.7032   | 0.7330        | 0.9955           |
| 0.0061        | 38.09 | 18780 | 0.4513        | 0.4016   | 0.9992      | 0.9955 | 0.0172          | 0.6985   | 0.7253        | 0.9955           |
| 0.0028        | 38.15 | 18810 | 0.4654        | 0.4093   | 0.9991      | 0.9955 | 0.0169          | 0.7024   | 0.7322        | 0.9955           |
| 0.0148        | 38.22 | 18840 | 0.4696        | 0.4111   | 0.9990      | 0.9955 | 0.0172          | 0.7033   | 0.7343        | 0.9955           |
| 0.0022        | 38.28 | 18870 | 0.4793        | 0.4161   | 0.9990      | 0.9955 | 0.0170          | 0.7058   | 0.7392        | 0.9955           |
| 0.0009        | 38.34 | 18900 | 0.4668        | 0.4085   | 0.9990      | 0.9954 | 0.0172          | 0.7020   | 0.7329        | 0.9955           |
| 0.0955        | 38.4  | 18930 | 0.4690        | 0.4109   | 0.9990      | 0.9955 | 0.0169          | 0.7032   | 0.7340        | 0.9955           |
| 0.0023        | 38.46 | 18960 | 0.4585        | 0.4047   | 0.9991      | 0.9955 | 0.0170          | 0.7001   | 0.7288        | 0.9955           |
| 0.0066        | 38.52 | 18990 | 0.4475        | 0.3983   | 0.9992      | 0.9954 | 0.0169          | 0.6969   | 0.7233        | 0.9955           |
| 0.0013        | 38.58 | 19020 | 0.4621        | 0.4073   | 0.9991      | 0.9955 | 0.0169          | 0.7014   | 0.7306        | 0.9955           |
| 0.0062        | 38.64 | 19050 | 0.4719        | 0.4130   | 0.9990      | 0.9955 | 0.0171          | 0.7042   | 0.7355        | 0.9955           |
| 0.0068        | 38.7  | 19080 | 0.4541        | 0.4032   | 0.9991      | 0.9955 | 0.0168          | 0.6994   | 0.7266        | 0.9955           |
| 0.0039        | 38.76 | 19110 | 0.4740        | 0.4145   | 0.9990      | 0.9955 | 0.0166          | 0.7050   | 0.7365        | 0.9955           |
| 0.0076        | 38.82 | 19140 | 0.4421        | 0.3953   | 0.9992      | 0.9954 | 0.0170          | 0.6954   | 0.7206        | 0.9955           |
| 0.003         | 38.88 | 19170 | 0.4267        | 0.3849   | 0.9993      | 0.9954 | 0.0172          | 0.6901   | 0.7130        | 0.9954           |
| 0.0044        | 38.95 | 19200 | 0.4539        | 0.4013   | 0.9991      | 0.9954 | 0.0172          | 0.6984   | 0.7265        | 0.9955           |
| 0.005         | 39.01 | 19230 | 0.4478        | 0.3977   | 0.9991      | 0.9954 | 0.0173          | 0.6966   | 0.7235        | 0.9954           |
| 0.0059        | 39.07 | 19260 | 0.4546        | 0.4024   | 0.9991      | 0.9955 | 0.0173          | 0.6989   | 0.7269        | 0.9955           |
| 0.0134        | 39.13 | 19290 | 0.4450        | 0.3965   | 0.9992      | 0.9954 | 0.0171          | 0.6960   | 0.7221        | 0.9955           |
| 0.0064        | 39.19 | 19320 | 0.4387        | 0.3928   | 0.9992      | 0.9954 | 0.0172          | 0.6941   | 0.7189        | 0.9954           |
| 0.0034        | 39.25 | 19350 | 0.4557        | 0.4029   | 0.9991      | 0.9955 | 0.0172          | 0.6992   | 0.7274        | 0.9955           |
| 0.0069        | 39.31 | 19380 | 0.4393        | 0.3931   | 0.9992      | 0.9954 | 0.0172          | 0.6943   | 0.7193        | 0.9954           |
| 0.0037        | 39.37 | 19410 | 0.4398        | 0.3933   | 0.9992      | 0.9954 | 0.0174          | 0.6944   | 0.7195        | 0.9954           |
| 0.0184        | 39.43 | 19440 | 0.4530        | 0.4012   | 0.9991      | 0.9954 | 0.0174          | 0.6983   | 0.7261        | 0.9955           |
| 0.0044        | 39.49 | 19470 | 0.4468        | 0.3975   | 0.9992      | 0.9954 | 0.0172          | 0.6965   | 0.7230        | 0.9955           |
| 0.0028        | 39.55 | 19500 | 0.4435        | 0.3953   | 0.9992      | 0.9954 | 0.0173          | 0.6954   | 0.7213        | 0.9954           |
| 0.0099        | 39.61 | 19530 | 0.4530        | 0.4009   | 0.9991      | 0.9954 | 0.0174          | 0.6982   | 0.7260        | 0.9955           |
| 0.0089        | 39.68 | 19560 | 0.4471        | 0.3977   | 0.9992      | 0.9954 | 0.0174          | 0.6965   | 0.7231        | 0.9955           |
| 0.0027        | 39.74 | 19590 | 0.4503        | 0.3996   | 0.9991      | 0.9954 | 0.0172          | 0.6975   | 0.7247        | 0.9955           |
| 0.0009        | 39.8  | 19620 | 0.4504        | 0.3996   | 0.9991      | 0.9954 | 0.0173          | 0.6975   | 0.7248        | 0.9955           |
| 0.0046        | 39.86 | 19650 | 0.4526        | 0.4008   | 0.9991      | 0.9954 | 0.0173          | 0.6981   | 0.7259        | 0.9955           |
| 0.0038        | 39.92 | 19680 | 0.4547        | 0.4021   | 0.9991      | 0.9954 | 0.0174          | 0.6988   | 0.7269        | 0.9955           |
| 0.0057        | 39.98 | 19710 | 0.4483        | 0.3982   | 0.9991      | 0.9954 | 0.0174          | 0.6968   | 0.7237        | 0.9955           |


### Framework versions

- Transformers 4.37.1
- Pytorch 2.1.2
- Datasets 2.16.1
- Tokenizers 0.15.1